{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# DeepVision: Exploiting computer vision techniques to minimize CPU Utilization \n", "\n", "[![](https://img.shields.io/github/license/sourcerer-io/hall-of-fame.svg?colorB=ff0000)](https://github.com/akshaybahadur21/Autopilot/blob/master/LICENSE.txt) \n", "\n", "[![](https://img.shields.io/badge/Akshay-Bahadur-brightgreen.svg?colorB=ff0000)](https://akshaybahadur.com)\n", "\n", "This python notebook is for explanation of the core concepts used and the models developed for this webinar.\n", "\n", "### Acknowledgement\n", "\n", "I would like to extend my gratitude towards Open Data Science Conference, Boston team for giving me this opportunity to showcase my findings especially Alena, Vimal and Rafael.\n", "\n", "### Akshay Bahadur\n", "\n", "- Software engineer working with Symantec.\n", "- ML Researcher\n", "\n", "#### Contact \n", "\n", "- [Portfolio](https://www.akshaybahadur.com/)\n", "- [LinkedIN](https://www.linkedin.com/in/akshaybahadur21/)\n", "- [GitHub](https://github.com/akshaybahadur21)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Agenda\n", "\n", "\n", "\n", "\n", "- Introduction\n", "- Tania's Story\n", "- MNIST \n", "- Autopilot\n", "- Malaria Detection\n", "\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Tania's Story" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/jpeg": 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\n", "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import YouTubeVideo\n", "YouTubeVideo('Oc_QMQ4QHcw')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## MNIST Digit Recognition" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%%HTML\n", "" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Using TensorFlow backend.\n" ] } ], "source": [ "from keras import Sequential\n", "from keras.callbacks import ModelCheckpoint\n", "from keras.datasets import mnist\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from keras.layers import Flatten, Dense, Dropout\n", "from keras.utils import np_utils, print_summary\n", "from keras.models import load_model" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [], "source": [ "(x_train, y_train), (x_test, y_test) = mnist.load_data()" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [], "source": [ "def showData(x, label):\n", " pixels = np.array(x, dtype='uint8')\n", "\n", " pixels = pixels.reshape((28, 28))\n", "\n", " plt.title('Label is {label}'.format(label=label))\n", " plt.imshow(pixels, cmap='gray')\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "showData(x_train[0], y_train[0])" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "showData(x_train[24], y_train[24])" ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(28, 28)\n" ] } ], "source": [ "print(x_train[0].shape)" ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[ 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]\n", " [ 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]\n", " [ 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]\n", " [ 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]\n", " [ 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]\n", " [ 0 0 0 0 0 0 0 0 0 0 0 0 3 18 18 18 126 136\n", " 175 26 166 255 247 127 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 30 36 94 154 170 253 253 253 253 253\n", " 225 172 253 242 195 64 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 49 238 253 253 253 253 253 253 253 253 251\n", " 93 82 82 56 39 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 18 219 253 253 253 253 253 198 182 247 241\n", " 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 80 156 107 253 253 205 11 0 43 154\n", " 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 14 1 154 253 90 0 0 0 0\n", " 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0 139 253 190 2 0 0 0\n", " 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0 11 190 253 70 0 0 0\n", " 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0 0 35 241 225 160 108 1\n", " 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0 0 0 81 240 253 253 119\n", " 25 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 45 186 253 253\n", " 150 27 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 16 93 252\n", " 253 187 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 0 249\n", " 253 249 64 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 46 130 183 253\n", " 253 207 2 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 0 0 39 148 229 253 253 253\n", " 250 182 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0 24 114 221 253 253 253 253 201\n", " 78 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 23 66 213 253 253 253 253 198 81 2\n", " 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 18 171 219 253 253 253 253 195 80 9 0 0\n", " 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 55 172 226 253 253 253 253 244 133 11 0 0 0 0\n", " 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 136 253 253 253 212 135 132 16 0 0 0 0 0 0\n", " 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\n", " 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\n", " 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\n", " 0 0 0 0 0 0 0 0 0 0]]\n" ] } ], "source": [ "print(x_train[0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Normalization \n", "\n", "Normalization is a technique often applied as part of data preparation for machine learning. The goal of normalization is to change the values of numeric columns in the dataset to a common scale, without distorting differences in the ranges of values\n" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [], "source": [ "x_train_norm= x_train / 255.\n", "x_test_norm=x_test / 255." ] }, { "cell_type": "code", "execution_count": 74, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(28, 28)\n" ] } ], "source": [ "print(x_train_norm[0].shape)" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[0. 0. 0. 0. 0. 0.\n", " 0. 0. 0. 0. 0. 0.\n", " 0. 0. 0. 0. 0. 0.\n", " 0. 0. 0. 0. 0. 0.\n", " 0. 0. 0. 0. ]\n", " [0. 0. 0. 0. 0. 0.\n", " 0. 0. 0. 0. 0. 0.\n", " 0. 0. 0. 0. 0. 0.\n", " 0. 0. 0. 0. 0. 0.\n", " 0. 0. 0. 0. ]\n", " [0. 0. 0. 0. 0. 0.\n", " 0. 0. 0. 0. 0. 0.\n", " 0. 0. 0. 0. 0. 0.\n", " 0. 0. 0. 0. 0. 0.\n", " 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0.99215686 0.99215686 0.99215686\n", " 0.99215686 0.99215686 0.77647059 0.71372549 0.96862745 0.94509804\n", " 0. 0. 0. 0. 0. 0.\n", " 0. 0. 0. 0. ]\n", " [0. 0. 0. 0. 0. 0.\n", " 0. 0. 0.31372549 0.61176471 0.41960784 0.99215686\n", " 0.99215686 0.80392157 0.04313725 0. 0.16862745 0.60392157\n", " 0. 0. 0. 0. 0. 0.\n", " 0. 0. 0. 0. ]\n", " [0. 0. 0. 0. 0. 0.\n", " 0. 0. 0. 0.05490196 0.00392157 0.60392157\n", " 0.99215686 0.35294118 0. 0. 0. 0.\n", " 0. 0. 0. 0. 0. 0.\n", " 0. 0. 0. 0. ]\n", " [0. 0. 0. 0. 0. 0.\n", " 0. 0. 0. 0. 0. 0.54509804\n", " 0.99215686 0.74509804 0.00784314 0. 0. 0.\n", " 0. 0. 0. 0. 0. 0.\n", " 0. 0. 0. 0. ]\n", " [0. 0. 0. 0. 0. 0.\n", " 0. 0. 0. 0. 0. 0.04313725\n", " 0.74509804 0.99215686 0.2745098 0. 0. 0.\n", " 0. 0. 0. 0. 0. 0.\n", " 0. 0. 0. 0. ]\n", " [0. 0. 0. 0. 0. 0.\n", " 0. 0. 0. 0. 0. 0.\n", " 0.1372549 0.94509804 0.88235294 0.62745098 0.42352941 0.00392157\n", " 0. 0. 0. 0. 0. 0.\n", " 0. 0. 0. 0. ]\n", " [0. 0. 0. 0. 0. 0.\n", " 0. 0. 0. 0. 0. 0.\n", " 0. 0.31764706 0.94117647 0.99215686 0.99215686 0.46666667\n", " 0.09803922 0. 0. 0. 0. 0.\n", " 0. 0. 0. 0. ]\n", " [0. 0. 0. 0. 0. 0.\n", " 0. 0. 0. 0. 0. 0.\n", " 0. 0. 0.17647059 0.72941176 0.99215686 0.99215686\n", " 0.58823529 0.10588235 0. 0. 0. 0.\n", " 0. 0. 0. 0. ]\n", " [0. 0. 0. 0. 0. 0.\n", " 0. 0. 0. 0. 0. 0.\n", " 0. 0. 0. 0.0627451 0.36470588 0.98823529\n", " 0.99215686 0.73333333 0. 0. 0. 0.\n", " 0. 0. 0. 0. ]\n", " [0. 0. 0. 0. 0. 0.\n", " 0. 0. 0. 0. 0. 0.\n", " 0. 0. 0. 0. 0. 0.97647059\n", " 0.99215686 0.97647059 0.25098039 0. 0. 0.\n", " 0. 0. 0. 0. ]\n", " [0. 0. 0. 0. 0. 0.\n", " 0. 0. 0. 0. 0. 0.\n", " 0. 0. 0.18039216 0.50980392 0.71764706 0.99215686\n", " 0.99215686 0.81176471 0.00784314 0. 0. 0.\n", " 0. 0. 0. 0. ]\n", " [0. 0. 0. 0. 0. 0.\n", " 0. 0. 0. 0. 0. 0.\n", " 0.15294118 0.58039216 0.89803922 0.99215686 0.99215686 0.99215686\n", " 0.98039216 0.71372549 0. 0. 0. 0.\n", " 0. 0. 0. 0. ]\n", " [0. 0. 0. 0. 0. 0.\n", " 0. 0. 0. 0. 0.09411765 0.44705882\n", " 0.86666667 0.99215686 0.99215686 0.99215686 0.99215686 0.78823529\n", " 0.30588235 0. 0. 0. 0. 0.\n", " 0. 0. 0. 0. ]\n", " [0. 0. 0. 0. 0. 0.\n", " 0. 0. 0.09019608 0.25882353 0.83529412 0.99215686\n", " 0.99215686 0.99215686 0.99215686 0.77647059 0.31764706 0.00784314\n", " 0. 0. 0. 0. 0. 0.\n", " 0. 0. 0. 0. ]\n", " [0. 0. 0. 0. 0. 0.\n", " 0.07058824 0.67058824 0.85882353 0.99215686 0.99215686 0.99215686\n", " 0.99215686 0.76470588 0.31372549 0.03529412 0. 0.\n", " 0. 0. 0. 0. 0. 0.\n", " 0. 0. 0. 0. ]\n", " [0. 0. 0. 0. 0.21568627 0.6745098\n", " 0.88627451 0.99215686 0.99215686 0.99215686 0.99215686 0.95686275\n", " 0.52156863 0.04313725 0. 0. 0. 0.\n", " 0. 0. 0. 0. 0. 0.\n", " 0. 0. 0. 0. ]\n", " [0. 0. 0. 0. 0.53333333 0.99215686\n", " 0.99215686 0.99215686 0.83137255 0.52941176 0.51764706 0.0627451\n", " 0. 0. 0. 0. 0. 0.\n", " 0. 0. 0. 0. 0. 0.\n", " 0. 0. 0. 0. ]\n", " [0. 0. 0. 0. 0. 0.\n", " 0. 0. 0. 0. 0. 0.\n", " 0. 0. 0. 0. 0. 0.\n", " 0. 0. 0. 0. 0. 0.\n", " 0. 0. 0. 0. ]\n", " [0. 0. 0. 0. 0. 0.\n", " 0. 0. 0. 0. 0. 0.\n", " 0. 0. 0. 0. 0. 0.\n", " 0. 0. 0. 0. 0. 0.\n", " 0. 0. 0. 0. ]\n", " [0. 0. 0. 0. 0. 0.\n", " 0. 0. 0. 0. 0. 0.\n", " 0. 0. 0. 0. 0. 0.\n", " 0. 0. 0. 0. 0. 0.\n", " 0. 0. 0. 0. ]]\n" ] } ], "source": [ "print(x_train_norm[0])" ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [], "source": [ "x_train_norm_mean_zero= x_train / 127.5 - 1.\n", "x_test_norm_mean_zero=x_test / 127.5 - 1." ] }, { "cell_type": "code", "execution_count": 77, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(28, 28)\n" ] } ], "source": [ "print(x_train_norm_mean_zero[0].shape)" ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[-1. -1. -1. -1. -1. -1.\n", " -1. -1. -1. -1. -1. -1.\n", " -1. -1. -1. -1. -1. -1.\n", " -1. -1. -1. -1. -1. -1.\n", " -1. -1. -1. -1. ]\n", " [-1. -1. -1. -1. 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-1. -1.\n", " -1. -1. -1. -1. ]\n", " [-1. -1. -1. -1. -1. -1.\n", " -0.85882353 0.34117647 0.71764706 0.98431373 0.98431373 0.98431373\n", " 0.98431373 0.52941176 -0.37254902 -0.92941176 -1. -1.\n", " -1. -1. -1. -1. -1. -1.\n", " -1. -1. -1. -1. ]\n", " [-1. -1. -1. -1. -0.56862745 0.34901961\n", " 0.77254902 0.98431373 0.98431373 0.98431373 0.98431373 0.91372549\n", " 0.04313725 -0.91372549 -1. -1. -1. -1.\n", " -1. -1. -1. -1. -1. -1.\n", " -1. -1. -1. -1. ]\n", " [-1. -1. -1. -1. 0.06666667 0.98431373\n", " 0.98431373 0.98431373 0.6627451 0.05882353 0.03529412 -0.8745098\n", " -1. -1. -1. -1. -1. -1.\n", " -1. -1. -1. -1. -1. -1.\n", " -1. -1. -1. -1. ]\n", " [-1. -1. -1. -1. -1. -1.\n", " -1. -1. -1. -1. -1. -1.\n", " -1. -1. -1. -1. -1. -1.\n", " -1. -1. -1. -1. -1. -1.\n", " -1. -1. -1. -1. ]\n", " [-1. -1. -1. -1. -1. -1.\n", " -1. -1. -1. -1. -1. -1.\n", " -1. -1. -1. -1. -1. -1.\n", " -1. -1. -1. -1. -1. -1.\n", " -1. -1. -1. -1. ]\n", " [-1. -1. -1. -1. -1. -1.\n", " -1. -1. -1. -1. -1. -1.\n", " -1. -1. -1. -1. -1. -1.\n", " -1. -1. -1. -1. -1. -1.\n", " -1. -1. -1. -1. ]]\n" ] } ], "source": [ "print(x_train_norm_mean_zero[0])" ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [], "source": [ "def preprocess_labels(y):\n", " labels = np_utils.to_categorical(y)\n", " return labels" ] }, { "cell_type": "code", "execution_count": 80, "metadata": {}, "outputs": [], "source": [ "y_train = preprocess_labels(y_train)\n", "y_test = preprocess_labels(y_test)" ] }, { "cell_type": "code", "execution_count": 81, "metadata": {}, "outputs": [], "source": [ "\n", "x_train = x_train.reshape(x_train.shape[0], 28, 28, 1)\n", "x_test = x_test.reshape(x_test.shape[0], 28, 28, 1)\n", "\n", "x_train_norm = x_train_norm.reshape(x_train_norm.shape[0], 28, 28, 1)\n", "x_test_norm = x_test_norm.reshape(x_test_norm.shape[0], 28, 28, 1)\n", "\n", "x_train_norm_mean_zero = x_train_norm_mean_zero.reshape(x_train_norm_mean_zero.shape[0], 28, 28, 1)\n", "x_test_norm_mean_zero = x_test_norm_mean_zero.reshape(x_test_norm_mean_zero.shape[0], 28, 28, 1)\n" ] }, { "cell_type": "code", "execution_count": 83, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "number of training examples = 60000\n", "number of test examples = 10000\n", "X_train shape: (60000, 28, 28, 1)\n", "Y_train shape: (60000, 10)\n" ] } ], "source": [ "print(\"number of training examples = \" + str(x_train.shape[0]))\n", "print(\"number of test examples = \" + str(x_test.shape[0]))\n", "print(\"X_train shape: \" + str(x_train.shape))\n", "print(\"Y_train shape: \" + str(y_train.shape))" ] }, { "cell_type": "code", "execution_count": 89, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "_________________________________________________________________\n", "Layer (type) Output Shape Param # \n", "=================================================================\n", "flatten_3 (Flatten) (None, 784) 0 \n", "_________________________________________________________________\n", "dense_7 (Dense) (None, 512) 401920 \n", "_________________________________________________________________\n", "dropout_5 (Dropout) (None, 512) 0 \n", "_________________________________________________________________\n", "dense_8 (Dense) (None, 128) 65664 \n", "_________________________________________________________________\n", "dropout_6 (Dropout) (None, 128) 0 \n", "_________________________________________________________________\n", "dense_9 (Dense) (None, 10) 1290 \n", "=================================================================\n", "Total params: 468,874\n", "Trainable params: 468,874\n", "Non-trainable params: 0\n", "_________________________________________________________________\n" ] } ], "source": [ "def keras_model(image_x, image_y):\n", " num_of_classes = 10\n", " model = Sequential()\n", " model.add(Flatten(input_shape=(image_x, image_y, 1)))\n", " model.add(Dense(512, activation='relu'))\n", " model.add(Dropout(0.6))\n", " model.add(Dense(128, activation='relu'))\n", " model.add(Dropout(0.6))\n", " model.add(Dense(num_of_classes, activation='softmax'))\n", "\n", " model.compile(loss='categorical_crossentropy', optimizer='adam', metrics=['accuracy'])\n", " filepath = \"mnist_odsc.h5\"\n", " checkpoint = ModelCheckpoint(filepath, monitor='val_acc', verbose=1, save_best_only=True, mode='max')\n", " callbacks_list = [checkpoint]\n", "\n", " return model, callbacks_list\n", "\n", "model, callbacks_list = keras_model(28, 28)\n", "print_summary(model)\n" ] }, { "cell_type": "code", "execution_count": 90, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Train on 60000 samples, validate on 10000 samples\n", "Epoch 1/1\n", "60000/60000 [==============================] - 22s 371us/step - loss: 12.5177 - acc: 0.2218 - val_loss: 11.3287 - val_acc: 0.2968\n", "\n", "Epoch 00001: val_acc improved from -inf to 0.29680, saving model to mnist_odsc.h5\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 90, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.fit(x_train, y_train, validation_data=(x_test, y_test), epochs=1, batch_size=64,\n", " callbacks=callbacks_list)" ] }, { "cell_type": "code", "execution_count": 91, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Train on 60000 samples, validate on 10000 samples\n", "Epoch 1/1\n", "60000/60000 [==============================] - 19s 323us/step - loss: 1.1754 - acc: 0.6667 - val_loss: 0.3117 - val_acc: 0.9128\n", "\n", "Epoch 00001: val_acc improved from 0.29680 to 0.91280, saving model to mnist_odsc.h5\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 91, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.fit(x_train_norm, y_train, validation_data=(x_test_norm, y_test), epochs=1, batch_size=64,\n", " callbacks=callbacks_list)" ] }, { "cell_type": "code", "execution_count": 92, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Train on 60000 samples, validate on 10000 samples\n", "Epoch 1/1\n", "60000/60000 [==============================] - 20s 341us/step - loss: 0.9066 - acc: 0.7362 - val_loss: 0.3179 - val_acc: 0.9155\n", "\n", "Epoch 00001: val_acc improved from 0.91280 to 0.91550, saving model to mnist_odsc.h5\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 92, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.fit(x_train_norm_mean_zero, y_train, validation_data=(x_test_norm_mean_zero, y_test), epochs=1, batch_size=64,\n", " callbacks=callbacks_list)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Autopilot\n", "\n", "This code helps in getting the steering angle of self driving car. The inspiraion is taken from [Udacity Self driving car](https://github.com/udacity/CarND-Behavioral-Cloning-P3) module as well [End to End Learning for Self-Driving Cars](https://devblogs.nvidia.com/deep-learning-self-driving-cars/) module from NVIDIA\n", "\n", "The End to End Learning for Self-Driving Cars research paper can be found at (https://arxiv.org/abs/1604.07316)\n", "This repository uses convnets to predict steering angle according to the road. \n", "\n", "1) Autopilot Version 1\n", "2) [Autopilot Version 2](https://github.com/akshaybahadur21/Autopilot/tree/master/Autopilot_V2)\n", "\n", "\n", "### Code Requirements\n", "You can install Conda for python which resolves all the dependencies for machine learning.\n", "\n", "### Description\n", "An autonomous car (also known as a driverless car, self-driving car, and robotic car) is a vehicle that is capable of sensing its environment and navigating without human input. Autonomous cars combine a variety of techniques to perceive their surroundings, including radar, laser light, GPS, odometry, and computer vision. Advanced control systems interpret sensory information to identify appropriate navigation paths, as well as obstacles and relevant signage\n", "\n", "## Autopilot V1 (Udacity Dataset based on Udacity Simulator)\n", "\n", "### Dataset\n", "You can get the dataset at [here](https://d17h27t6h515a5.cloudfront.net/topher/2016/December/584f6edd_data/data.zip)\n", "\n", "## Autopilot V2 (NVIDIA Dataset based on real world)\n", "\n", "### Dataset\n", "Download the dataset at [here](https://github.com/SullyChen/driving-datasets) and extract into the repository folder\n", "\n", "\n", "### References:\n", " \n", " - Mariusz Bojarski, Davide Del Testa, Daniel Dworakowski, Bernhard Firner, Beat Flepp, Prasoon Goyal, Lawrence D. Jackel, Mathew Monfort, Urs Muller, Jiakai Zhang, Xin Zhang, Jake Zhao, Karol Zieba. [End to End Learning for Self-Driving Cars](https://arxiv.org/abs/1604.07316)\n", " - [Behavioral Cloning Project](https://github.com/udacity/CarND-Behavioral-Cloning-P3) \n", " - This implementation also took a lot of inspiration from the Sully Chen github repository: https://github.com/SullyChen/Autopilot-TensorFlow \n", "\n", "\n", "\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 127, "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%%HTML\n", "" ] }, { "cell_type": "code", "execution_count": 93, "metadata": {}, "outputs": [], "source": [ "from __future__ import division\n", "import cv2\n", "import os\n", "import numpy as np\n", "import scipy\n", "import pickle\n", "import matplotlib.pyplot as plt\n", "from itertools import islice" ] }, { "cell_type": "code", "execution_count": 94, "metadata": {}, "outputs": [], "source": [ "DATA_FOLDER = 'driving_dataset'\n", "TRAIN_FILE = os.path.join(DATA_FOLDER, 'data.txt')" ] }, { "cell_type": "code", "execution_count": 96, "metadata": {}, "outputs": [], "source": [ "def showData(x, label):\n", " img = plt.imread(x)\n", " pixels = np.array(img, dtype='uint8')\n", "\n", " pixels = pixels.reshape((256, 455,3))\n", "\n", " plt.title('Label is {label}'.format(label=label))\n", " plt.imshow(pixels, cmap='gray')\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 97, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "showData(\"F:\\\\projects\\\\SIT_Sample\\\\AutoPilot\\\\driving_dataset\\\\595.jpg\",1)" ] }, { "cell_type": "code", "execution_count": 103, "metadata": {}, "outputs": [], "source": [ "def preprocess(img):\n", " resized = cv2.resize((cv2.cvtColor(img, cv2.COLOR_RGB2HSV))[:, :, 1], (100, 100))\n", " return resized" ] }, { "cell_type": "code", "execution_count": 104, "metadata": {}, "outputs": [], "source": [ "def showData_HSV(x, label):\n", " img = plt.imread(x)\n", " img=preprocess(img)\n", " pixels = np.array(img, dtype='uint8')\n", "\n", " pixels = pixels.reshape((100, 100))\n", "\n", " plt.title('Label is {label}'.format(label=label))\n", " plt.imshow(pixels, cmap='gray')\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 105, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "showData_HSV(\"F:\\\\projects\\\\SIT_Sample\\\\AutoPilot\\\\driving_dataset\\\\595.jpg\",1)" ] }, { "cell_type": "code", "execution_count": 117, "metadata": {}, "outputs": [], "source": [ "#Build the model\n", "import numpy as np\n", "from keras.layers import Dense, Activation, Flatten, Conv2D, Lambda\n", "from keras.layers import MaxPooling2D, Dropout\n", "from keras.utils import print_summary\n", "from keras.models import Sequential\n", "from keras.callbacks import ModelCheckpoint\n", "import keras.backend as K\n", "import pickle\n", "\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.utils import shuffle" ] }, { "cell_type": "code", "execution_count": 119, "metadata": {}, "outputs": [], "source": [ "# This excerpt of code collects images and the steering angle, does pre processing and stores in a pickle file\n", "def return_data():\n", "\n", " X = []\n", " y = []\n", " features = []\n", "\n", " with open(TRAIN_FILE) as fp:\n", " for line in islice(fp, LIMIT):\n", " path, angle = line.strip().split()\n", " full_path = os.path.join(DATA_FOLDER, path)\n", " X.append(full_path)\n", " # using angles from -pi to pi to avoid rescaling the atan in the network\n", " y.append(float(angle) * scipy.pi / 180)\n", "\n", " for i in range(len(X)):\n", " img = plt.imread(X[i])\n", " features.append(preprocess(img))\n", "\n", " features = np.array(features).astype('float32')\n", " labels = np.array(y).astype('float32')\n", "\n", " with open(\"features\", \"wb\") as f:\n", " pickle.dump(features, f, protocol=4)\n", " with open(\"labels\", \"wb\") as f:\n", " pickle.dump(labels, f, protocol=4)" ] }, { "cell_type": "code", "execution_count": 120, "metadata": {}, "outputs": [], "source": [ "def loadFromPickle():\n", " with open(\"features\", \"rb\") as f:\n", " features = np.array(pickle.load(f))\n", " with open(\"labels\", \"rb\") as f:\n", " labels = np.array(pickle.load(f))\n", "\n", " return features, labels" ] }, { "cell_type": "code", "execution_count": 121, "metadata": {}, "outputs": [], "source": [ "features, labels = loadFromPickle()" ] }, { "cell_type": "code", "execution_count": 190, "metadata": {}, "outputs": [], "source": [ "features, labels = shuffle(features, labels)\n", "train_x, test_x, train_y, test_y = train_test_split(features, labels, random_state=0,\n", " test_size=0.3)\n", "train_x = train_x.reshape(train_x.shape[0], 100, 100, 1)\n", "test_x = test_x.reshape(test_x.shape[0], 100, 100, 1)" ] }, { "cell_type": "code", "execution_count": 192, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "number of training examples = 31784\n", "number of test examples = 13622\n", "X_train shape: (31784, 100, 100, 1)\n" ] } ], "source": [ "print(\"number of training examples = \" + str(train_x.shape[0]))\n", "print(\"number of test examples = \" + str(test_x.shape[0]))\n", "print(\"X_train shape: \" + str(train_x.shape))" ] }, { "cell_type": "code", "execution_count": 128, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def showLoadedData(x, label):\n", " pixels = np.array(x, dtype='uint8')\n", "\n", " #pixels = pixels.reshape((100, 100))\n", "\n", " plt.title('Label is {label}'.format(label=label))\n", " plt.imshow(pixels, cmap='gray')\n", " plt.show()\n", "showLoadedData(train_x[0],train_y[0])" ] }, { "cell_type": "code", "execution_count": 162, "metadata": {}, "outputs": [], "source": [ "from keras.layers import BatchNormalization,Input\n", "from keras.layers.convolutional import Convolution2D\n", "import tensorflow as tf\n", "from keras.models import Model\n", "\n", "def atan(x):\n", " return tf.atan(x)" ] }, { "cell_type": "code", "execution_count": 166, "metadata": {}, "outputs": [], "source": [ "#Lets look at the model for the original research paper\n", "\n", "def paper_model():\n", " inputs = Input(shape=(66, 200, 3))\n", " conv_1 = Convolution2D(24, 5, 5, activation='relu', name='conv_1', subsample=(2, 2))(inputs)\n", " conv_2 = Convolution2D(36, 5, 5, activation='relu', name='conv_2', subsample=(2, 2))(conv_1)\n", " conv_3 = Convolution2D(48, 5, 5, activation='relu', name='conv_3', subsample=(2, 2))(conv_2)\n", " conv_3 = Dropout(.5)(conv_3)\n", "\n", " conv_4 = Convolution2D(64, 3, 3, activation='relu', name='conv_4', subsample=(1, 1))(conv_3)\n", " conv_5 = Convolution2D(64, 3, 3, activation='relu', name='conv_5', subsample=(1, 1))(conv_4)\n", "\n", " flat = Flatten()(conv_5)\n", "\n", " dense_1 = Dense(1164)(flat)\n", " dense_1 = Dropout(.5)(flat)\n", " dense_2 = Dense(100, activation='relu')(dense_1)\n", " dense_2 = Dropout(.5)(flat)\n", " dense_3 = Dense(50, activation='relu')(dense_2)\n", " dense_3 = Dropout(.5)(flat)\n", " dense_4 = Dense(10, activation='relu')(dense_3)\n", " dense_4 = Dropout(.5)(flat)\n", "\n", " final = Dense(1, activation=atan)(dense_4)\n", " model = Model(input=inputs, output=final)\n", " \n", " return model" ] }, { "cell_type": "code", "execution_count": 167, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "F:\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:5: UserWarning: Update your `Conv2D` call to the Keras 2 API: `Conv2D(24, (5, 5), activation=\"relu\", name=\"conv_1\", strides=(2, 2))`\n", " \"\"\"\n", "F:\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:6: UserWarning: Update your `Conv2D` call to the Keras 2 API: `Conv2D(36, (5, 5), activation=\"relu\", name=\"conv_2\", strides=(2, 2))`\n", " \n", "F:\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:7: UserWarning: Update your `Conv2D` call to the Keras 2 API: `Conv2D(48, (5, 5), activation=\"relu\", name=\"conv_3\", strides=(2, 2))`\n", " import sys\n", "F:\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:10: UserWarning: Update your `Conv2D` call to the Keras 2 API: `Conv2D(64, (3, 3), activation=\"relu\", name=\"conv_4\", strides=(1, 1))`\n", " # Remove the CWD from sys.path while we load stuff.\n", "F:\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:11: UserWarning: Update your `Conv2D` call to the Keras 2 API: `Conv2D(64, (3, 3), activation=\"relu\", name=\"conv_5\", strides=(1, 1))`\n", " # This is added back by InteractiveShellApp.init_path()\n", "F:\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:25: UserWarning: Update your `Model` call to the Keras 2 API: `Model(inputs=Tensor(\"in..., outputs=Tensor(\"de...)`\n" ] } ], "source": [ "model=paper_model()" ] }, { "cell_type": "code", "execution_count": 168, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "_________________________________________________________________\n", "Layer (type) Output Shape Param # \n", "=================================================================\n", "input_5 (InputLayer) (None, 66, 200, 3) 0 \n", "_________________________________________________________________\n", "conv_1 (Conv2D) (None, 31, 98, 24) 1824 \n", "_________________________________________________________________\n", "conv_2 (Conv2D) (None, 14, 47, 36) 21636 \n", "_________________________________________________________________\n", "conv_3 (Conv2D) (None, 5, 22, 48) 43248 \n", "_________________________________________________________________\n", "dropout_27 (Dropout) (None, 5, 22, 48) 0 \n", "_________________________________________________________________\n", "conv_4 (Conv2D) (None, 3, 20, 64) 27712 \n", "_________________________________________________________________\n", "conv_5 (Conv2D) (None, 1, 18, 64) 36928 \n", "_________________________________________________________________\n", "flatten_8 (Flatten) (None, 1152) 0 \n", "_________________________________________________________________\n", "dropout_31 (Dropout) (None, 1152) 0 \n", "_________________________________________________________________\n", "dense_33 (Dense) (None, 1) 1153 \n", "=================================================================\n", "Total params: 132,501\n", "Trainable params: 132,501\n", "Non-trainable params: 0\n", "_________________________________________________________________\n" ] } ], "source": [ "print_summary(model)" ] }, { "cell_type": "code", "execution_count": 198, "metadata": {}, "outputs": [], "source": [ "def keras_model(image_x, image_y):\n", " model = Sequential()\n", " model.add(Lambda(lambda x: x / 127.5 - 1., input_shape=(image_x, image_y, 1)))\n", " model.add(Conv2D(16, (5,5), padding='same'))\n", " model.add(Activation('relu'))\n", " model.add(MaxPooling2D((5,5), padding='valid'))\n", "\n", " model.add(Conv2D(32, (5,5), padding='same'))\n", " model.add(Activation('relu'))\n", " model.add(MaxPooling2D((5,5), padding='valid'))\n", "\n", "\n", " model.add(Flatten())\n", " model.add(Dropout(0.5))\n", " model.add(Dense(128))\n", " model.add(Dense(10))\n", " model.add(Dense(1))\n", "\n", " model.compile(optimizer='adam', loss=\"mse\")\n", " filepath = \"Autopilot.h5\"\n", " checkpoint = ModelCheckpoint(filepath, verbose=1, save_best_only=True)\n", " callbacks_list = [checkpoint]\n", "\n", " return model, callbacks_list" ] }, { "cell_type": "code", "execution_count": 199, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "_________________________________________________________________\n", "Layer (type) Output Shape Param # \n", "=================================================================\n", "lambda_13 (Lambda) (None, 100, 100, 1) 0 \n", "_________________________________________________________________\n", "conv2d_30 (Conv2D) (None, 100, 100, 16) 416 \n", "_________________________________________________________________\n", "activation_25 (Activation) (None, 100, 100, 16) 0 \n", "_________________________________________________________________\n", "max_pooling2d_25 (MaxPooling (None, 20, 20, 16) 0 \n", "_________________________________________________________________\n", "conv2d_31 (Conv2D) (None, 20, 20, 32) 12832 \n", "_________________________________________________________________\n", "activation_26 (Activation) (None, 20, 20, 32) 0 \n", "_________________________________________________________________\n", "max_pooling2d_26 (MaxPooling (None, 4, 4, 32) 0 \n", "_________________________________________________________________\n", "flatten_21 (Flatten) (None, 512) 0 \n", "_________________________________________________________________\n", "dropout_44 (Dropout) (None, 512) 0 \n", "_________________________________________________________________\n", "dense_63 (Dense) (None, 128) 65664 \n", "_________________________________________________________________\n", "dense_64 (Dense) (None, 10) 1290 \n", "_________________________________________________________________\n", "dense_65 (Dense) (None, 1) 11 \n", "=================================================================\n", "Total params: 80,213\n", "Trainable params: 80,213\n", "Non-trainable params: 0\n", "_________________________________________________________________\n" ] } ], "source": [ "model, callbacks_list = keras_model(100, 100)\n", "print_summary(model)" ] }, { "cell_type": "code", "execution_count": 195, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Train on 31784 samples, validate on 13622 samples\n", "Epoch 1/1\n", " 5152/31784 [===>..........................] - ETA: 8:42 - loss: 0.3135" ] }, { "ename": "KeyboardInterrupt", "evalue": "", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 1\u001b[0m model.fit(train_x, train_y, validation_data=(test_x, test_y), epochs=1, batch_size=32,\n\u001b[1;32m----> 2\u001b[1;33m callbacks=callbacks_list)\n\u001b[0m", "\u001b[1;32mF:\\Anaconda3\\lib\\site-packages\\keras\\engine\\training.py\u001b[0m in \u001b[0;36mfit\u001b[1;34m(self, x, y, batch_size, epochs, verbose, callbacks, validation_split, validation_data, shuffle, class_weight, sample_weight, initial_epoch, steps_per_epoch, validation_steps, **kwargs)\u001b[0m\n\u001b[0;32m 1037\u001b[0m \u001b[0minitial_epoch\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0minitial_epoch\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1038\u001b[0m \u001b[0msteps_per_epoch\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0msteps_per_epoch\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1039\u001b[1;33m validation_steps=validation_steps)\n\u001b[0m\u001b[0;32m 1040\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1041\u001b[0m def evaluate(self, x=None, y=None,\n", "\u001b[1;32mF:\\Anaconda3\\lib\\site-packages\\keras\\engine\\training_arrays.py\u001b[0m in \u001b[0;36mfit_loop\u001b[1;34m(model, f, ins, out_labels, batch_size, epochs, verbose, callbacks, val_f, val_ins, shuffle, callback_metrics, initial_epoch, steps_per_epoch, validation_steps)\u001b[0m\n\u001b[0;32m 197\u001b[0m \u001b[0mins_batch\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mins_batch\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtoarray\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 198\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 199\u001b[1;33m \u001b[0mouts\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mins_batch\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 200\u001b[0m \u001b[0mouts\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mto_list\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mouts\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 201\u001b[0m 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2716\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2717\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mpy_any\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mis_tensor\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mx\u001b[0m \u001b[1;32min\u001b[0m \u001b[0minputs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mF:\\Anaconda3\\lib\\site-packages\\keras\\backend\\tensorflow_backend.py\u001b[0m in \u001b[0;36m_call\u001b[1;34m(self, inputs)\u001b[0m\n\u001b[0;32m 2673\u001b[0m \u001b[0mfetched\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_callable_fn\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0marray_vals\u001b[0m\u001b[1;33m,\u001b[0m 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"\u001b[1;32mF:\\Anaconda3\\lib\\site-packages\\tensorflow\\python\\client\\session.py\u001b[0m in \u001b[0;36m__call__\u001b[1;34m(self, *args, **kwargs)\u001b[0m\n\u001b[0;32m 1437\u001b[0m ret = tf_session.TF_SessionRunCallable(\n\u001b[0;32m 1438\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_session\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_session\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_handle\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mstatus\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1439\u001b[1;33m run_metadata_ptr)\n\u001b[0m\u001b[0;32m 1440\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mrun_metadata\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1441\u001b[0m \u001b[0mproto_data\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mtf_session\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mTF_GetBuffer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mrun_metadata_ptr\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;31mKeyboardInterrupt\u001b[0m: " ] } ], "source": [ "model.fit(train_x, train_y, validation_data=(test_x, test_y), epochs=1, batch_size=32,\n", " callbacks=callbacks_list)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Malaria Detection" ] }, { "cell_type": "code", "execution_count": 220, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(142, 163)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "from PIL import Image\n", "import numpy as np\n", "from matplotlib.pyplot import imshow\n", "from scipy.misc import imread\n", "import cv2\n", "def showMalariaData(x):\n", " image = Image.open(x)\n", " plt.imshow(np.asarray(image), cmap='gray')\n", " print(image.size)\n", " plt.show()\n", "\n", "showMalariaData(\"F:\\\\projects\\\\\\Malaria_Detection\\\\cell_images\\\\Parasitized\\\\C33P1thinF_IMG_20150619_114756a_cell_179.png\")" ] }, { "cell_type": "code", "execution_count": 222, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(100, 94)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "showMalariaData(\"F:\\\\projects\\\\\\Malaria_Detection\\\\cell_images\\\\Parasitized\\\\C39P4thinF_original_IMG_20150622_105335_cell_6.png\")" ] }, { "cell_type": "code", "execution_count": 223, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(127, 136)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Let's look at normal cells\n", "showMalariaData(\"F:\\\\projects\\\\\\Malaria_Detection\\\\cell_images\\\\Uninfected\\\\C1_thinF_IMG_20150604_104722_cell_60.png\")" ] }, { "cell_type": "code", "execution_count": 224, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(121, 148)\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Let's add some filters and see if we can remove some noise\n", "def showMalariaFiltered_HLS_Data(x):\n", " image = Image.open(x)\n", " image=np.asarray(image)\n", " hsv = cv2.cvtColor(image, cv2.COLOR_RGB2HLS)\n", " plt.imshow(hsv, cmap='gray')\n", " print(hsv.size)\n", " plt.show()\n", "\n", "showMalariaFiltered_HLS_Data(\"F:\\\\projects\\\\\\Malaria_Detection\\\\cell_images\\\\Parasitized\\\\C33P1thinF_IMG_20150619_114756a_cell_179.png\")" ] }, { "cell_type": "code", "execution_count": 232, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "51816\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "showMalariaFiltered_HLS_Data(\"F:\\\\projects\\\\\\Malaria_Detection\\\\cell_images\\\\Uninfected\\\\C1_thinF_IMG_20150604_104722_cell_60.png\")" ] }, { "cell_type": "code", "execution_count": 233, "metadata": {}, "outputs": [], "source": [ "def showMalariaFiltered_HSV_Data(x):\n", " image = Image.open(x)\n", " image=np.asarray(image)\n", " hsv = cv2.cvtColor(image, cv2.COLOR_RGB2HSV)\n", " plt.imshow(hsv, cmap='gray')\n", " print(hsv.size)\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 234, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "69438\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "showMalariaFiltered_HSV_Data(\"F:\\\\projects\\\\\\Malaria_Detection\\\\cell_images\\\\Parasitized\\\\C33P1thinF_IMG_20150619_114756a_cell_179.png\")" ] }, { "cell_type": "code", "execution_count": 235, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "51816\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "showMalariaFiltered_HSV_Data(\"F:\\\\projects\\\\\\Malaria_Detection\\\\cell_images\\\\Uninfected\\\\C1_thinF_IMG_20150604_104722_cell_60.png\")" ] }, { "cell_type": "code", "execution_count": 236, "metadata": {}, "outputs": [], "source": [ "def showMalariaFiltered_LAB_Data(x):\n", " image = Image.open(x)\n", " image=np.asarray(image)\n", " hsv = cv2.cvtColor(image, cv2.COLOR_BGR2LAB)\n", " plt.imshow(hsv, cmap='gray')\n", " print(hsv.size)\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 237, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "69438\n" ] }, { "data": { "image/png": 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\n", 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nlRdqlkzVunpiIR0wu0Om/DcpSyI9eabyUrZsrtQKBX3co2KT7r2ZXxiX1VdK11Y9NwnGvEoOAWX2FDEtcWL7gUTx4qWEZby9irrFDLf06AljUGfOb1kA6J7fuZvhba32eOzp61dXn8nvbE+B55yhcO6qG+gJSixhPiwAdj0OzB49sx84zZNDMmVN/r8xp93UYF7ay+thPr9roIESmavGct12eQwFD7p4Pc/pBtfZvdS5aCqYTS4stT/7DbQeFWiVnplohZYBkc2HW0Y8XP+6zgmjW49PYXby8s/mp1lvW8CTj82Zy48mFVR38oQgyHx+y43daaGz7h0dO4CrjqKzI8c0SR7SbJk8gKYZdK3Wk2eKukozekNSnstDvDGFKXvLs0qKwCzeGFAFW16hlCYfwDo3rKis9UHO4UWCXvKO2Gdbj1J+Pr3ElMnU2wsQYY5kgnOkaW0D6udsM+qc3lJ8puX8Tjxn4NEK9zVgoSSnyP2AlyuahJ4lxll7kO0UvaNjB3DVUfRkY65a21IJABnsltG1FHHNSO6a07q15TqZKXNFpQGwH2D2oc5qL8A6H2xt/7QUwtE2+tmyumNKz+EJXs8uWmoxqcpSBMl1Ltt1Sb0odd5MqXKbO3KYfifB1Bqa1WrHwVFTWFlFnaolH4lC7RrcrtTXtI9hT2uxoAK5AyiK9Vz2aqOK56y/PH6IY+KqG+hloIrZOAFMQrV8XrakeCSgIwn8YdBrWh1p097vSNzDDhmzwU0g8PHdo+qYgmqzi6iVwIcTQMDal/gK0dJp1e2xt2a/1hGkrycbquTdZ8LPZ98F0PZcy6EszEv1XLlybAp6vuquzSsK85N0rBmoYYWeNvAQyC9iOsfesvGn6TO+s+4dHTuArSm6iKwAvA3AR1X1WSLyOACvBnA9gHcA+C5VfXDbco6LSUhmVS8j/eB95+yO2avfvNPBbSdZn36EtQdL2LTtUoIfmcoSxRzVCoRS9Mg5Y6kTzH7ucrxRrX4aIBBD3+clSOacpHqWwV0XjqhwOR6R+aoPX9r+bV1mxSx7qwx/D6K09CpOpDz30eo3fJhkuhE5txzDt3MynAZF/wFMRyYnvAzAz8zno38awAtOoYyOjo4tsNVAF5HHAPgmAP9x/i0AvgHA6+Yod+EKn4+ehGMHND8mo5dEySJrNF47DxCsgPyx92vLqPQZRcsHlmtI6j62XQcmmcCA4rlm8tE2rWzTZ5w/rHaS4MP3IqwgWM3PJwLj72z6pDJjiKkVUTCVvKbHnM8o09qbn2UNtqsnYxSVyYUy0qbgcp3blkJaQrHobqqnfWfx+jq92ymN/eO89hD3jZJ/ac/y7pCff9TCackwfaa2mv5ix+LbYVvW/V8D+GEAXzL/fjiAz6hqMia7F8CNW5ZxLIwzK6Uo7FXW88LrVQEditeXVhfnI5Ei548RixbdTx2IcY0WCz7WobM5aFxWzebyRposuSULQQYLEPfnBmJ7AhZa7qttsxWAw9QOWq7zjj0a9Cw9z04TBVjNma1FUSziImGX0v+ST2mzEqukL+/Sp0v5Fwl5KXtN1+lZUv72NNZaFKco74InMxZg+nqwE06hGaMsq8ZTU7CfmKKLyLMA3K+qb+fgIGo4evr56B0dVw7bnqb6bBG5BcBDAXwpJgp/nYjszVT9MQA+FiU+6/PRWbDmv6trElJV+cCy4JsQqYN4NmV775Q/W7stWaQZChHwDmk76aA2/9HtdhGo3XBB6XyeKxV4wZ2iWPONothTn7+LG5STrn1aYKJuXg3KR0YzhxJtMPH+5eqn4jC75ACsVSXnaYWR/jvmmvjQzFUVwwp/T0/0VuPEFF1VX6qqj1HVmwDcBuC/q+p3AvgdAN82R7sDV/h8dL+2U8yDPq8Zy+aWWsq5/FlznvSJ1svR2g2oZQAw+fAaXIPP0vOWeCoaPh/HLOXMu+qOobRNJ5tOkmIJ5RZwv9OE6R1x+oGYfq9l+qSnGhofzrusses6cZnJ2++ST/0St7SZ7Q+0vxzTHn7/HLwuj+qxhu2PLMs57UF/Fnr0FwP4IRG5B9Oa/eVnUEZHR8cxcCqWcar6uwB+d77+IICnnka+J6qL+67CNkxtUfqEmPVbvs936s2XICbTp2A2MbH7hQYyO13YzLIE4CVEOfzPUp0pjJ6ZDxEM6pQFkXR/gFYP7rkJb7ln303capWpL8RQ0CLQKm3bWpql3/ZdWQEgh7FzS04fnbXOnmyKG7HyHliAmbkVyjMNQKPFwOmjW8Z1dOwArjpb900b+FvrxyWkLFtH824uR+lquj6kkEQBWFhTVGUuJ1cBY9OeqZSLM39H62iFZlVXirciSjQdXmjVRiCvOyvEGqBC8a2+Pn2zV5lcr/nliW5+jxFGoq5FAFgajB1aimvzESyMs44zpjTWgYa3uuT8mVsynJWr76a+d5oS6ks90F+//0kAZSPKOA4bT8dMiE5n2SgEERvXIypn6tSlA3iWT7BJkOUEdEHBvIEkpUk6cZaw1zJjQEQraTA7X5w8wEzXY86z5LAiljra3DMo8lFFCSOKiSzv90/vMQnM7DP6es7vnH5FziXjk2YUlT2FKUvC61Jmze6DJpfynK4t0jcJPpVsFHz7neZA76x7R8cO4FJTdGYv+Tdc+NIGjig/4OisoxcALSVjX2iFTS5Yg4VEKc+yKaTtNNGnAUQLlR3c/SoP13AjNFPhFYmU/GaUhH1PHd36wnvNUVcZzyUp1ZkZ7yXqO3EZ6kJtGVZwVq4BKygVWE6g5FHYfe9O+gCxnjx2i22/Pcr+/0aEE+BSD/R11Rmos0jNAlkJdQnzEwaD2zo6xVOCsPp+WeOuXWzro7wezN4/+hDOQHbyWLslhmcJ+Tl5Rx9LhZMrrZVZBpR8kt54RDkcMcWrJkxnQiu0xme5RzQo+Am5fD4YIZcV9gROb6dPDz7MwRskTev69B7rRV5rOWAnj1Rn5Dyj54ufYDt01r2jYwdwqSn6SidmKbGKakXQ9Sw2BMI0EgZNLpKm61hPbVJSWB2XwYIn3+AshGHqlvKZTk2ZsCJqPgY673S1okoxR8H7oJd0tns6bYZJ95NWgD32MFewdpkM5J4rOutZlDaNsGCK6sTcBTCx8tESjaljZPa6CtJE56MfkjBNkKh2wbRJago7lNEcuZWQdkwWV1ASPpPnKtO1v793ikc3dYre0bEDuNQUfXT6XZ5deU20Hmw4Q4HQeWIEnpWZojEl8BSZ/bdxetbTZv9sUkRCrNteUr8Bx5+tB5WwzqAwLl/MHWsZ1jrFhlfDEXI7BVwKr8HzO0RN8QC7ro/Lr8F28OUsPM1UnNukOAlly7fl9XNLJrTERSG4f5rqtcs90OdvzwKle17azoYYJm0gAW5hk+CIywKsUDAakNane5Gg80F90URQbmslbJvSl0EzkCFKVU/UHWtTR2whSh9NJL69lspdchjJ134gLQkgo7pMtgfz4kw5r1Ka32/O9eO8EnjH3apRh+hZ8jNFRhMnRGfdOzp2AJeKov/a/ietCicd/UtxItUGu9ldu3gnBc++kWeXFGF0cQsrOlMPKewtm16yGm7FQjTSj/u6sFvmaL95SB9krNqJWeeIIm86dJLTTEujIV97mPfEayfnycerNgulrGsQCb643pxXofjFAjByOGnPg6sFiC1E7dNa9kV47TUPAABW83v/YTmZy5lLNdDT/l0gfukAddahHtTs8ZURsd6bXiDXw6x3XcIBZaCuVEiqn1hrNt4oknM+2CHyiprXlsEJrVy/CKZTaX3ZatuIzTwKxNdGF4QmzTyWw/3kEhlJiblv23Tl4hVXVWkS9nr6klerHHHhlfwGMBOaOCGRT78NI99Z946OHcClouieSq3Fhq+0XB+glsYrULmNalHuaFb2bDp/53QuwB6ZVJi/1oGGhX0kNhw2D1/PSGrObLifzcWR6agNmJ33Aq0jUSq6V3EKYneW+zK9BD3KMyG9D14ibTrphcWZTKUj1jzqJ5sEiKWdIkdVBV763+pTp4FO0Ts6dgCXiqIDcGeCTWF5BpWiljqk8E0PuTQ7t/SzrRnSz8rJT53Pi/MsVJzTFaFbVL8sjHLWVz7elKc9WJIjHIWjCZItwqeJ5CKZUgZCgEmYOF2znX3UDqVtS+uyX7xoQxCv4UsaS90HCvdhK2gl/4nkGkLlR1yG53bym6QN/C1O5ri4XANdCtsZsToqpYPsybJLbNZzJ7SEUPwyso93FpYFeaRvfyZ6qXPNHkad2QuZovw9eMJoTS4+/hL85Obz93XybbfUQVV4yJWnSYPqML8nu82k8ixbtWha+tgBDiShrJ0A+L99Fh780zXrx6OJn/tdcVCh4XuI2uws2OzOund07AAuF0VXydZCIwpVXs3T1QiYjRurkqykcWGe4vk97HsoXIKh/vP1AGBMXIaUvJK/cj4jm5GWIOnwoaouVFhEnYv7JWbJx3Y8Lpvuez2/LzOCF8ZFaZhSRdZt0bnph3P994CsgmPKHZ2AwieysF92v933ELZNagvDWPAW+XKHSsVRcDtaG4eac+PfKy318MsZbrtIQHkcXNiB/qvXfDI30ToNGsQsbTqq1W/89zr3eG1nd0B5AwYjqdd6p9aIaZkw1bPozA/JBJVRPLLWDC2zpD78OGF+IFZxSTvBy45Wnr6mx10rem2JYPkwA0be5aaFCV8TG8+TSHlntQuKlYubYrDBzRimt/m08p/SR++0TOhpsHE9ku9A61m2xjaDnMvs6Oi4irEVRReR6zCdpPokTBPR9wB4H4DXALgJwIcAfLuqfvq4eSvKbJfcGg0oQpQDIJOjSDAExJTEz5ojYPYW+9nUz4SpwRK7rjJR8nTtLbJW4MP7ltFiibkulRfYIJ4XZLNUP93P9QzIx1QPXlokCXS9xPD5RnWurNRcpdVdpFNXfNRoiRWVvTLUN0Y5cDHlU9s4eJi+lZZu2SS59oXP+Qiszj+FRebbEZcS9c3jYFuK/rMA/puq/nUAX4PpnPSXAHjzfD76m+ffHR0d54gTU3QR+VIAXwfgHwGAqj4I4EERuRXA18/R7sJ0gsuLT1JGpMI4lLJeT9in+Es2zq08I9VIK72f6wcKnLzBWLUN4DdeWOru844oVLT2jtQxrTX6UdFKU2vqY9pyVFlCa4NKxI21BHzq4rWEYS2b/xTngN5XcaLZop0kAtTC3aQ03g+ddwZac3sF4bpcC2fFHnZOgm1Y98cD+ASAXxSRrwHwdgA/AOBRqnofAKjqfSLyyJMW4N0AHVLDRS9zcNf5tQRS84iVYUl9Ak8oe5S/Up9P9g2Der0s5xwPXh8rGlJZqo96ghCpX78gZsn5fiQMs3WJhIlpUBSpdSRU5PpFenRVes7GO8mCWMovPym5omKhZ9Qnov6gVG+ekMfgmVruqdacGab24LPWUxhvWOLjl1Ldiqus+p0Mpi7x0V1HxTas+x6ApwD4OVV9MoC/xDHY9H4+ekfHlcM2A/1eAPeq6lvn36/DNPA/LiI3AMD8fX+UWFXvVNWbVfVmXHttfT/xn1KoQqTmUcwsjtr76QQQwUQ1IndOQGEjjyLoUJmpkRaWn8MOZ515EpwcRfdJj2meKeUJtfclSOPL9OaW/pkFgtX8OStEbcp18Usmvg+633o39TPZdvDl6Mz6jgvpShj/xdzJoMjn0HtBmX03ZWvL2n388oWPUOalCXtLOilOzLqr6p+KyEdE5KtV9X0Ang7gj+bPHQB+Alucj+4H7RTGbBaxPVKnGSk8s1dBv/ZrO7/245c2okwYrBNN5TBzldwSrWH3llest6vPUWfeKB57f13Khz2aHiVvbzduj4mKTx6NZAhRnaJOPKLexacSs67J4ORQinabd40Vn3CAZ6097GBvTS+pz1g2n/2680mtXOahy3MFYBW4/GKZC/fDTcutJWxrMPNPALxKRK4B8EEA342pnq8VkRcA+DCA525ZRkdHx5bYaqCr6jsB3Bzcevo2+QJWMHYwfz+IImHfR5ntIsu4mCMos3b2ygI+2TQWxg2Ne1OY4HCWwO6LYi12VmaBjGe3+TtdR44eo2dqSaN9mDXhzGQyS5gnwVhNiSwz5Cm2lTB76rYJzOr6vfG+/sz2+iUXJ+H+wuauhbKxJaL5AAAgAElEQVTbZ0rvfz8Is9Q55VMqapdkc/1Es5svUFrmBgfXqny1grXn4O+6zOOjW8Z1dOwALqytuxeaAFZFwuu6TGmFvM2gpnR+zcP5+vspjd/UMrqF/ppyO1RSocybMngn+EAZF/VSsZAevVTHgUvO1GcslGqPyONAZXpVmYzUfsKHNDL1T9+1ZRzLMo4CryrzaQd3nzmbw1xmLf9grKj+K0pX7hfPdWvKb6Rnr+ltQWklzznO6bVe1U+yilInPoMPqH0NeLkCKGzUep/FcXBhB3rUmXggAvEmlqgtljols+YsCeZyePdbfMQP52dZ9z24nVri09AebC2lRmx4yo9TRR5Np+syuL2LJGYDB6pNvNHGMumpTMvK2lYfnIAudOnlwvx9dseU7nGa1mSR7m/SKJQ2KwMxH2mFesJnxxZ2GVFfRX3D6ubL96axm+NKZ907Ojo24MJSdEHtIcbP5J7lS3E8IvYofbe2tkbqtQFFcMcCOnY75N0EM/XkzRqZUrDqTVi9l6iLmPS+TTZta1UIooMOI7BQLbIIK+1ohXFLubeESBHViyh+BLaAVApbKtP6Ui/qRaa4keeAETXvMQneUl51O22ivJGnnqhveC5mG4p+YQd6iyUF6R3TenmTd1L+XeuIlztdKz/LrtcscSQhZnCnLmagpQsn/fAgttwyEZR8Ilv3Ej92fNF6lum3DfFl1lOuj68mjc/fsuZH68DcH/wAAewSzE+u6X4CS+DLEkiyOS2LALLGRsszqcZ1juwMcj5msVbrMrgfRm0jCnNM13HRWfeOjh3AhaXoQCwYiwU2NVqsX8glBPdbLPHgJb4bjmCNBIrmtxQKwmK8IT0dzeRMvTl/1jREZfiymeIpsfWtjT4RLNXR6p7hYhaaKGKzI2GbTxNRvyUz0fYSolBhduGUHbE6LQnSvaCCnpLzUi5ySeW5Sd83WXME2bykWUKn6B0dO4ALS9FZvRYJ3ZbWmJwH31d37eNxuFkPzj9WYq3oUjzrd2ymEEIzOQvcfJ2V1ui09mNdK6v/fP0tdSaqQZxHtHaPdLVLsgpOs4lL8fciih3JPjYJ4NL9Te6WOZyFrpGHHLb5N3lElJzuRXIHj5alYETFI2GeEcbpdiq2CzvQgVhXGnkCjTrKNAAnRB05gXWirT3sfILritIBiV1UU86U1/RrRXEHqnSexFjSLsU4xziszKy9wLsfaO0CU8oncsuEhbDjxonaP+q48WCIJ9dyP7VtXIvN++onTGLOIryN2iR2IVUmbA3e85LZr9dMRO3AptjMsld1k+3Y7866d3TsAC4sRVcUNplnuAO6n9A6CnnJco79tieYzS1EeZnibNbtW6pgBIkbSONI0345ekrNZgu2uEMOn+tMdYhcD7dwXIrthV7HYeWjvCOduH9PvkxPobwaL3YMWniGiMIdEvdQWP5aiBZtzbVlSS4zCSrXiLmSo3JDW2jWAFyQgf5VwyF+8ppPOFveYpuc3CVxY41A5q9b0veDHF4aPkVKD86Dm9MfBmHeKycADKpZ8L7WMsB4kllRnT37xqz3mlj3yGQSAEbnM29FUnPulNm9FRB6jo06GJv3Rp5IfR6pHn7QeJ02h/v8rdaiHlRsjJTe2XqU0uY5XsFIYnG2YOfrwjJPYYcUdwDb95eaReexRYjccNWGxPb+iOIWK2EPgv1c5nY+4zrr3tGxA7gQFD3BU08vbffsTTSbRxLNKP+lMB8eSYhzPUkSKnz8ElEqr+c26VEobsTa+6BE8VcBXTD+482RTpbC8HIkkuRPedk6+rqwADMSpjGbXwlFG7YH7Fl1RUdvAdNz8/v2psgs7GLGuu28MnFGliucrpmzqKlzlI/lkuo0UTt5DjHSTmDh/nHQKXpHxw7gwlF0nvXKnuTluPn0FApU4Vl5vo967djiAFpUfN+FVbOu0796oWDEhYDCls4SF0rHYd6em6m0r3/6zcKuFV2n9HztwUJJL4z0Ycx5RRSfn6VVXwBNTzRRkKhU3JF34Vyev+ZnWlxAtlDUWEjmcxIUih8+E+J3y22eBITb+IsDLtBATy//OFJIljIDSUBX593qYOneknCFX8ZR5NiFK6WOpfXLzs+plmX3A8yypJHkVki3X7OMCmQnGFawNKeRcaMU3cMvmyKWku97Zx0tFjWanHhCYgFhtjeQEq+kUeMoE7AHM3JJA4UtsfsKZP/6PGiWD1YsuY4oB0REMIZRFG3t4pwUnXXv6NgBXCiKDhA1ESWBS1EpKanUVtldU6JkYjiCiL1ulesR7RlOdeB6GrPEBktHt8syI+UnlnVO+vvWSSveHRFzNq2yl7gY784o1YOv4a6ZireETNFGpKhOLc5tSU9u3omWsKVtnJZbqEvl45O4XkZATJ20xYq3wPvdUy81lpgcd/5h7x+Fn2zjYg105lMV1cYwXhuy6WrLF5lvxKUO59NsepEtaWkOpwxGKYay1pdcnYa9x/p6aPXfsuFcE2Ypl/bgR0sX7zLLt4nRresAP2gH2MkrTc6t9vfvZwCyR9WisSC7CldWVM9o8okmlRIvXl6w7r3YOCyjJan3bD63M5vA8nkFETt/EnTWvaNjB7DVQBeRfyoi7xGRd4vIr4jIQ0XkcSLyVhF5v4i8Zj7cYSN4hk7sIPu65jgJa9HJrY+g2tkjqKmt0ic6FieKO7pPhKisfE9sXqlcRspbZOJi0jnrkZAsfbhMX8ej1DN9OE9Oy9ee6qsOwPxZU1zOa4B9lz5/rpOv32TNJ7O+vW5Z4YKojhslq/wM+ZP+QFccLzHdkvsjc5pL717dZ5T5g9JefB2ljzYtnQQnzkNEbgTw/QBuVtUnYWqD2wC8DMDPzOejfxrAC06hnh0dHVtg2zX6HoCHicgBgGsB3AfgGwB8x3z/LgA/BuDnljL5wLiHb3nwK0zYqx7yicoenWfOFYB1VnfMwjqi6vXatsygHDY5dyz5R0Iihtfp+33zSwKZFQC4Y47XM1UE7Bqd16sJvNItm2eKesxudKlrsknwxSox43tca3rA60l/9xCWEws5nSCM5Q6JaiZZx0jrVa9qy3WWkk9l3x/Iezh9dH6cT8F9y6/hY1fZBaPAeRKK1YlA7FJ8yyX6VocsflRE/iWm89U+B+CNmM5I/4yqpvFwL4AbT5L/PmIhGwtfygF10/eKuv8a9cYUHpSge9FEwIgGSIrHnVqlfokChI4l8uQgxWSDDX5Y976aA/dghUOpHqlTp008g6tHGgDcdqn8fR2qicLv1/a6fe8L30uoq8Mz3OGBI0kq9yguaxL8mfZ7EGPi66XuaamX6s+DHpjak9s53MMfCNG4tbNgUPn5tIpr96FP9/e1TBW8r53PTPft7IWOx1iZVNiGdf9yALcCeByARwP4IgDPDKKGdevno3d0XDlsw7r/AwB/oqqfAAAReT2AvwvgOhHZm6n6YwB8LEqsqncCuBMA5NGPPvJExVQpoviROmVJ7XLcGTKk2EH+fJ8p/lKBXGdrNiv5/kDUIBWaOAa/LPF15t8R2xjp5vn+Js6HYergjAKYerXdetuwMWSOHbsf3I9dbfPOdC8ObLPh3mFkqy7LjH+8LAPI0tMLGWFVcSfBNgP9wwCeJiLXYmLdnw7gbQB+B8C3AXg1tjgfnVmt+hijWNLJL5s7Kw/ElnfXdD9a44PCjnKAAufp6xRNBPnavODCugsN7iq9lI4x+AZxiHT3fPJoZOsetYOfJHyxXmK/lJdlR6ec2Ie5hvHiyWfp8e39MtQL4SgxbD+jVGl3HUvdg4eKl3r1oRgKuwsv91eauVvr+OPixKy7qr4VwOsAvAPAu+a87gTwYgA/JCL3AHg4gJdvUb+Ojo5TwLbno/8ogB91wR8E8NRt8gVqHTdgKeoIZCuzxM6yCaShlJQmFsLYMjgN3H2/N9tKYC2lzfGCqZjZN/GBXA/1+Vu6pdD83Es2ByZPDhMrZPOIdvzxdWvZZFlmqeJGyG0qqKjzpo03yhks5O1h/LqH+dfCtpGWS5tg8/RcxPISiAWM26JbxnV07AAujK27R2v2jynJNL22LN0iwU+kCorue1mAn2EjzsHXc5Ngq7pJP3jvdGtveEK0FmZVVQ4jKs5HBI/08FGdo3O9mbqZta2WsnI+c5jKMnWPBE/Re23dV1rjc1zDDWYBZ3kT+arBWeXy+b4E9xt1jt551HfGTPnL298gx92ICzvQb3/wEVXYLz/0k9jTMqizLltKD22xkunbD3519xOOOtBbaAqJvDSZWfNAyKNi93OzYA5gwxlmQ209PJspKINuRfcGGhybhHAMVRuhKZV2z+6vIwEmx2tNpP5+65QsO6T9EujoGLSOHxW5qR25b62CuAPKO02/j7hiqNBZ946OHcCFpegReDbj2U60jhBRjciJZGtDAcdrUfeoXke912JFl9jS0N10kMZTvpYQDijWdCmvBOZufPupDjH11Tosou7WVRLVm8yDI6FnJMSKWPMWJY2283LbMJu+xJLLERlp3wcH8zRWpebrUspMrLtuRZUv1UDnTjsNwKkR2O45XPvO4IG65BPNp2dzz02D2r8s7qDHwZKzf84/Gvy+G+ZJIVo3owwQ7gwDdbBisDNLz8UwykEHtTXwXl/tepUdPtTLkGgNm+oNADI3rijppGmgct1KXvEgjdbW0YCf4nrWv17j+0kiek9RmbzvnSf0bdbonXXv6NgBXCqKDqBs9hCtfHIPzvtnJDBJM5t36QTEAhFBLMyLWL5WYxqqMv9gqXAkzR5mNpapkwgg4+zoMVek1DhR3H1Xz7KZZPpew+6Q8tJ6AZwbL0+Ri2VZ5GrKU3lx5DDtyy9l1kLEVGZ+tyI4pAip/oco3nsSeBdjqREvJ4q3mvRCBthNM7wMAezus+lorOkOn66SNQ3zNx/MyDzAan55Lc1Cqts+pT8pZ5jQKXpHxw7gUlF0npUBVk1Ivt9KB1jLL6Z4S2sfpuicF6/bIyFRtMYX1PrdNcpLqJU+gU7Xrf/sgYBq4wbXqT78/IvUD7ymTe2s5n6EUO01f7e84HDb+cMqD6HGVz/bAaQ0LFiM1vYmR+JugGnrLJ+Y40/PYd18y3+bUtxUK5aPeIp9CNuP0v19TXVj6cU2K/RLNtCFzj+anPTb7tZy8JfArPeSQQgQS+g5XQrjTSGcjjsam+bmDpTuO8nZkrCPoTR6mL0F5ufQwob6LsICOO94A6g3pZT7hV1vCTsR3POTX3NykBI/sdG8x9xK2BMfPeTf0WCIJhxIo/40UCOz3wjRTjNm1nObSJymnE0APDhfp/6y5wrftGNwsZ5bpO3o6LgkuFwU3f0uM6gV3KS4Xu3D6WuVULvMiGIvCehs3WwaZtmBSXDG6pilekVh0R73iSJLvp89yGQhEXCYqKfSWfAkKEzmsMzGJss5pbgpTgrP9aIf8Z5wyis/WOJC4lNNWLBVv/OSxi89ADSt5UJrRNTv1FsXRie0+OXGFDbno/U2YrM1FeW4Lz5l5rkH19tEerJtLpdqoPv1dFnzlA4QuUuKDmOIBn+EKA3QPhnVO8PwS4BN5fp1nte1hunnH4fUUUuZtbMjlXKmFwTY90dGqRsArrLeCCYyiqnXqzEbPNm910svcQPZ65GrgQg7uJeWCWbCpxlAaaTn9G6tXuewKf+SvhydNWEFYCB/fMld8opfxCmhs+4dHTuAS0XRAUvRhszz1vF4JxtLaJckzEcpsyVwSuX4/P0SIjsYnL+NR9MiawxNPDldVL9Dag4W+GQzSi/Bd2DqyZtq/KaVaPOPrU9JJEG6aQlT2PTaymyZIjNnk4RyA+xxXH5HnbearAVnMXI+avuBT7fEbQBWaj9mPwrWBPghLt3SoYzHRafoHR07gEtF0QWWuizNUi1vKWm2jdbtQKyKYkrn/boLLMdQ5Ab2O8X1BwFaP3FWBeQr1aI64QaPTEW9FnxaA+4RlfUUiLkMPuNuk3+0Zqivv5T1+FLbMyYOrcTI6/ksCCwkd5PchcH9geUisb360XLmTVaJI1jpUPb7z2A1Jvdlz9WdBi7fQKffLbaO4zOihvNCnmigRwOAB886iMuGEKnc6GDIPVgHgUsCxEGsZDh9b1pO+Gc7dAMthRv/77mc2qmh91teSbhdnaJ96OZ+UG/vk1+hxTBKNAsTuT2jwcJ5R4TBEoTyXKPa/JX+c7wl1r2FLF1HLGxMz753rClrGZ117+jYAVwuiq4wfJFnkweULZXMUkcmrIfuNxBTP0FsoroOwg5QhGXJyolPIomEdYdiqUK+1joMqPXBETvdYoe9BVzOP7GXc9gabKorucyy+UY3uoaOrluCL89pGV8DxI8fEBVfcvLpVW3pmzcPRUJTm5flYvhwzGjQMEUubL/to5nLo8Kyq26UjUwsADwtXKqBzrAd+OgtErHmCS3jl03peZ2X18Hzt7j7CK4ZUVz2cV7t0zadRo5Udz9hLUmeI9bah21aS4r7ZhPXdEopYw3SFFDaTT7zWmbLnE+65+/zjj5eBrCWJCIYUf6bYN5x2qUI4LlfuL6RYnt01r2jYwewcaCLyCtE5H4ReTeFXS8ib5rPQH/TfA4bZMK/EZF7ROQPReQpp1lZRTwbJ11s2tbQEvBMcZc/vqzRfXw+HFfoOu1qG2HzH4IP57UOPly+Bh8EaaP4/llaH0ZUjqfmPv+jYIDMn5L+UDR/1u7j63GUd9fqC622WGpvLpNhODYV8/HLgYJSQlT/s8BRKPovAXiGC3sJgDfPZ6C/ef4NTIcsPmH+vBAbjkvu6Oi4Mti4RlfV3xORm1zwrQC+fr6+C8DvYjqK6VYAr1RVBfAWEblORG5Q1ftOq8Ks9kmSjLJl07r/O8rKnYUo4sJTcUy5vUDL6+u9XrTla77126vXfJylteEYSG8mK7d67Z6fSYpgjdfD0XoeQRh7m2HBU1TnqJ0NFyBa3c9pVTZS1qX3vakvCOLz4VkQG+6ZSMI0sWrHUqbO98f8HiKc9Rr6pMK4R6XBq6r3icgj5/AbAXyE4qXz0U9loAuK8KnlLG8p7Cjxl1izTUKu1muMpNIstPOHQQLANSSAYz2830ASOYesBueC+PYoLOPS8/Epp63JIWk47AmxJS7bHKSw1hLC18kMfuP/vkY0UQw0ufh2ZHgW3U+OA2+OSWEUg3ekpee8/QyFbx6nPZEsta+N2M9H7+i4YjgpRf94YslF5AYA98/h9wJ4LMU71fPRjZmixJ5LIgHIEtVaYqt9HIU91idK5/NYwbL3Xn3mfamnspIe3lOxdKRuKBwL9otuatjo+dlveaRGYzY5UjkxlfbCQo8oLy8AAybvOS2BYE7jrNn8fV8uYJc1rFKr1GvEFVmnj3H+UxnFmg8gt1BnLXkLcFKKfjems88Bewb63QCeP0vfnwbgz057fW5YOLVhmySzQxDmsjfXXjq7DsKrgTh/DudPS/KbsAbwhfnzOQCfnz+fmz8PwhprRPWPnn9Jmuyfz2OEhlL7BNYurIP7/lnZr15CWrKsRKHz50CAA5kdX8yf9fwZZYTOnwh+XR9JzaP24bYREYgIhuAjGPJfq/yovw1QDPMgX+p7Z42NFF1EfgWT4O0RInIvpmOSfwLAa0XkBQA+DOC5c/TfAnALgHsAfBbAd59BnTs6Oo6Jo0jdb2/cenoQVwG8aNtKtXDb4cPN77se8kkATJUiGTHMXc8SMn2I/LpvAs/OvGmFN6rEQqxSJ++VJtUlpW/ttOM6AMA484SCwsZGrHnE9nKdWunKb8vaL7UZC03ZsWa03GKh5JIwriWIjZ4vEsCZ5cjcZl7S7v0G+PqXMkt630787p53BQVvEbplXEfHDuDS2roDLDya5tgRgsGcXJIiFEqXHCGm2fsaLYKvQ5QGMcIkofKUrl05TJ32g7CISg4uboqT/Id5a7MxbXxw+QDAHtkRrEni4ymRodxi+aFcP2XlkE037cuvKeFqzovtwiOK7wWU0eaj1gYcYF6vuzwFwGpOxW0eqRx5I05UNodznYtgDtkRZHaoibLnInNj4h2Qnx8u9UD3YFZJIdXLZOFTmhwOIXmgCWqpOrufitxTAbYDeXCH5EHBLH4e6NQrDhr8sJ80Qgm1ix91ek7v8/bhviotxxRlH7VtJ7+3nK8P4CZV2E7ZmjDq5UQBs9GtdvJttnJpvJ6c79s2LbUqGoK4jueJzrp3dOwArgqKHpl4TjO4n7cpDQo7z2xiSsGUPaJES+x4Socojtj7LdVUpHv3VGUpTUsg5RGdWDMtV8ZyrZYeMBWHjEZw6PPiY4ciTzz8TGwBuLTciCjyCHtw5qFLxyfS+HTp96YlVn5mrbknEUBmPv55nz9fwVuETtE7OnYAl5qip+Nnk2BkDWQn/ELhPGt74UvLQ0q0rlfU7pZZWGZm/WCdxgKhRHH2YR36g8I9mJKFFHumwiMAJWGap4rePt7n6YVZntJ5Bxqeuh6gdCw29knl78NS2nQ4YktG4BHF85xRedYkIJNKFgDYAcDPHFldlnjlV+YalTnIi4dLPdD9ETiCWH/9IMXxLCGzoZHU1zt3XNkiTV4tcP4p3xV9L0mgN1lRCeW1ZELK970jRd+pIwEeg58juu/L96avrTaPBmpraRQtofjdl+VEWaJFG2mM+6z5eg/xc5U2qwVwU5tdJPGbRWfdOzp2AJeaot/+YC30uOuhnwLgqBLrit2kO2g81zHF4X3KEfXeZLnG8VL6SM8ebTn1rHPESiaYl8k24e4ZN6mqvJXXmpYEKT4vA66BxTWwwjBP/Q9Qnt/7amvVaZMFXpQGQdkevKzx6lhOx9uJ+Zmu5FbTbXCpB3oElvBGRhGeJRzI+EJ0qAYa58Pr5ojNbdUDFNeXz2x0xLp6djViqf0a2q/LfWfnCafF5kf3Wc/NA9nryb3ZaPIXv0fxWFaR34WWNJFBzFI9Of/I3sG3HUv9EyK5jQHV7+Iy6TE6697RsQO46ig6s1eRNNtLeEe6zxSX81syx9xEPT2YU/B58azb2gDi8/HhPp8RhfXOAkYdrNcal2dLp5zqxFT4ofQszJrzM3mORVDeA0vd99nGIODTI3uHBK9nZ2Fnyi7iwqJ6RtxSdf/iCthDdIre0bEDuOooepK2DaJlnTxOVyM0LwSLoM7qoZOd8nosahkrnLG02k/sXmdcC9NsCiP0ovxW5Emmtbb26U0dtNyvDoYkQR2r93itneQRkQCS24TrHNWJZRwcjzkv3sCTyjx0D8bt+CBsmyDVN62hBXmzScpnRdZsoyA+4SZ7qJFqcxMUeN6D19WJLgmuuoEe7SQrrLlkA4p8T6kDCrHUc09QAGsysfV6eL+BwgvLIi80HptY80jqjiCMy17SBLAREEv6+dl40Kf7e0GaSBjHnYpNYCNXVN74Jt33tgErd712aQDkE234bPiQZaX7dsIok3v27pruNzzbXBZ01r2jYwdw1VH0SL0G2sPtWTJvMZVmckNF58BRgJU/4JwQUeuxcScSdnnBXq5TkG/EzkcReGtsbg8l6hxk7rkAH2XtwiJ31en6GtSs++CuvYcdLyBN8aj6IRfD7eAFa76dI5WkOS+P9tbz92XFVTfQvyMwYLjrYcXlFDsKAAAM5QADc0jA3BNMB2pIWksH1bBjbtK58v3IEUIkLWYTXd/pWeMQmd2qxKw714El5azzj8r0g4YnAjZHXVq2pLr4a65H8o1+KHHHZblLvta6HFNnLU+SdBErnL/rp9NGZ907OnYAVx1FX0JLmJVZRxLFMsUayIGgVuS9+PhmwRxT0U3CuASmNLEjwvg6gXfErVwY14mFcZxXy17AW+nxc0YWiN7azLPhXpgX6bS96EsAY74cLmcWVBFee5GjzIkGrdvhasLV+EwdHR0OO0HRDRWdZ3CmeEtWZlNgHVq2PxZaMZCWPHLhHKG1ft8krOPvyEqspdNOSC8+8jCzqY4Rta3jFZ30JvgY/Ju5hQO6zltK0xqcEimpTLkhWa5hazlxc2sniL2acJQDHF4B4FkA7lfVJ81hPwXgmzHZLnwAwHer6mfmey8F8AJM/er7VfW3z6juR0YyyGDTzfQy92E3aHipN+AHm+3AI+zxPH4geqn4Uqf2ZfnfLcFVCk/PeYCyB38Pk5kqp2FnEHtaBkm0B5zrGG2+gXl2mfMvYdGg4msvLU/3NrVTBOOmKw1a0oeXpclYPevzL6D7p9PEUVj3X0J9PvqbADxJVf8WgD8G8FIAEJEnArgNwN+c0/x7EbnsmomOjkuPE52PrqpvpJ9vAfBt8/WtAF6tql8A8Ccicg+ApwL4X6dS2xOCBVxK1wAMOTmUWvBUURuxpGIkNnGlA1H8CfsQHCzo0Zm15SOIvWUYp+Fwzvnz8/c1KFR8Det5JT/H/H0g9bPydl6gdJL0zS6a15BMwdOz71NN2USWN7+kMD4VJbIwZC6Ct6Hmc8ul3E8WcZEa0nMJmePatLa6SnAaa/TvAfCa+fpGTAM/IZ2Pfr6YrUKU3mrL1zh79QSKz7GEtI7TzBJKsRUfxqzrTedlH0LNer509rlOULqO9egRItPRiJ1ndorPKd/kqol93ae4B3SfB+0+LGPtDVd4UPs4EZu+QhmAaS+71937JdJKkQ+j4Lj5PY/lnSrKPojBF36VYiupu4j8CKa2fFUKCqKFc2Y/H72j48rhxBRdRO7AJKR7uhbzojM9H/2kuP0LD6/CfvHaT5S6VBcFogKZp0OB1hJnpUYMzMQEkllaJVqU2N1Jgsx6eOHkTWEWS7q91Js5A09dgbZUntndJM0WKZScN5Wwnv8gXxfW3XIZSv+t9H+fFi+R80q2cDN6cCdAFJmWUf5ZchopeT7/83V/uNpxIoouIs8A8GIAz1ZVJsd3A7hNRB4iIo8D8AQA/3v7anZ0dGyDk56P/lIADwHwJpmm1reo6j9W1feIyGsB/BEmlv5Fquq9/V4IJB5ESRhlLLrm+yOAcUzXkr2g5ATg6jkAAAivSURBVDUq7XvHKLT2LavINdHaej0qRh1VqLtUYbyeFcpTq7DY4WKqp/cAk8CU9UBSmOZaD1Q3ps5ejuG5nnIc8ZTPPqWpj0u0+af3ZPbqo/xgzsT4wg904jsidwtx0vPRX74Q/8cB/Pg2lboSiHR+imCnF4gNljIANRh8QMW5z2WVuF6INNKJm8IZrQsL3zo+arovVQduyZciYdahaGWi6o1c/B5+lpQrtGpLdULHJJi0uZawqM380qKlfTDS9Wjplb93eZh3E9iOjp3ATpjARrjjc19Rhb3yYUVAF6ldRoXZ+JLD04WQjRx5pWHTS1ZxzUkK1aJrPrc8+Z7nWdnsoafrlHfkLjphj9JXju6prtM3LyHq+0wrIzZ5xDI1YS4lorks9OMlFm+zLWWyRd4U+46r3OLtqNjZgR5hj7pq2beuWZc73Zi+vFQ3/VgyaRXE3kmZPY1cJIEOUPBLC97vHXmWjdhcw2qTL3sjFSdnHb7OPGFxXTmfJa1BpCnw+XiDF+Nhlw6ksO6n+oq8hc66d3TsADpFJ/CuqEj/7P2lp3gsIS7UuejGDacwf3tf6MBmH/KefU35R/WLKHkk2FrLWJm4esuziDoz68zpfD0jiu693njLPjZnjeqhJKu3u++SdqAtkNxVdIre0bED6BSdcNvnHlGF/aeHfTIv2AWCvVkYx1tbI8FQRF0VtecX3mijJMxjlVRkBZfAW04fQnnzphhP0Xl9zUcEs2WasUJzz+TPi/OGEhHl53A+u0y5PlrqFK2wozbl57xjBy3ejoo+0DdizJ1qDUU6mTTrlEVNR/fGItMGi6JHz77HUwSxbHiR2hfd9dJprtGmFWZzIz31EIT5+xHLHVk+RY4rWNMgcPYBvn5abyQSAOp077ysYkl9VI+OGp117+jYAXSKvgETdSqmmwmZSCnZkQU6dq8nrqIoCamGwh1cQ0x6JFjyFnYMz+JGrDkfBR0dLMlpPOveUlxF7pr5mSNBY7QcUUymxc00aq0F/f2OGn2gb8B3fe6RG+O8avYbz55EIeYLgJU2R3pujGIcKVT3UQ86z2YnRBNBpEePDFY8a+yl7i2fcbxejsqN0kQDXajQMtDtxPedgTylo43Ound07AA6RT8FDHQgo6fEgvo0U3+f2dPsWaW5aaZmWb003TpCrAVvvBMMWJ7tWQCYvrnTRHvbWQ/PlnvR6TACK2TL9anYADVpOo6HTtE7OnYAnaKfAtiKy++vngRLbRrUulOolzTCS/62tDrXaA0ccRRRmpbb66U6cZ4sD0jXvtOF1EaTMK62J+g4PvpAPwU8L9gJd1L80uziapVHleaJImK3mQ3eo0ERmY4meGFcdJ8Hup8+/GmqfqD7/NOg5U0nPIFERzaBngUAbj/FNt5FdNa9o2MH0Cn6BUP2V05haWnAy4LE0g4o7qIPyROMEda5pQNT6UHtPu4pjRB1VgpPZcdxI9ZeoWZTTxQv4giSK69u8XY66AP9giGx7OXIJ6tL9jptpYFmd8kVqb1f7/rBU9xjFZRBV5h7dfG5HvY+28VLeLKrl9xTNY2Jbl+Xnw46697RsQMQDU4KveKVEPkEgL8E8MnzrssCHoFev23Q67cdUv2+UlWPLZm8EAMdAETkbap683nXo4Vev+3Q67cdtq1fZ907OnYAfaB3dOwALtJAv/O8K7ABvX7boddvO2xVvwuzRu/o6Dg7XCSK3tHRcUY494EuIs8QkfeJyD0i8pILUJ/HisjviMh7ReQ9IvIDc/iPichHReSd8+eWc6zjh0TkXXM93jaHXS8ibxKR98/fX35OdftqaqN3isifi8gPnnf7icgrROR+EXk3hYVtJhP+zdwn/1BEnnIOdfspEfm/c/lvEJHr5vCbRORz1I4/f6RCVPXcPpiMtD4A4PEArgHwBwCeeM51ugHAU+brLwHwxwCeCODHAPzz86wb1fFDAB7hwn4SwEvm65cAeNkFqOcKwJ8C+Mrzbj8AXwfgKQDevanNANwC4L9iMsx7GoC3nkPdvhHA3nz9MqrbTRzvqJ/zpuhPBXCPqn5QVR8E8GoAt55nhVT1PlV9x3z9FwDeC+DG86zTEXErgLvm67sAPOcc65LwdAAfUNX/d94VUdXfA/CAC2612a0AXqkT3gLgOhG54UrWTVXfqKrJavgtAB6zTRnnPdBvBPAR+n0vLtCgEpGbADwZwFvnoO+bWalXnBdrPEMBvFFE3i4iL5zDHqWq9wHTZAVgs7O7s8dtAH6Ffl+U9ktotdlF65ffg4nDSHiciPwfEfkfIvL3j5LBeQ/0JQen5woR+WIAvwbgB1X1zwH8HICvAvC3AdwH4F+dY/W+VlWfAuCZAF4kIl93jnUJISLXAHg2gF+dgy5S+23ChemXIvIjmPYDvWoOug/AX1XVJwP4IQD/WUS+dFM+5z3Q7wXwWPr9GAAfO6e6ZIjIPqZB/ipVfT0AqOrHVXWtqiOA/4Bp2XEuUNWPzd/3A3jDXJePJ/Zy/r7/vOo345kA3qGqHwcuVvsRWm12IfqliNwB4FkAvlPnBbqqfkFVPzVfvx2TjOuvbcrrvAf67wN4gog8bqYAtwG4+zwrJNPm7ZcDeK+q/jSF8xrtWwC826e9EhCRLxKRL0nXmIQ278bUbnfM0e4A8BvnUT/C7SC2/aK0n0Orze4G8PxZ+v40AH+WWPwrBRF5BoAXA3i2qn6Wwr9CRFbz9eMBPAHABzdmeF5SUJIu3oJJsv0BAD9yAerz9zCxaX8I4J3z5xYAvwzgXXP43QBuOKf6PR6TduIPALwntRmAhwN4M4D3z9/Xn2MbXgvgUwC+jMLOtf0wTTr3ATjARLFf0GozTKz7v5v75LsA3HwOdbsHk5wg9cGfn+N+6/ze/wDAOwB881HK6JZxHR07gPNm3Ts6Oq4A+kDv6NgB9IHe0bED6AO9o2MH0Ad6R8cOoA/0jo4dQB/oHR07gD7QOzp2AP8fE/1R8jkBzG8AAAAASUVORK5CYII=\n", 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