s444380-wko/wko-09.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "80377b3b",
   "metadata": {},
   "source": [
    "![Logo 1](img/aitech-logotyp-1.jpg)\n",
    "<div class=\"alert alert-block alert-info\">\n",
    "<h1> Widzenie komputerowe </h1>\n",
    "<h2> 09. <i>Metody głębokiego uczenia (1)</i> [laboratoria]</h2> \n",
    "<h3>Andrzej Wójtowicz (2021)</h3>\n",
    "</div>\n",
    "\n",
    "![Logo 2](img/aitech-logotyp-2.jpg)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "07159136",
   "metadata": {},
   "source": [
    "W poniższym materiale zobaczymy w jaki sposób korzystać z metod głębokiego uczenia sieci neuronowych w pakiecie OpenCV.\n",
    "\n",
    "Na początku załadujmy niezbędne biblioteki:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "b2e906f0",
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2 as cv\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f4348bc5",
   "metadata": {},
   "source": [
    "OpenCV wspiera [wiele](https://github.com/opencv/opencv/wiki/Deep-Learning-in-OpenCV) bibliotek i modeli sieci neuronowych. Modele trenuje się poza OpenCV - bibliotekę wykorzystuje się tylko do predykcji, aczkolwiek sama w sobie ma całkiem sporo możliwych optymalizacji w porównaniu do źródłowych bibliotek neuronowych, więc predykcja może być tutaj faktycznie szybsza.\n",
    "\n",
    "Pliki z modelami i danymi pomocniczymi będziemy pobierali z sieci i będziemy je zapisywali w katalogu `dnn`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "42b85f55",
   "metadata": {},
   "outputs": [],
   "source": [
    "!mkdir -p dnn"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ac09b098",
   "metadata": {},
   "source": [
    "# Klasyfikacja obrazów\n",
    "\n",
    "Spróbujemy wykorzystać sieć do klasyfikacji obrazów wyuczonej na zbiorze [ImageNet](https://www.image-net.org/). Pobierzmy plik zawierający opis 1000 możliwych klas:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "85b1b68c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dnn/classification_ 100%[===================>]  21,17K  --.-KB/s     w 0,005s  \n"
     ]
    }
   ],
   "source": [
    "!wget -q --show-progress -O dnn/classification_classes_ILSVRC2012.txt https://raw.githubusercontent.com/opencv/opencv/master/samples/data/dnn/classification_classes_ILSVRC2012.txt "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fd0c577b",
   "metadata": {},
   "source": [
    "Spójrzmy na pierwsze pięć klas w pliku:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "fb0d0546",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1000 ['tench, Tinca tinca', 'goldfish, Carassius auratus', 'great white shark, white shark, man-eater, man-eating shark, Carcharodon carcharias', 'tiger shark, Galeocerdo cuvieri', 'hammerhead, hammerhead shark']\n"
     ]
    }
   ],
   "source": [
    "with open('dnn/classification_classes_ILSVRC2012.txt', 'r') as f_fd:\n",
    "    classes = f_fd.read().splitlines()\n",
    "    \n",
    "print(len(classes), classes[:5])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5b0ee6ff",
   "metadata": {},
   "source": [
    "Do klasyfikacji użyjemy sieci [DenseNet](https://arxiv.org/abs/1608.06993). Pobierzemy jedną z mniejszych [reimplementacji](https://github.com/shicai/DenseNet-Caffe), która jest hostowana m.in. na Google Drive (musimy doinstalować jeden pakiet):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "fb2bf2a1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting gdown\n",
      "  Downloading gdown-4.6.0-py3-none-any.whl (14 kB)\n",
      "Requirement already satisfied: tqdm in /home/andrzej/anaconda3/lib/python3.9/site-packages (from gdown) (4.63.1)\n",
      "Requirement already satisfied: filelock in /home/andrzej/anaconda3/lib/python3.9/site-packages (from gdown) (3.6.0)\n",
      "Requirement already satisfied: beautifulsoup4 in /home/andrzej/anaconda3/lib/python3.9/site-packages (from gdown) (4.11.1)\n",
      "Requirement already satisfied: requests[socks] in /home/andrzej/anaconda3/lib/python3.9/site-packages (from gdown) (2.28.1)\n",
      "Requirement already satisfied: six in /home/andrzej/anaconda3/lib/python3.9/site-packages (from gdown) (1.16.0)\n",
      "Requirement already satisfied: soupsieve>1.2 in /home/andrzej/anaconda3/lib/python3.9/site-packages (from beautifulsoup4->gdown) (2.3.1)\n",
      "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /home/andrzej/anaconda3/lib/python3.9/site-packages (from requests[socks]->gdown) (1.26.12)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /home/andrzej/anaconda3/lib/python3.9/site-packages (from requests[socks]->gdown) (2022.9.24)\n",
      "Requirement already satisfied: charset-normalizer<3,>=2 in /home/andrzej/anaconda3/lib/python3.9/site-packages (from requests[socks]->gdown) (2.1.1)\n",
      "Requirement already satisfied: idna<4,>=2.5 in /home/andrzej/anaconda3/lib/python3.9/site-packages (from requests[socks]->gdown) (3.4)\n",
      "Requirement already satisfied: PySocks!=1.5.7,>=1.5.6 in /home/andrzej/anaconda3/lib/python3.9/site-packages (from requests[socks]->gdown) (1.7.1)\n",
      "Installing collected packages: gdown\n",
      "Successfully installed gdown-4.6.0\n"
     ]
    }
   ],
   "source": [
    "!pip3 install --user --disable-pip-version-check gdown"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "27996509",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Downloading...\n",
      "From: https://drive.google.com/uc?id=0B7ubpZO7HnlCcHlfNmJkU2VPelE\n",
      "To: /home/andrzej/Pulpit/Notatki_magisterka/Widzenie komputerowe/aitech-wko-pub/dnn/DenseNet_121.caffemodel\n",
      "100%|███████████████████████████████████████| 32.3M/32.3M [00:55<00:00, 587kB/s]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'dnn/DenseNet_121.caffemodel'"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import gdown\n",
    "\n",
    "url = 'https://drive.google.com/uc?id=0B7ubpZO7HnlCcHlfNmJkU2VPelE'\n",
    "output = 'dnn/DenseNet_121.caffemodel'\n",
    "gdown.download(url, output, quiet=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "648ec9c9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dnn/DenseNet_121.pr 100%[===================>]  74,68K  --.-KB/s     w 0,1s    \n"
     ]
    }
   ],
   "source": [
    "!wget -q --show-progress -O dnn/DenseNet_121.prototxt https://raw.githubusercontent.com/shicai/DenseNet-Caffe/master/DenseNet_121.prototxt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f7294c54",
   "metadata": {},
   "source": [
    "Konkretne biblioteki neuronowe posiadają dedykowane funkcje do ładowania modeli, np. [`readNetFromCaffe()`](https://docs.opencv.org/4.5.3/d6/d0f/group__dnn.html#ga29d0ea5e52b1d1a6c2681e3f7d68473a) lub [`readNetFromTorch()`](https://docs.opencv.org/4.5.3/d6/d0f/group__dnn.html#ga65a1da76cb7d6852bdf7abbd96f19084), jednak można też użyć ogólnej [`readNet()`](https://docs.opencv.org/4.5.3/d6/d0f/group__dnn.html#ga3b34fe7a29494a6a4295c169a7d32422):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "6fd2d6b3",
   "metadata": {},
   "outputs": [],
   "source": [
    "model = cv.dnn.readNet(model='dnn/DenseNet_121.prototxt', config='dnn/DenseNet_121.caffemodel', framework='Caffe')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fe22fd6f",
   "metadata": {},
   "source": [
    "Spróbujemy sklasyfikować poniższy obraz:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "6ace4606",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "image = cv.imread('img/flamingo.jpg')\n",
    "plt.figure(figsize=[5,5])\n",
    "plt.imshow(image[:,:,::-1]);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e51db3ac",
   "metadata": {},
   "source": [
    "Aby móc przepuścić obraz przez sieć musimy zmienić jego formę reprezentacji poprzez funkcję [`blobFromImage()`](https://docs.opencv.org/4.5.3/d6/d0f/group__dnn.html#ga29f34df9376379a603acd8df581ac8d7). Aby uzyskać sensowne dane musimy ustawić parametry dotyczące preprocessingu (informacje o tym są zawarte na [stronie modelu](https://github.com/shicai/DenseNet-Caffe)):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "d4e945ae",
   "metadata": {},
   "outputs": [],
   "source": [
    "image_blob = cv.dnn.blobFromImage(image=image, scalefactor=0.017, size=(224, 224), mean=(104, 117, 123), \n",
    "                                  swapRB=False, crop=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "625aebdd",
   "metadata": {},
   "source": [
    "Ustawiamy dane wejściowe w naszej sieci i pobieramy obliczone wartości:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "753333a1",
   "metadata": {},
   "outputs": [],
   "source": [
    "model.setInput(image_blob)\n",
    "outputs = model.forward()[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "34316ddb",
   "metadata": {},
   "source": [
    "Wyliczamy która klasa jest najbardziej prawdopodobna:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "13423a6d",
   "metadata": {},
   "outputs": [],
   "source": [
    "outputs = outputs.reshape(1000, 1)\n",
    "\n",
    "label_id = np.argmax(outputs)\n",
    "\n",
    "probs = np.exp(outputs) / np.sum(np.exp(outputs))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "874c1b1d",
   "metadata": {},
   "source": [
    "Wynik:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "ec75a3c5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "99.99 %\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAL8AAAEICAYAAAAOUiV/AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/av/WaAAAACXBIWXMAAAsTAAALEwEAmpwYAADycElEQVR4nOz9efBlW3bXB37W3vuce+9vzt8vM19mvvfyvXo1qkqqAZWQmC0QEkimBaYFwmZqMBBu5A53ENEM4Qi7A+jocNi46aCbMMZg42ZukBFYTJIFDUJTqSihGlSlV/XmIeffdIdzzt579R9r73NvvsqsQlINL9HbVfkyf/d37znnnrP2Gr5rre8SVeWt9db6xbjcV/sC3lpvra/Wekv431q/aNdbwv/W+kW73hL+t9Yv2vWW8L+1ftGut4T/rfWLdr0l/F/GJSLvFpGPiciZiNwVkT/1ZTrPuYg88+U49r/L6y3h//Ku/wvwQ6q6C3zfl+skqrqjqp/7ch3/39X1lvB/eddTwCe+2hfx1nrwekv4v0xLRP434JuBPyci50C78bsLIvIPROSWiNwr/35i4/f/TET+lIj8q+LS/H0RORKRvyoipyLyEyLy9Mb7VUTeUf79P4rI/0tE/tfibv2YiLx9473fKiKfFpETEfl/i8g/F5H/uPzOich/LiIviMhNEfkrIrL/5b9bX531lvB/mZaq/lrgXwDfo6o7QL/xawf8ZcwyXAeWwJ97wyG+G/hdwOPA24EfKZ85BD4F/Bdf4PTfDfxfgQvAs8CfBhCRi8D/F/jjwBHwaeCXb3zu95Y/3ww8A+w84Lr+nVlvCf9XYanqHVX9O6q6UNUzTDh/zRve9pdV9bOqegL8Q+CzqvoDqhqBvw186Auc4ntV9cfLe/8q8MHy+rcDn1DVv1t+9/8EXt/43H8E/BlV/ZyqnmOb5LtFJPwCv/Kbcr0l/F+FJSJbIvLfFffiFPj/AQci4jfedmPj38sH/LzzBU6xKdCLjfdeA16qv1Cranx5473XgBc2fn4BCMBjX/gbPZrrLeH/6qw/Arwb+EZV3QN+dXldvsznfQ3YjC1k82fgVcwVq+s6ELl/4/07s94S/q/O2sW097GIHPKF/fcv5fpfga8Tkd9cXJk/DFzZ+P1fB/7PIvI2EdkB/m/A3ywu0r9z6y3h/+qs/wcwA24DPwr8o6/ESVX1NvBdwH8F3AHeC3wE6Mpb/hLwP2Nu2HPACvhPvxLX9tVY8lYzyy/eJSIO8/n/I1X9oa/29Xyl11ua/xfZEpFvE5EDEZkAfwKLM370q3xZX5X1FRd+EfkNJcnyrIj8sa/0+d9a/DLgs5jL9ZuA36yqy6/uJX111lfU7SlQ3meAX4+Z258AfoeqfvIrdhFvrbdWWV9pzf9LgWdLEqUH/gbwnV/ha3hrvbUAS2B8JdfjbCRZMO3/jW98k4j8QeAPAgh8fdN4nAjOCU4EEUGAtc1SwF5DGP+mvCqyeWze8CnuQ9f1Df9VANWN4913nRtXIfUK1kcSAVUUJZe/YfO67z9HfX1tjDde+7xPjlfx+a/rg99Z3/6FkgnrU+v9N+vz3/HAHx989IcdZ+Pav6AD8sbvuD7eF/NcBIidkqJ+3kW8KdPWqvoXgL8A0DZBrxzuszXxbM8aJpNA8B7vHSoUockAeCc4L3jR9c9if+x3Du8dzgEomYw4Zw9ZhJgjGQWx38WUiCgCOCcIGQScCME5nDi8o/wdaMSPMp9VSZoZcmLQgS4PZE1klFS+Z8pKVkjY+6NmclayZrIqWRMKRPn8bYCCqn1v22T2myxArptKUdVRQETUFIeAuLLtFERc+aegmsfNJ0XR1M+ratnw43Mqv6uvCVqOYw/HnpHmqoTs8yr2WV8vYeMaVdWUyCjTct85c/19eS1n0JxR8v2KCcHhaEV4+acfHNJ8pYX/FeDJjZ+fKK89dKlCUiUpDDnjUgKBZHfU7oED5yBLfcj2gE10HIKg5aZnTWhiFHrNkMkkzaiMIkPUxKCpCJ2SMqP1EWfHEQUnDU4cUoTPyVroTIAzWXOxC85+bwYB5xTNiqg9uIAjSdXxGYdDFTxKGh9tFRTFldcyjBrdAepAVMhFLh+kHVXNTq0FreyaukFUELEzqJNyXuoBP2/DOV3fe8r9LpeL87JxTkGKhpD6BgHNOtpvuxIt71dEFCdSDLDYE8mKuGqOy00t98CuHxpgW4TwEFP3lRb+nwDeKSJvw4T+u4H/8It9SBX6lPEJGGBIGecwLe4dXuoNs5uTi7YWERAFMVWoWciuCLGuhYfyOVW1TZIVRfBabnS9sarFAJvGdsVCoID3UPSPiJDL71Ry2SS22bKC5OpGKa7ummK/nNjVK56kpi192Rx5lFMZrV3Rr/e5KBnGe2C/Wm+cej/tFXe/RdlwicQJTuqdwYS5fM4MrpJd+ZiqWY9yz3N1aepl1eMoSJa1u4mO1ptqxaWoCVHeuGfF2aa099n7q1urWi/GrqEBdsRxGeHVhzh6X1HhV9UoIt8D/GPAA39JVb9os4cqpKT0gwIJ7xw+YPdX7EaoExPmenPFbpYWoU4ITj1eHB5GQa8xhANyFqpnLphJzeUBesw9cGoPddxwmiDbw8+SxzhARYvmNQ3qERP6YuJTzhtCuTbzoq74LFpcBwCHaDZ0QqS4TQ7qv6pWFBljA6nHlbqx87hB7o9NRjEs2l5GQQbFFe2abPePwleP5erNvu98IFRBdmSx5+CygGQ7l4i9Xlwpp+bSmAvjN4S6WBeqVq8WBlA3nlrd+vdOYMvBJRxfow2ffgiS+xX3+VX1+4Hv/zl+ChByzqTs8H5Dw6hi3oobg8ecy01SyM7hMbOJAklto4jgcSAOc53tOE6hOima136uSrUM5v+rF9SB+vt91nq9WasmtQdUbVPV/E7F/FcRRB2iCdQ2TFZAi5armhFGgS77D8UXW3O/L71+s20gc02qC/Gg8LOAAqP7IzUMGu+9L5rYNLkbfXN19bu7YrHW98Fv7IlUYiykbsw3aPbyuu33KupVyKvbVK5fxBRbXiuqTXdnywmXRHhPbnlPhOYhQfGbMuDdXFJMppk0VzT1Wrt4sZvsNJfAU/DlDeZNrIVBVcnZjLI620wx5bVZxrykpFpuv2eMCx244ihJkT4VE72qHe10G7Zeq2tShcV8fntV8VLPU2ONDNXFKeiP1OdWAzy578Xxf1BlRO77zvWvTR9+U/hHeccUwvp1LW604sXcI3GwPoKQswmwZtlwi2T8bD0ORSjzaHl0DHRrjFVtjZPx7EWg3RjUmJJhfP7m6ZR3Fus8FeGyCO/Mnvf0yuOrOMYjb1xveuEHxt3uheLrQ/DgHQRfIFAnFgNswI9SPzw6A8WzzkouJt5phg3vX8qDRs2dQMyXJ9vDL8qUGtSa86GopvVR1JeAb/SQR23nwLQoSkZx1dfH4cqG8kXqa4Ap4hCpWq5smCrYev/3NS9ELE6BEsRLiQvWG60aQhldK9nQxHncQ+Jk3GwiZimdFlEtLgy+xka2aavttPtkf4s42+w1BCtWL6uO30FFRou9DjAU8aOpM0tWfl+fr2IWeyLWnvZMEt7bJR5fdMwWAzzKwu+cuRreQeOhDULw9sd7wTnHOvDXDXhORrOvRaCypNGUSvFFpZhwC0rN46QEqPYgq67OBYVQcga30XqyRprsxTW8WFwoXcOOThxe1WBFwBeRDE5G6+QUQolHsiZUzKl1GPqRi3sw+vblCqubUi1llaGKvmS0IFKYRmZDsMajrWOITc3qqitUXRFXglgcqhVoSMUEVbdFDVkr59GsqC+2KmsFmDZ0f93IeUMC9CH/roiVCfIuwhMqvKdLXDtdMT2rZvvBcvWICL8Jvvem3b0XmiD4sNb2b/Qjq/9XYU4TWruhubojIqgYXu8wDefKpqhup3Nu9J9zCZAtOMijFqraKzECcSPkV3QaVdtKMffC2g0DUM0jzGkXZw/HiZCdJ1FlyqzFUFymzQdrPreMrgZq78VEsvx2LTLC6D9Sk3FmAYrgKqMI2lvsOG4UqM3dwMZrJuwVnXI4RIRUsfxyLSOmX58dUox
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(image[:,:,::-1])\n",
    "plt.title(classes[label_id])\n",
    "print(\"{:.2f} %\".format(np.max(probs) * 100.0))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3808c42c",
   "metadata": {},
   "source": [
    "# Wykrywanie twarzy\n",
    "\n",
    "Do wykrywania twarzy użyjemy sieci bazującej na [SSD](https://github.com/weiliu89/caffe/tree/ssd):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "3c0df387",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dnn/res10_300x300_s 100%[===================>]   5,10M   801KB/s     w 6,4s    \n",
      "dnn/res10_300x300_s 100%[===================>]  27,45K  --.-KB/s     w 0,02s   \n"
     ]
    }
   ],
   "source": [
    "!wget -q --show-progress -O dnn/res10_300x300_ssd_iter_140000_fp16.caffemodel https://raw.githubusercontent.com/opencv/opencv_3rdparty/dnn_samples_face_detector_20180205_fp16/res10_300x300_ssd_iter_140000_fp16.caffemodel\n",
    "!wget -q --show-progress -O dnn/res10_300x300_ssd_iter_140000_fp16.prototxt https://raw.githubusercontent.com/opencv/opencv/master/samples/dnn/face_detector/deploy.prototxt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c6142f6e",
   "metadata": {},
   "source": [
    "Ładujemy model:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "60d41efb",
   "metadata": {},
   "outputs": [],
   "source": [
    "model = cv.dnn.readNet(model='dnn/res10_300x300_ssd_iter_140000_fp16.prototxt', config='dnn/res10_300x300_ssd_iter_140000_fp16.caffemodel', framework='Caffe')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ad612cc6",
   "metadata": {},
   "source": [
    "Będziemy chcieli wykryć twarze na poniższym obrazie:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "b404d8c4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "image = cv.imread('img/people.jpg')\n",
    "plt.figure(figsize=[7,7])\n",
    "plt.imshow(image[:,:,::-1]);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a77f8e64",
   "metadata": {},
   "source": [
    "Znajdujemy twarze i oznaczamy je na zdjęciu (za próg przyjęliśmy 0.5; zob. informacje o [preprocessingu](https://github.com/opencv/opencv/tree/master/samples/dnn#face-detection)):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "1d16f230",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "height, width, _ = image.shape\n",
    "\n",
    "image_blob = cv.dnn.blobFromImage(image, scalefactor=1.0, size=(300, 300), mean=[104, 177, 123], \n",
    "                                  swapRB=False, crop=False)\n",
    "\n",
    "model.setInput(image_blob)\n",
    "\n",
    "detections = model.forward()\n",
    "\n",
    "image_out = image.copy()\n",
    "\n",
    "for i in range(detections.shape[2]):\n",
    "    confidence = detections[0, 0, i, 2]\n",
    "    if confidence > 0.5:\n",
    "\n",
    "        box = detections[0, 0, i, 3:7] * np.array([width, height, width, height])\n",
    "        (x1, y1, x2, y2) = box.astype('int')\n",
    "\n",
    "        cv.rectangle(image_out, (x1, y1), (x2, y2), (0, 255, 0), 6)\n",
    "        label = '{:.3f}'.format(confidence)\n",
    "        label_size, base_line = cv.getTextSize(label, cv.FONT_HERSHEY_SIMPLEX, 3.0, 1)\n",
    "        cv.rectangle(image_out, (x1, y1 - label_size[1]), (x1 + label_size[0], y1 + base_line), \n",
    "                      (255, 255, 255), cv.FILLED)\n",
    "        cv.putText(image_out, label, (x1, y1), cv.FONT_HERSHEY_SIMPLEX, 3.0, (0, 0, 0))\n",
    "        \n",
    "plt.figure(figsize=[12,12])\n",
    "plt.imshow(image_out[:,:,::-1]);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "590841cd",
   "metadata": {},
   "source": [
    "## Punkty charakterystyczne twarzy\n",
    "\n",
    "W OpenCV jest możliwość wykrywania punktów charakterystycznych twarzy (ang. *facial landmarks*). Użyjemy zaimplementowanego [modelu](http://www.jiansun.org/papers/CVPR14_FaceAlignment.pdf) podczas Google Summer of Code przy użyciu [`createFacemarkLBF()`](https://docs.opencv.org/4.5.3/d4/d48/namespacecv_1_1face.html#a0bec73a729ed878430c2feb9ce65bc2a):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "8534a399",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dnn/lbfmodel.yaml   100%[===================>]  53,76M   852KB/s     w 73s     \n"
     ]
    }
   ],
   "source": [
    "!wget -q --show-progress -O dnn/lbfmodel.yaml https://raw.githubusercontent.com/kurnianggoro/GSOC2017/master/data/lbfmodel.yaml"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "c2971f10",
   "metadata": {},
   "outputs": [],
   "source": [
    "landmark_detector = cv.face.createFacemarkLBF()\n",
    "landmark_detector.loadModel('dnn/lbfmodel.yaml')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "761dbc15",
   "metadata": {},
   "source": [
    "Ograniczamy nasze poszukiwania do twarzy:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "39215601",
   "metadata": {},
   "outputs": [],
   "source": [
    "faces = []\n",
    "\n",
    "for detection in detections[0][0]:\n",
    "    if detection[2] >= 0.5:\n",
    "        left   = detection[3] * width\n",
    "        top    = detection[4] * height\n",
    "        right  = detection[5] * width\n",
    "        bottom = detection[6] * height\n",
    "\n",
    "        face_w = right - left\n",
    "        face_h = bottom - top\n",
    "\n",
    "        face_roi = (left, top, face_w, face_h)\n",
    "        faces.append(face_roi)\n",
    "\n",
    "faces = np.array(faces).astype(int)\n",
    "\n",
    "_, landmarks_list = landmark_detector.fit(image, faces)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "56aa90c9",
   "metadata": {},
   "source": [
    "Model generuje 68 punktów charakterycznych, które możemy zwizualizować:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "6d3ab726",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlYAAAH/CAYAAACVXpOkAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/av/WaAAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOz9W6ylS5Iehn0R+a+9q87p0/eenu7puYo3DcmhTBOUSUiCaNryVSD8IPnyYMMwQPnB7+ar/aRXPxiGaUCAYdiwCAOyZVu0ZAugbNGyOCJnxhTJIadnOJzpnu7pe/c5VbX3Wn9m+CEiMiPzz3+ttXdVde8eV3bX2eu/5T0jvrhkJIkI3qV36V16l96ld+ldepfepddP/KOuwLv0Lr1L79K79C69S+/SH5T0Dli9S+/Su/QuvUvv0rv0Lr2h9A5YvUvv0rv0Lr1L79K79C69ofQOWL1L79K79C69S+/Su/QuvaH0Dli9S+/Su/QuvUvv0rv0Lr2h9A5YvUvv0rv0Lr1L79K79C69ofTWgBUR/ZeJ6B8S0ZeJ6K+8rXLepXfpXXqX3qV36V16l55KorcRx4qIEoB/BOC/COArAH4ZwH9bRP7+Gy/sXXqX3qV36V16l96ld+mJpLelsfqzAL4sIr8lIkcA/3sAf+ktlfUuvUvv0rv0Lr1L79K79CTS8pby/SkAvxuuvwLgn917+fb2Rp4/f4ZSBFIKRAQCAPZXRACxvzHpbbT/Srg/auLo+toTQOH9+osekMeYpP24Skco9p9WeN8CwqaG2+f79Z01hUD1vn9br0naXZq/C8j0ea0bte83baJwTX1bqGY0yTMkmfy6lGgsbEyPUeg+YJ5s3xznh70h5+aNIC6NfS30JI/dTPuaxXX26LRXONHeC6FdhL21syULUtePL6N4X4bvnMZ071baE/IBUES6/u1pztiMvbm1Nz/O9K/3kXfZ/pu7L/g62sx5aw8RhTU6rOmBHsyL7DLt6x3qVFez1yeUSRO6FWmKv+PzoSubACYGMZ2lfef6mUI/63zpZ36jYzsroiPZ7R2RAmYGp4RlWbAcDmBOYGYQM5iS9T9b3akfj9AZ/nzbSZvWzNv2iLRHU9qaElQ65H0W1lf/43Ka1XW8Nb4z8pZpvpN7U6pyRaV/5Vd/7Vsi8rnZs7cFrC4mIvrLAP4yADx//gx//s//GRzv73H/6g7H4xGlCEoBcs5YjyvyWlBKgQgp0bM5X2QFSCAQZMn2jtS/gJIGH2RmVdLpM9a/BFuwYaET4WCT3e8zc3e9N9nigIsR4loXEWQp3XOrpJKKLk8BmU6RicAgXZzc6lj/iYAEYCc+rPeZt1OJCfU+gcD2d0kJiRlMhIUZhIJlYSwMJDbCYM9TYiz+mxlEggQBE5ASYeEEowuaPwHJCAkz1b70fmVWgsLWnkTaZgBYlsXaqXUnotofsQ+FBEXECNrlVRzrEMc1jpuPzdtQ7jIBibdzqZBfEyD6vIh0BKDNK2y+X08rpBSruq0VhDmoHygpLEb4/eNKnSbAyubtln2OFHT8rn8wrhtODTS1fm/rtFgfCIASQKSAbJ23dhYISAQiBVKy0YgCKYJcBLkU5KLzJBeggJBzwSn7fSCLIGfBmjNyKSgFKEWwQnC3HnGSFQVAKUWFQXu/5HFcdGX18yf2rY0tBKCi8/YC8wAqv+7eiZ/GbwoAsvWWUurmvHZiqeNzOBzaGjc6SQaslJZwXb+JtmX11zZXmECJa8WJ+rxS4kpLFk5Gg1o9CQBD6jcpJW1H0vUqReuuNCnh9vYWh8OhthUAFtK8RjoMavPZ4UtKqXWNZEgpNs6l9bXTNQaANt4icRxEhVESCBUc8x1ubm/x7L1n+OATn8DnvvAFfPDxT+K99z7As499gOfPPsDh5jmW5RkSniOlWwVeSdsc6VTipYIumc4XjjfsD4M5Td7dv/Z+in3W/7b1IRkiBTnn2lc5x36xvEqkr53obPeg9I4KmFs/Nz7X6H+k12nGD3f4tPO6TjiSgpF4de0MFDLm+cEnP/dPNh1m6W0Bq68C+Olw/SW7V5OI/FUAfxUAPvnJT0jJTqQQ/gmkiBH/fqAasGqybLdoEBGzMan4LDyJoqovQL14cx0ySyODOefvRoiMfzKJdLp00mhcjF1e1O65fMQB1DhRYwNmnMjAWANFiRMSq4TIRCAGErMCInawhUoY4XnZPydgXg4Rh99aXiPorY3JUJovkLFdot1zVXLC6/XYlegI2FCw3dRrj86lOA7t64Bt2rTttAaxzr5OYj6JGRIIQARXTbrU5CRl27ye+QsBLGNdQ36iwLYqKgKg7+b1UD7gwCqAEivX60wBWFH9Xp97H3i/O7CCMMDOTEmFtCLIJTdgJUARwmpjnw1UcREwCZgIq4GnUgBCQaEFJECGoBRqz6ggk9KrRsdiH24ZCcTACwkEpbajH9/+2jVjHbh1jVOgcUQEqT3V928/iI3zOXjoyyuah/VRBY0UBdRZfQPYbpxV+WagS0UcCAuKFORMPa2j1ncuMGtdUhU6vS9EBOu6dmuBVQpt7fE67yznlr/SIgmC+Lb/RkEM6Ke21PcSJ5Sccbw/4uXLl3j54gUOh1uk5QbpdIubwwrOK5gymItabohVAPLxDeBQ2zLOBB+PGQGSM2PVX18LsDraEu8Nc6wfy6HvAvAibIHihkdO66/cYG9dvE6q/XmFwBPT2wJWvwzgDxPRz0MB1X8LwH9n72WX+HI2YueIUkwqNALhMrhLgSpAEwRl03D9fD5BmkwhYeqfn1g/mjSazprE1H5T1ez4DHVFeNSxtDYpyHFpkEzzw2igitlAFSWTKAnJ3zMp89C9p3VaEiMxgVk1MUwAB0LLDPvnYMml0pZHlFJqncJ9JtNTUYNVTmQKXMtVhkW807sBTMW/rzMPztDshycCnJRw0LpG8Eg0Sn+ApNSoFbZEUfPQuc/jBPNvajnO2AQJC4hKXTVbYtr6zsG5DPWYlYOZ1q4Sbje6aPuTUAODAqT6OwJaJQ5s9ala7AycioKsIoIMFcxSFqS1IAPIBcilYE0FJQMpZxRRrVWCQLJqhjPBJHRByWLt1WvOWqecrXIBHLiooQiDbQwKcnFGGfpmAMwishEmziUVRKiuBe+HTgsfgE7OeZOHa5v9e82XVcvmfT3Um8K8JTDINEMi2aUlsAHoZF1CAHIuYKwoaalap5Sipq/Vg5khstUyK7DCMA8bffc56TSkNmHIW2mhzi7/Judc5zqz8he/LgWVZ6kgICBWrRURkJYbrOUex/t7iAg+ev8HONzcIN0csNze4ObmGYgXEC1gZDCJMzFILqqWQQ+umvTVdc8gyNg4cE/XzoEsvxfTCKoqCBd09xvA9LJC5epvtjFybh7qZvzJhQx/D4PSoGtL0DlKaHPkAR3gwuula/jCWwFWIrIS0f8IwL8LXTv/hoj8vXPfRGmJmZGLqvMtv8AQwsSxnhTq5DwoOdiq97o67j4lI3r1z484zWtQgdH02Z6UACBMQ4IyCyLTWDGQqFQ/BSYgkWBhLUdNgmZKBJCUN4ChgGlJFEyJNjhGILRODCInEKbp8rYEQFU1cASABMyptlfHhSLm6NqdCBBjWFf38ARcAY+TeB4Cxh47t5xYSSBecUmkxPVGBDydUOFaCsJGgxRTBTYEHJYE1bKYdsj9IUVQSrZ8DYSl3uyga5lrrh3tn2i3CIOWwMaUxAUsAOYWEFe6l08gsBBEMoQZRYCSCjgbeBJBKkAGVEtgxFyBFWMVQqaChdk0UwUrAGEGFQUWmRglF2SoQJgSoRBQSLAWAKLaLu0z03z4fwlQEdJpUVbt3BumOGlZun6MJi03Mfk/N+V4IiLTAMKAjM0ZaWoGstoLoZrBotaEoOu35SsAFUAIBNUOpcI6hjlD8opyKN1adLPfCKIcKDFR1zYvO6VU53xc01HLGdOocVGtKxl94wqsANNSZv8Oth5a24m0mTC69iwtOK73yHnFac14/vIlnr/3Cje3z/D8+XOU9YiSFhROQMoQnGq+REklgIhy0ehHbIVWPWoem8btdWfWViPlDVcmTMLhGrXx1ZZ
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "image_display = image.copy()\n",
    "landmarks = landmarks_list[0][0].astype(int)\n",
    "\n",
    "for idx, landmark in enumerate(landmarks):\n",
    "    cv.circle(image_display, landmark, 2, (0,255,255), -1)\n",
    "    cv.putText(image_display, str(idx), landmark, cv.FONT_HERSHEY_SIMPLEX, 0.35, (0, 255, 0), 1, \n",
    "                cv.LINE_AA)\n",
    "\n",
    "plt.figure(figsize=(10,10))\n",
    "plt.imshow(image_display[700:1050,500:910,::-1]);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7cee8969",
   "metadata": {},
   "source": [
    "Jeśli nie potrzebujemy numeracji, to możemy użyć prostszego podejścia, tj. funkcji [`drawFacemarks()`](https://docs.opencv.org/4.5.3/db/d7c/group__face.html#ga318d9669d5ed4dfc6ab9fae2715310f5):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "1039e253",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "image_display = image.copy()\n",
    "for landmarks_set in landmarks_list:\n",
    "    cv.face.drawFacemarks(image_display, landmarks_set, (0, 255, 0))\n",
    "\n",
    "plt.figure(figsize=(10,10))\n",
    "plt.imshow(image_display[500:1050,500:1610,::-1]);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "db16a1bf",
   "metadata": {},
   "source": [
    "# Zadanie 1\n",
    "\n",
    "W katalogu `vid` znajdują się filmy `blinking-*.mp4`. Napisz program do wykrywania mrugnięć. Opcjonalnie możesz użyć *eye aspect ratio* z [tego artykułu](http://vision.fe.uni-lj.si/cvww2016/proceedings/papers/05.pdf) lub zaproponować własne rozwiązanie."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "c42761a1-7b91-44c9-ae99-c3fa41ad62fe",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_23191/4001600823.py:74: 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`). Consider using `matplotlib.pyplot.close()`.\n",
      "  plt.figure(figsize=(8,11))\n"
     ]
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPsAAACVCAYAAACejIyMAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/av/WaAAAACXBIWXMAAAsTAAALEwEAmpwYAAB530lEQVR4nO29aZBc2XUe+N3c9732BYUCGg30gt4bzU3iKrFJSrQ9Ek2NwqKWCOuHPWGFx4s8/uOwZ8KWR7JGE56QQx5qQjItkRYtUjLdZDcFkt1N9oZGN7rRABqoFagla8s9s3LPNz+yvlMnH6qwo7ss1o2oQCEr8+V9992zfec75xrLsrA/9sf++Os/HO/3BPbH/tgf783YF/b9sT9+TMa+sO+P/fFjMvaFfX/sjx+TsS/s+2N//JiMfWHfH/vjx2TcFWE3xnzaGHPRGDNtjPnNu/Ed+2N/7I+bG+ZO59mNMU4AlwB8CsAigFMAfsGyrPN39Iv2x/7YHzc17oZlfxLAtGVZs5ZlNQB8FcDn78L37I/9sT9uYtwNYR8BsKD+v7j12v7YH/vjfRyu9+uLjTF/F8DfBQC32/1YIpHQf7uZ69yV997NsVfmcavjZkK/m7nX/9Go27c63xv93E7vW11d3bAsq+9WvvduCPsSgDH1/9Gt13qGZVl/AOAPAGBwcND60pe+JH8zxsgPh8PhQKfTkd/5Pv2Z3X7n/+3X3JpHzzV3WuCbFU5ea7dxq8K+0/zv5thtU+72ujEGlmX1/P1G5mtZlnwWgDznnQbX9lrvudlxPeG71jrs9De+pv+22+9A773oz+rr8/ff+Z3fuXzNyV5j3A03/hSAe4wxB40xHgBfBPCXN/JBu2DKJJXwXE/Qd7seh32h7e/ZSdHczLieoN/O2G1zvddDr5H9x+FwXHftdlMI9s85HA5ZT/37/yjjWkbnRj5zvffe7Ljjlt2yrJYx5u8DeBaAE8AfWpZ17nqf2836ak1+Iw/7Wlb8ep+50dft405tQm3drjUPWsL/Ece1LBzHTuuprR8F/05Z993W/U587lrPVHuV17uXO/G870rMblnWMwCeuRPX2mkRriecOwn67Qr0buNmBf163+dwOHpcN/v197qgc356jjfjkVAI+Hl7mAXcuOK/mXGzAn+te7rWtW5VsdyJsaf8ouu5cTu9/0Zdoxt5362MOxk7cmiXeKe/3c417/SwC/WNvO9aY6dr2AVdv/5+ufd3Yi1vxvO8EyHc+4bG7zbuhOt9o1b8vbbq78XYyXLcbMaCn7db153eeyODburNhCl6XEuh3g1lax/Xm/fNCqF9jenB8V52UqB71o2/2XE9UEwL1fVc9BsR6DuxcLci6LcqdDd7/Z0E9lbmcDuf0UPPxW6lbuT57GbZ79S4kXXeTYneyHxux3W/1rO82bEnhH2ncTMu7G5x7E6u+/sh6Lfirdyuy3arQm1Pg+02r53W3P6+3dZdCwkxir2QZbib4/2M1Tn2pLDbLbneODdrxd+vcStzuR3wzb4+u+V/d7L+Ggi0r/fNfPf1XtNjN29tt7TcTkCd/v/tWPxbdcf52WspSPtrdvf9Zr/ndsaeEfYbtcw3e807rU1vJv13M+N2AbSdEGz7XNrt9lVr6nQ6e6wsY+sb/a7rxdt3atyOQN7Md9xq/H0787pW3L6TIrnVsWeE/WbHTlbdbvXfD0G/2XGrCu1am2GntbkW6NVut4UMs1NczXEjseP74a7eyTj+Wkplt7/tBRf9RsaeE/ZruZPX22Q7/Z+bdi+5+MCdS4Vd7xr8nlqths3NTTSbTZTLZWxuboqAe71ehMNhGGMQi8Xg8XjEymhlYlcw9vG+5Y9tSvhmhZ97ZCdOg+Y9cPDe6SndTa/jTiqSPSfsetyqoANXL/x7JfC3AsbdzPvtvOvdwh/+dDodrK+vY2ZmBtVqFQ6HAy6XC81mE5VKBZZlwe/3w+fzwbIsuN1u+P1+JJNJ9Pf3w+VyXfXdu819t/j1RseNElXs399utwFsCz0VVafTQbvdhtfrBbC7EuC6+Hw+ea3RaACAfNY+Op0O6vU6vF7ve2ZI/lqh8bfqJt8oUHctV/d6407G6rfz0K4laPzXmC4hp1Ao4NKlS1hZWUGz2YTD4YDb7YbH40EgEIDD4cDq6qpYMIfDgc3NTaytrWFmZgbxeBzHjh3D4OBgj2t/PfLMrQr8tT6jX2+323C73TKXTqeDVqvVI6wOhwPNZhPFYhHJZBIOh6MnXNGjVCohGAz2eDOVSgUej0eE2a5oqtUqqtUqfD7fLeMWO93vnaQB28eeEnage7NjY2PweDwAgGaziZWVFTQaDfh8PgQCAWSz2Z739/f3I5PJwOfzwefzyd+NMejr60M2m4XX64Xb7UahUJDP9vf3Y2NjA/F4HKVSCQAQi8WwtrYm70kmkyiVSmi1WnA4HEilUgiFQiiXy9jY2Ljmg3U4HOjr60Mmk0G73UYymUQkEpG/G2NQLBaRzWavUkTxeBzRaLTnetlsFqFQCF6vF5Zlod1uY2NjA7VaTT6XTCZRr9exuLiI06dPIxqNIpVKYXV1VTZlMpmE2+1GJpPB448/DofDgUAgAI/Hg2aziTNnzqBYLGJtbQ3ZbBbHjh3D4cOHkUqlEI/HRcjq9TpWVlaQSqUQDAZ75looFOQ53CnUmX+r1+twOBxwOp2i2BqNhoQfWvGVy2VEIhH4/X6USiUEAgH4/X75jnq9jkKhgFAo1HOtcrkMXXbN6wFdq14oFOT79N/b7TY6nQ6cTucN3/ONrMVfKzSeIxKJ4Bd+4RfQarVEgxeLRXz961/HgQMHcPz4cXzlK18R1DgYDOILX/gCvv71r+PQoUN46KGH8JWvfEW09Re+8AX82Z/9GQ4fPoyBgQF885vfBAA89dRTePjhh/Gnf/qn+NznPofXXnsNrVYLn/3sZ/HVr34VKysrcLlc+Jmf+Rm8/PLLmJmZwZNPPoknn3wSrVYLLpcLr776Kl5//fVdNXEikcAXv/hFfPvb38b09DQef/xxTExMIBAIwLIsVKtVzM3N4eTJk1cJ+8c+9jGMjIyIIAPAuXPn8PDDD4t76nK5UK1W8a1vfUsU2uc+9zmcO3cOzz77LOr1Or70pS/B6XTit3/7t8WF//Vf/3WUy2X8yZ/8Cf7lv/yXaLVa4ra2Wi3823/7bzEzM4PNzU3UajW89dZbWFhYwK/92q/h4x//OIwxCIVCKBaL+OpXv4oTJ05gcHBQ5h4KhXDhwgV85zvf2THmB67Pytvt7w6HA61WC9VqFaFQCABEsGq1migdYwycTieq1So2NzdF2AEgEAiIB9RoNFAqlUTQ+Vzq9TrcbvdV8+L3lMtljIyM9Nxbp9NBo9G4bUG/W9Z9zwi7HZj76le/io2NDfj9fnzhC1/AQw89hFKp1PMA+H632y1uaF9fHz784Q/j2Wef7fmby+WCy+WCw+HAE088gccffxzPPPMMKpUK3G43nE4n2u02QqEQPv7xj+PrX/86Op0OPB4PnE4nhoaG8OSTT+K5557D/Pw8Dh48iE996lO4fPkyVldXd7yne+65Bz6fD8eOHcP09DROnjwJt9uNT3ziE2i32/jBD36AVqu144N1OBw4ffo0Tp8+LRvN4/HgoYcewn//7/8d6+vr8Hg8ePrpp3H8+HG88MILGBkZQTwex4EDB1CtVsV1f+yxx5BIJJDL5dDf348HH3wQr7zyChqNBjqdDv71v/7XSKfT4pZWq1WxUNx42WwWv//7v49Tp07hxIkT+PSnP42XXnoJm5ub+M53viMbPB6P42/+zb+Jc+d6Cx3vVFxrjIHH40GpVILX6xXr6vF4UC6X4fP55DnzOwuFAqLRKEqlknhnFOxarYZqtSrX7nQ6yOfzEvLYh2VZyOfzPVgAP1etVmFZ1q5x/vXu60bwitsZe4/cvTV8Ph+CwSBCoZC4l/ahkVD9YI8ePYpDhw5dtcGcTqdY52eeeQazs7NXXXNzcxPJZBKPPPJIz+ePHDmClZUVXLp0CbVaDRcvXsTJkydRqVR2nL/H48HRo0dx/vx5jI6OIhqNot1uo16vo91
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPsAAACVCAYAAACejIyMAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/av/WaAAAACXBIWXMAAAsTAAALEwEAmpwYAAB5/0lEQVR4nO29aZBk13Ue+L3c960ya+mq6q5udKEXAI3GygUECYqQCFIUNbIoShpZFiU6/Md22OGxRVn+owjPOKxRjDWc8IQdmpEnJIc4IilKFCiCEEGsxA50ozf0WvuaWVm5Z+We+eZH1nfqvOzq7uqubqCGrBtRUVW5vOW+e7bvfOdcwzRN7I7dsTt+8oftw76A3bE7dscHM3aFfXfsjp+SsSvsu2N3/JSMXWHfHbvjp2TsCvvu2B0/JWNX2HfH7vgpGXdE2A3DeMowjEuGYUwYhvF7d+Icu2N37I6bG8btzrMbhmEHcBnAzwJYAPAOgF83TfP8bT3R7tgdu+Omxp2w7I8CmDBNc8o0zQaAvwTwi3fgPLtjd+yOmxh3QtiHAcyr/xfWX9sdu2N3fIjD8WGd2DCMfwLgnwCA0+l8qK+v71qfu9Xj3/K1bXYchju367h3emzlOm90Tz/JVOoP4t5u9hw3+rxpmkilUqumaSZu5XruhLAvAhhV/4+sv2YZpmn+CYA/AYChoSHzK1/5CgDrwrPZbPJ/7289Nnuv9++bFVJ97s3Od6MHc73r3exzNzt4T6ZpyrXYbLffUdMKQd+zPu/tOscH9b2tHqfT6dzS9/n/Zq/3zmHv3+12+7rH+sM//MPZLV3UJuNOuPHvABg3DGO/YRguAL8G4OmtfPFmBV0L8fUE82YEymazbSroPM5WjnUzn72Vsdl9f1Dn0j/XmqtbOcdOHLy/Wx3XM0zXer/3fLdzbm67ZTdNs2UYxj8D8PcA7AD+m2ma79/oezcS9JsZvYtzK+NmH2rvcbUF3Oo5b/be7qQCuR1jKx7PnfoucG0LvZ1j3+nBa7vRNd6Oe7gjMbtpms8AeGa7x7meFtzsvet9Zqvn22xC74SA3cwxb6T47oT7vtm4njDpa9Ofu5ZSvNZxbmZBb3UOP0xB3+yernefd1KZ70gG3c0I7fXc9+2c82bHnXTdqfnvxHFvZtxMCEPv7GbnZSd7LtcaN1qvN+ul3ilXfscJO290K3H67T7nZuNWLPDt+pwet9s6bcV13GxsRYC3iyPczPE/iNBmu7H7jcZW8Zft3ueOE/abseLXis1vNla/1e/ezHe2KwB3gOkof3c6HQvyTEVwPcHeDI2/nvDdyv1f77neCPy6E+NmBH7bgnkHlMuHlmffbNzIqutxPe13u6zxVt3WrX5mO0rkdgm7Pmar1ZLXtfVqtVpotVpwOp1XfZdCrr2CawneZuHHrdxH7/zd6jF2Ekh3K/jEjgTobmVcL4WjF9eNgLrbod1vl5DfzOc2+17vvd3s93uFUVvsTqcD0zTRbDbhcDjQaDQAdPO8drsddrtd3tNWht/tPYce18olb/Z8rpfLvhGIdatA4J0YWwXitqqwiHtsNde/lbFjhB3YPhp+swJxp+KwaymmrX5X/77V8/ceg9djs9nQbreRyWRQLpfR6XTQarVQLBZl7p1OJ/x+P0zTRCAQQCQSgcfjgd1uv8rb2IrFud583OqCvhGq3/uZaxFfrvX5a43rXe+NlNBWlcGdYmvuGGG/kYBsZuW2Y/luBxlks7EdYb0TYFMvrlEulzE5OYlUKgWgK9hutxudTgelUgnNZhPBYBDVahXtdhsLCwsAAJ/Ph+HhYQwNDYl7rxfmVhmFH8S4FZrqzYRM2xFGfa5epbAZW/F2WvcdI+zAjVHIawn3rVroaymXO5Xqut7YrqBfz6rYbDY0m01MT09jYWEBlUoFrVbLgpHYbDbY7XYUi0UAgN/vh9PpRKfTQa1WQ6FQwNLSEgYHB3HfffchFArdtrnbzAW/kcdwIy/wWt+9Hv233W7DMAw4HI5rKrFOp4NqtQq3223BNIhzuFyua1rsTqeDRqMBt9u96X1s5Z63M3YcGg/ceOF/EEjntbjfN7q2W+GMb9fL2Mz143VS0C9duoSJiQmUy2XY7Xb4fD4EAgF4PB6xHjabDQ6HA9VqFfl8Hq1WCx6PBz6fDx6PB6ZpYnZ2Fi+++CIuXryIVqsl57kTHo0+9lbm/Fquuj4Gw5beuQKAtbU1C3ZB4dej3W5LyKOvq1aroVwuX/f+qtUqarXaDefjTo0dKex6XCv+5Nhu3L0Vl+1abpteZLdaGHI7PIhea6oFvVgs4uzZs1hYWECr1RJQjgAdLVqj0UClUoHT6UQikbBYLR7b4XDA4XCg2Wzi3LlzeP3111Eul+VctyLwWhA1EedGx7keOMfXOp0Oms3mVQqDAq2/axgG6vU6KpUKDMNApVJBvV6/6pj1eh1ra2tXKei1tbWrilj08dvtNnK5HABY7pPv304g7lpjR7jxvS756OgonE4nDMNAq9XCysoKarWaWJlsNmv5fiKRQDabhdvthsfjkfdtNhvi8TgymQzcbjdcLhfy+by819fXh2w2i0gkglKpBACIRqNIp9OymGKxGEqlklixeDyOQCCAcrmM1dXV6z4kwzCQSCSQyWTQ6XTQ19eHYDBo+UypVLrqfngd4XDY8lomk0EwGITL5QLQdR1XV1ctizIWi6FWq6HRaKBQKGBhYQGlUgnlchkOhwMulwv9/f2w2+3IZrO4++674fV60Wg00Gw20W63kUwmLfelhRwABgYGsLa2hpWVFbz22ms4fvw4BgYG4PV6LfMPAP39/fD5fPJ/oVCQRX+tOdN/U2iv9bnrxc82m00Ek3PGLEOz2bRgD0BX4MrlMuLxOCqVCoBuOKPH2tqaxTobhoFGo4FisYh4PH7NGLtSqaBSqaC/v9/yXdM0Ua/XYRiGXOOdGjtC2IGNCQ+FQvjVX/1VtFotdDodOBwOlMtlfOc738HevXtx77334hvf+IY8ZL/fj1/5lV/Bd77zHRw4cADHjh3DN77xDZRKJfj9fnzpS1/CX/3VX+HgwYPo7+/H008/DZvNhkcffRTHjh3Dt771Lfz8z/883nnnHbRaLXzuc5/Dt771LaysrMBut+MXfuEX8Prrr2NychKPPPIIHnnkEbRaLTgcDrz99tt49913r2llYrEYvvzlL+PZZ5/F1NQUHnroIezbtw9erxcAUK1WMT09jRdeeOGqYzzxxBPYs2ePCLJpmnj//fdx/PhxscZ2ux21Wg3f//73kclk4HK58IUvfAEzMzN45ZVX8N577+GrX/0qnE4n/uiP/kis+T/+x/8Y5XIZf/EXf4Gvfe1raDabaDQasNvtaLfb+PrXv45arQa73Q5go+zS5XLh/vvvx7/5N/8G3/zmN/GNb3wDtVoNb775Jn7u534OX/ziF+FyufCd73wHrVYLdrsdH/nIRzAwMACbzYZAIIBz587hueeeu22x6fXiXGYPyuUyotGoBZuoVCoIh8MWsIyYBb2cVquFgYEBOU+n00GxWLSEL6Zpolwuo16vy3PV96CzH06nU2J6AIKHtFoti0K80X3d6tgxws7Bm/zWt76FbDYLj8eDX/7lX8axY8dQKpXE4pumKe4Qc8E2mw2JRAKPPfYYnnvuORiGAafTKbGoy+WC3W7Hww8/jIceegg/+MEPsLa2Jp8BgEAggCeeeAJ/8zd/A9M0xaoNDQ3hkUcewY9+9CPMzs5ibGwMn/nMZzA7O4uVlZVN72V8fBxerxdHjhzB5OQkXnjhBTgcDnz6059Gp9PByy+/LK5177DZbDhx4gTee+89ec3tduP48eN45plnkE6n4XK58NRTT+Hee+/Fyy+/jKGhIUSjUdhsNnz729/G6uoqnE4nHn74YcRiMaTTaSQSCTzwwAN4++23BYD7gz/4A8zPz6O/vx8ej0c8FtM0LTn1AwcO4Pd///cRCoUEwe90OqhUKnjyyScRj8dRrVZFENrtNp599lnY7XY89NBDOHLkCN55552bWsRbRcavNTweDzKZjOAOhmHA6/Uil8sJoMb7czgcKJVKWFtbQ7V
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPsAAACVCAYAAACejIyMAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/av/WaAAAACXBIWXMAAAsTAAALEwEAmpwYAAB7DklEQVR4nO29eXCk53kf+Hv7vi80bmCAuYfXkOJhkaJMHQwjStb6lC3FqcRyXKVyKnY5yiYbx6lykqrdiuUtZ9ebrJOy197IKdmKbkuxRJkWRUo8hsO5OAdnMBjcN9AN9H13f/tH4/fg6Z6eGWCGQ2IlvFWowTS6+3u/93uf6/f8nuc1lmVhb+yNvfGjP2zv9gT2xt7YG+/M2BP2vbE3fkzGnrDvjb3xYzL2hH1v7I0fk7En7Htjb/yYjD1h3xt748dk3BVhN8Y8a4wZM8ZcM8b89t24xt7YG3tjZ8O83Xl2Y4wdwFUAzwCYB/AGgL9nWdZbb+uF9sbe2Bs7GnfDsv8EgGuWZU1allUB8EUAP3MXrrM39sbe2MG4G8I+CGBO/X9+87W9sTf2xrs4HO/WhY0xnwHwGQBwOp2PdHV13eh9t/v9tz23u/E9b/fgvBiGvdPz/FGiWd/te9nu92/nfcvLywnLsrpvZx53Q9gXAAyr/w9tvtYyLMv6YwB/DAD9/f3Wpz/96ZYNa7PZ5P/tG7n99U4bXb9mjNmRMNhsto7f0Wl0ekA3m9fN5rndsdP7uVtD37tlWbAsq2Ve+v/b2cg3Wsv2773R9e9k3OrzjUZjR5+/0dw6/a7/5e/t1+PfPve5z83cdCI3GXdD2N8AcNgYsx9NIf8UgF++1YfaBb39tZ1s7k7ftd3R6drbvRZw9ywtBfzdtqg3un4nBWeMadm0t5p/J8XQLhA7+ex2r3s3xnauqRWZ/vdG773T8bYLu2VZNWPMbwD4LgA7gD+zLOvSdj9PYdNCejPLfSOrf6PP3eq6t/rO7Yy7ZdHv5HO3890381pu9rcbvbYTK9/+2Xdbye103Exob6Xw7ta93pWY3bKsbwP49tvxXdsV9E4C+nYI6W4Q9LvltrcL343c5e189lbv28nnbvSe7X52N1h3fb1bWWz9N/7fZrNd58rf6R7YlQy6m93UdgT9Vt+x02vu5Dtu9T27IdYGrreaOl7ka/yX93Un66w/b4zZVnjV6Zrt3/NO4Rc7DQd3Ojrt57f7mu8aGr+T0Q7SvN0C9XYs6m4U8k6WsJPw2O121Ov1m1pF/Xt7HL0di7vTkKDT+7YDyN5N693J2m537MSzuFv3sqssOxH49oe6k5veqabXqH+n73o7rncn8TkV0U42ynbXoNN7qVS5LpZliSLo9LlOr293bGfdbnQ/N7vWdrCHnfx9O2MnXs+NQpvbxZu2O3aNZW9HwfW/N4slb7RwO73erb73dt+zk3Gjh32n1+m0Ro1GQ16vVquoVCqo1WowxqBcLsNms6Fer8PtdsNut8PhcMDj8cBms13n8uvRKf22nbm9E7nutyOevxPrfjvj7bzerhF2YHsI+60++06NuzWnO/ECtvseYwwcjuajz+VymJ+fRyaTAdDcXOVyGfV6HfV6HX6/H263G41GA36/H4FAANFoFB6P5zqF3C5Q201D3kxx7OT+bhVW3ErgbzYXPW4kgDcKm7YD1HUaO33/rcauFHY92h/gzSzeTgSl0WjcMFZ/uy3p3f7cTgbd81KphIWFBczOziKfzwOAWG+3241arYZMJoN6vQ6XywWbzYa1tTXUajW4XC7s27cPBw4cEKXB0Z433s54u6z7jbCFnX7HdgWe41aWt5PAvx1exk7HrhL2nYw7EXQ93i26qR46/tyJkOjPb+fvFPR0Oo3Lly8jmUzCZrPBbrfDZrPB5XLBGCPuvGVZSCaTCAaD8Hq9cDqdaDQayOfzuHDhApaXl3H8+HGEw+EWa3crgsit5t/pc2/Xc+qUcWhf+xtZaACo1WqwLOuGSo7v7XQPtzIwnVKNN0rD3c7YNcK+HYDjTuLr9nE7CPzdUAidQK678f382djYwJUrV7CxsSEbyG63w263y2dqtRoqlQpcLhccDgeKxSIcDgf8fj+ArVTd0tISUqkUjhw5giNHjsBut8OyLDQajeuosrcSfs5vOy79jcatMgkEG/W98j3VahX1eh0ejwcAWjANPQqFAux2O5xOp3ynZVkoFovw+Xw3vH6lUkG1WoXP57uldW///Ntl6XcNGt8JmLvVe2/0/1uNm2nX9s2x07jzZuDVja55u+NmiLT+O3/m5+dx8uRJrK6uolKpoNFowG63twhao9FAvV6Xzen3+xEOh2VzUzHYbDY4HA5UKhVcvnwZp06dQqFQgDHmhlmV7eIKt7Mm+jm1Kw79nRRqAC0Zh2q1KrhFo9FAqVS67hr1eh3pdFoUAX+KxaKEQu33wr2Wy+XEY3q3vMhdIex3AnbdjYXr5N5tJ4e80/TY3SZq8Fo2mw2JRAKnT59GOp1GvV4XN5RAXKlUQj6fRzKZRCKRQKlUgsPhQCgUgsvlgtPphM1mE7ff6XTCsiyUy2WUSiVMTU3hxIkTSKVSHQVdz2c7c+a8+XMjIdHXaf87swz6+zjnTvE9BZJCTaXAUa/Xkc1mW56bZVnI5/PionfK8lQqFaTTaTidzuvmS+Xafi93Y+wKN14Ll81mw9DQEFwuF4CmS7m6uopSqQSPxwOfz4eNjQ35rDEG3d3d2NjYgNvthtvtxvr6OoCm5o7H41hfX4fb7YbT6WxBnePxOJLJJCKRiGjmcDiMtbU1+f6uri5ks1lUq1W5lt/vRz6fRyKRuCkqq69fq9UQj8cRCoVa3pvNZpFMJq/7jlgsdt17GT9zber1OtbW1lAul+W60WgUxWIRpVIJxhiEw2GUy2WcPXsW1WoVNpsN3d3dcLlcSCQSuPfeexEIBNBoNNBoNFAsFnH+/Hm5V7vdLvfY1dWFwcFBWJaFUqmEdDqNCxcuoFQqIRQKYXh4GOVyGdVqFS6XS9z5UCiESCSCTCaDVCq1LaXYSUlsJ1+uBcZmsyGXy8HpdIoH43Q6kc1m4fV6W5QI38u04/r6Orq6ulpi82KxiGw22+I51Go1pNNpdHd3XzdHCn4mk0GtVpMQgaNWq6FYLF73+t0au0LY9YMNhUL45Cc/KRbH4XAgl8vhq1/9Kvbt24cHHngAf/EXfyGulM/nwy/+4i/iq1/9Kg4cOIAHH3wQX/jCF5DNZuH3+/GJT3wCX/nKV3D48GF0d3fjW9/6Fowx+Imf+AkcP34cX/rSl/BTP/VTeOONN1Cv1/Hss8/iy1/+MlZWVuBwOPDxj38cr732GiYmJvDYY4/hscceQ61Wg8PhwMmTJ3H69OkbgiexWAy/9Eu/hO9+97uYmJjAww8/jNHRUXi9XgDNzTM1NYUXXnjhOjDoAx/4AAYGBkSQAeCtt97C8ePHW2LPUqmEv/7rv0YymYTL5cLHP/5xTE5O4tVXX4UxBo8//jjW1tbwpS99SRTWP/7H/xj5fB7/9b/+V/zu7/4u6vU6qtUqGo0GqtUqfv/3fx+5XA7BYBDJZBL1eh21Wg0PP/wwfvqnfxqWZaGrqwurq6v4zd/8Tfh8Pvy7f/fvEAqFYLPZkEql8N3vfheWZeHQoUP4wAc+IPf12muv4fz58wB2Tpa6Fb+8XUE4HA7U63UUCgUEg0EAkHCkVCq1xNh2ux3VahW5XA5+vx8bGxuoVqtwu90Amq59LpcTJcprZbPZ675Lj0qlgtXVVYTDYcEKjGmCoLlcTnCRd4K3vyuEvX1YloUvfelLSCaT8Hq9+IVf+AUcP34c2WxWNC0XnIQPulDxeBxPPvkknn/+edHkfA9d0UcffRSPPPIInnvuORQKBXlPvV5HIBDABz/4QXz9619Ho9GAw+GA3W5Hf38/HnvsMfzt3/4tZmZmMDo6iqeffhqzs7NYWVmRuesNd+jQIXi9Xhw7dgwTExP4/ve/D4fDgQ996ENoNBp46aWXUK/XOz5om82Gs2fP4syZM/Kay+XC8ePH8e1vfxtra2twuVx49tln8cADD+Cll15CX18fotEoDh0
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPsAAACVCAYAAACejIyMAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/av/WaAAAACXBIWXMAAAsTAAALEwEAmpwYAAB770lEQVR4nO29eZBd13kf+Dtv39feF6wESIALuEEiJdqmJEsRJY8V27HsmanxMk5NOcs4qkxq4kySSv7wVDnjmkyceCopT+zETjyRZVtyJFmWJZESJVHiDgIgFqLRQO/9ut++7+/OH69/X3/v4jV2kD1Sn6ouNF7fd++555xv+32bsSwLe2Nv7I0f/OF4ryewN/bG3nh3xh6x74298UMy9oh9b+yNH5KxR+x7Y2/8kIw9Yt8be+OHZOwR+97YGz8k454QuzHm48aYd4wxl40xv34vnrE39sbeuLVh7raf3RjjBHAJwEcBrAB4DcB/a1nW+bv6oL2xN/bGLY17IdnfB+CyZVlXLMtqAfgsgE/dg+fsjb2xN25h3AtinwawrP6/svXZ3tgbe+M9HK736sHGmP8JwP8EAG63+4lkMjnsmrvxnDu+x2581t7oj90Q7n2zcxh2nWVZ6PV68jf+a4yBw+GAZVnye6/Xw+bmZsayrNHbmee9IPZVALPq/zNbnw0My7J+F8DvAsDk5KT1S7/0S9cQi9PpBDBIRPzdGCMLoYf92uv9/XaGw7GzMmR/3rD5XW/cbWax0yHU89SHS8+31+sNfG6f307f22ke+nn6nrc69zu5nu90O+N637U/WxOu/luv1xu4T7fbRa/XQ6vVkt+73S663S48Hg9cLhc6nQ4CgQA8Hg/q9Tr+1b/6V4u3+w73gthfA3DEGHMQfSL/eQD/3a3exE5UdiLWh0YzAH3NMCZxO4Nc9XrjXjCW2xnXO/Sco51ouYb6c6fTOXAv+8G1P+9mGAv/fy/GzTCQezV2evYw5sizpM8tzzr/NcYMrD8/vxNmBdwDYrcsq2OM+bsA/gqAE8DvW5Z17kbf0wvjcDiGErD+/05/v9G9bzTsC6s34k4X+3bnNOx79sNlZ3z673qt+KMPnP2n1WrB4/EA6K+DPsw7Ef1O41a1G/v73K3v3I29u1OGYteS7Cq7nqfD4UC32x2ghV1H7ABgWdZXAHzlTu9zPYIepobqv93OAbNrE/r/vV5vRxX+3VLVr7cOwzSfYYeJTKvb7Qpht1otWTOn04leryfEzuvt5tOtEP1OTOjdHHfKrPXe76S2DxvDzBw9F9rlmvnqz1wu13VNx1sZ7xlAd71xvUM97O83stuvN3ZaSK1SXe+6m7XRb5bId5LMN3Nf+zV6zvoQlctllEollMtlVCoVdDodOJ1OtNtteDwejI6OolgsIpFIwO12w+VyDdxbS3ttBtiH3Qywz3E3gGt3Y9gl/o00gBudhZ203G63e0fz3HXEbieymwV+7N+/lWftNIZJy53mdC9t0dt5nv4ef+92u1hbW8P8/Dyq1SqMMULMlOSNRgOLi4twuVzY2NhAr9eDz+fD1NQU4vE4XC7XNQQ+bK9uZMvfaNwLRnA3TLFhhHy7cx2GOd3Mmt7u2FXErrnYjcaNAJFh/7/euJ6afqNxNwndzsCux2BuNCf9Uy6X8fbbb2N9fR0A4PV6YVkWWq0W2u02Op0O3G43AKDT6aDVaqHT6cCyLOTzeSwtLWF6ehrHjh2D3+9Ht9u9rnq+k7S7WQl4u/bxuwHU3aok19cRL6FNzrETI6JGxr24k7GriP1ujpshDjuB6//fqtp9J/OwD03gd2rjG2NQLBbxyiuvoFarCUHzYLnd7gFV3bIsuN1ulMtlVKtVBAIB+c7y8jKy2SweeeQRjIyMyEG8VWk5jEHsBCja/zZs2BnivcQHrueR0GMnMG6nMUyLdDgccDqdA4DqnYxdlfW208G2g03XkwbXu8+dzmOYanwvBonodu7PefH77XYbZ86cEcntdDrhcvV5fLfbRbvdRrfbFQlPv6/L5YLT6USpVEK324Xf74fX60W1WsXLL7+Mubm5AdeQfa7DALzrvY9dmxmGWegfXqf/Pux5w8w8/tzq2AmYvBvnbaf7amLflWj87Qw7mMRxPfvoeszhehug3Rxamt8t1PNG87vXQxPF/Pw8Njc3xY0D9N+bRO/1eoX4+TcAaLfbcLvd8Hg8MMaIXU/0/ty5cyiXy3jooYfg8/kGJPzNglM72fhau6JEG7Y3mvF2Oh202214vV6ZC99zGCOw+7rv9bgVVV//zv/fDdfhrpHsOmLLPm7Fjr8VYGhYsMLdtr/fzWGXfpubmzh//jyKxSI6nc5AdBaJuNlsotlsolqtolKpIJvNIpPJoNFowOFwIBaLAeivVSAQEAnf7XYxNzeHV155BaVSaSjhXE9DGjZnoM9ktP+/0+mgVqsNXMt3sX+vXq8PaDS1Wm1Hac/3vhUpf68Yw06mwQ8ssV8vYm7YuJmDtNPgwukFvNtS/WbnYr/+bqiExhjUajWcOnUKuVwOLpcLLpcLzWYT3W5XwB6GI9NOpyTn9fF4HH6/HwBExff5fPD5fHJdKpXCq6++inK5vKPpMewzmg78O4mOYKFWzcvlMjqdjlzTarVQrVbl/8YYVKvVgWsajYbED+h1MabvlahUKgPxA3rsxKRvJ8hnp3EzAobvQiF2p2d01xD7TofkZg7/MBv3Rt+j+n6rgNytXnuzg/O/FYIfhiFQ9b106RJWVlbgdrvh8/nEnw4ArVYLhUIBlUpFnk21PhgMIh6PY2RkBLFYTA5ls9kUgidzIMFns1mcOXNmQFJyT3aat8PhQL1eF4LXa1Cv1wewh2q1ina7LX9vNBooFovynV6vh1wuJ6YKGYReUz3ILKjd8D7ANlO70XrfzLgetjRsbeyApWZ4OzGmWxm7gtjtwJq2b4aBbjvZNcP+fjPjZgn+bkjene57J9+xM4lsNot33nlHpLcm9Hq9jk6nA5/PJ/Zto9FAqVSSv7ndboRCIXg8HkHiKXGpPgP9dSOSv76+josXL15jju0kOZ1OJ5xOp6joHB6PB41GQ6S7y+VCu91GqVSS+zWbzQHTod1uI5fLyf9pljB2QK+TZVnCKIhVaFOg2+2KxjNs3jcCh2/0Ge9jZyj2/2tw7kbPvtmxawA6DofDgdnZWbjdbtnIzc1NNBoN+Hw+BINB5HI5ANsccmRkBLlcTlRM/h0ARkdHkcvl4PV64fF4UCgUAPQTPfi9WCyGcrkMAIjH40in03JwEokEyuWySJaRkREEg0FUq1VkMplr1DF7kMTY2Biy2Sy63S6SySTC4fDAtaVSaWC+HIlEAtFodGCDc7kcgsEgfD4fgL4/nPY17xmLxXD69GlUKhV4vV6Mjo7KXB0OBzweD6ampuDxeFCtVvHAAw8gGAyKLe90OpFOp+V3AIjFYigUCkIIbrcbBw4cwIULF2RfHnnkEXi9XoyPj8PpdCKVSsHn88GeutxqtZBKpWBZFvx+P3K5HJrNJnw+HyzLgsfjEWnOOTidTuTzeUxOToo5Ui6XRdq1221UKhVZd3oQfD7fNYKj2WwinU5jbGxsgKhbrRaazaaYLbczbgTC3SxIp6+npnY3bPZdR+yRSAQ/93M/h06nI7HBlUoFf/qnf4p9+/bhkUcewR/90R/JRgcCAfzsz/4s/uzP/gyHDx+Wv1cqFYRCIfzsz/4s/uRP/gRHjhzB2NgYvvjFL8IYg/e97304ceIEPvvZz+KTn/wkXnvtNXQ6HTz33HP43Oc+h42NDTidTvzET/wEvv/972N+fh4nT57EyZMn0el04HK58Oqrr+L111/f0UOQTCbx6U9/Gl/96lcxPz+PJ554Avv370cgEAAA1Go1XLlyBS+88MLAGjgcDjz77LOYmppCs9kE0Ofs586dw6OPPgrLsoTwGo0G/uIv/gK5XA5utxuf/OQn0el0cO7cOdTrdfzqr/4qHA4H/tk/+2dii//ar/0aWq0W/viP/xj/9J/+U7kfCee//Jf/Isyh2+1idHQUXq8X2WwWrVYLH/jAB/C3//bfxq/92q9hbm4OjzzyCH7
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPsAAACVCAYAAACejIyMAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/av/WaAAAACXBIWXMAAAsTAAALEwEAmpwYAABkM0lEQVR4nO29eXBd95Xf+blv39/Dw74DJLhvEkVSoiR6kWyZluWl2y3b7bbjpZOuTnUmneqZmt6qq5xKJpXMZGaSSaacSqc9Vkt23E57ke2yLItqy9RKihJpUiIJEgQIgNiX9/D2/c4fwPnxhycsDyBAQhJO1Ss83HeX3/3de35n+55zDNM02aRN2qT3Plnu9AA2aZM26fbQJrNv0ia9T2iT2Tdpk94ntMnsm7RJ7xPaZPZN2qT3CW0y+yZt0vuE1oXZDcM4bhhGt2EYPYZh/Nl6XGOTNmmTVkbGWsfZDcOwAleAjwI3gNeB3zVN8+KaXmiTNmmTVkTrIdmPAD2mafaappkDvgd8eh2us0mbtEkroPVg9mZgUPv/xty2TdqkTbqDZLtTFzYM4w+APwCw2+33VFVVrfY8azEW9V3MmvJtpmlSLBYplUpYrVYMw0A3gUqlEqVSCcMwKBaLFItFdZ5SqQSAxWJR5ykUCgDYbLZ519TPYbPZKJVKmKaJxWJR3w3DwGKZXaftdrvazzAMHA4HpVKJQqGA2+3GMAzsdrvaL5vNquNM01T72u12DMMgl8uRTqfJZDI4nU5M0ySfz+NyubBYLOo8pmmSzWYpFArqPDbb7Oukb7Pb7SQSCXWs1WrFZrOp+7HZbNhsNorFIqlUikwms+g9OxwOde8WiwXDMNS59DnRn59hGOpT/ozlvPoz1p+F/K/vs9a00nOOjIxMmqZZu5prrQezDwGt2v8tc9vmkWma/xX4rwD19fXm7/3e763qYuUPWH/IKzmHaZoUCgUKhQKGYeB0OtX5isUiU1NT5HI5nE4nXq8Xi8VCJpNRC0AmkyGZTAIQj8eJRCJqDF6vl0KhgMPhwOVyMTY2xsTEBIA63uFwYJomVqsVh8MBQC6Xw+FwUCgUKBaL2O12XC4XNTU1OJ1OgsEgDoeDsbExPB4PNTU1hMNhJicnCQaDavE4dOgQXV1dWCwWBgYGsFqtWCwWZmZmiEQiVFdXY7VaKRaLZDIZfv3rX/PWW29hs9nI5XK4XC6am5vp6uqiqqoKi8VCsVgkFAoxPT3NhQsXsNvtHDx4kGAwyI0bN7BYLEQiEYrFIhcuXGBmZoY9e/awe/duDMMgHo+r+RgfH+fKlStMTEyQSqVIpVKYpkl9fT3T09PMzMxgs9mor6/HarVSV1eH2+2mqqoKj8eDy+XC7XZjs9nUXBWLRSwWCx6PB6fTicvlUguyLI75fF7eRbUw5fN5CoXCvHdCnpO8K7J4L0cLMXL5tkr3kW3/6l/9q/6KLr4ArQezvw5sMwyjk1km/wLwxXW4zi2TMLMuue12+7zf5KXI5/PqxbLb7eolECYRRoxGo1itVpxOJ7lcjnw+z8zMDBaLhUAgQCqVwuVyEQgESCQSpNNpLBYLyWQSt9uNxWJRDJ7JZLDZbDgcDhwOBzabTTG13W4nHA6rRcfv9ysp7XQ6SafTxGIxcrkcXV1deL1ebty4QalUolgsMjw8TDQaxe/3UywW8fv9DAwMMDIyQk9PD/F4nJqaGg4fPkxHRweTk5NcvHiRvXv30t7eTi6XY2ZmBq/Xy7Fjx0gmk9jtdrLZLNXV1WQyGSWN6+vrGR8fx+Vy0d/fTzQaZWZmhmQySTQapVQq4XK5SKVSGIaBy+XC5/MRDAaZmppSmkmhUCCdTlMoFGhublbPSphW/pdnabPZSKfT5HI5stmsWkSLxSLZbBar1Yrb7QYgnU5TLBbV+yDMLX+FKmX0jUhrzuymaRYMw/hnwLOAFfiWaZpvr/V14J1SfaHv+rZylU3/TdRzp9OpVF156LoKb7fb1Ta4+eLIIiDS0eFwkMlkyGazSgrLb1arFUCpoCIp4/G4UpddLhderxdAMXE2myWXyxEKhZTqGggEcDgcauGYmJhQEl9e4Gg0ytDQEJlMhqmpKSYmJpSmEY1GMU2ToaEhzpw5w8TEhPp9amqKa9euUV1dzYMPPsiuXbt4/vnn6e/v53Of+xylUmme5JV5EwYTFT4SieDxeIjFYqRSKbLZLFeuXFES3uv1Eo/HKRQKigGj0ahS72UByOVy6pmLyWG1WslkMsoM8Xg8WK1WZQbo0lm26Qydz+dxu904nU41z/p7shJJvhzd6QzTdbHZTdP8OfDzFR5TseqtM3mltNBiUH49q9VKqVRSL4lIwVKphMfjAVAMKy+BvgBYLBacTicAiURi3qIh9qjf7yeRSCiJYbfbFVPCLKPk83lyuRw+nw+bzYbL5cIwDJLJJNXV1USjUZLJJE6nU2kCwhDBYJDa2lqqqqpwuVy88MILDA4O4vF4yOVyjIyMKLNjcnKS0dFRtdgUi0VcLhednZ2KYTKZDK+99hr5fJ4HHniAL37xi/T19fE//sf/YMeOHXR2dtLW1kY2m2VmZoZEIkE8Hqe+vp5SqcTw8DAej4eOjg4uXrzIxYsXqa2tVfctKrUwq9VqJZFIYLfblcotCyCgvudyOeLxOLlcTp3D5XJRKBSUH0AWWrk/ed7C8IZhkMlkME0Tm81GPp+f52sRswpWLtHXkrHL/UOrpTvmoFstrYbR4Z2LSTmjy//y8HXJIExbKBSUdBEnlLwcYrO7XC7C4TBjY2Pkcjmi0SiFQmGerSgvcCwWo1gsKm1CpFAqlcLhcKgXORqN4vF4lGNMTIuJiQkikQh2u52amhp8Ph9tbW2KmaLRKPl8nlKpRDwep7e3l8HBQcUEPp+PxsZGXC6XWsDcbrd6+cWH4XQ6mZqa4tlnn2Xnzp3U1tbykY98hGeffZbe3l4OHz5MQ0MDLpcLmFWrs9ks+XyecDisFq0DBw4wOjrK5OQkDoeDeDyu1G0An89HLpejtrZWqfcNDQ1Eo1FgltGdTic2mw2r1UoqlcJqtZLP5wkEAgBKzRefhcyh7siT51AqldQ4xWci75hu3m0E1X0tGP5dx+wL0a165EWilEolYrEYdrtdPXzTNMnlcmQyGXw+n1L1gHc4zqampojFYuTzeerq6giHw0SjUbLZLKVSiZqaGqUlCLONjo4qW1QWGsMwSKVSWCwWYrEYoVCIVCpFMBhUYxQnUiaTobOzk61btxKPx/H7/TQ1NTEyMsLY2BjJZBLDMDh16hQzMzOEw2Gam5ux2Wzqvm02m7L5hdklYiCeevHC9/f3E4lE2LFjB8eOHePcuXNEo1HlTMzlcni9XorFIrlcjunpafL5PMFgEIBt27Zx5swZYrGYYrxisUg6ncZqteLxeLBYLPh8PsXIcu5oNIrX61VjkTHabDZisZhy0hmGweTkJFVVVTgcDvVsxe6XBVBMMFk8ZHHXP+U2++2gtZLk5bRhmH21DLuQtF7IJKjETJAwk3jHrVareuE9Ho8Ka+mffD6vPMeirg8PD9PX10d1dTU1NTWMj4/jdrtJJpNks1nFtH6/n0wmQ3//rINVJJyo0CJRDMOgUCjg9XqVnZvP55menqarq4u9e/dy6dIlcrkc27dvJ5VKMTU1RSqVYmZmhnQ6TSgUor29HYfDgd1unxe6k7CVSHQZi6jF8r/ValVj6+vrU07A0dFRDh8+zMDAAIVCgZqaGvx+P7W1tZw9e1ZpNu3t7WzduhWLxcITTzyh7ONQKEQsFiORSKhohNfrJZ/PK/PEZrOpRUQWOafTSSaTIRAIKOdgsVjE4XDg8/kUs4qjUCS2mCx6GFIPRerzvlFoLRaAd3UizFpI9PJz6B5dQHnDJXQjK30+n1cMk0qlSCQS2Gw2amtraWhowOfz0dnZSV1dHS0tLSSTSSKRCNlslng8TjgcVucIBoO4XC71oosdbrPZlApcW1tLW1ubYkyv16vCYdeuXSOVSnH33XcrbSAWizE0NESxWKSpqYm6ujo8Hs8821ikusS/3W63UpVdLpdyEkoUwuVyzZOUDoeDpqY
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPsAAACVCAYAAACejIyMAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/av/WaAAAACXBIWXMAAAsTAAALEwEAmpwYAABiH0lEQVR4nO29d3Cc95nn+Xk7oHNAo5EDQZAUwSgGSZRISrKkU7LlMLLH8ozXM+Ob2qmtWW/N1t3Wrndna9ZbO3/s3tTtnK/uatcTdlYON3L2WHIaUclKlERRjGICQRIZjdQ5N977A3h+/KHVABogQEIWnioUgLffft/fG570fZJhmibrtE7r9JtPllu9gHVap3W6ObTO7Ou0Th8RWmf2dVqnjwitM/s6rdNHhNaZfZ3W6SNC68y+Tuv0EaFVYXbDMB4zDOOCYRg9hmF8dTXOsU7rtE5LI2Ol4+yGYViBi8DDwADwDvA7pmm+v6InWqd1Wqcl0Wpo9ruAHtM0e03TzAPPAJ9ehfOs0zqt0xJoNZi9FejX/h+Y3bZO67ROt5Bst+rEhmH8EfBHAHa7fX9tbe1yj7MSa1nyd8T9MU1Tfd80TUzTZHp6GoDp6Wmmp6cplUpzvmOxWCiVShSLRfV9/RiyjxzPYrGoYxqGofax2WwYhoHD4VDnslgs1NTUYJomxWIRh8MBgMPhwGazYbPZyOfzGIaBxTIj64vFIoZhYLVaASgUCiQSCfX9TCaD3W7H6XRisVjUfrKmQqFAoVBQx5R7UCwWsdvtZDIZAOx2OzabDYvFon7sdjuGYZDL5chmsxQKBXW/5D7IdcmPYRjY7fY5/8u55T5Weqblz0r/vdDfq0XLOcfw8PC4aZr1yznfajD7INCu/d82u20Omab5V8BfATQ2Npq/+7u/uyymkxcWmMM0SzmWfgyd5jtGqVQik8lQLBax2WxzXqJ8Pk86nSafzxOPx4nFYkxPT2Oz2bDb7VitVqxWK8VikdHRUSYmJuYwq9VqxW63AzPMLIzi8/nIZrO43W5sNhuNjY0Eg0FqamoIhUJcvXoVh8NBIBAgHA4TjUZxuVxYLBYmJyc5cOAABw8eJBqNMjAwgMPhoFAoMDAwgNPppKGhAavVSiaTIRaL8f3vf5+RkRF8Ph8ulwuHw0FzczOdnZ2KSevq6gA4fvw4IyMj3H777TQ2NnLmzBl1D+rr6xkdHWV4eJjW1lba2trUfSoWi4yPj5NIJIhEIqRSKSV0crkcNpuNQqFALpcjGAzS1NSEzWajWCzS2NiIy+VSa/N4PAQCASUERFDqz1C2iTCanp5WDKf/LYJYFzpLofmYuHz7Yv/raxb6T//pP11b1qJYHWZ/B9hiGMZGZpj8C8DvLval5WpokfrLPdZC++o3WfYrlUqk02ni8ThOpxObzUapVFKa1DAMCoWC0oa5XE69NDabDafTSSgUwmKxEAwGAchmsyQSCfVdeeG9Xi/pdBqn04nT6QTA6XSSTqepqanBarXicrnwer10d3czNTVFsVgkEolgGAbT09OkUilSqRTj4+NMTEwQi8UwTZPx8XGGh4dxOp3k83lM08RqtdLf38/ly5eZmJigVCrR1NTEnj17aGho4PTp05w5c4bdu3cTDAZJpVJMT0+zb98+IpEItbW1+P1+9u7dSyKRIJPJ4HA4qKuro7OzE7fbzeDgIL29vUSjUQAmJyfxeDzKckgkEkxPT6vrSyaT5HI58vk8hUIBh8OB3W6nWCwCzNHmuVxOCQmbzaYskPLnbLValQAuFosUi8U5wlaOabVa5wiDDzutOLObplk0DOMrwK8AK/A/TNM8u9LnWU0Sxi2VSsr0LJVKGIZBJpMhHo9jmiZOp1Np6VKppJhatHMikcDr9ZJMJslms5imSSAQUMIArpvrYh5nMhlyuZwyn/1+PwDj4+OEw2HS6TSmaZLNZjEMg1KphMvlUho4m81isVhoampSwuTixYtMTExw9epVisUiIyMj5HI5tf/Q0BBjY2MMDg5y6dIlxQCmaXL16lVM0+TBBx/k05/+NGfPnuW1117jjjvuYO/evUxMTJBMJqmrq6NUKhGLxSgUCsTjcbW+8fFxenp6mJiYIBwOEwqF6O3txTRNSqUSqVQKi8VCsVjE5/NRKpWor5+xVAuFAsViEYvFwtTUlNLyxWIRq9WKzWajpqZG7SuC1+12A1BTU4PNZlP3ulQqqf1KpZKyUkqlkhLMupCA6wqlWobXXa2lUKXvLfdYlWhVfHbTNH8O/Hw1jl1OotVXwncXEimv+7Xyoggz+f1+7Ha7ehEMw1CavaamhsnJSfW3aCK73a7MUrvdTjabVRpGBIlpmuqli8ViAAQCASwWC4VCgWw2i9VqJRaLkcvlqKmpob+/X/nmPp+PpqYmWltb8fl8uN1uenp6SKVSTE5OEovFGBkZUdZENBolmUwqk9/j8eB2u5VWKxaLpFIpXn75ZbLZLLt376ajo4OzZ8/yk5/8hD179lBfX0+xWCQej5PP55mcnMTv91MqlRgdHWVoaEgx5NDQEPX19cpCkXudz+cBSCQSSsNbLBYl+EQwyFobGxuV9VKOPcj9czqdlEolampqqKmpoVgsKjxDzHYdCxHBrVtx5e/acjX8chl2JbGDWwbQrQTN52svheYTEk6nc86D1810l8ulXt5SqTRHMIimrqurw263Mz4+TiqVolAoACgzU/xyp9PJ5OTkHLPVNE31stvtdpLJ5Bygy+FwEI1GCQaD9PX1EQwGiUaj3HnnndTV1eH3+9m5cyexWIxr164pX/jatWucP3+efD5PTU0Nfr+f1tZWBerlcjkMw8DtdiszOZvNUltbS01NDT09PYyPj7Np0ya2b9+OxWLh5ZdfZufOndx2222Ew2ESiQSpVEoJN4vFQktLC5s2beLtt9+mp6dHMXYmk1EM63Q6lcYVq8DlcikA0mq1zsFjBKSbnp4mkUgoDS+fmaap7rloc12zy/eF4cWyEstA3i8dbP2w04eW2Ssx+nyMqwN3wBxpXr6fPGjx63TUVnxJQL1IhUJhzgtjmiajo6Nks1l8Ph/BYJB4PE46nVbAU3NzM7lcTjERzPiuAsaID60j9gIEejwefD4fAMPDw9TV1ZFOp9m+fTvBYJBr166xe/duisUi0WiUVCpFMplkYmIC0zTxer2Ew2HFSIBCyAUoFCuhVCqpbToKf/XqVQqFArt27SIWi5FOpxkdHVXPRMC/eDyOw+GgsbERj8fDvffey/nz5zl79qx6DsKkFouFQCCgzOlcLkdDQwMWi0UJK4/HoxhaB/Nqampwu93q/KLFxT0St0SuN5vNUlNTowBOET7iLogAWq61uJLaeM2b8atJS2FyIblZumYoR2p1DS5AWT6fVw9dXoBMJoPValWaCFDmnzBDsVgkn89z8eJFPB4PDQ0N1NXVEYvFcDqdTE1Nkc1mqaurw+FwEA6HKRaLDA0NqWuUF1bWIMwmZrYIhOnpaVpbW+nq6uLixYu43W78fj/xeJx4PM7k5CRjY2M4nU7C4bAKdYklIn6vaE4BqEzTnGPyyrpECE5NTTE5Ocn4+Lhag8ViYXx8nFAoRCAQAOCdd97BarUSCoVwOBzs27ePgYEBcrncnGcZj8eVG+FwOBQIKRiG0+lUQiAYDJJMJgEIBoOYpqmiI1arFbfbrZ6hCDFZN6DAznw+r6wsuZ/ynPX35lbTSjH8h47ZV4LKNb1OYrolk0kKhYKKLcOMRiiVSuTzeWWG6zF0q9VKXV3dHACtWCzS1tZGIpEgm80SjUZV/LpQKBAIBIhEIjgcDnw+n3q5ZX3iO4sF0N3dTTabZWpqCrfbTXNzM01NTVy6dAm73c6WLVvIZrM4nU4mJia4ePEioVAIr9erQn9ynRaLRTG6aDTZpsetRSvq902EYEdHB8ViEafTSXd3N4ODg4yNjeHz+XA6nTz66KOcOHGCVCpFd3c3n/3sZ0kkErzwwgtK83q9XmV2Cw7h9/sVZhEMBrHZbMqyElQ+Ho+rtQvoGQwGyWazKq9A1iqWkbhGcj5xJXTzXQ/NrQVaZ/ZZqtbUKtfuC5GYfvl8Hpf
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPsAAACVCAYAAACejIyMAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/av/WaAAAACXBIWXMAAAsTAAALEwEAmpwYAABjEklEQVR4nO39eXRc133ni352FVDzjHkiwVESxVkUJUqyRGuwLFm2bNmv7XQ8ZHCnVyedvun3eqWTlz/6rs79w3179b03b3WvpNM37pZlPzvqKJEl2RYlOR41mJJIihNIEBwwTwUUUHOhhnP/AH6bG6XCDJCghd9atVCoOnXOPvvs7/7Nv5+yLIsN2qAN+vUn280ewAZt0AbdGNoA+wZt0EeENsC+QRv0EaENsG/QBn1EaAPsG7RBHxHaAPsGbdBHhNYE7EqpTyqlLiqlupRSf7IW19igDdqgpZFabT+7UsoOdAKPAX3Au8BvWJZ1flUvtEEbtEFLorXg7IeBLsuyrliWNQV8D3h6Da6zQRu0QUugtQB7C9Br/N8389kGbdAG3USqulkXVkr9HvB7ANXV1XeFw+Gl/Ha1xrCk4y3LYi61p1gsYlkWpVKJYrFIqVSadQ35WywWyefzWJaFzWbDsqwPHSPXMMenlMJms1FdXY1SiurqakqlErlcDqfTic1mo6qqinw+T1VVFaVSCaUUfr8fp9PJ1NQUxWIRm81GqVRiamqKqqoq7Ha7vmYul2NiYkKP3WazYbfbcblcVFVV6THY7XYKhQKpVAqlFG63W49FzlVdXU06naZUKuF2u3E4HPq+LMuiWCxSKBT0b+RzpZQ+rlQqUV1djd1u13NRXV2NzWbTY5GXUmrWb+d6fvN9Nt/zXW1a7nUGBwejlmXVLee3awH2fqDN+L915rNZZFnWXwN/DdDQ0GD95m/+5qIvYLN9WCCRh70UAM91nvJjZGHG43Esy8LhcABoYNvtduLxONlslmw2SyKRYHx8HJfLpc8RDAZxuVyk02lGR0fJ5XJkMhkymQx2ux2bzYbD4cDj8QAQi8UIBAK4XC6KxSJVVVU4HA7a29txu91EIhE8Hg/RaJRCoaA3gHw+T3V1NdFoFK/XyyOPPEJ7ezvRaJSpqSni8ThDQ0N4vV5cLhfbtm0jmUzS2dnJ2bNnOXXqFC6Xiz179rBr1y6y2SwnTpygpaWFLVu2MDU1BYDf7yeXyxGNRtmxYwcej4eRkRGmpqZIJpMEAgGi0ajehK5evUpvb6/+PpVK4fP5qKqq0p/JHJRKJdLpNIVCgba2NiKRCE6nk+rqatxut57LqqoqQqGQ3gCrqqaXc3V19awNUza+UqlEqVTCZrMxNTVFoVDQAK+urqZQKMzaqOUZL4XmAnH55wv9L5+Vf/7nf/7n3UsakEFrAfZ3gR1KqS1Mg/xLwD9dzQvIAxNaDqev9JtSqUQ+n8dut+sFYwJ9cnKSUCiEw+GgUCgwNTWFUop8Pq8XtXBfl8tFMpmkqqoKj8eD2+0mlUpRLBZxuVx6sVVVVekFJgvO5/MRDAax2Wxks1l8Ph+JRAKHw8HU1BRTU1N6Y6ivr2dycpJMJoPNZmPz5s04nU7q6uoYGRlhaGgIl8tFPB5neHiYQqGA2+0mk8kwPj5OKpXi/Pnz9PT0EIvFKBQKxGIxurq6cLvdHD16lNtvv53XXnuNH//4x3z1q1/F5XIxNDREsVikra1NA1MpRSqVwuFwEI/H6evro6enB5vNRl1dHV6vl8uXL+v5y2QyeiOTjXHTpk3EYjGmpqa0tDA6OkpNTQ3FYhGn06mBLRuFPCOn04nD4aBYLOJwOPQzFklENmfLsvQGm8/nKRaLWuopFApa+pF1thTALyRdLHWNrqaksepgtyyroJT6l8AxwA5807Ksc6t9nXJaCuArSQCWZZHP5/V7+WtZFlNTU2QyGfx+v+a8Ij7mcjlyuRxer5fJyUm9SL1er35fVVVFIpHQm0M2mwXA4XCQzWb1ppJMJslkMoyNjekNQzh7Lpcjm80SjUbx+Xyk02m6urrweDyUSiX8fj/t7e0Eg0Hq6+tJJpMMDAwQjUZxOByMjIyQSCTI5/PEYjGGh4dJp9M4nU690TQ3N2O32zXIzpw5Q6FQ4OMf/zhf+MIXuHbtGseOHWPLli1s376dqqoqJicnSafTJBIJEokEHo9Hb47CrWOxGOPj4zQ0NOjNUeY7n89roFZVVZFOp0mlUgC4XC593OTkJA0NDXi9Xv3MZIMoFosopUgkErjdbr1pOp1OrabIxmA+X5jeCGSzELWqWCwua12thFYb2JVoTXR2y7J+CPxwLc49Hy30YOYT80ulktYNTR26VCqRzWZxuVya2+bzeb3rK6U0NwmFQuTzebLZLOPj4zgcDjKZDKVSiUQiQTAY1IuqUChQKBSw2+3k83mUUhQKBbLZLA6Hg3Q6rYGXSCQ01xQunclk8Hg8JJNJDh8+jM1mY/v27TQ0NBCLxRgcHNTXuHLlCp2dnWSzWex2O6FQiJaWFqqrqwHIZrN4PB6t61uWpY8tFAr84z/+Izt27KC5uZnHHnuMY8eOcfnyZe69914aGxsplUpEo9FZKkk8HqexsZG9e/fyyiuvzFIx0un0rDkvFouay7vdbv2d2+3WcyQbpEhO+XxebyZivygWi3qDFeCKrUGkCQGVKebLRjAXE7iZtJqbwE0z0K0WrQTgJlmWpbmcaSAqlUoazMIBxMgm4p1wuFQqhdfrJRKJaM4Wj8fJ5XKEQiEN9Lq6OjweD/39/ZpzJxIJLUqKSD46OorL5aJQKBAOh7Hb7UxMTFAoFGhubiaRSPCxj30Mp9PJxMSEFjnHxsZIpVJMTk4yPDxMNpvF7/dTX1+Pw+HQKpCoHV6vV4NGxFyT49vtdoaGhkilUuzYsYPHHnuMn/3sZ7PUgnw+j8/nI5PJEI/HaW9vx+fzUVtby8MPP8zzzz+vubiI4zabDZ/Pp+87kUiQzWYJhUJ6o6murta6vcy7GAYdDgeBQGAWqOXeZAORZy+bdigUwufz6XFYlqU3FFkvsgHJ71ZKN3vDELrlwF7JqDYfVdqp5+Pu8vDF8CbcAtC6teiZuVxOAyyTyRCLxeju7sbhcBAOh2lqaqJQKOByubDZbExOTlJVVYXX66WpqQmlFNeuXdNcxW63U1VVRTab1aIugNPpxOv14na7SSQS2sB08OBBgsEgZ86cYdOmTQAkEgni8bgWnQOBAJs2bZplxBIVRK4HaKlGOLO56cnxpVKJa9euaa46ODhIc3MzIyMjKKUIBoO43W5sNhtXrlyhtbVVSxGNjY10dnZ+yPsQi8Wor6/X17AsC7/fTyaT0UY8sW94vV7GxsaoqanR+rno4jabTW+cYtOQe5Xv3W63Ppd4KER1E0OsrJH1Qh9Zzj4X0Jeqr8/1eTabZWpqSi944SQimou4aIqJpVJJW4QdDgc+n4++vj4cDgdOp1OLxPF4XC++hoYGLVL6/X4A7YoDNJcSC7vL5WLr1q2Mj49ro19LSwvhcJgLFy7Q0tJCe3u7XrzDw8N0d3drHVeMWjKHdrtdvwTg8jLHIRzPlI6EC2/atIl8Pk8wGGTr1q2cOXNG31tLSwter5eBgQGqqqrYsWMHX/ziF/nP//k/awlGDGy5XI50Oo3b7db6+OTkJHa7HZ/Pp12LYjsRlSEQCJDL5fTYgsEgmUwGl8s1i8OLKiRuRuHw5W5S01q/Em6+EmDOBezVAvwtA/bFuMkq0Xyc3DyPcNREIkEgENCLX3Z+MQbJIhG3jcPhIJ/P4/f7tT4qVuqxsTF2795Nb28v0WhUi9NimRddGa5LDQDBYJCpqSnNjffv309NTY0GV2trKz6fj2QyST6f1xb5UCjEyMgInZ2d2r8u4rmpo5YDH9BgEECYoBcpxySfz0epVGJ0dJRwOMyRI0fIZDL09fWhlOLgwYMUCgUuX75MQ0MDDz/8MJlMhr/+67/W9g2/369Vo2QyqedXuLx4MTKZDE6nUxvxcrncLAlMDKDBYJBcLqdtDzJ+EyymKla+icmzXaoF3lxr65lu2ay3xXLzhR5AeeBK+XllkQv
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x792 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import cv2 as cv\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import sklearn.metrics\n",
    "import ipywidgets\n",
    "import os\n",
    "import random\n",
    "import math\n",
    "import dlib\n",
    "\n",
    "\n",
    "THRESHOLD = 4.5\n",
    "\n",
    "left_eye_landmarks = [36, 37, 38, 39, 40, 41]\n",
    "right_eye_landmarks = [42, 43, 44, 45, 46, 47]\n",
    "\n",
    "path = \"shape_predictor_68_face_landmarks.dat\"\n",
    "detector = dlib.get_frontal_face_detector()\n",
    "predictor = dlib.shape_predictor(path)\n",
    "\n",
    "def midpoint(point1, point2):\n",
    "    return (point1.x + point2.x) / 2, (point1.y + point2.y) / 2\n",
    "\n",
    "\n",
    "def euclidean_distance(point1, point2):\n",
    "    return math.sqrt((point1[0] - point2[0]) ** 2 + (point1[1] - point2[1]) ** 2)\n",
    "\n",
    "\n",
    "def get_blink_ratio(points, facial_landmarks):\n",
    "    eye_left = (facial_landmarks.part(points[0]).x,\n",
    "                   facial_landmarks.part(points[0]).y)\n",
    "    eye_right = (facial_landmarks.part(points[3]).x,\n",
    "                    facial_landmarks.part(points[3]).y)\n",
    "\n",
    "    eye_top = midpoint(facial_landmarks.part(points[1]),\n",
    "                          facial_landmarks.part(points[2]))\n",
    "    eye_bottom = midpoint(facial_landmarks.part(points[5]),\n",
    "                             facial_landmarks.part(points[4]))\n",
    "\n",
    "    horizontal_length = euclidean_distance(eye_left, eye_right)\n",
    "    vertical_length = euclidean_distance(eye_top, eye_bottom)\n",
    "\n",
    "    ratio = horizontal_length / vertical_length\n",
    "\n",
    "    return ratio\n",
    "\n",
    "\n",
    "def detect_blinks(filename):\n",
    "    i = 1\n",
    "    cap = cv.VideoCapture(filename)\n",
    "    while True:\n",
    "        retval, frame = cap.read()\n",
    "\n",
    "        if not retval:\n",
    "            break\n",
    "\n",
    "        frame = cv.cvtColor(frame, cv.COLOR_BGR2GRAY)\n",
    "\n",
    "        faces, _, _ = detector.run(image=frame, upsample_num_times=0, adjust_threshold=0.0)\n",
    "\n",
    "        for face in faces:\n",
    "\n",
    "            landmarks = predictor(frame, face)\n",
    "\n",
    "            left_eye_ratio = get_blink_ratio(left_eye_landmarks, landmarks)\n",
    "            right_eye_ratio = get_blink_ratio(right_eye_landmarks, landmarks)\n",
    "            blink_ratio = (left_eye_ratio + right_eye_ratio) / 2\n",
    "\n",
    "            if blink_ratio > THRESHOLD:\n",
    "                cv.putText(frame, f\"BLINKING AT FRAME {i}\", (20, 150), cv.FONT_HERSHEY_SIMPLEX,\n",
    "                            2, (255, 0, 0), 6, cv.LINE_AA)\n",
    "\n",
    "                plt.figure(figsize=(8,11))\n",
    "                plt.subplot(221)\n",
    "                plt.imshow(frame, cmap='gray')        \n",
    "        i += 1\n",
    "        \n",
    "detect_blinks(\"vid/blinking-woman1.mp4\")\n",
    "detect_blinks(\"vid/blinking-woman2.mp4\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "071170ee-f4f1-404a-b864-6b948b969637",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "author": "Andrzej Wójtowicz",
  "email": "andre@amu.edu.pl",
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "lang": "pl",
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
  },
  "subtitle": "09. Wykrywanie i rozpoznawanie tekstu [laboratoria]",
  "title": "Widzenie komputerowe",
  "year": "2021"
 },
 "nbformat": 4,
 "nbformat_minor": 5
}