visualize.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Some visualization code to check out the models\n",
    "\n",
    "Visualization code heavily based on https://github.com/gabrielpierobon/cnnshapes/blob/master/README.md\n",
    "\n",
    "It has been heavily modularized and tweaked slightly to fit the irregularly shaped outputs (rectangular instead of square)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from keras import Sequential\n",
    "from keras.layers import Lambda, Cropping2D, Conv2D, Dropout, Dense, Flatten\n",
    "from keras.layers.pooling import MaxPooling2D\n",
    "from keras.models import Model\n",
    "from keras.preprocessing import image\n",
    "\n",
    "def get_image_tensor(img_path):\n",
    "    \"\"\"\n",
    "    Given an image path, generate a Keras-ready image tensor\n",
    "    \"\"\"\n",
    "    img = image.load_img(img_path)\n",
    "    img_tensor = image.img_to_array(img)\n",
    "    img_tensor = np.expand_dims(img_tensor, axis=0)\n",
    "    # optional step, can cut down on noise in the visualization, but also lose a bit of potentially valuable data\n",
    "    # img_tensor /= 255.\n",
    "    return img_tensor\n",
    "    \n",
    "def draw_activations(layer_names, activations, prefix, model_name, images_per_row=4):\n",
    "    \"\"\"\n",
    "    Draw activations for each layer\n",
    "    \"\"\"\n",
    "    for layer_name, layer_activation in zip(layer_names, activations):  # Displays the feature maps\n",
    "        n_features = layer_activation.shape[-1]  # Number of features in the feature map\n",
    "        shape = (layer_activation.shape[1], layer_activation.shape[2])  # The feature map has shape (1, size, size, n_features).\n",
    "        n_cols = n_features // images_per_row  # Tiles the activation channels in this matrix\n",
    "        display_grid = np.zeros((n_cols * shape[0], images_per_row * shape[1]))\n",
    "        for col in range(n_cols):  # Tiles each filter into a big horizontal grid\n",
    "            for row in range(images_per_row):\n",
    "                channel_image = layer_activation[0, :, :, col * images_per_row + row]\n",
    "                channel_image -= channel_image.mean()  # Post-processes the feature to make it visually palatable\n",
    "                channel_image /= channel_image.std()\n",
    "                channel_image *= 255\n",
    "                channel_image = np.clip(channel_image, 0, 255).astype('uint8')\n",
    "                display_grid[\n",
    "                    col * shape[0]: (col + 1) * shape[0],\n",
    "                    row * shape[1]: (row + 1) * shape[1]\n",
    "                ] = channel_image\n",
    "        scale = 1. / shape[0]\n",
    "        plt.figure(figsize=(scale * display_grid.shape[1],\n",
    "                            scale * display_grid.shape[0]))\n",
    "        plt.title(layer_name)\n",
    "        plt.grid(False)\n",
    "        plt.imsave('{}-{}-{}.png'.format(prefix, model_name, layer_name), display_grid, cmap='gray')\n",
    "\n",
    "def visualize_model(model, img_path, model_name):\n",
    "    \"\"\"\n",
    "    Given a model and an image path, draw the layer activations for the input image\n",
    "    \"\"\"\n",
    "    # these layers of interest are common between the models\n",
    "    layers = model.layers[slice(2, 6)]\n",
    "    layer_outputs = [layer.output for layer in layers]\n",
    "    layer_names = [layer.name for layer in layers]\n",
    "    img_tensor = get_image_tensor(img_path)\n",
    "\n",
    "    activation_model = Model(inputs=model.input, outputs=layer_outputs)\n",
    "    activations = activation_model.predict(img_tensor)\n",
    "\n",
    "    draw_activations(layer_names, activations, img_path.rsplit('.', 1)[0], model_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Final model\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "lambda_26 (Lambda)           (None, 160, 320, 3)       0         \n",
      "_________________________________________________________________\n",
      "cropping2d_26 (Cropping2D)   (None, 75, 320, 3)        0         \n",
      "_________________________________________________________________\n",
      "conv2d_93 (Conv2D)           (None, 36, 158, 24)       1824      \n",
      "_________________________________________________________________\n",
      "dropout_44 (Dropout)         (None, 36, 158, 24)       0         \n",
      "_________________________________________________________________\n",
      "conv2d_94 (Conv2D)           (None, 16, 77, 36)        21636     \n",
      "_________________________________________________________________\n",
      "dropout_45 (Dropout)         (None, 16, 77, 36)        0         \n",
      "_________________________________________________________________\n",
      "conv2d_95 (Conv2D)           (None, 6, 37, 48)         43248     \n",
      "_________________________________________________________________\n",
      "dropout_46 (Dropout)         (None, 6, 37, 48)         0         \n",
      "_________________________________________________________________\n",
      "conv2d_96 (Conv2D)           (None, 4, 35, 64)         27712     \n",
      "_________________________________________________________________\n",
      "dropout_47 (Dropout)         (None, 4, 35, 64)         0         \n",
      "_________________________________________________________________\n",
      "conv2d_97 (Conv2D)           (None, 2, 33, 64)         36928     \n",
      "_________________________________________________________________\n",
      "flatten_26 (Flatten)         (None, 4224)              0         \n",
      "_________________________________________________________________\n",
      "dense_90 (Dense)             (None, 100)               422500    \n",
      "_________________________________________________________________\n",
      "dense_91 (Dense)             (None, 50)                5050      \n",
      "_________________________________________________________________\n",
      "dense_92 (Dense)             (None, 10)                510       \n",
      "_________________________________________________________________\n",
      "dense_93 (Dense)             (None, 1)                 11        \n",
      "=================================================================\n",
      "Total params: 559,419\n",
      "Trainable params: 559,419\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n",
      "None\n",
      "\n",
      "\n",
      "LeNet model\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "lambda_27 (Lambda)           (None, 160, 320, 3)       0         \n",
      "_________________________________________________________________\n",
      "cropping2d_27 (Cropping2D)   (None, 80, 320, 3)        0         \n",
      "_________________________________________________________________\n",
      "conv2d_98 (Conv2D)           (None, 76, 316, 6)        456       \n",
      "_________________________________________________________________\n",
      "max_pooling2d_23 (MaxPooling (None, 38, 158, 6)        0         \n",
      "_________________________________________________________________\n",
      "conv2d_99 (Conv2D)           (None, 34, 154, 16)       2416      \n",
      "_________________________________________________________________\n",
      "max_pooling2d_24 (MaxPooling (None, 17, 77, 16)        0         \n",
      "_________________________________________________________________\n",
      "flatten_27 (Flatten)         (None, 20944)             0         \n",
      "_________________________________________________________________\n",
      "dense_94 (Dense)             (None, 120)               2513400   \n",
      "_________________________________________________________________\n",
      "dropout_48 (Dropout)         (None, 120)               0         \n",
      "_________________________________________________________________\n",
      "dense_95 (Dense)             (None, 84)                10164     \n",
      "_________________________________________________________________\n",
      "dense_96 (Dense)             (None, 1)                 85        \n",
      "=================================================================\n",
      "Total params: 2,526,521\n",
      "Trainable params: 2,526,521\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n",
      "None\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# new model, minus dropout layers to make visualization a bit easier\n",
    "model = Sequential([\n",
    "    Lambda(lambda x: x / 255.0 - 0.5, input_shape=(160, 320, 3), output_shape=(160, 320, 3)),\n",
    "    Cropping2D(cropping=((60, 25), (0, 0))),\n",
    "    Conv2D(filters=24, kernel_size=(5, 5), activation='relu', strides=(2, 2)),\n",
    "    Dropout(0.3),\n",
    "    Conv2D(filters=36, kernel_size=(5, 5), activation='relu', strides=(2, 2)),\n",
    "    Dropout(0.3),\n",
    "    Conv2D(filters=48, kernel_size=(5, 5), activation='relu', strides=(2, 2)),\n",
    "    Dropout(0.3),\n",
    "    Conv2D(filters=64, kernel_size=(3, 3), activation='relu'),\n",
    "    Dropout(0.3),\n",
    "    Conv2D(filters=64, kernel_size=(3, 3), activation='relu'),\n",
    "    Flatten(),\n",
    "    Dense(100),\n",
    "    Dense(50),\n",
    "    Dense(10),\n",
    "    Dense(1)\n",
    "])\n",
    "model.load_weights('model.h5')\n",
    "\n",
    "# original lenet model\n",
    "model_lenet = Sequential([\n",
    "    Lambda(lambda x: x / 255.0 - 0.5, input_shape=(160, 320, 3)),\n",
    "    Cropping2D(cropping=((55,25), (0,0))),\n",
    "    Conv2D(filters=6, kernel_size=(5, 5), activation='relu'),\n",
    "    MaxPooling2D(),\n",
    "    Conv2D(filters=16, kernel_size=(5, 5), activation='relu'),\n",
    "    MaxPooling2D(),\n",
    "    Flatten(),\n",
    "    Dense(120),\n",
    "    Dropout(0.3),\n",
    "    Dense(84),\n",
    "    Dense(1)\n",
    "])\n",
    "model_lenet.load_weights('model-track1-only.h5')\n",
    "\n",
    "print('Final model')\n",
    "print(model.summary())\n",
    "print()\n",
    "print()\n",
    "\n",
    "print('LeNet model')\n",
    "print(model_lenet.summary())\n",
    "print()\n",
    "print()\n",
    "\n",
    "images = [\n",
    "    './examples/track1-bridge.jpg',\n",
    "    './examples/track1-curve.jpg',\n",
    "    './examples/track1-middle-road.jpg',\n",
    "    './examples/track1-reverse-near-dirt.jpg',\n",
    "    './examples/track2-middle-road.jpg',\n",
    "    './examples/track2-mountain.jpg',\n",
    "    './examples/track2-offroad.jpg',\n",
    "    './examples/track2-right-of-middle.jpg',\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/anaconda3/envs/carnd-term1/lib/python3.5/site-packages/ipykernel_launcher.py:33: RuntimeWarning: invalid value encountered in true_divide\n",
      "/anaconda3/envs/carnd-term1/lib/python3.5/site-packages/matplotlib/pyplot.py:514: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  max_open_warning, RuntimeWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1264x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1386x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1776x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2520x1152 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1264x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1386x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1776x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2520x1152 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1264x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1386x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1776x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2520x1152 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1264x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1386x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1776x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2520x1152 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1264x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1386x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1776x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2520x1152 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABAAAAAF1CAYAAAB2yphWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAFuZJREFUeJzt3X+s3Xd93/HXm5gUKaTpVntTiR2SCVPwsk5hd2m6VG2m0CnJtOQPWBe3CNJF+I8tqGsRUhAs0DBNo2hUqpq2hBJRmJKQZlN116YNEw1jrQiLM0ZEgoKs0CQOsJg0jUZDCC7v/XFO5sPFzj2+PveH/Xk8JEvn+z2f+z1vW/rq+j7P93xvdXcAAACAU9tLNnsAAAAAYP0JAAAAADAAAQAAAAAGIAAAAADAAAQAAAAAGIAAAAAAAAMQAAAAAGAAAgAAcMKq6r1V9Z82ew4A4NgEAADg+1TVP62qP62qv6yqr1fV71TVmQs47s1V9XBVfbeqrlnAqADAnAQAAOBozkry75K8Islrk5yd5AMLOO4XkvyrJP9rAccCAI6DAAAAJ4mq2lVV/6WqDlXVU1X1G1X1kqp6d1U9WlVPVtXHquqs6fpzq6qr6i1V9VhVfaOq3jV97hVV9a2q+pszx79guual3X1rd/9xdz/b3U8n+XCSi2fWnldV/72q/m9V/bck2+f5O3T3Td39qSTPLfLfBgBYnQAAACeBqjotyR8keTTJuZm8I397kmumf/5xkr+T5OVJfmPFl/9kkh9NcmmSG6rqtd391SSfTfKGmXU/l+TO7v7OUUb4qSQPzmzfmuT+TH7wf1+St6z5LwcAbAgBAABODhdmcjn+O7r7r7r7ue7+0yQ/n+SD3f1Id38zyTuTXF1V22a+9le6+1vd/YVMLsH/+9P9tybZmyRVVUmunu77HlX1M5n8gH/DdPucJP8wyb/t7m9392eS/NfF/5UBgEUSAADg5LAryaPdfXjF/ldkclXACx5Nsi3J357Z9/WZx89mcpVAkvznJD9RVT+SyTv8303yP2YPXlUXZRIF3tjdX555zae7+69WvC4AsIUJAABwcng8yTkr3tlPkq8meeXM9jlJDif5P6sdcPrZ/k8m+ReZXP5/e3f3C89X1QVJlpP8y+nn9l/wtSR/o6rOWPG6AMAWJgAAwMnhf2byg/d/qKozquplVXVxktuS/NL0pnwvT/Lvk3ziKFcKHMutSd6c5I2Zufy/qs5P8sdJ3tbd33N5f3c/mmR/kl+pqtOr6ieT/LN5Xmy6/mVJKslLp38P/x8BgA3gGy4AnAS6+68z+SH7VUkeS3Iwk3fub0ny8SSfSfKVTO6u/7bjOPRykt1Jvj69R8AL3p5kR5KPVNU3p39mbwL4c0l+PMlfJHlPko/N+XqfTPKtJP8oyc3Txz91HPMCAGtUM1f6AQAAAKeoVa8AqKpbpr9X+IvHeL6q6ter6kBVPVBVr1v8mAAAAMCJmOcjAB9NctmLPH95JpcO7k6yL8lvnfhYAMDJqKp+fuYjA988xscHAIBNMNdHAKrq3CR/0N3nH+W5DyX5dHffNt1+OMkl3f21xY4KAAAArNUibgJ4dia/mugFB6f7AAAAgC1i5e8SXldVtS+TjwnkjDPO+Aevec1rNvLlAQAA4KR3//33f6O7dxzv1y0iADyRZNfM9s7pvu/T3Tdn8it/srS01Pv371/AywMAAMA4qurRtXzdIj4CsJzkzdPfBnBRkmd8/h8AAAC2llWvAKiq25JckmR7VR1M8p4kL02S7v7tJHcluSLJgSTPJvmF9RoWAAAAWJtVA0B3713l+U7yrxc2EQAAALBwi/gIAAAAALDFCQAAAAAwAAEAAAAABiAAAAAAwAAEAAAAABiAAAAAAAADEAAAAABgAAIAAAAADEAAAAAAgAEIAAAAADAAAQAAAAAGIAAAAADAAAQAAAAAGIAAAAAAAAMQAAAAAGAAAgAAAAAMQAAAAACAAQgAAAAAMAABAAAAAAYgAAAAAMAABAAAAAAYgAAAAAAAAxAAAAAAYAACAAAAAAxAAAAAAIABCAAAAAAwAAEAAAAABiAAAAAAwAAEAAAAABiAAAAAAAADEAAAAABgAAIAAAAADEAAAAAAgAEIAAAAADAAAQAAAAAGIAAAAADAAAQAAAAAGIAAAAAAAAMQAAAAAGAAAgAAAAAMQAAAAACAAQgAAAAAMAABAAAAAAYgAAAAAMAABAAAAAAYgAAAAAAAAxAAAAAAYAACAAAAAAxAAAAAAIABCAAAAAAwAAEAAAAABiAAAAAAwAAEAAAAABiAAAAAAAADEAAAAABgAAIAAAAADGCuAFBVl1XVw1V1oKquP8rz51TVPVX1+ap6oKquWPyoAAAAwFqtGgCq6rQkNyW5PMmeJHuras+KZe9Ockd3X5Dk6iS/uehBAQAAgLWb5wqAC5Mc6O5Huvv5JLcnuWrFmk7yg9PHZyX56uJGBAAAAE7UtjnWnJ3k8Zntg0l+fMWa9yb5ZFW9LckZSV6/kOkAAACAhVjUTQD3Jvlod+9MckWSj1fV9x27qvZV1f6q2n/o0KEFvTQAAACwmnkCwBNJds1s75zum3VtkjuSpLs/m+RlSbavPFB339zdS929tGPHjrVNDAAAABy3eQLAfUl2V9V5VXV6Jjf5W16x5rEklyZJVb02kwDgLX4AAADYIlYNAN19OMl1Se5O8qVM7vb/YFXdWFVXTpe9Pclbq+oLSW5Lck1393oNDQAAAByfeW4CmO6+K8ldK/bdMPP4oSQXL3Y0AAAAYFEWdRNAAAAAYAsTAAAAAGAAAgAAAAAMQAAAAACAAQgAAAAAMAABAAAAAAYgAAAAAMAABAAAAAAYgAAAAAAAAxAAAAAAYAACAAAAAAxAAAAAAIABCAAAAAAwAAEAAAAABiAAAAAAwAAEAAAAABiAAAAAAAADEAAAAABgAAIAAAAADEAAAAAAgAEIAAAAADAAAQAAAAAGIAAAAADAAAQAAAAAGIAAAAAAAAMQAAAAAGAAAgAAAAAMQAAAAACAAQgAAAAAMAABAAAAAAYgAAAAAMAABAAAAAAYgAAAAAAAAxAAAAAAYAACAAAAAAxAAAAAAIABCAAAAAAwAAEAAAAABiAAAAAAwAAEAAAAABiAAAAAAAADEAAAAABgAAIAAAAADEAAAAAAgAEIAAAAADAAAQAAAAAGIAAAAADAAAQAAAAAGIAAAAAAAAMQAAAAAGAAAgAAAAAMQAAAAACAAQgAAAAAMAABAAAAAAYgAAAAAMAABAAAAAAYgAAAAAAAA5grAFTVZVX1cFUdqKrrj7HmZ6vqoap6sKpuXeyYAAAAwInYttqCqjotyU1JfibJwST3VdVydz80s2Z3kncmubi7n66qv7VeAwMAAADHb54rAC5McqC7H+nu55PcnuSqFWvemuSm7n46Sbr7ycWOCQAAAJyIeQLA2Uken9k+ON0369VJXl1Vf1ZV91bVZUc7UFXtq6r9VbX/0KFDa5sYAAAAOG6LugngtiS7k1ySZG+SD1fVD61c1N03d/dSdy/t2LFjQS8NAAAArGaeAPBEkl0z2zun+2YdTLLc3d/p7q8k+XImQQAAAADYAuYJAPcl2V1V51XV6UmuTrK8Ys3vZ/Luf6pqeyYfCXhkgXMCAAAAJ2DVANDdh5Ncl+TuJF9Kckd3P1hVN1bVldNldyd5qqoeSnJPknd091PrNTQAAABwfKq7N+WFl5aWev/+/Zvy2gAAAHCyqqr7u3vpeL9uUTcBBAAAALYwAQAAAAAGIAAAAADAAAQAAAAAGIAAAAAAAAMQAAAAAGAAAgAAAAAMQAAAAACAAQgAAAAAMAABAAAAAAYgAAAAAMAABAAAAAAYgAAAAAAAAxAAAAAAYAACAAAAAAxAAAAAAIABCAAAAAAwAAEAAAAABiAAAAAAwAAEAAAAABiAAAAAAAADEAAAAABgAAIAAAAADEAAAAAAgAEIAAAAADAAAQAAAAAGIAAAAADAAAQAAAAAGIAAAAAAAAMQAAAAAGAAAgAAAAAMQAAAAACAAQgAAAAAMAABAAAAAAYgAAAAAMAABAAAAAAYgAAAAAAAAxAAAAAAYAACAAAAAAxAAAAAAIABCAAAAAAwAAEAAAAABiAAAAAAwAAEAAAAABiAAAAAAAADEAAAAABgAAIAAAAADEAAAAAAgAEIAAAAADAAAQAAAAAGIAAAAADAAAQAAAAAGIAAAAAAAAMQAAAAAGAAAgAAAAAMQAAAAACAAcwVAKrqsqp6uKoOVNX1L7LuDVXVVbW0uBEBAACAE7VqAKiq05LclOTyJHuS7K2qPUdZd2aSX0zyuUUPCQAAAJyYea4AuDDJge5+pLufT3J7kquOsu59Sd6f5LkFzgcAAAAswDwB4Owkj89sH5zu+/+q6nVJdnX3H77YgapqX1Xtr6r9hw4dOu5hAQAAgLU54ZsAVtVLknwwydtXW9vdN3f3Uncv7dix40RfGgAAAJjTPAHgiSS7ZrZ3Tve94Mwk5yf5dFX9eZKLkiy7ESAAAABsHfMEgPuS7K6q86rq9CRXJ1l+4cnufqa7t3f3ud19bpJ7k1zZ3fvXZWIAAADguK0aALr7cJLrktyd5EtJ7ujuB6vqxqq6cr0HBAAAAE7ctnkWdfddSe5ase+GY6y95MTHAgAAABbphG8CCAAAAGx9AgAAAAAMQAAAAACAAQgAAAAAMAABAAAAAAYgAAAAAMAABAAAAAAYgAAAAAAAAxAAAAAAYAACAAAAAAxAAAAAAIABCAAAAAAwAAEAAAAABiAAAAAAwAAEAAAAABiAAAAAAAADEAAAAABgAAIAAAAADEAAAAAAgAEIAAAAADAAAQAAAAAGIAAAAADAAAQAAAAAGIAAAAAAAAMQAAAAAGAAAgAAAAAMQAAAAACAAQgAAAAAMAABAAAAAAYgAAAAAMAABAAAAAAYgAAAAAAAAxAAAAAAYAACAAAAAAxAAAAAAIABCAAAAAAwAAEAAAAABiAAAAAAwAAEAAAAABiAAAAAAAADEAAAAABgAAIAAAAADEAAAAAAgAEIAAAAADAAAQAAAAAGIAAAAADAAAQAAAAAGIAAAAAAAAMQAAAAAGAAAgAAAAAMQAAAAACAAQgAAAAAMAABAAAAAAYgAAAAAMAABAAAAAAYgAAAAAAAA5grAFTVZVX1cFUdqKrrj/L8L1fVQ1X1QFV9qqpeufhRAQAAgLVaNQBU1WlJbkpyeZI9SfZW1Z4Vyz6fZKm7fyzJnUl+ddGDAgAAAGs3zxUAFyY50N2PdPfzSW5PctXsgu6+p7ufnW7em2TnYscEAAAATsQ8AeDsJI/PbB+c7juWa5P80YkMBQAAACzWtkUerKrelGQpyU8f4/l9SfYlyTnnnLPIlwYAAABexDxXADyRZNfM9s7pvu9RVa9P8q4kV3b3t492oO6+ubuXuntpx44da5kXAAAAWIN5AsB9SXZX1XlVdXqSq5Mszy6oqguSfCiTH/6fXPyYAAAAwIlYNQB09+Ek1yW5O8mXktzR3Q9W1Y1VdeV02QeSvDzJ71XV/66q5WMcDgAAANgEc90DoLvvSnLXin03zDx+/YLnAgAAABZono8AAAAAACc5AQAAAAAGIAAAAADAAAQAAAAAGIAAAAAAAAMQAAAAAGAAAgAAAAAMQAAAAACAAQgAAAAAMAABAAAAAAYgAAAAAMAABAAAAAAYgAAAAAAAAxAAAAAAYAACAAAAAAxAAAAAAIABCAAAAAAwAAEAAAAABiAAAAAAwAAEAAAAABiAAAAAAAADEAAAAABgAAIAAAAADEAAAAAAgAEIAAAAADAAAQAAAAAGIAAAAADAAAQAAAAAGIAAAAAAAAMQAAAAAGAAAgAAAAAMQAAAAACAAQgAAAAAMAABAAAAAAYgAAAAAMAABAAAAAAYgAAAAAAAAxAAAAAAYAACAAAAAAxAAAAAAIABCAAAAAAwAAEAAAAABiAAAAAAwAAEAAAAABiAAAAAAAADEAAAAABgAAIAAAAADEAAAAAAgAEIAAAAADAAAQAAAAAGIAAAAADAAAQAAAAAGIAAAAAAAAMQAAAAAGAAAgAAAAAMQAAAAACAAcwVAKrqsqp6uKoOVNX1R3n+B6rqE9PnP1dV5y56UAAAAGDtVg0AVXVakpuSXJ5kT5K9VbVnxbJrkzzd3a9K8mtJ3r/oQQEAAIC1m+cKgAuTHOjuR7r7+SS3J7lqxZqrkvzu9PGdSS6tqlrcmAAAAMCJmCcAnJ3k8Zntg9N9R13T3YeTPJPkhxcxIAAAAHDitm3ki1XVviT7ppvfrqovbuTrwxa2Pck3NnsI2CKcD3CE8wGOcD7AET+6li+aJwA8kWTXzPbO6b6jrTlYVduSnJXkqZUH6u6bk9ycJFW1v7uX1jI0nGqcD3CE8wGOcD7AEc4HOKKq9q/l6+b5CMB9SXZX1XlVdXqSq5Msr1iznOQt08dvTPIn3d1rGQgAAABYvFWvAOjuw1V1XZK7k5yW5JbufrCqbkyyv7uXk3wkycer6kCSv8gkEgAAAABbxFz3AOjuu5LctWLfDTOPn0vyz4/ztW8+zvVwKnM+wBHOBzjC+QBHOB/giDWdD+VKfQAAADj1zXMPAAAAAOAkt+4BoKouq6qHq+pAVV1/lOd/oKo+MX3+c1V17nrPBJtljvPhl6vqoap6oKo+VVWv3Iw5YSOsdj7MrHtDVXVVufMzp6x5zoeq+tnp94gHq+rWjZ4RNsoc/186p6ruqarPT//PdMVmzAnrrapuqaonq+qLx3i+qurXp+fKA1X1utWOua4BoKpOS3JTksuT7Emyt6r2rFh2bZKnu/tVSX4tyfvXcybYLHOeD59PstTdP5bkziS/urFTwsaY83xIVZ2Z5BeTfG5jJ4SNM8/5UFW7k7wzycXd/XeT/JsNHxQ2wJzfH96d5I7uviCTm4//5sZOCRvmo0kue5HnL0+ye/pnX5LfWu2A630FwIVJDnT3I939fJLbk1y1Ys1VSX53+vjOJJdWVa3zXLAZVj0fuvue7n52unlvkp0bPCNslHm+PyTJ+zIJw89t5HCwweY5H96a5KbufjpJuvvJDZ4RNso850Mn+cHp47OSfHUD54MN092fyeS37B3LVUk+1hP3JvmhqvqRFzvmegeAs5M8PrN9cLrvqGu6+3CSZ5L88DrPBZthnvNh1rVJ/mhdJ4LNs+r5ML2MbVd3/+FGDgabYJ7vD69O8uqq+rOqureqXuwdITiZzXM+vDfJm6rqYCa/qextGzMabDnH+/PFfL8GENhYVfWmJEtJfnqzZ4HNUFUvSfLBJNds8iiwVWzL5BLPSzK5OuwzVfX3uvsvN3Uq2Bx7k3y0u/9jVf1Eko9X1fnd/d3NHgy2uvW+AuCJJLtmtndO9x11TVVty+QynqfWeS7YDPOcD6mq1yd5V5Iru/vbGzQbbLTVzoczk5yf5NNV9edJLkqy7EaAnKLm+f5wMMlyd3+nu7+S5MuZBAE41cxzPlyb5I4k6e7PJnlZku0bMh1sLXP9fDFrvQPAfUl2V9V5VXV6JjfpWF6xZjnJW6aP35jkT7q713ku2Ayrng9VdUGSD2Xyw7/Pd3Iqe9Hzobuf6e7t3X1ud5+byT0xruzu/ZszLqyref6/9PuZvPufqtqeyUcCHtnIIWGDzHM+PJbk0iSpqtdmEgAObeiUsDUsJ3nz9LcBXJTkme7+2ot9wbp+BKC7D1fVdUnuTnJaklu6+8GqujHJ/u5eTvKRTC7bOZDJDQ6uXs+ZYLPMeT58IMnLk/ze9F6Yj3X3lZs2NKyTOc8HGMKc58PdSf5JVT2U5K+TvKO7XTHJKWfO8+HtST5cVb+UyQ0Br/EGIqeiqrotk/i7fXrPi/ckeWmSdPdvZ3IPjCuSHEjybJJfWPWYzhUAAAA49a33RwAAAACALUAAAAAAgAEIAAAAADAAAQAAAAAGIAAAAADAAAQAAAAAGIAAAAAAAAMQAAAAAGAA/w8D9IWt7MovGwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1264x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1386x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1776x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2520x1152 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1264x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1386x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1776x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2520x1152 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1264x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1386x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABY0AAAK7CAYAAAC+taB+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzs3W+sJudd3+HvL3bcICcNIG8RsTfYFYbEiopCj0KQozYtIDlBdYRAbRwi/uM3TYRKVGEECjSgqjQSLypMi6GIArKN+aNqoS5uFYVSUAJeixJhR45WBsfrkHoJATVN02By98U5+ephWec83n3Obta9LmmlZ2bumfntvvxodmbWWgEAAAAAgCR53qUeAAAAAACAzx6iMQAAAAAAJRoDAAAAAFCiMQAAAAAAJRoDAAAAAFCiMQAAAAAAJRoDAAAAAFCiMQAAHIGZ+cGZ+flLPQcAADxbojEAAGxhZr52Zn5rZv5sZj48Mz81My+6wGteMzO/PTMfObjue2bm5l3NDAAA50M0BgCA7bw4yQ8neUmSlye5Nsk7L/CaH0vybUmOJfm8JD+S5Fdn5soLvC4AAJw30RgAgMvWzByfmV+ZmTMHT+v+2Mw8b2a+f2Yen5mnZuZnZ+bFB+uvn5k1M988Mx+cmT+Zme87OPaSmfk/M/P5G9d/5cGa56+17l5r/fpa6+NrrY8m+ckkN2+svWFm/tvM/K+Z+a9Jrjls/rXWJ9Zaj661PpVkkvxl9uPx53/mMwEA4OiIxgAAXJZm5ookv5bk8STXZ//J33uTfMvBn3+Q5G8neWGSHzvr9Nck+dIkX5Xk7TPz8rXWh5K8J8nXb6x7U5JfWmv9xTlG+HtJHt7YvjvJQ9mPxT+U5Jufxd/lfUk+keREkp9aaz217bkAALBrs9a61DMAAMCzNjNfmf3I+oVrrac39r8ryS+vtX78YPtLk/xBks9Jcl2SP0xyfK11+uD47yb50bXWvTPzHUnetNb6hzMzST6Y5BvXWr951r2/Jsl9Sb5irfWBmXlpkseSvHit9b8P1tyd5FNrrTdv+fd5QZKvS3LVWus/nOc/CwAAXDBPGgMAcLk6nuTxzWB84CXZf/r40x5PcmWSL9jY9+GN3x/P/tPISfLLSb5yZr4w+08SfyrJf9+8+My8OvtPFX/DWusDG/f86KeD8cZ9t3bwqop7ktwxM1/2bM4FAIBdEo0BALhcPZHkpef4aNyHknzRxvZLkzyd5H8edsGDdxX/lyT/JPuvprh3bfzXvJl5Zfafbv62tda7Nk794ySfNzNXn3Xf8/H87L9WAwAALgnRGACAy9XvZj/W/quZuXpmXjAzNye5J8k/O/gw3QuT/Mskv3COJ5Kfyd1JvinJNxz8TpLMzCuS/HqSt661fnXzhLXW40lOJvkXM3PVzLwmyT867EYz8+qZec3BOZ8zM9+T/Seif2fLWQEAYOdEYwAALktrrb/Mfpj94uy/e/h09p8Q/ukkP5fkN7P//uJPJHnrs7j0iSQ3JvnwWuv3N/a/LcmxJP9+Zj528GfzQ3hvSvIVSf40yQ8k+dkt7vU3ktyZ5CNJnkzy+iRfe/BRPgAAuCR8CA8AAAAAgDr0SeOZ+emZeWpm/uAZjs/M/JuZOTUz75uZL9/9mAAAAAAAXAzbvJ7iZ5Lc8hmOvy77/33vxiS3J/m3Fz4WAAA8N8zMN268zuJjz/BqCwAA+Kyx1espZub6JL+21nrFOY79RJLfWGvdc7D9aJLXrrX+eLejAgAAAABw1K7cwTWuTfLExvbpg31/LRrPzO3Zfxo5V1999d992ctetoPbAwAAAACw6aGHHvqTtdax8zl3F9F4a2utu5LclSR7e3vr5MmTF/P2AAAAAAD/X5iZx8/33G3eaXyYJ5Mc39i+7mAfAAAAAACXmV1E4xNJvmn2vTrJn3ufMQAAAADA5enQ11PMzD1JXpvkmpk5neQHkjw/SdZa/y7J/Ulen+RUko8n+dajGhYAAAAAgKN1aDRea912yPGV5J/ubCIAAAAAAC6ZXbyeAgAAAACA5wjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACA2ioaz8wtM/PozJyamTvOcfylM/Pumfm9mXnfzLx+96MCAAAAAHDUDo3GM3NFkjuTvC7JTUlum5mbzlr2/UnuW2u9Mskbk/z4rgcFAAAAAODobfOk8auSnFprPbbW+mSSe5O84aw1K8nfPPj94iQf2t2IAAAAAABcLNtE42uTPLGxffpg36YfTPLmmTmd5P4kbz3XhWbm9pk5OTMnz5w5cx7jAgAAAABwlHb1IbzbkvzMWuu6JK9P8nMz89euvda6a621t9baO3bs2I5uDQAAAADArmwTjZ9Mcnxj+7qDfZu+Pcl9SbLWek+SFyS5ZhcDAgAAAABw8WwTjR9McuPM3DAzV2X/Q3cnzlrzwSRflSQz8/LsR2PvnwAAAAAAuMwcGo3XWk8neUuSB5K8P8l9a62HZ+YdM3PrwbK3JfnOmfn9JPck+Za11jqqoQEAAAAAOBpXbrNorXV/9j9wt7nv7Ru/H0ly825HAwAAAADgYtvVh/AAAAAAAHgOEI0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACA2ioaz8wtM/PozJyamTueYc0/nplHZubhmbl7t2MCAAAAAHAxXHnYgpm5IsmdSb4myekkD87MibXWIxtrbkzyvUluXmt9dGb+1lENDAAAAADA0dnmSeNXJTm11npsrfXJJPcmecNZa74zyZ1rrY8myVrrqd2OCQAAAADAxbBNNL42yRMb26cP9m36kiRfMjO/PTPvnZlbznWhmbl9Zk7OzMkzZ86c38QAAAAAAByZXX0I78okNyZ5bZLbkvzkzHzu2YvWWnettfbWWnvHjh3b0a0BAAAAANiVbaLxk0mOb2xfd7Bv0+kkJ9Zaf7HW+sMkH8h+RAYAAAAA4DKyTTR+MMmNM3PDzFyV5I1JTpy15j9m/ynjzMw12X9dxWM7nBMAAAAAgIvg0Gi81no6yVuSPJDk/UnuW2s9PDPvmJlbD5Y9kOQjM/NIkncn+edrrY8c1dAAAAAAAByNWWtdkhvv7e2tkydPXpJ7AwAAAAA8l83MQ2utvfM5d1cfwgMAAAAA4DlANAYAAAAAoERjAAAAAABKNAYAAAAAoERjAAAAAABKNAYAAAAAoERjAAAAAABKNAYAAAAAoERjAAAAAABKNAYAAAAAoERjAAAAAABKNAYAAAAAoERjAAAAAABKNAYAAAAAoERjAAAAAABKNAYAAAAAoERjAAAAAABKNAYAAAAAoERjAAAAAABKNAYAAAAAoERjAAAAAABKNAYAAAAAoERjAAAAAABKNAYAAAAAoERjAAAAAABKNAYAAAAAoERjAAAAAABKNAYAAAAAoERjAAAAAABKNAYAAAAAoERjAAAAAABKNAYAAAAAoERjAAAAAABKNAYAAAAAoERjAAAAAABKNAYAAAAAoERjAAAAAABKNAYAAAAAoERjAAAAAABKNAYAAAAAoERjAAAAAABKNAYAAAAAoERjAAAAAABKNAYAAAAAoERjAAAAAABKNAYAAAAAoERjAAAAAABKNAYAAAAAoERjAAAAAABKNAYAAAAAoERjAAAAAABKNAYAAAAAoERjAAAAAABKNAYAAAAAoERjAAAAAABKNAYAAAAAoERjAAAAAABKNAYAAAAAoERjAAAAAABKNAYAAAAAoERjAAAAAABKNAYAAAAAoERjAAAAAABKNAYAAAAAoERjAAAAAABKNAYAAAAAoERjAAAAAABKNAYAAAAAoERjAAAAAABKNAYAAAAAoERjAAAAAABKNAYAAAAAoERjAAAAAABKNAYAAAAAoERjAAAAAABKNAYAAAAAoERjAAAAAABKNAYAAAAAoERjAAAAAABKNAYAAAAAoERjAAAAAABKNAYAAAAAoERjAAAAAABKNAYAAAAAoERjAAAAAABKNAYAAAAAoERjAAAAAABKNAYAAAAAoERjAAAAAABKNAYAAAAAoERjAAAAAABKNAYAAAAAoERjAAAAAABKNAYAAAAAoERjAAAAAABKNAYAAAAAoERjAAAAAABKNAYAAAAAoERjAAAAAABKNAYAAAAAoERjAAAAAABKNAYAAAAAoERjAAAAAABKNAYAAAAAoERjAAAAAABKNAYAAAAAoERjAAAAAABKNAYAAAAAoERjAAAAAABKNAYAAAAAoERjAAAAAABKNAYAAAAAoERjAAAAAABKNAYAAAAAoERjAAAAAABKNAYAAAAAoERjAAAAAABKNAYAAAAAoERjAAAAAABKNAYAAAAAoERjAAAAAABKNAYAAAAAoLaKxjNzy8w8OjOnZuaOz7Du62dmzcze7kYEAAAAAOBiOTQaz8wVSe5M8rokNyW5bWZuOse6FyX5riS/s+shAQAAAAC4OLZ50vhVSU6ttR5ba30yyb1J3nCOdT+U5EeSfGKH8wEAAAAAcBFtE42vTfLExvbpg301M1+e5Pha6z99pgvNzO0zc3JmTp45c+ZZDwsAAAAAwNG64A/hzczzkvxokrcdtnatdddaa2+ttXfs2LELvTUAAAAAADu2TTR+Msnxje3rDvZ92ouSvCLJb8zMHyV5dZITPoYHAAAAAHD52SYaP5jkxpm5YWauSvLGJCc+fXCt9edrrWvWWtevta5P8t4kt661Th7JxAAAAAAAHJlDo/Fa6+kkb0nyQJL3J7lvrfXwzLxjZm496gEBAAAAALh4rtxm0Vrr/iT3n7Xv7c+w9rUXPhYAAAAAAJfCBX8IDwAAAACA5w7RGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAACjRGAAAAACAEo0BAAAAAKitovHM3DIzj87MqZm54xzHv3tmHpmZ983Mu2bmi3Y/KgAAAAAAR+3QaDwzVyS5M8nrktyU5LaZuemsZb+XZG+t9XeS/FKSf73rQQEAAAAAOHrbPGn8qiSn1lqPrbU+meTeJG/YXLDWevda6+MHm+9Nct1uxwQAAAAA4GLYJhpfm+SJje3TB/ueybcn+c/nOjAzt8/MyZk5eebMme2nBAAAAADgotjph/Bm5s1J9pK881zH11p3rbX21lp7x44d2+WtAQAAAADYgSu3WPNkkuMb29cd7PsrZuark3xfkr+/1vq/uxkPAAAAAICLaZsnjR9McuPM3DAzVyV5Y5ITmwtm5pVJfiLJrWutp3Y/JgAAAAAAF8Oh0Xit9XSStyR5IMn7k9y31np4Zt4xM7ceLHtnkhcm+cWZ+R8zc+IZLgcAAAAAwGexbV5PkbXW/UnuP2vf2zd+f/WO5wIAAAAA4BLY6YfwAAAAAAC4vInGAAAAAACUaAwAAAAAQInGAAAAAACUaAwAAAAAQInGAAAAAACUaAwAAAAAQInGAAAAAACUaAwAAAAAQInGAAAAAACUaAwAAAAAQInGAAAAAACUaAwAAAAAQInGAAAAAACUaAwAAAAAQInGAAAAAACUaAwAAAAAQInGAAAAAACUaAwAAAAAQInGAAAAAACUaAwAAAAAQInGAAAAAACUaAwAAAAAQInGAAAAAACUaAwAAAAAQInGAAAAAACUaAwAAAAAQInGAAAAAACUaAwAAAAAQInGAAAAAACUaAwAAAAAQInGAAAAAACUaAwAAAAAQInGAAAAAACUaAwAAAAAQInGAAAAAACUaAwAAAAAQInGAAAAAACUaAwAAAAAQInGAAAAAACUaAwAAAAAQInGAAAAAACUaAwAAAAAQInGAAAAAACUaAwAAAAAQInGAAAAAACUaAwAAAAAQInGAAAAAACUaAwAAAAAQInGAAAAAACUaAwAAAAAQInGAAAAAACUaAwAAAAAQInGAAAAAACUaAwAAAAAQInGAAAAAACUaAwAAAAAQInGAAAAAACUaAwAAAAAQInGAAAAAACUaAwAAADA/2vv/kIlrcs4gH+fdssuMgP3JtRawTXaLDAWM7ooMEK9cC+SUJA0lrwy+kdgFBR2ZVFCYH8MRRNKzYs4UOFFGkKkuCCICsZioWuBpbY3kmY9Xczsj8Nh3TNtM3POrJ8PLMw7729mv1cPM9/zvr8BGJTGAAAAAAAMSmMAAAAAAAalMQAAAAAAg9IYAAAAAIBBaQwAAAAAwKA0BgAAAABgUBoDAAAAADAojQEAAAAAGJTGAAAAAAAMSmMAAAAAAAalMQAAAAAAg9IYAAAAAIBBaQwAAAAAwKA0BgAAAABgUBoDAAAAADAojQEAAAAAGJTGAAAAAAAMSmMAAAAAAAalMQAAAAAAg9IYAAAAAIBBaQwAAAAAwKA0BgAAAABgUBoDAAAAADAojQEAAAAAGJTGAAAAAAAMSmMAAAAAAAalMQAAAAAAg9IYAAAAAIBBaQwAAAAAwKA0BgAAAABgUBoDAAAAADAojQEAAAAAGJTGAAAAAAAMSmMAAAAAAAalMQAAAAAAg9IYAAAAAIBBaQwAAAAAwKA0BgAAAABgUBoDAAAAADAojQEAAAAAGJTGAAAAAAAMSmMAAAAAAAalMQAAAAAAg9IYAAAAAIBBaQwAAAAAwKA0BgAAAABgUBoDAAAAADAojQEAAAAAGJTGAAAAAAAMSmMAAAAAAAalMQAAAAAAg9IYAAAAAIBBaQwAAAAAwKA0BgAAAABgUBoDAAAAADAojQEAAAAAGJTGAAAAAAAMSmMAAAAAAAalMQAAAAAAg9IYAAAAAIBBaQwAAAAAwDBTaVxVF1fVU1V1qKquP8b5U6rq7un5h6tq97yDAgAAAACweJuWxlW1I8nNSS5JsjfJlVW1d8OyA0le6u5zktyU5MZ5BwUAAAAAYPFmudL4giSHuvvp7n41yV1J9m9Ysz/JHdPH9ya5qKpqfjEBAAAAAFiGnTOsOSPJs+uODyf50Out6e7XqupIktOT/H39oqq6Nsm108NXqurxEwkNsM6ubJg1ACfIPAHmwSwB5sEsAebhPSf6wllK47np7luS3JIkVXWwu/ct8/8HTj5mCTAv5gkwD2YJMA9mCTAPVXXwRF87y/YUzyU5a93xmdPnjrmmqnYmOS3JCycaCgAAAACArTFLafxIkj1VdXZVvSXJFUnWNqxZS3L19PHlSe7v7p5fTAAAAAAAlmHT7SmmexRfl+S+JDuS3NbdT1TVDUkOdvdakluT3FlVh5K8mEmxvJlb/o/cAEeZJcC8mCfAPJglwDyYJcA8nPAsKRcEAwAAAABw1CzbUwAAAAAA8AahNAYAAAAAYFh4aVxVF1fVU1V1qKquP8b5U6rq7un5h6tq96IzAatnhlnypap6sqoeq6rfVtW7tyInsL1tNkvWrftkVXVV7VtmPmB1zDJPqupT088nT1TVz5adEdj+Zvie866qeqCqHp1+17l0K3IC21tV3VZVz1fV469zvqrq+9NZ81hVfXCz91xoaVxVO5LcnOSSJHuTXFlVezcsO5Dkpe4+J8lNSW5cZCZg9cw4Sx5Nsq+7P5Dk3iTfXm5KYLubcZakqk5N8vkkDy83IbAqZpknVbUnyVeTfKS735fkC0sPCmxrM342+XqSe7r7/CRXJPnBclMCK+L2JBcf5/wlSfZM/12b5IebveGirzS+IMmh7n66u19Ncle/nhRGAAAC6UlEQVSS/RvW7E9yx/TxvUkuqqpacC5gtWw6S7r7ge5+eXr4UJIzl5wR2P5m+VySJN/K5I/Y/1xmOGClzDJPPpvk5u5+KUm6+/klZwS2v1lmSSd5+/TxaUn+ssR8wIro7geTvHicJfuT/LQnHkryjqp65/Hec9Gl8RlJnl13fHj63DHXdPdrSY4kOX3BuYDVMsssWe9Akt8sNBGwijadJdPbtM7q7l8tMxiwcmb5bHJuknOr6vdV9VBVHe/qH+CNaZZZ8s0kV1XV4SS/TvK55UQDTjL/a6+SnQuNA7BkVXVVkn1JPrrVWYDVUlVvSvK9JNdscRTg5LAzk1tAP5bJHVAPVtX7u/sfW5oKWDVXJrm9u79bVR9OcmdVndfd/9nqYMDJbdFXGj+X5Kx1x2dOnzvmmqramcntFi8sOBewWmaZJamqjyf5WpLLuvuVJWUDVsdms+TUJOcl+V1V/TnJhUnW/BgecAyzfDY5nGStu//V3X9K8sdMSmSAo2aZJQeS3JMk3f2HJG9Nsmsp6YCTyUy9ynqLLo0fSbKnqs6uqrdksmn72oY1a0munj6+PMn93d0LzgWslk1nSVWdn+THmRTG9gwEjuW4s6S7j3T3ru7e3d27M9kf/bLuPrg1cYFtbJbvOb/M5CrjVNWuTLareHqZIYFtb5ZZ8kySi5Kkqt6bSWn8t6WmBE4Ga0k+XRMXJjnS3X893gsWuj1Fd79WVdcluS/JjiS3dfcTVXVDkoPdvZbk1kxurziUyYbNVywyE7B6Zpwl30nytiS/mP6W5jPdfdmWhQa2nRlnCcCmZpwn9yX5RFU9meTfSb7S3e6oBIYZZ8mXk/ykqr6YyY/iXeNCO2Cjqvp5Jn+s3jXdA/0bSd6cJN39o0z2RL80yaEkLyf5zKbvadYAAAAAAHDUorenAAAAAABghSiNAQAAAAAYlMYAAAAAAAxKYwAAAAAABqUxAAAAAACD0hgAAAAAgEFpDAAAAADA8F/2+aS9qs7EswAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1776x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2520x1152 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in range(len(images)):\n",
    "    img_path = images[i]\n",
    "    visualize_model(model, img_path, 'nvidia')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  },
  "widgets": {
   "state": {},
   "version": "1.1.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}