Measurements.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import cv2\n",
    "from scipy.misc import imread\n",
    "import matplotlib.pyplot as plt\n",
    "from pathlib import Path\n",
    "import xml.etree.ElementTree as ET\n",
    "import re\n",
    "import numpy as np\n",
    "from skimage.feature import hog\n",
    "from skimage.color import rgb2gray\n",
    "from skimage.io import imsave\n",
    "import random\n",
    "import pandas as pd\n",
    "from sklearn.feature_extraction.image import extract_patches_2d\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1165cd70>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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WxF4A0BkfeDQutS29XU7I3l6dxSEXmkmrk4VTCZ4biS8+6fFkqHAdB2p/j8/3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\niR2RZ0FF2UAaKVVx5krOrbiAkcp0AxUkgzfgImj6CdOAGn6tVDpPQFmrf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8sAACAASURB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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x73bc690>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = imread('cropped/0_samples_AnthopleuraPAN49@_filament_image0077.tif')\n",
    "plt.imshow(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "params = cv2.SimpleBlobDetector_Params()\n",
    "#params.filterByCircularity = True\n",
    "#params.minCircularity = 0.1\n",
    "\n",
    "# Filter by Inertia\n",
    "params.filterByInertia = True\n",
    "params.minInertiaRatio = 0.01\n",
    "\n",
    "detector = cv2.SimpleBlobDetector_create(params)\n",
    " \n",
    "# Detect blobs.\n",
    "#keypoints = detector.detect(cv2.cvtColor(img, cv2.COLOR_BGR2GRAY))\n",
    "keypoints = detector.detect(cv2.equalizeHist(cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)))\n",
    " \n",
    "# Draw detected blobs as red circles.\n",
    "# cv2.DRAW_MATCHES_FLAGS_DRAW_RICH_KEYPOINTS ensures the size of the circle corresponds to the size of blob\n",
    "im_with_keypoints = cv2.drawKeypoints(img, keypoints, np.array([]), (0,0,255), cv2.DRAW_MATCHES_FLAGS_DRAW_RICH_KEYPOINTS)\n",
    " \n",
    "# Show keypoints\n",
    "#cv2.imshow(\"Keypoints\", im_with_keypoints)\n",
    "\n",
    "keypoints"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "keypoints"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x12d4b30>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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yvdDUhc0HOvvPJgXJdWwQDmBn8wn2dPWZlVlWW3FJ5D4i4P3H15j5JCa6TQ+W\nZzg53m7IZ/IdVKwjuYas2lJDQZSh7VqIC2BbUIAhcpmU5ETKWDgytnakomXAY2fzCcNQrHavfl57\nryodvatml7K6Ci84Vke2FVoGSuY7UrVWbFy/CPERs9RSaIgSuWyl9AYCOOEw6tYk//Lbf02zmyPq\n+JVAoWxBgFYINqdQC1PlpYvpHB+ooWmw4DP/3UyW9F3LAc1+03kBJeITevW2MwvtyETLkRCFhoKP\nWAQYq8DmEdgkJpsqPbOqzpdDIdGGjt4Kq7E65yA7VqfHdqCGQ607oEye0s+qjAI4eHq7qYmQ2zZL\nDpguT2zh02+0WIXXciP629YQL7t4strZ2arBzjmmO6ETfKFOUWY2I9CksNNurA1B+3OdFdMfMOzH\n6n5VC8rTG7/J1y7eY+ZgsHMOxsqsyIkSuZ2zdFuuDala2Fb5Tvx5W5nJ4tV/fA1sreAT9ve2tdS9\n9QwkK+N2cpsOEdp5FKZvVpP30L+vk0dfv19bc7y7dkNYBvFAzjDScttmfZYAaJ9M4vqymoiwiD8n\n5AuwQDbXwQkEdIQgpk3r20NXDOUYKJc9q4QOhYAUAMKO1rIS7pL8f8DgCLISj/REmFlVR65jqW8F\nt8OS0sITM/zsCwEj2EIgEivjWuFEMfsLDVFTAck+TsZHLAVJfRZlIfwC2+wWP3hyk2tSb7u3njGW\nhYwvVNKIwW+9SY5/btusNperOPJ2dSDAWHU2QUhWuOp2crzdWGCS/HTx87cZM13qBci1ZHWVVfvR\n1+83VY0EZLMLjshcEtdA4vMyRkuO1BhFJBaEbXbbvIVsmzLPLvRmuVY1Q1LGXTgJYv4LjVqsn/7j\na4wVUEzVGkUgoUubxWiPsZ0S/itHOpq+oMND2daAjiGXJ60UnkgdWG3qB8hEXGgOmcSm3LZZH19d\nTHBHEpNCIfJr2njss9/ARRc/LSjFvFdi1lPMK/23zTUoAXl19fDY92kaXDR9lFUTMPRi+VsYhq19\naX72hQDDu5pZcqSGie0NrHhx0qz8LQOeKWVWHZWQZtdDkHvI8dURBGm2myBCJVaOmLQyrrLqyTnV\ndSQkl1/OkVoF0heZkLKSye8iELYikfcmjD8RaNsVECKRvOvxhwvGJ+7PdHLo6R0mnp86sNqY+oIb\nSEUh8ffFVbD5Ablts4b1Z4+DKADhtAgnQMqq2UlTLQPeVbiJcAdECYmFlG1Thk1pE6Cg4pYaKyjT\nyd4dvT7w8dDH/9yHx9guUnciZSwisTiut90QysAL6Yn12Ge/YSipNoNseue8wQviYw7Jp3TyjX2M\nVLwR0MtrSuBEIjjhME5NjJFgi8zhAAAgAElEQVSeCA0B/XILCmaVQ9pzmfbC5JVLCa0ECmVLwQMK\nuByZ2szQ4S5jCUDF3JdVPXVgtSETSaYiQGtf2ucOCK4g1GXQ+EZ1jURRHmLhZFsDrHw2Y1Z3O63Z\n4BitARKDV0yo0gYTWwY8k1xlRxBEcVRbL3ZCka0YhNAjP7KiCohl+9XFVK0B5UQRXPz8bQaAlIw/\nuZ/ULhR3T8xeOxIh+ILQfwWAFB9fhNfOapVPeeZDT+/g8P6P+liAwmqVZ7STsOSZO/edNUCrnWch\nVY2yrQGfshOLQRSnuC3VEQGxYqQ/qQOr2bX7qMYJLBfNDoVKjoPcR54/PubQn+k04/5u2w2hDGJL\nNLdAzCAxz8RsEhNVrAWJOsgkTT5VQdpl5XMW8hAOQTiEUxPTE87JE3W8ModAnxt1SkTLJdNLKFyg\nAGQ9l4LSRTLsLD4RIDtMZwuzAHTCO5BmZyrawirXkUKvwksIpRdxFvIGuBT3QLgHonhC6UVNOhpc\nZHhXMxPbG3wKSVKmpcUnSsYPFyXbue+sL7Qnq7TNod+1+6iJ10tGpB0BkFRaO0kGKlhOdyLlK58m\naL7cT2oXyuoruQiGglsWNLugaMuAZ1ZMG9x87LPfACr+OWDi8Nk2ZfIUHvvsNyqKsaq2YzWHQVb2\nkR5NFJLya6IQ5FPKyImyk2cDXYNArCW5vm3tbkyO6r5lOjkytdnn1ogV0X98jQ88FMVquzd2PZB3\nk8J8QzAQ/+8/+ur+P/gP0xz/ygeJX9CT1GaOrX3gNI0fumKqy4BWANl7F4kNRXj74wvc+qUS7kU9\nqOE5RW5ZDZF8kMItTVzavoQv/9a3SAZncdCEIuEZBh1FuIwhKGBe6c8ZFeLV+VX80Quf8BXyiL0R\nIjynKMYDhOd0lSBh+831ZIm9UQH/5pcFmeuI4niOL+7vePp66TUOxViIqY0B6kYd5pcFTfxfhUO4\nbohiPEAxHtAsxLP62YW52PzqZQrNcSJplwv36OSlmktFEmfnCC6GTf9qLhU13lDnmu/CMw6ljjw5\nT1f6SfQHTTWjQj2Gaec25kk+FeIl1pgKRCgXtV6v1r+/sZc7llzmtRN34jbmGfzOWtT6OfP+cp7+\nvO/uV3ljPsmlQMzcc09XHywrmt+9sMtoY5TPbHmFv69pBTSzrlCPYaRuuPstUukmuree4aelFrrv\nGKZ/eJWJWEzMJnjlYhdeWJfG27T2LaZ729i1+ygvPrOF8Ixm9wG89JMN+nHKFZSELanW66pJTS8H\nSa+p5MCMNkYNC1KYsXaRlezLS2j80BVyf5PgfTtSnCy2+liYbbdc5usvfVgrsHIVpPHzzYbpON3b\nxmhj1DAr7apO8nz3v38Alul6G/e1n+IDdw3z5NEe3Ma8T/BX1M/Qdstl+o+v4e2XX/rVYSB6tR6H\n93/UAFlinoHfrxQgqZiq5fK6qLECQFdNnt45z+Qm16w+M6vqWP7lc+zafZRbQ9OUlM47MHUPncoA\nFBTaVXBgUblklU5Iss1piQMLWGdXIMptmyX5VMhUMbbrHNhJS1LpGHTtACl1bhdKkdVf3AGxSoRf\nIE3SlaVAq9RanFlVZ86TPkzvnDf8BzuMK2awHWUAbWqLOyB7Roj7IKtZ99YzPPL8g6aYB2D8adBW\niPjUjzz/oBlDSVCyTWYpCmqv/vbqLC6IzANB4e1ryCpqWwTSJykaIhanzY60E6AES1hypMZYTvIs\nYrGAzsGwORpDh7t8vBNxJQBfWFFM+f7jawzgKNbC2gdO8/iG50w9AlEANl5guwsd4SnjHgC+Iifv\nlAL989oNoQxUXguYjXxKIQthvRn/tVylByoIrw3udPTmfOHJk+PtrI/pPSS8ciWjktLCXyiTFgtK\nK4h55ZD1XGaVdjvEj5zc5BqCSXzMMay+bJsy/IHkUyFGeiL87AsV8o8pLVbmCthKCirVjW3/XlKc\nL6+L+qjKUNlfwT7f/iw0RE3VZtAAp9yzmKplZlWdASrFPBYBEfNfmrgBUjlYcBybRQiV0J+YxHZ8\nX8xxaaYwapsywmKz+KSyshQYNeXULbaf9K06Hi/NLmcm7omAdfbKGTlWR+rAal9sX1wSyfcQcDE+\nputHBjvnzByoVpZQKaqya/dRX5Zl6sBqwzmwN4mRMbCjBI++fr8PiBRCl2Qryh4OJ8cr+y2IotqY\nHDXP2r31jKmQfL3thlAGoLPbDD5QXq3s0JJd0MImisiLy22bZe+OXl+6rhBVTi10kPaiXPFi5JWL\nhxb+vHIp4DCvAuSVy6IKMOVpa0Mq1MikTB1Y7cMNZLWEysrfMuAZOqmEQUXABGwUH16EXiIPicEr\nJg05PDFDtk0xsb2BUHrR8AfsugdQUSpynG2R2H2UEu4SAo1NFXwrhvi/1RupSGVjWxDtlFtZhWyh\nlfh/sHPOhGXtc6UJXVY+RVHYdF5p3YkUax847cumlE+73sChj/85oLkLkn4uloPdL1lgpMq2UXDl\n57HLwstnMaX3gOjcd5Zdu49WIihlXsau3UeNpWpbBXY6N+ADSEXRSgq1zXwU5SV4yWOf/Qb9mU4e\nef5Bn3Ug1mp8zDHCL1ZIulTzriyDGwIz+OMDB/Yvi9+DWj9HqSNPqSNP8HxEZ3416t8li04q2hbq\nK1t/tQx4xN4I8YPsHcZfbTqV5w8f+jZ3xsfJlOIsD2WIO3kWCaBwKOAyr4IsqgAeDmkVBRRFAhy8\n+Ou8cG4duUOtoLQfu3BngUS/9iGbTuWJpF3SaxyzMmaTDtlk5X+JVJ7QzzS4WHNhnrmOKImzc6iw\nxgFC854x8TMrw0TmA9RcKprfizHtNmTbdRXo2jNTXLi3xeAPoXmP+FtpIjMljS94LoHFIq7nmizH\nSNrV1YmntYJccTxHMRZiflmQRH+QQp1L8HzEYCE/LbVoqyHpmLENds4RPB8xzy4+s5cOw7Ki8XG9\ntM40bVk7ZTL8XvrJhkoGX2Nlf0XBEi4FYnqFTjcZIZ0c0hmOkqEaH3P4h5N3kEo3cSkQw0uHzbU2\nJkcZzzWaqsrBgOKFc+vwwi7f+f7dpq9Skbjp5SBd957jY1tO+Hx20Pcb/M5a1j5wmvSrLRTqNa34\ntRN3AhiMou2Wyybb8TO/dpQf5FbSde85Xnxmi8aMhiJGQeS2Zvnc7a/w3568i9maiHlGmdujg0na\nbrnMi89s4SsPPsMb80kmZhNsTI7SdstlTo63U+rIs6J+hq+/9GHGzzezd0cv47lGJmYTjA4mDb6x\n4e63ODl3q6nG7KXDfGTNKV652MWVIz/61cEMpImpIzRYMT2r6ciCospklQIdYuZJFh9oE6wjPMWp\nhQ7Giw0EUBSUjhTEnSKLKkSpDCdeLCb0HotlrSw+t12vX3ITxGzMtilWPpsxfH47h0Dwg0JDhTFY\nPzxrCpBCZQ8D+V2Siuxqy7GpArmOpcY6EAsis24pb34yYc6VAqutfWnNy2gNmKIkoIlLu3Yf9W0T\nJ6ueuA9idcmnmOzShNAiq4/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/ZYHc0gjJFyZQ0TChSxkoFHGiESgWtTUAqLq4/qyNUWiO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\n0bxaGlI2AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x116bcd10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(cv2.equalizeHist(cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "th3 = cv2.adaptiveThreshold(cv2.cvtColor(img, cv2.COLOR_BGR2GRAY),255,cv2.ADAPTIVE_THRESH_MEAN_C,cv2.THRESH_BINARY,11,2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x13e1250>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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D70T69t4TAC11s1L5KIOedQSWHeN97wlPFEvmEik9Fvs8GJ/B06/6BGN5vkrO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\nAE7O4IQTTtjh5AxOOOEEAMD/B752bw3P/S8zAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12e30d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(th3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "params = cv2.SimpleBlobDetector_Params()\n",
    "#params.filterByCircularity = True\n",
    "#params.minCircularity = 0.1\n",
    "\n",
    "# Filter by Inertia\n",
    "params.filterByInertia = True\n",
    "params.minInertiaRatio = 0.01\n",
    "\n",
    "detector = cv2.SimpleBlobDetector_create(params)\n",
    " \n",
    "# Detect blobs.\n",
    "#keypoints = detector.detect(cv2.cvtColor(img, cv2.COLOR_BGR2GRAY))\n",
    "keypoints = detector.detect(th3)\n",
    " \n",
    "# Draw detected blobs as red circles.\n",
    "# cv2.DRAW_MATCHES_FLAGS_DRAW_RICH_KEYPOINTS ensures the size of the circle corresponds to the size of blob\n",
    "im_with_keypoints = cv2.drawKeypoints(img, keypoints, np.array([]), (0,0,255), cv2.DRAW_MATCHES_FLAGS_DRAW_RICH_KEYPOINTS)\n",
    " \n",
    "# Show keypoints\n",
    "#cv2.imshow(\"Keypoints\", im_with_keypoints)\n",
    "\n",
    "keypoints"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x15cad10>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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D70T69t4TAC11s1L5KIOedQSWHeN97wlPFEvmEik9Fvs8GJ/B06/6BGN5vkrO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\nAE7O4IQTTtjh5AxOOOEEAMD/B752bw3P/S8zAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x14a2b30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(cv2.equalizeHist(th3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1614b90>"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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mZl8xsyNm9oyZXdr1HzEF2Qqfv99C1SXUIk016Sa8BXza3X8buAK4xcwuAfYCB919O3Aw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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x154ea30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "edges = cv2.Canny(img,25,200)\n",
    "plt.imshow(edges)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "35.87516375363579"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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WxF4A0BkfeDQutS29XU7I3l6dxSEXmkmrk4VTCZ4biS8+6fFkqHAdB2p/j8/3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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x13b359d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = imread('cropped/0_samples_AnthopleuraPAN49@_filament_image0077.tif')\n",
    "\n",
    "gray = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)\n",
    "\n",
    "#gray = cv2.bilateralFilter(gray, 25, 1, 25)\n",
    "edged = cv2.Canny(img, 25, 50, 3)\n",
    "\n",
    "plt.imshow(edged)\n",
    "\n",
    "im2, contours, hierarchy = cv2.findContours(edged,cv2.RETR_TREE,cv2.CHAIN_APPROX_SIMPLE)\n",
    "#plt.imshow(im2)\n",
    "#plt.imshow(cv2.drawContours(gray, contours, -1, (0,255,0), 3))\n",
    "\n",
    "#for c in cnts:\n",
    "# approximate the contour\n",
    "c = sorted(contours, key = cv2.contourArea, reverse = True)[0]\n",
    "peri = cv2.arcLength(c, True)\n",
    "approx = cv2.approxPolyDP(c, 0.1 * peri, True)\n",
    "cv2.drawContours(img, [approx], -1, (0, 255, 0), 3)\n",
    "plt.imshow(img)\n",
    "\n",
    "cv2.arcLength(approx, True)*9.2142813205739939e-08*1000000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "35.87516375363579"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cv2.arcLength(approx, True)*9.2142813205739939e-08*1000000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[array([[[207,  74]],\n",
       " \n",
       "        [[207,  75]],\n",
       " \n",
       "        [[206,  76]],\n",
       " \n",
       "        [[206,  77]],\n",
       " \n",
       "        [[204,  79]],\n",
       " \n",
       "        [[204,  81]],\n",
       " \n",
       "        [[199,  86]],\n",
       " \n",
       "        [[199,  87]],\n",
       " \n",
       "        [[197,  89]],\n",
       " \n",
       "        [[197,  90]],\n",
       " \n",
       "        [[193,  94]],\n",
       " \n",
       "        [[193,  95]],\n",
       " \n",
       "        [[190,  98]],\n",
       " \n",
       "        [[190,  99]],\n",
       " \n",
       "        [[185, 104]],\n",
       " \n",
       "        [[185, 105]],\n",
       " \n",
       "        [[184, 106]],\n",
       " \n",
       "        [[183, 106]],\n",
       " \n",
       "        [[183, 107]],\n",
       " \n",
       "        [[182, 108]],\n",
       " \n",
       "        [[181, 108]],\n",
       " \n",
       "        [[181, 109]],\n",
       " \n",
       "        [[178, 112]],\n",
       " \n",
       "        [[177, 112]],\n",
       " \n",
       "        [[177, 113]],\n",
       " \n",
       "        [[175, 115]],\n",
       " \n",
       "        [[175, 116]],\n",
       " \n",
       "        [[169, 122]],\n",
       " \n",
       "        [[169, 123]],\n",
       " \n",
       "        [[168, 124]],\n",
       " \n",
       "        [[167, 124]],\n",
       " \n",
       "        [[167, 125]],\n",
       " \n",
       "        [[164, 128]],\n",
       " \n",
       "        [[164, 129]],\n",
       " \n",
       "        [[155, 138]],\n",
       " \n",
       "        [[155, 139]],\n",
       " \n",
       "        [[152, 142]],\n",
       " \n",
       "        [[151, 142]],\n",
       " \n",
       "        [[151, 143]],\n",
       " \n",
       "        [[150, 144]],\n",
       " \n",
       "        [[149, 143]],\n",
       " \n",
       "        [[150, 144]],\n",
       " \n",
       "        [[148, 146]],\n",
       " \n",
       "        [[147, 146]],\n",
       " \n",
       "        [[147, 147]],\n",
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       "        [[180,  93]],\n",
       " \n",
       "        [[179,  92]]], dtype=int32)]"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sorted(contours, key = cv2.contourArea, reverse = True)[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[array([[[44, 26]]], dtype=int32), array([[[30, 10]],\n",
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       " \n",
       "        [[  0,  80]],\n",
       " \n",
       "        [[  0,  84]],\n",
       " \n",
       "        [[  1,  85]],\n",
       " \n",
       "        [[  0,  86]],\n",
       " \n",
       "        [[  0,  94]],\n",
       " \n",
       "        [[  1,  95]],\n",
       " \n",
       "        [[  0,  96]],\n",
       " \n",
       "        [[  0, 105]],\n",
       " \n",
       "        [[  1, 106]],\n",
       " \n",
       "        [[  0, 107]],\n",
       " \n",
       "        [[  1, 107]],\n",
       " \n",
       "        [[  2, 108]],\n",
       " \n",
       "        [[  1, 109]],\n",
       " \n",
       "        [[  0, 109]],\n",
       " \n",
       "        [[  0, 110]],\n",
       " \n",
       "        [[  1, 111]],\n",
       " \n",
       "        [[  0, 112]],\n",
       " \n",
       "        [[  0, 118]],\n",
       " \n",
       "        [[  1, 119]],\n",
       " \n",
       "        [[  0, 120]],\n",
       " \n",
       "        [[  0, 127]],\n",
       " \n",
       "        [[  1, 128]],\n",
       " \n",
       "        [[  0, 129]],\n",
       " \n",
       "        [[  0, 133]],\n",
       " \n",
       "        [[  1, 134]],\n",
       " \n",
       "        [[  0, 135]],\n",
       " \n",
       "        [[  0, 157]],\n",
       " \n",
       "        [[  1, 158]],\n",
       " \n",
       "        [[  1, 159]],\n",
       " \n",
       "        [[  0, 160]],\n",
       " \n",
       "        [[  0, 170]],\n",
       " \n",
       "        [[  1, 171]],\n",
       " \n",
       "        [[  0, 172]],\n",
       " \n",
       "        [[  0, 185]],\n",
       " \n",
       "        [[  1, 186]],\n",
       " \n",
       "        [[  0, 187]],\n",
       " \n",
       "        [[  0, 201]],\n",
       " \n",
       "        [[  1, 202]],\n",
       " \n",
       "        [[  0, 203]],\n",
       " \n",
       "        [[  0, 208]],\n",
       " \n",
       "        [[  1, 209]],\n",
       " \n",
       "        [[  0, 210]],\n",
       " \n",
       "        [[  0, 214]],\n",
       " \n",
       "        [[  1, 215]],\n",
       " \n",
       "        [[  0, 216]],\n",
       " \n",
       "        [[  0, 220]],\n",
       " \n",
       "        [[  1, 221]],\n",
       " \n",
       "        [[  0, 222]],\n",
       " \n",
       "        [[  0, 236]],\n",
       " \n",
       "        [[  1, 237]],\n",
       " \n",
       "        [[  0, 238]],\n",
       " \n",
       "        [[  0, 242]],\n",
       " \n",
       "        [[  1, 241]],\n",
       " \n",
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       " \n",
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       " \n",
       "        [[  5, 240]],\n",
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       " \n",
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       " \n",
       "        [[ 68, 242]],\n",
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       "        [[ 69, 241]],\n",
       " \n",
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       " \n",
       "        [[ 89, 242]],\n",
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       " \n",
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       " \n",
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       " \n",
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       " \n",
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       " \n",
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       " \n",
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       " \n",
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       " \n",
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       " \n",
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       " \n",
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       " \n",
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       " \n",
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       " \n",
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       " \n",
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       " \n",
       "        [[160, 242]],\n",
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       " \n",
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       " \n",
       "        [[166, 242]],\n",
       " \n",
       "        [[167, 241]],\n",
       " \n",
       "        [[168, 242]],\n",
       " \n",
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       "        [[170, 241]],\n",
       " \n",
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       " \n",
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       " \n",
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       " \n",
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       " \n",
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       " \n",
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       " \n",
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       " \n",
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       " \n",
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       " \n",
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       " \n",
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       " \n",
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       " \n",
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       " \n",
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       " \n",
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       " \n",
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       " \n",
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       " \n",
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       " \n",
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       " \n",
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       " \n",
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       " \n",
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       " \n",
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       " \n",
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       " \n",
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       " \n",
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       " \n",
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       " \n",
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       " \n",
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       " \n",
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       " \n",
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       " \n",
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       " \n",
       "        [[240, 148]],\n",
       " \n",
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       " \n",
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       " \n",
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       " \n",
       "        [[239, 135]],\n",
       " \n",
       "        [[238, 134]],\n",
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       " \n",
       "        [[240, 133]],\n",
       " \n",
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       " \n",
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       " \n",
       "        [[240, 114]],\n",
       " \n",
       "        [[239, 113]],\n",
       " \n",
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       " \n",
       "        [[240, 109]],\n",
       " \n",
       "        [[239, 108]],\n",
       " \n",
       "        [[240, 107]],\n",
       " \n",
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       "        [[237,  97]],\n",
       " \n",
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       " \n",
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       " \n",
       "        [[238,  95]],\n",
       " \n",
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       " \n",
       "        [[239,  92]],\n",
       " \n",
       "        [[240,  93]],\n",
       " \n",
       "        [[240,  95]],\n",
       " \n",
       "        [[240,  84]],\n",
       " \n",
       "        [[239,  83]],\n",
       " \n",
       "        [[239,  82]],\n",
       " \n",
       "        [[240,  81]],\n",
       " \n",
       "        [[240,  76]],\n",
       " \n",
       "        [[239,  75]],\n",
       " \n",
       "        [[240,  74]],\n",
       " \n",
       "        [[240,  69]],\n",
       " \n",
       "        [[239,  68]],\n",
       " \n",
       "        [[240,  67]],\n",
       " \n",
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       " \n",
       "        [[239,  58]],\n",
       " \n",
       "        [[239,  56]],\n",
       " \n",
       "        [[240,  55]],\n",
       " \n",
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       " \n",
       "        [[239,  41]],\n",
       " \n",
       "        [[239,  40]],\n",
       " \n",
       "        [[240,  39]],\n",
       " \n",
       "        [[240,  12]],\n",
       " \n",
       "        [[239,  11]],\n",
       " \n",
       "        [[240,  10]],\n",
       " \n",
       "        [[240,   0]],\n",
       " \n",
       "        [[239,   0]],\n",
       " \n",
       "        [[238,   1]],\n",
       " \n",
       "        [[237,   1]],\n",
       " \n",
       "        [[236,   0]],\n",
       " \n",
       "        [[231,   0]],\n",
       " \n",
       "        [[230,   1]],\n",
       " \n",
       "        [[229,   0]],\n",
       " \n",
       "        [[216,   0]],\n",
       " \n",
       "        [[215,   1]],\n",
       " \n",
       "        [[214,   0]],\n",
       " \n",
       "        [[213,   0]],\n",
       " \n",
       "        [[212,   1]],\n",
       " \n",
       "        [[211,   0]],\n",
       " \n",
       "        [[205,   0]],\n",
       " \n",
       "        [[204,   1]],\n",
       " \n",
       "        [[203,   0]],\n",
       " \n",
       "        [[197,   0]],\n",
       " \n",
       "        [[196,   1]],\n",
       " \n",
       "        [[195,   0]],\n",
       " \n",
       "        [[182,   0]],\n",
       " \n",
       "        [[181,   1]],\n",
       " \n",
       "        [[180,   0]],\n",
       " \n",
       "        [[168,   0]],\n",
       " \n",
       "        [[167,   1]],\n",
       " \n",
       "        [[166,   0]],\n",
       " \n",
       "        [[164,   0]],\n",
       " \n",
       "        [[164,   1]],\n",
       " \n",
       "        [[163,   2]],\n",
       " \n",
       "        [[162,   1]],\n",
       " \n",
       "        [[162,   0]],\n",
       " \n",
       "        [[153,   0]],\n",
       " \n",
       "        [[153,   1]],\n",
       " \n",
       "        [[152,   2]],\n",
       " \n",
       "        [[150,   0]],\n",
       " \n",
       "        [[136,   0]],\n",
       " \n",
       "        [[135,   1]],\n",
       " \n",
       "        [[134,   0]],\n",
       " \n",
       "        [[130,   0]],\n",
       " \n",
       "        [[129,   1]],\n",
       " \n",
       "        [[128,   0]],\n",
       " \n",
       "        [[127,   1]],\n",
       " \n",
       "        [[126,   0]],\n",
       " \n",
       "        [[101,   0]],\n",
       " \n",
       "        [[100,   1]],\n",
       " \n",
       "        [[ 99,   0]],\n",
       " \n",
       "        [[ 84,   0]],\n",
       " \n",
       "        [[ 83,   1]],\n",
       " \n",
       "        [[ 82,   0]],\n",
       " \n",
       "        [[ 79,   0]],\n",
       " \n",
       "        [[ 78,   1]],\n",
       " \n",
       "        [[ 77,   0]],\n",
       " \n",
       "        [[ 61,   0]],\n",
       " \n",
       "        [[ 60,   1]],\n",
       " \n",
       "        [[ 59,   0]],\n",
       " \n",
       "        [[ 58,   1]],\n",
       " \n",
       "        [[ 57,   0]],\n",
       " \n",
       "        [[ 49,   0]],\n",
       " \n",
       "        [[ 48,   1]],\n",
       " \n",
       "        [[ 47,   1]],\n",
       " \n",
       "        [[ 46,   0]],\n",
       " \n",
       "        [[ 45,   0]],\n",
       " \n",
       "        [[ 44,   1]],\n",
       " \n",
       "        [[ 43,   0]],\n",
       " \n",
       "        [[ 42,   0]],\n",
       " \n",
       "        [[ 42,   1]],\n",
       " \n",
       "        [[ 43,   0]],\n",
       " \n",
       "        [[ 44,   1]],\n",
       " \n",
       "        [[ 44,   3]],\n",
       " \n",
       "        [[ 45,   2]],\n",
       " \n",
       "        [[ 46,   3]],\n",
       " \n",
       "        [[ 46,   5]],\n",
       " \n",
       "        [[ 48,   5]],\n",
       " \n",
       "        [[ 49,   6]],\n",
       " \n",
       "        [[ 48,   7]],\n",
       " \n",
       "        [[ 47,   7]],\n",
       " \n",
       "        [[ 47,   8]],\n",
       " \n",
       "        [[ 46,   9]],\n",
       " \n",
       "        [[ 45,   8]],\n",
       " \n",
       "        [[ 45,   7]],\n",
       " \n",
       "        [[ 44,   6]],\n",
       " \n",
       "        [[ 45,   7]],\n",
       " \n",
       "        [[ 45,   8]],\n",
       " \n",
       "        [[ 46,   9]],\n",
       " \n",
       "        [[ 46,  10]],\n",
       " \n",
       "        [[ 47,  10]],\n",
       " \n",
       "        [[ 49,  12]],\n",
       " \n",
       "        [[ 49,  13]],\n",
       " \n",
       "        [[ 48,  14]],\n",
       " \n",
       "        [[ 47,  13]],\n",
       " \n",
       "        [[ 48,  14]],\n",
       " \n",
       "        [[ 47,  15]],\n",
       " \n",
       "        [[ 47,  17]],\n",
       " \n",
       "        [[ 49,  19]],\n",
       " \n",
       "        [[ 49,  20]],\n",
       " \n",
       "        [[ 48,  21]],\n",
       " \n",
       "        [[ 47,  21]],\n",
       " \n",
       "        [[ 46,  22]],\n",
       " \n",
       "        [[ 46,  23]],\n",
       " \n",
       "        [[ 46,  22]],\n",
       " \n",
       "        [[ 47,  21]],\n",
       " \n",
       "        [[ 48,  22]],\n",
       " \n",
       "        [[ 48,  23]],\n",
       " \n",
       "        [[ 49,  24]],\n",
       " \n",
       "        [[ 48,  25]],\n",
       " \n",
       "        [[ 47,  25]],\n",
       " \n",
       "        [[ 47,  28]],\n",
       " \n",
       "        [[ 46,  29]],\n",
       " \n",
       "        [[ 45,  29]],\n",
       " \n",
       "        [[ 43,  31]],\n",
       " \n",
       "        [[ 40,  28]],\n",
       " \n",
       "        [[ 42,  26]],\n",
       " \n",
       "        [[ 42,  25]],\n",
       " \n",
       "        [[ 43,  24]],\n",
       " \n",
       "        [[ 42,  23]],\n",
       " \n",
       "        [[ 42,  21]],\n",
       " \n",
       "        [[ 41,  20]],\n",
       " \n",
       "        [[ 42,  19]],\n",
       " \n",
       "        [[ 41,  18]],\n",
       " \n",
       "        [[ 41,  16]],\n",
       " \n",
       "        [[ 40,  15]],\n",
       " \n",
       "        [[ 40,  12]],\n",
       " \n",
       "        [[ 39,  11]],\n",
       " \n",
       "        [[ 39,   6]],\n",
       " \n",
       "        [[ 38,   5]],\n",
       " \n",
       "        [[ 38,   4]],\n",
       " \n",
       "        [[ 37,   3]],\n",
       " \n",
       "        [[ 37,   0]],\n",
       " \n",
       "        [[ 32,   0]],\n",
       " \n",
       "        [[ 32,   3]],\n",
       " \n",
       "        [[ 33,   4]],\n",
       " \n",
       "        [[ 33,   6]],\n",
       " \n",
       "        [[ 34,   7]],\n",
       " \n",
       "        [[ 34,  12]],\n",
       " \n",
       "        [[ 36,  14]],\n",
       " \n",
       "        [[ 36,  15]],\n",
       " \n",
       "        [[ 37,  16]],\n",
       " \n",
       "        [[ 34,  19]],\n",
       " \n",
       "        [[ 31,  19]],\n",
       " \n",
       "        [[ 29,  21]],\n",
       " \n",
       "        [[ 29,  22]],\n",
       " \n",
       "        [[ 28,  23]],\n",
       " \n",
       "        [[ 29,  24]],\n",
       " \n",
       "        [[ 28,  25]],\n",
       " \n",
       "        [[ 28,  27]],\n",
       " \n",
       "        [[ 27,  28]],\n",
       " \n",
       "        [[ 26,  28]],\n",
       " \n",
       "        [[ 26,  29]],\n",
       " \n",
       "        [[ 25,  30]],\n",
       " \n",
       "        [[ 24,  29]],\n",
       " \n",
       "        [[ 24,  27]],\n",
       " \n",
       "        [[ 23,  26]],\n",
       " \n",
       "        [[ 23,  17]],\n",
       " \n",
       "        [[ 24,  16]],\n",
       " \n",
       "        [[ 23,  15]],\n",
       " \n",
       "        [[ 24,  14]],\n",
       " \n",
       "        [[ 25,  14]],\n",
       " \n",
       "        [[ 25,  12]],\n",
       " \n",
       "        [[ 24,  12]],\n",
       " \n",
       "        [[ 23,  11]],\n",
       " \n",
       "        [[ 23,  10]],\n",
       " \n",
       "        [[ 22,   9]],\n",
       " \n",
       "        [[ 23,   8]],\n",
       " \n",
       "        [[ 23,   4]],\n",
       " \n",
       "        [[ 25,   2]],\n",
       " \n",
       "        [[ 25,   1]],\n",
       " \n",
       "        [[ 26,   0]],\n",
       " \n",
       "        [[ 29,   0]],\n",
       " \n",
       "        [[ 15,   0]],\n",
       " \n",
       "        [[ 13,   2]],\n",
       " \n",
       "        [[ 11,   0]],\n",
       " \n",
       "        [[ 10,   0]],\n",
       " \n",
       "        [[  9,   1]],\n",
       " \n",
       "        [[  8,   0]]], dtype=int32)]"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "contours"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x121d95b0>"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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OTUUpnZsPoAcie0FqAAMGurkBduBzsXxBnTg3JjeLn0mUt1epzk1R+YE/thOpH6keDL3Q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rcUMpIuJ2kLGZ5eMRLPpfHacc7ijFHZ7GT0jVo6p7xyi2DK4gWWmLTZOO1kE5gUitwJ2da+NRNN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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12117bd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#for c in cnts:\n",
    "# approximate the contour\n",
    "c = sorted(contours, key = cv2.contourArea, reverse = True)[0]\n",
    "peri = cv2.arcLength(c, True)\n",
    "approx = cv2.approxPolyDP(c, 0.02 * peri, True)\n",
    "cv2.drawContours(img, [approx], -1, (0, 255, 0), 3)\n",
    "plt.imshow(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[[207,  74]],\n",
       "\n",
       "       [[207,  75]],\n",
       "\n",
       "       [[206,  76]],\n",
       "\n",
       "       [[206,  77]],\n",
       "\n",
       "       [[204,  79]],\n",
       "\n",
       "       [[204,  81]],\n",
       "\n",
       "       [[199,  86]],\n",
       "\n",
       "       [[199,  87]],\n",
       "\n",
       "       [[197,  89]],\n",
       "\n",
       "       [[197,  90]],\n",
       "\n",
       "       [[193,  94]],\n",
       "\n",
       "       [[193,  95]],\n",
       "\n",
       "       [[190,  98]],\n",
       "\n",
       "       [[190,  99]],\n",
       "\n",
       "       [[185, 104]],\n",
       "\n",
       "       [[185, 105]],\n",
       "\n",
       "       [[184, 106]],\n",
       "\n",
       "       [[183, 106]],\n",
       "\n",
       "       [[183, 107]],\n",
       "\n",
       "       [[182, 108]],\n",
       "\n",
       "       [[181, 108]],\n",
       "\n",
       "       [[181, 109]],\n",
       "\n",
       "       [[178, 112]],\n",
       "\n",
       "       [[177, 112]],\n",
       "\n",
       "       [[177, 113]],\n",
       "\n",
       "       [[175, 115]],\n",
       "\n",
       "       [[175, 116]],\n",
       "\n",
       "       [[169, 122]],\n",
       "\n",
       "       [[169, 123]],\n",
       "\n",
       "       [[168, 124]],\n",
       "\n",
       "       [[167, 124]],\n",
       "\n",
       "       [[167, 125]],\n",
       "\n",
       "       [[164, 128]],\n",
       "\n",
       "       [[164, 129]],\n",
       "\n",
       "       [[155, 138]],\n",
       "\n",
       "       [[155, 139]],\n",
       "\n",
       "       [[152, 142]],\n",
       "\n",
       "       [[151, 142]],\n",
       "\n",
       "       [[151, 143]],\n",
       "\n",
       "       [[150, 144]],\n",
       "\n",
       "       [[149, 143]],\n",
       "\n",
       "       [[150, 144]],\n",
       "\n",
       "       [[148, 146]],\n",
       "\n",
       "       [[147, 146]],\n",
       "\n",
       "       [[147, 147]],\n",
       "\n",
       "       [[144, 150]],\n",
       "\n",
       "       [[143, 150]],\n",
       "\n",
       "       [[137, 156]],\n",
       "\n",
       "       [[137, 157]],\n",
       "\n",
       "       [[136, 158]],\n",
       "\n",
       "       [[135, 158]],\n",
       "\n",
       "       [[132, 161]],\n",
       "\n",
       "       [[131, 161]],\n",
       "\n",
       "       [[126, 166]],\n",
       "\n",
       "       [[124, 164]],\n",
       "\n",
       "       [[131, 157]],\n",
       "\n",
       "       [[132, 157]],\n",
       "\n",
       "       [[139, 150]],\n",
       "\n",
       "       [[139, 149]],\n",
       "\n",
       "       [[140, 148]],\n",
       "\n",
       "       [[141, 148]],\n",
       "\n",
       "       [[143, 146]],\n",
       "\n",
       "       [[143, 144]],\n",
       "\n",
       "       [[143, 145]],\n",
       "\n",
       "       [[140, 148]],\n",
       "\n",
       "       [[139, 148]],\n",
       "\n",
       "       [[139, 149]],\n",
       "\n",
       "       [[131, 157]],\n",
       "\n",
       "       [[130, 157]],\n",
       "\n",
       "       [[123, 164]],\n",
       "\n",
       "       [[122, 164]],\n",
       "\n",
       "       [[122, 165]],\n",
       "\n",
       "       [[120, 167]],\n",
       "\n",
       "       [[119, 167]],\n",
       "\n",
       "       [[119, 168]],\n",
       "\n",
       "       [[118, 169]],\n",
       "\n",
       "       [[117, 169]],\n",
       "\n",
       "       [[116, 170]],\n",
       "\n",
       "       [[115, 170]],\n",
       "\n",
       "       [[110, 175]],\n",
       "\n",
       "       [[109, 175]],\n",
       "\n",
       "       [[102, 182]],\n",
       "\n",
       "       [[101, 182]],\n",
       "\n",
       "       [[ 99, 184]],\n",
       "\n",
       "       [[ 98, 184]],\n",
       "\n",
       "       [[ 95, 187]],\n",
       "\n",
       "       [[ 94, 187]],\n",
       "\n",
       "       [[ 89, 192]],\n",
       "\n",
       "       [[ 88, 192]],\n",
       "\n",
       "       [[ 87, 193]],\n",
       "\n",
       "       [[ 86, 193]],\n",
       "\n",
       "       [[ 84, 195]],\n",
       "\n",
       "       [[ 83, 195]],\n",
       "\n",
       "       [[ 81, 197]],\n",
       "\n",
       "       [[ 80, 197]],\n",
       "\n",
       "       [[ 79, 198]],\n",
       "\n",
       "       [[ 78, 198]],\n",
       "\n",
       "       [[ 77, 199]],\n",
       "\n",
       "       [[ 74, 199]],\n",
       "\n",
       "       [[ 74, 200]],\n",
       "\n",
       "       [[ 73, 201]],\n",
       "\n",
       "       [[ 70, 201]],\n",
       "\n",
       "       [[ 69, 200]],\n",
       "\n",
       "       [[ 67, 200]],\n",
       "\n",
       "       [[ 66, 199]],\n",
       "\n",
       "       [[ 66, 200]],\n",
       "\n",
       "       [[ 65, 201]],\n",
       "\n",
       "       [[ 64, 201]],\n",
       "\n",
       "       [[ 63, 200]],\n",
       "\n",
       "       [[ 64, 201]],\n",
       "\n",
       "       [[ 63, 202]],\n",
       "\n",
       "       [[ 62, 202]],\n",
       "\n",
       "       [[ 61, 201]],\n",
       "\n",
       "       [[ 61, 202]],\n",
       "\n",
       "       [[ 62, 202]],\n",
       "\n",
       "       [[ 63, 203]],\n",
       "\n",
       "       [[ 63, 205]],\n",
       "\n",
       "       [[ 64, 204]],\n",
       "\n",
       "       [[ 65, 204]],\n",
       "\n",
       "       [[ 66, 205]],\n",
       "\n",
       "       [[ 67, 205]],\n",
       "\n",
       "       [[ 68, 206]],\n",
       "\n",
       "       [[ 67, 207]],\n",
       "\n",
       "       [[ 68, 206]],\n",
       "\n",
       "       [[ 69, 207]],\n",
       "\n",
       "       [[ 70, 207]],\n",
       "\n",
       "       [[ 69, 207]],\n",
       "\n",
       "       [[ 66, 204]],\n",
       "\n",
       "       [[ 64, 204]],\n",
       "\n",
       "       [[ 63, 203]],\n",
       "\n",
       "       [[ 63, 202]],\n",
       "\n",
       "       [[ 64, 201]],\n",
       "\n",
       "       [[ 65, 201]],\n",
       "\n",
       "       [[ 66, 200]],\n",
       "\n",
       "       [[ 69, 200]],\n",
       "\n",
       "       [[ 70, 201]],\n",
       "\n",
       "       [[ 74, 201]],\n",
       "\n",
       "       [[ 74, 200]],\n",
       "\n",
       "       [[ 75, 199]],\n",
       "\n",
       "       [[ 77, 199]],\n",
       "\n",
       "       [[ 78, 198]],\n",
       "\n",
       "       [[ 79, 198]],\n",
       "\n",
       "       [[ 80, 197]],\n",
       "\n",
       "       [[ 81, 197]],\n",
       "\n",
       "       [[ 82, 196]],\n",
       "\n",
       "       [[ 83, 196]],\n",
       "\n",
       "       [[ 84, 195]],\n",
       "\n",
       "       [[ 85, 195]],\n",
       "\n",
       "       [[ 86, 196]],\n",
       "\n",
       "       [[ 85, 195]],\n",
       "\n",
       "       [[ 87, 193]],\n",
       "\n",
       "       [[ 89, 195]],\n",
       "\n",
       "       [[ 91, 195]],\n",
       "\n",
       "       [[ 92, 194]],\n",
       "\n",
       "       [[ 94, 194]],\n",
       "\n",
       "       [[ 96, 192]],\n",
       "\n",
       "       [[ 97, 192]],\n",
       "\n",
       "       [[ 97, 191]],\n",
       "\n",
       "       [[100, 188]],\n",
       "\n",
       "       [[101, 188]],\n",
       "\n",
       "       [[105, 184]],\n",
       "\n",
       "       [[107, 184]],\n",
       "\n",
       "       [[109, 182]],\n",
       "\n",
       "       [[109, 181]],\n",
       "\n",
       "       [[110, 180]],\n",
       "\n",
       "       [[111, 180]],\n",
       "\n",
       "       [[111, 179]],\n",
       "\n",
       "       [[112, 178]],\n",
       "\n",
       "       [[113, 178]],\n",
       "\n",
       "       [[117, 174]],\n",
       "\n",
       "       [[118, 174]],\n",
       "\n",
       "       [[122, 170]],\n",
       "\n",
       "       [[123, 170]],\n",
       "\n",
       "       [[123, 169]],\n",
       "\n",
       "       [[124, 168]],\n",
       "\n",
       "       [[125, 168]],\n",
       "\n",
       "       [[132, 161]],\n",
       "\n",
       "       [[133, 161]],\n",
       "\n",
       "       [[136, 158]],\n",
       "\n",
       "       [[137, 158]],\n",
       "\n",
       "       [[137, 157]],\n",
       "\n",
       "       [[144, 150]],\n",
       "\n",
       "       [[145, 150]],\n",
       "\n",
       "       [[147, 148]],\n",
       "\n",
       "       [[147, 147]],\n",
       "\n",
       "       [[148, 146]],\n",
       "\n",
       "       [[149, 146]],\n",
       "\n",
       "       [[151, 144]],\n",
       "\n",
       "       [[151, 143]],\n",
       "\n",
       "       [[152, 142]],\n",
       "\n",
       "       [[153, 142]],\n",
       "\n",
       "       [[155, 140]],\n",
       "\n",
       "       [[155, 139]],\n",
       "\n",
       "       [[163, 131]],\n",
       "\n",
       "       [[163, 130]],\n",
       "\n",
       "       [[167, 126]],\n",
       "\n",
       "       [[167, 125]],\n",
       "\n",
       "       [[168, 124]],\n",
       "\n",
       "       [[169, 124]],\n",
       "\n",
       "       [[169, 123]],\n",
       "\n",
       "       [[175, 117]],\n",
       "\n",
       "       [[175, 116]],\n",
       "\n",
       "       [[177, 114]],\n",
       "\n",
       "       [[177, 113]],\n",
       "\n",
       "       [[178, 112]],\n",
       "\n",
       "       [[179, 112]],\n",
       "\n",
       "       [[181, 110]],\n",
       "\n",
       "       [[181, 109]],\n",
       "\n",
       "       [[182, 108]],\n",
       "\n",
       "       [[183, 108]],\n",
       "\n",
       "       [[183, 107]],\n",
       "\n",
       "       [[184, 106]],\n",
       "\n",
       "       [[185, 106]],\n",
       "\n",
       "       [[185, 105]],\n",
       "\n",
       "       [[190, 100]],\n",
       "\n",
       "       [[190,  99]],\n",
       "\n",
       "       [[193,  96]],\n",
       "\n",
       "       [[193,  95]],\n",
       "\n",
       "       [[197,  91]],\n",
       "\n",
       "       [[197,  90]],\n",
       "\n",
       "       [[199,  88]],\n",
       "\n",
       "       [[199,  87]],\n",
       "\n",
       "       [[203,  83]],\n",
       "\n",
       "       [[203,  82]],\n",
       "\n",
       "       [[204,  81]],\n",
       "\n",
       "       [[204,  80]],\n",
       "\n",
       "       [[206,  78]],\n",
       "\n",
       "       [[206,  77]],\n",
       "\n",
       "       [[207,  76]]], dtype=int32)"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "c"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "524.0802972316742"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cv2.arcLength(c, True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "params = cv2.SimpleBlobDetector_Params()\n",
    "#params.filterByCircularity = True\n",
    "#params.minCircularity = 0.1\n",
    "\n",
    "# Filter by Inertia\n",
    "params.filterByInertia = True\n",
    "params.minInertiaRatio = 0.01\n",
    "\n",
    "detector = cv2.SimpleBlobDetector_create(params)\n",
    " \n",
    "# Detect blobs.\n",
    "#keypoints = detector.detect(cv2.cvtColor(img, cv2.COLOR_BGR2GRAY))\n",
    "keypoints = detector.detect(edges)\n",
    " \n",
    "# Draw detected blobs as red circles.\n",
    "# cv2.DRAW_MATCHES_FLAGS_DRAW_RICH_KEYPOINTS ensures the size of the circle corresponds to the size of blob\n",
    "im_with_keypoints = cv2.drawKeypoints(img, keypoints, np.array([]), (0,0,255), cv2.DRAW_MATCHES_FLAGS_DRAW_RICH_KEYPOINTS)\n",
    " \n",
    "# Show keypoints\n",
    "#cv2.imshow(\"Keypoints\", im_with_keypoints)\n",
    "\n",
    "keypoints"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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