_grains.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/jay/.pyenv/versions/3.7.5/envs/microscan/lib/python3.7/site-packages/pandas/compat/__init__.py:85: UserWarning: Could not import the lzma module. Your installed Python is incomplete. Attempting to use lzma compression will result in a RuntimeError.\n",
      "  warnings.warn(msg)\n"
     ]
    }
   ],
   "source": [
    "import glob\n",
    "\n",
    "import cv2\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from IPython.display import Image\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "dir_path = \"data/base microstructure\"\n",
    "img_num = 141\n",
    "img_path = \"{}/image_{}.png\".format(dir_path, img_num)\n",
    "gb_mask_path = \"{}/gbmask_{}.png\".format(dir_path, img_num)\n",
    "lam_mask_path = \"{}/lammask_{}.png\".format(dir_path, img_num)\n",
    "p1_mask_path = \"{}/p1mask_{}.png\".format(dir_path, img_num)\n",
    "p2_mask_path = \"{}/p2mask_{}.png\".format(dir_path, img_num)\n",
    "prec_mask_path = \"{}/precmask_{}.png\".format(dir_path, img_num)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "img = cv2.imread(img_path, cv2.IMREAD_GRAYSCALE)\n",
    "gb_mask = cv2.imread(gb_mask_path, cv2.IMREAD_GRAYSCALE)\n",
    "lam_mask = cv2.imread(lam_mask_path, cv2.IMREAD_GRAYSCALE)\n",
    "p1_mask = cv2.imread(p1_mask_path, cv2.IMREAD_GRAYSCALE)\n",
    "p2_mask = cv2.imread(p2_mask_path, cv2.IMREAD_GRAYSCALE)\n",
    "prec_mask = cv2.imread(prec_mask_path, cv2.IMREAD_GRAYSCALE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "total_pixels = len(img.flatten())\n",
    "\n",
    "def plot_all(images):\n",
    "    columns = 3\n",
    "    rows = 2\n",
    "    \n",
    "    fig=plt.figure(figsize=(12, 6))\n",
    "    for i in range(1, columns*rows + 1):\n",
    "        fig.add_subplot(rows, columns, i)\n",
    "        plt.imshow(images[i-1], cmap=\"gray\")\n",
    "\n",
    "    plt.show()\n",
    "    \n",
    "def save_image(image):\n",
    "    cv2.imwrite(\"temp.png\", image)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_all([img, gb_mask, prec_mask, lam_mask, p1_mask, p2_mask])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Boundaries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def bounds(image):\n",
    "    thresh = cv2.adaptiveThreshold(image, 255, cv2.ADAPTIVE_THRESH_GAUSSIAN_C, cv2.THRESH_BINARY, 11, 2)\n",
    "    _, thresh = cv2.threshold(thresh, 0, 255, cv2.THRESH_BINARY_INV+cv2.THRESH_OTSU)\n",
    "\n",
    "    kernel = np.ones((1, 5), np.uint8)\n",
    "    horizontal = cv2.erode(thresh, kernel, iterations=2)\n",
    "\n",
    "    kernel = np.ones((5, 1), np.uint8)\n",
    "    vertical = cv2.erode(thresh, kernel, iterations=2)\n",
    "\n",
    "    edges = horizontal + vertical\n",
    "    edges = np.array(np.where(edges == 255, 255, 0), np.uint8)\n",
    "\n",
    "    return edges\n",
    "\n",
    "def dilate(image):\n",
    "    kernel = np.ones((5,5),np.uint8)\n",
    "    dilated = cv2.dilate(image, kernel, iterations=1)\n",
    "    return dilated\n",
    "\n",
    "save_image(dilate(bounds(img)))\n",
    "Image(\"temp.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Contour 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def contour1(image):\n",
    "    image = cv2.bitwise_not(image)\n",
    "    contours, hierarchy = cv2.findContours(image, cv2.RETR_LIST, cv2.CHAIN_APPROX_SIMPLE)\n",
    "    \n",
    "    valid_contours = []\n",
    "    for contour in contours:\n",
    "        if cv2.contourArea(contour) > 1e3 and cv2.contourArea(contour) < 1e5:\n",
    "            valid_contours.append(contour)\n",
    "    \n",
    "    return valid_contours\n",
    "\n",
    "temp_img = np.zeros(img.shape)\n",
    "conts = contour1(dilate(bounds(img)))\n",
    "cv2.drawContours(temp_img, conts, -1, 255, 1)\n",
    "save_image(temp_img)\n",
    "Image(\"temp.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Contour 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 379,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 379,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def contour2(image):\n",
    "    thresh = cv2.adaptiveThreshold(image, 255, cv2.ADAPTIVE_THRESH_GAUSSIAN_C, cv2.THRESH_BINARY,11, 2)\n",
    "    contours, hierarchy = cv2.findContours(thresh, cv2.RETR_TREE, cv2.CHAIN_APPROX_NONE)\n",
    "    \n",
    "    valid_contours = []\n",
    "    for contour in contours:\n",
    "        if cv2.contourArea(contour) > 1200 and cv2.contourArea(contour) < 100000:\n",
    "            valid_contours.append(contour)\n",
    "    \n",
    "    return valid_contours\n",
    "        \n",
    "\n",
    "temp_img = np.zeros(img.shape)\n",
    "conts = contour2(bounds(img))\n",
    "cv2.drawContours(temp_img, conts, -1, 255, 1)\n",
    "save_image(temp_img)\n",
    "Image(\"temp.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Inverse Contour Fill"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 388,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 388,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def fill(image):\n",
    "    not_image = cv2.bitwise_not(image)\n",
    "    contours, hierarchy = cv2.findContours(not_image, cv2.RETR_LIST, cv2.CHAIN_APPROX_SIMPLE)\n",
    "    \n",
    "    valid_contours = []\n",
    "    for contour in contours:\n",
    "        if cv2.contourArea(contour) < 1e3:\n",
    "            valid_contours.append(contour)\n",
    "    \n",
    "    out_image = image[:]\n",
    "    out_image = cv2.fillPoly(out_image, pts=valid_contours, color=0)\n",
    "    \n",
    "    kernel = np.ones((2,2),np.uint8)\n",
    "    out_image = cv2.dilate(out_image, kernel, iterations=1)\n",
    "    \n",
    "    return out_image\n",
    "\n",
    "save_image(fill1(dilate(bounds(img))))\n",
    "Image(\"temp.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Dash Mask"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 424,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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D1KGEiczCShZhIYuwkFlYySJs5EbYSJ2K/Fv4k6zCe6SOIkxkEVayCAtZhJnMwkZmYSM3wkbqVOQO4Q+yCu+SOogwkUXYyCwsZBEWMgsrWYSNXIWd1JnIXcIbsgnvkTqIMJFVWMkiLGQRFrIIC1mEjezCTupM5D7hDbkV/iB1EGEim7CSRVjIIqxkFhayCCvZhZ3Umch9wltyI/xF6hDCRHZhJbOwklnYyCzMZBFWsgtXUicidwp/kF34m9QRhJWswkIWYSWzsJJFmMkirGQTrqRORO4W3pJd+IvUEYSNLMJKFmEhi7CQRVjIIqxkFa6kTkTuFt6SW+EtqSMIG1mFlczCShZhIYuwkFlYySrckDoPuV94S26Et6SOIGxkE1YyCRtZhIUswkJmYSGrcEvqNOQzwhtyI7wldQBhI7uwkouwk1lYySysZBZmsgq3pE5DPiX8QXbhLanfFzayCyu5CDtZhIUswkIWYSKbcEvqLORTwp9kF96S+nVhJ5twQ8JOFmEhi7CQWZjIJtySOgv5lPAn2YW3pH5duJJVuCUXYSGLsJBZWMksXMgu3JI6CfmU8Ce5Cm9I/b5wJatwQyZhJouwkllYyCKAXIUbUichnxL+IlfhltTvC1dyFTYyCQtZhIUswkJmAeQq3JI6B/mc8Ce5EW5I/b5wQ3ZhI7OwkEVYyCLMZBZArsIbUqcgnxT+JFfhSuoIwpVchZUswkIWYSGLMJFZuJBdeEPqFOQLwhtyFRZSBxFuyFVYySLMZBFWsgggizCRTXhD6hTkK8ItqQMLN+QqbGQWFrIIC/lbmMgmvCF1CvIl4Q2pwwo35CpsZBEWsggL+UNYyC68IXUG8iXhLanDCldyFTayCCuZhYW8FVZyFW5JnYF8SXhL6jgCchWu5CpsZBVWMgszeSts5CrckDoD+ZrwltRRhAvZhSvZhZ1swkpm4ULeCju5CjekzkC+JrwldRThQnbhhqzClWzCSt4X3pCrcEPqDOSLwhtSRxEuZBduyCpcyS6s5B3hD3Ij7KROQb4s3JA6inAhu3BDVuFKdmElfwt/kVthIXVoYSbyZeGG1FGEC9mFG7IJO7kKC/lTeIfUCYWZyNeFK6mjCBdyFa5kE96QRVjIW+FdUicUFsojwkrqKMJErsKV7MIbMgsLuQr/S+qEwkKpFxNmsgtXchVuySJMZBc+InU+YSX1YsJMrsJOboQb8r7wIanzCSupFxNmchV2citcyR/CPaTOJ6ykXkyYyVW4khvhSt4Kd5E6n7CSei1hJVfhSq7ClbwV7iJ1PmEl9VrCSq7CDdmFK3kr3EXqjMJM6rWElVyFG7ILV3IV7iZ1RmEm9VrCRnbhhuzClWzCJ0idU7iQei1hI1fhSnbhShbhU6TOKVxIvZawkatwJbtwJbPwOVInJvVSwk6uwpXswpVchE+TOi+plxJ2ciPsZBceJ3VeUi8l7ORG2MkuPE7qvKReStjJjbCTXXic1HlJvZRwJTfCTnbhcVKnJfVSwpXcCDt5IzxG6rSkXkq4khthJ2+EB0mdldRLCVdyI1zJrfAoqZOSeinhSm6FndwKj5I6KanXEq7kRtjJrfAwqXOSei3hSm6EndwIj5M6J6nXEm7IVdjJVXgCqXOSejHhSq7CTq7CE0idk9SrCTu5CjtZhaeQOimpVxN2chV2sgiPkzoxqZcTdnIVNjILTyB1YlIvJ+zkKmxkEp5B6sSkXk7YyVXYyCQ8gdSZSb2csJOrsJGL8DCpk5N6OWEnV2FleA6pk5N6OWEnN4JMwpNInZzUywlX8rfwJFInJ/VywpX8LTyJ1MlJvZxwQ/4Snk3qnKReTrglfwpPJ3VKUi8n3JK3wjeQOiWp1xNuyK3wHaTOSer1hBtyI3wLqXOSej3hhuzCs8gkrKTOSeoFhSvZhGeRWVhJnZPUSwobWYVnkUVYSZ2T1IsKM1mFh8hFmMgqrKTOSWoI4UHyt7CSOiepEYRHyd/CSuqcpAYQHiZ/CRupc5IaQHiY/CXspE5JagDhCeQPYSd1SlIDCM8gb4Wd1ClJDSA8hbwRdlKnJDWA8BTyRthJnZLUAMLXySSsZBd2UqckNYLwRbILM9mEndQpSY0gfI1chZnswkbqlKRGEL5EboSZ7MJG6pSkhhA+T94IM9mFjdQpSQ0ifJK8FWayCxupU5IaRPgkeSvM5CqspE5JahThU+QPYSZXYSN1RlLjCPeQ94WZXIWN1BlJjSPcQXYBZBMWsgsbqTOSGkj4J9mFiazCQnZhJ3VCUmMJH5KrMJFVWMhV2EidkNRgwgfkRpjIJszkKmykTkhqNOH/yBthIpuwkF3YSJ2Q1GjC/5E3wkQ2YSG7sJE6IanhhP8hb4SZbMJMdmEjdUJS4wnvkrfCTDZhJruwkTohqQGFW7IJIJswk02YyS5spE5IakThSjZhIqswk02YyS5spE5IakhhI7swkVWYyS5M5CqspE5IakhhJVdhIquwkE2YyFVYSZ2Q1JjChbwRJrIJM9mEiVyFldQJSdUmTGQTFrIKE7kKG6nzkapNmMgmLGQTLuQqbKTOR6o2YSKbsJBNmMgubKTOR6o2YSabMJNNmMgubKTOR2pkAWQTZrIJM9mEiezCRup8pAYWJrIKM9mEmWzCRHZhI3U+UgMLE9mEmazCQlZhIruwkTofqYGFiWzCTDZhJqswkV3YSZ2O1MDCTFZhJpswk1WYyC5cSZ2N1MDCTFZhJpswk024kF24IXUyUiMLE1mFmWzCTDbhQnbhhtTJSI0sTGQTJrIJM9mEC9mFG1InIzWyMJFNmMguzGQVJrIJN6RORmpkYSKbMJNNmMkmXMgq3JI6GamhhYmswkw2YSabcCGrcEvqZKSGFiayCRPZhYlswoWswg2ps5EaWpjIJsxkE2ayCheyChupE5IaW7iQTZjJJsxkFS5kEy6kTkpqbGEimzCRXZjIKkykXoLU2MJENmEiuzCRVZhIvQSpsYWJbMJEdmEiqzCReglSYwsT2YSJ7MJEVmEi9RKkBhcuZBNmsgkzWYSJ1EuQGly4kE2YySYsZBYmUi9BanDhQjZhJpuwkoswk3oJUoMLE1mFmWzCSibhQuo1SA0uTGQTZrIKK6mXIzW4MJFNmMkmLKRejtTgwkw2YSKbsJB6OVKjCxPZhJmswkLq5UiNLkxkE2ayCTOplyM1ujCRTZjJJsykXo7U8MJENmEimzCTejlSwwsT2YSJbMJM6rUEpIYXJrIJM1mFmdRrCUgNL0xkE2ayCjOp1xKQGl6YyCbMZBVmUq8kXEgNL0xkExayCDOpVxIupCpMZBNmsggzqVcSLqQqTGQTZrIKF1IvJVxIVZjIJiykXle4kKowk1VYSb2scCFVhImswkrqhQWkijCRTVhIvbCAVEG4kE1YSL02qYJwIZuwkHptUgXhQjZhIfXapArCRFZhIfXapArCRFZhIfXapArCRFZhIfXapArCTBZhIfXapArCTBZhIfXapArCQiZhIfXipArCSiYBpF6fVEFYSY1Eqi7CQmokUnURFlIjkaqLsJAaiVRNwkxqJFI1CTOpkUjVJMykRiJVkzCTGolUTcJMaiRSNQsTqZFI1SKA1FCkqoYlVTUsqaphSVUNS6pqWFJVw5KqGpZU1bCkqoYlVTUsqaphSVUNS6pqWFJVw5KqGpZU1YDCRKpqQGEiVTWgMJGqGlCYSFUNKEykqgYUJlJVAwoTqaphSVUNS6pqWFJVw5KqGpZU1bCkqoYlVTUsqaphSVUNS6pqWFJVw5KqGpZU1bCkqoYlVTUsqaphSVUNS6pqWFJVw5KqGpZU1bCkqoYlVTUsqaphSVUNS6pqWFJVw5KqGpZU1bCkqoYlVTUsqaphSVUNS6pqWFJVw5KqGpZU1bCkqoYlVTUsqaphSVUNS6pqWFJVw5KqGpZU1bCkqoYlVTUsqaphSVUNS6pqWFJVw5KqGpZU1bCkqoYlVTUsqaphSVUNS6pqWFJVw5KqGpZU1bCkqoYlVTUsqaphSVUNS6pqWFJVw5KqGpZU1bCkqoYlVTUsqaphSVUNS6pqWFJVw5KqGpZU1bCkqoYlVTUsqaphSVUNS6pqWFJVw5KqGpZU1bCkqoYlVTUsqaphSVUNS6pqWFJVw5KqGpZU1bCkqoYlVTUsqaphSVUNS6pqWFJVw5KqGpZU1bCkqoYlVTUsqaphSVUNS6pqWFJVw5KqGpZU1bCkqoYlVTUsqaphSVUNS6pqWFJVw5KqGpZU1bCkqoYlVTUsqaphSVUNS6pqWFJVw5KqGpZU1bCkqoYlVTUsqaphSVUNS6pqWFJVw5KqGpZU1bCkqoYlVTUsqaphSVUNS6pqWFJVw5KqGpZU1bCkqoYlVTUsqaphSVUNS6pqWFJVw5KqGpZU1bCkqoYlVTUsqaphSVUNS6pqWFJVw5KqGpZU1bCkqoYlVTUsqaphSVUNS6pqWFJVw5KqGpZU1bCkqoYlVTUsqaphSVUNS6pqWFJVw5KqGpZU1bCkqoYlVTUsqaphSVUNS6pqWFJVw5KqGpZU1bCkqoYlVTUsqaphSVUNS6pqWFJVw5KqGpZU1bCkqoYlVTWmgFTVmAJSVWMKSFUNKYBU1ZACSFUNKYBU1YjChVTVeMJMqmo8YSZVNZ4wk6oaT5hJVY0l7KSqRhJuSFUNJGwMSFUNJGwMSFWNI+wMSFWNItwwIFU1inDDgFTVKMINAamqUYQbAlJVIwh/EJCqGkD4iyBV9frC3wSpFxeQGl34myD12sKF1ODCO0TqtYULqcGFd4jUawsTqaGF94jUawsLqYGFdyn12sJKalzhXUq9trCTGlV4l1KvLdyQGlN4n9RrC29IjSi8T+qlhT9IjSi8S+qlhb9IjSe8S+qlhXdIjSa8S+qlhfdIjSa8R+qlhXdJPV8AOajwHqmXFv6H1JOFmRxSeI/USwv/T+qZwkpuhYn8svAeqZcWPiD1RGEjV2Ejvym8R+qlhQ9JPU3YyFW4Jb8mvEPqpYWPST1N2MguvCW/JLxD6qWFf5F6lrCRTfiT/IrwDqmXFv5J6knCTlbhL3IjbOR7hb9JvbRwB6mnCDtZhb/IVbgh3yn8TeqlhXtIPUO4kkX4m1yFG/KNwt+kXlq4j9QThCtZhHfILlzJNwp/k3pp4V5SDwtvyCS8Q67CSr5V+IvUSwv3k3pQeEs24S35eeEvUq8sfIrUQ8JbsgtvyY8Lf5F6ZeFzpB4R3pKr8Ib8uPAXqVcWPkvq68JbchXekJ8X/iT1wsIXSH1N+Ivswhvy88KfpF5Y+BKpLwjvkF24Ib8g/EnqhYWvkfq88C65Cgv5FeFPUi8sfJHUp4X3yVGEP0m9sPBVUp8W3iWHEf4g9cLCl0l9WniPHEb4g9QLC18n9VnhPXIY4Q9SLyw8QuqTwjvkOMJbUq8sPEjqE8I75DjCW1KvLTxG6n7hb3Ig4S2pFxceJHWvsJNDCm9IvbjwKKk7hY0cU3hD6sWFx0ndJ6zkmMIbUq8uPE7qLmElxxTekBpBeJTUPcJCDirckhpDeJTUv4WFHFS4JTWI8DCpfwozOahwS2oU4XFS/xBmclBhJ0gNIzxO6mNhJgcVdoLUQMKjpD4WZnJQYSdIjSQ8SOpjYSYHFXaC1FDCY6T+IUzkqMJGkBpKeIzUP4SJHFXYidRQwkNkZAH5pzCRowo7kRpKeIgMLFzIv4SJHFbYiNRYwgNkZOFC/iXM5KjCRqQGFL5GRhYu5F/CTI4q7JQaUvgCGVq4kH8KEzmssFFqTOHzZGBhIf8SJnIkkauwUWpU4ZNkYGEl/xImciAB2YWd1LDCp8jIwkL+LVzIgQTkKmykxhU+Q8YUdnKXcCEHEpCrsJEaWLifjClcyV3CRA4kciNspEYW7iYjCBO5Cju5T5jIYYWN1NDCnWQEYSG7sJM7hQs5rrCSGly4iwwgrGQXdnKncCHHFVZSgwv3kBGElezCTu4ULuS4wkpqdOHfZARhJ7uwkTuFiVLknd8AAAmbSURBVBxWWEkVhI/JCMJOdmEjdwoTOa6wkKqL8CEZQdjJLmzkTmEixxUWUjUJH5ERhJ3swkbuFCZyXGEhVZPwARlD2MgubOROYSIHFmZSNQv/T8YQNnIVVnKnMJEDCzOpWoX/I2MIG7kKK7lXmMhxhZlUbcL/kDGEjVyFldwrTOS4wkyqduFdMoiwkauwknuFiRxYmEjVVXiPDCJs5Cqs5F5hIgcWJlJ1K/xFRhE2chVWcrdwIQcWJlL1RviTjCJs5Cqs5G7hQo4sXEjVW+EPMoqwk11Yyf0CyJGFC6n6Q3hDxhE2sgsruV8AObJwIVV/CTdkIGElu7CRu4ULObBwIVV/CzsZSdjIJmzkbuFCDixcSNU7wkZGEjayCyu5W7iQIwsgVe8JCxlLWMkurORu4UKOLIBUvScsZDBhIbuwkruFCzm0gFS9K8xkMGElm7CSu4ULObSAVP2fgIwmrGQTVnK3cCGHFpCquhVWsgoruVu4kEMLSFX9IUxkFVZyv4AcW0Cq6k8BZBNW8lICUlUfCxt5JQGpqo+FjbySgFTVx8JOXkhAqupjYScvJCBV9bGwk9ciVfWxsJPXIlX1sbCT1yJV9bGwk9ciVfWxsJPXIlX1D2Ejr0Wq6l/CSl6LVNW/hJW8FqmqfwkreS1SVf8UZvJipKqGJVU1LKmqYUlVDUuqalhSVcOSqhqWVNWwpKqGJVU1LKmqYUn9noBU/R6p3xA2UvVrpH5B2EnVr5H6eeFKqn6N1M8LV1L1a6R+XLghVb9G6seEd0jVr5H6IeFdUvVrpH5C+D9S9Wukvl/4gFT9FqlvFz4iVb9F6puFf5CqXyL1ncK/SdUvkfo+4R7yCsJE6lSkvkm4k5xe+F9SByb1HcL95OzCg2QTZvK3IPVkUs8XPkNOLjxMFmEjt8JM6rmknix8lpxbeJRswkeknkvqqcLnybmFB8lV+IDUc0k9UfgKObfwILkKH5B6LqmnCV8j5xYeJFfhA1LPJfUk4avk3MKD5Cr8P6knk3qK8AA5t/AYuQr/T+rJpB4XHiMnFx4iV+F/ST2b1IPC4+Tcwk+Qejaph4RnkJMLP0Dq2aS+LjyJnF74blJPJ/VV4Xnk9MI3k3o6qa8JzySnF76X1PNJfUV4Mjm78K2kvoHUp4Xnk9ML30nqG0h9UvgOcnrhO0l9A6nPCN9ETi98J6lvIHW/8G3k9MI3kmcLExmb1L3Cd5KzC99IniwsZGhS9wnfS84ufCN5rrCSVUCGI3WX8M3k9MK3kScLK1mElYxE6i7hu8krCN9CniysZBE2MhCpu4TvJi8h/NcenCDGbQNAEOz+/6Mn0hLc2Ilt7QEmEDlVR5DJwiCbcCfXIfWQcDg5hTCfzBYGGcKdXIbUY8LR5BTCfDJb2Mkm3MllSD0mHE3OIUwns4WdDGEnlyH1mHA0OY0wlcwXdjKEnVyF1IPCweRMwjwyX9jJEHZyFVIPCgeTUwnTyHzhToYwyA8CyEkZQOpr4WByLmESOUK4k03YyV24kVMygNQDwrHkZMIccoRwJ0MY5C5s5IwMIPWAcCw5nTCBHCPcyRA2chcGOSEDSD0iHEpOKLxNDhJ2MoRBdmEn52MAqWeEY8gZhTfJUcJOhrCRXfiRnIsBpJ4XppMzCu+Rw4RBduFGduFf5DQMIPWSMJmcUXiHzBZkCBvZhY1swq/JKRhA6lVhJjml8AaZLIBswiC7cCOb8DtyAgaQelOYQs4pvE7mCh9kCBu5C5/kJvyBfHsGkHpbmEBOK7xGJgufZBMG2YVPchP+SL45qbnCG+TMwvNktvBJhjDIED7Jp/AV+dakpguvklMLT5PJwo0MYZBd+CCfwtfkG5M6QHiRnFt4jswWbmQXBhnCB/kQHiHfl9SRwnPk7MIzZLZwI3dhkCEgn8KD5JuSOlh4glxAeJjMFjayC4P8Q3iGfENS/43wCLmC8CCZLmzkLgzys/Ak+W6k/jvhS3IJ4SEyXRhkFwb5WXiafC9S/63wR3IN4QFygDDILgzyo/AK+U6k/nPhD+QiwpfkAOFONmGQH4XXyPch9X8JvyLXEf5MDhD+JjdhJz8IL5NvQup/FP5NLiT8gRwi3MkmDPKD8Bb5BqT+Z+FnciXh9+QQ4U42YZAfhDfJ8qSWEHZyKeG35BhhJ0MY5G/hbbI4qUWEjVxM+A05SBhkFzZyF2aQpUktI3yQywm/JEcJg+zCILswiaxLqv534RfkMGGQXdjIECaSRUnVAsK/yGxBbsIgu7CRIcwka5KqJYSfyWwB5CYMsgs3sglzyZKkahHhRzJZ+CCbMMgQbmQTJpMVSdUywt9ksvBBNmGQIdzIJhxBFiNVCwmDzBY+yBAGGcIn2YRDyFqkaiFhkMnCjQxhkE34JJtwCFmLVK0kbGSycCNDGGQIH2QTDiFrkaqVhI1MFm5kFzayCyCfwkFkLVK1lPBJZgsbGcIgQziaLEaqLiFsZBcGGcLBZDFSdQlhkCHs5C4cSRYjVZcQBtmFndyFA8lipOoawiBD2MldOI6sRqquIQyyCzu5C4eR1UjVNYSdDGEnPwgHkdVI1TWEnezCID8LB5DlSNVFhJ0MYZB/CtPJcqTqKsJOhrCRfwuTyXKk6jLCTjZhI78SppLlSNV1hJ1swo38WphIliNV1xF2MoQP8jthHlmOVJ1dkCEM8qgwiaxHqk4ugGzCTp4QJpD1SNW5hQ8yhEGeEd4n65GqcwufZBMGeUp4lyxIqs4tfJJNGOQp4V2yIKk6t/BJhnAjTwpvkgVJ1bmFGxnCB3lBeIcsSKrOLWzkfeF1siCpOrewkRnCq2RBUnVuYZApwktkRVJ1bmGQOcIrZEVSdW5hkFnC02RJUnVuYZB5wpNkSVJ1cuFGpgpPkSVJVb0iPEOWJFX1kvA4WZNU1YvCo2RNUlWvCg+SNUlVvS48RNYkVfWO8ABZk1TVe8KXZE1SVW8KX5BFSVW9LfyRLEqqaobwe7Ioqaopwu/IqqSq5gi/IauSqpol/JKsSqpqmvArsiqpqpnCP8mypKrmCj+TZUlVTRZ+IsuSqpou/ECWJVU1X/ibLEuq6ghhJ8uSqjpG2MiypKoOEm5kWVJVRwmfZFlSVccJyLqkqi5LquqypKouS6rqsqSqLkuq6rKkqi5LquqypKouS6rqsqSqLkuq6rKkqi5LquqypKouS6rqsqSqLkuq6rKkqi5LquqypKouS6rqsqSqLkuq6lzCjXxNPoSdVH0r4U7qUxjkS/Ih7KTqWwl3Up/CIF+SD2EnVd9KuJP6FAb50l8XXPf74CHVDAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 424,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# def get_dash_mask(image, conts):\n",
    "#     contours, _ = cv2.findContours(image, cv2.RETR_LIST, cv2.CHAIN_APPROX_SIMPLE)\n",
    "\n",
    "#     valid_contours = []\n",
    "#     for contour in contours:\n",
    "#         if cv2.contourArea(contour) < 5000:\n",
    "#             valid_contours.append(contour)\n",
    "\n",
    "#     thres = image[:]\n",
    "#     thres = cv2.fillPoly(thres, pts=valid_contours, color=255)\n",
    "\n",
    "#     kernel = np.ones((2,2),np.uint8)\n",
    "#     thres = cv2.dilate(thres, kernel, iterations=10)\n",
    "    \n",
    "#     out_image = np.zeros(image.shape)\n",
    "#     for contour in contours:\n",
    "#         r = cv2.boundingRect(contour)\n",
    "#         crop_img = thres[r[1]:r[1]+r[3], r[0]:r[0]+r[2]]\n",
    "#         crop_img = crop_img.flatten()\n",
    "#         n_pixels = len(crop_img.flatten())\n",
    "#         n_whites = len([1 for p in crop_img.flatten() if p])\n",
    "#         if n_whites / n_pixels > 0.75:\n",
    "#             cv2.drawContours(out_image, [contour], -1, 255, -1)\n",
    "    \n",
    "#     return thres, out_image\n",
    "\n",
    "# contos = contour1(fill(dilate(bounds(img))))\n",
    "# im1, im2 = get_dash_mask(denoise(img), contos)\n",
    "# save_image(im2)\n",
    "# Image(\"temp.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Image Processing Stack"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 322,
   "metadata": {},
   "outputs": [],
   "source": [
    "!rm -r temp/*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 425,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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WyV6SK5JXSoZkpmSVnBUgvyTJPZIZkiGZKJMJQi5Jzgr5LmRPyVGyQbJKVsk3yf2SVbKPkGuSV0qGZKZkSC5KfklIbpfMkQzJPJlMEchZAfJL8kOyr+Qo2SIZkiHkVPKAZJXsIeS65JWSIZkpWSRXhPyUJLdL5kiGZJ5MZgm5IJBTIT8kO0tWyTbJkBwkp0IekaySHSQ/BHIqealkSGaKhVwXH+REQnKrZJZkSKbJZJ6QS5JVyE/J3pJVsk2ySj4lJ0Iek6ySSeJIvgtJTiUvlQzJyyQnEpLbhEyTrJJZMpkp5IKQLyE/hewvGZKNkiH5lBwlD0tWyRTJRQkkp5LXSobkVZJTSXKbZKJklUySyVwBclZ8kV+SZ0iGZKtkSD4kq+RxySqZIrkk+ZCcSl4rGZJXSU4lyW2SmZIhmSST+eKD3C55hmRINksW8UWGZINklUyRXJJ8SE4kr5YskpdJTiXJLZKpkiGZJJN9JLdLniBkSLZLzgrZIlklUySXJB+So+TlkkXyMsmpJLlBMlkyJHNkso/kJvFBniA5SiZIfgvZJlklUyQXJJ+SIeT1kiF5meRUJn9LpksWyRyZ7CO5RfIsyVEyQfJdgGyWDMkEIWcF8iUZkjeQDMnLJKeS5C/JDpJFMkUm+0hukDxNcpRMkHyXzJAMyXbJBckiGZI3kAzJ6yQnkuQPyR6SRTJFJvtI/hLI8yRHyQzJN8kMyZBsFMgPsZBVskjeQLJKXiY5kSR/SPaQDMkMmewjOYgD+S7kmZIhkCmSb5IZkiHZJvkl+S1ZJO8gWSWvkpxKkuuSXSRDMkEm+0i+JAchRyHPlQzJJMlRIFMkQ7JFyA+BnJEskneQrJJXSU4lyXXJLpIhmSCTfSSfkiE5Sp4pQIZklmSVTJIMyeNCfgg5LxmSN5AcJS+SnEqS65J9JEOyTXww2Ul8klVylDxRciqZJVklkyRD8qBAfgi5JBmSd5CskhdJvkmSiwJkJ8kqeUx8kQ8mz5KskidKTiXzJEMySTIkDwn5JbksGZK3kAzJiyTfJMlFyY6SIXlAIEcmz5KskqcJ+SaZJxmSSZIheUTyS8gVyZC8hWRIXiT5JkkuSvaUDMm9Qr4xeZLkKHmKAPkhmScZkkmSIblfyE8hVyVD8h6SIXmN5JuE5JJkT8kquUEcyQ8mT5IcJc+QnJHMkwzJJMmQ3Cvkl+QPySp5C8mQvEbyXZJckOwqOUr+EnKFyZMkR8kTJOeETJMMySTJKrlP8kvIn5IheQ/JInmN5Lsk+S0+yM6SVXJJHMhVJs+RHCX7C+S8ZJZklcyRrJJ7hPwUcoNkSN5DMiQvkXyXJL8lz5AMyTkBchOT50iOkt0lFyXTJEMyR7JKbhfyS3KTZEjeRLJIXiL5LiH5KXmKZJX8FMjNTJ4jWSUPik9yg+SyZJZklUyRrJJbhfwScptkSN5EskheIvkhSX5IniRkkazii9zD5CmSVfKg5FPyp+SaZJZkSOZIVsltkp8CuVmySN5EskheI+SbJPkueZ7kIPkQn+QBJk+RrJIHJV+SvyRXJZMkQzJHskpuEfJDyD2SRfImkiF5jeS7JDkR8kTJQXySB4UBsr9klTwoOUj+kFyVTJIMyRzJKvlbyE/JfZJF8iaSIXmN5LskOZE8VbJFHJh8SHaXDMmjkoPkD8l1yRzJkMyRrJIr4ov8FHKnZJG8iWSVvETyQyYnkqdKHhbIIvmQ7C4ZkkclB8kfkuuSOZIhmSNZJZcl5wRyv+QgeRPJKnmN+CSrTE4kT5XcKQY5Sj4ku0uG5FHJIrkm5C/JFMkqmSJZJRcl5yQPSRbJe0iOktdJjkKOkudK7hJyTvIh2VuySh6VLJLLQv6WTJGskimSVXJJck7ymGSRvIfkKHmd5CiTIXmy5G+xkvOSD8neklXysOQguSi5STJFMiRzJENyQchvIQ9KFsmbSFbJCyWrTBbJsyXXBcifkg/JzpKj5HHJl+SSkJskUyRDMkcyJOclv4U8LFkk7yJZJa+TrDI5SJ4uuSxAbpJ8SHaWrJItkk/JBcmNkimSIZkjGZKzQn4IZINkSN5FMiQvlAxJHMjzJefEJ7lZ8iHZWbJKtkg+xQc5I7lVMkMyJHMkQ3JGyA8h2yRD8jaSRfJCyZC8UrKIE3Kn5EOys2SVbJGskt+SWyVTJItkjmRITsUX+S6QjZJV8j6Sg+SFkiE+yWskQ7JBBsjeklWyRXIUg0B8kZslMySLZI5kSE4k5yTbJavkfSSL5HWS75KXSBbJFpk8QbJKNgmQnwLkXskMySKZI1klq+SMkAmSVfI+kkXyOsl3IS+QDMkWmTxBskq2SuYImSAZkimSVbJKfkumSFbJ+0iG5GWSn5KnS4Zkk0z2lxwlWyXXxSf5WzJBMiQzJKtkEfJLyBzJKnkjySJ5meSn5NmSVbJJJvtLjpKtkusSSG6QbJcMyQzJKjlIfgmZJVklbyRZJK8TyDfJsyVDsk0m+0uOks1Crkk+JDdINkuGZIZklXxJfgqZJzlK3kcyJC+UfJM8WTIkG2Wyv2SVTJBck3xIbpFslQzJDMkq+RTyXchMyVHyPpJV8jrJN8mTJUOyUSa7S1bJDMk1yafkBslmySKZIhkSCPkmkLmSo+R9JKvkdZJvkudKhmSrTHaXrJIZkmuSL8kNkq2SRTJHcpBA8k3IfMkqeR/JKnmd5JvkuZJFslkmu0uGZIrkmuQg+VuyVbJI5kgO4oN8k+wiZEjeR7JKXiY5lTxXMiSbZbK7ZEimSK4J5Evyt2SjZJFMklyS7CQZAnkbyZA8TRzIhwA5kTxXMiTbZbK7ZEhmSIY4IavkU3KDZKPkIJkkOS9kL8mJ5G0ki2RvsZCD+CA/JM+VDMl2mewuGZIZkiFZJUfJp+RvyUbJQTJJclayn+RU8jaSg2QvcSA3CHmuZEgmyGR3yZBMkAzJiWSVfEn+lmyTHCSTJGeE7Cg5lbyN5CCZKlZys5AnS1bJBJnsLVkl24UMyalADpIvyd+SbZKDANkoPskvIftKTiRvI1kkG8UJuV/I0yVDMkMme0tWyWbJUfJdchBfJPlbskXIUciD4pOcE8jekhPJ20iG5HEBslHydMmQTJHJ3pJVslmySn5IDpJPAfK35CA+ya3ig3wXcr9ALgl5guRE8jaSVQLxSW4Sg0yQPF2ySObIZGfJUbJZskp+Sr4k90i+JJ+SGwTIWcldAuSCAHmK5ETyNpKjJPmUnBXfyFTJsyWLZJJMdpYcJRuFrJLf4kDuknxKviR/Si4LuU18kCuSZ0lOJG8jOUqST8kvAbKn5MmSIZkkk50lR8k2yYnkouQuyafkS/KHkKsC+UOA/CV5luRE8j6SVSZfki9xJLsK5NmSRTJLJjtLVslGyYnkouQ+yYfkILkq+VuAXBLILZKnSY6SN5IMIQcJAbKnOGF8kidKhmSWTHaWDMlWyVFyWXKnBJKD5IqQGyVnBMiNkqdJVslbSRYhBwGyr5ATyafkeZJFMk0mO0uGZKPkRHJFyF0SSBbJRckZgfyWfBcgd0ieJhmSN5M8Tazkm+RTIM8QH2SRTJPJvpIh2So5Sq4LuUcCyUFyQcg5SSA/hSzig9wpkCdJhuTNJPuKlVySLJL9JSeSeTLZVzIkWyVHyV9CbpdAski+iwM5L/mQ/BILuVF8kUXIUyRD8maSfcSB3CBZhOwrkFPJPJnsKlklWyVHyd+S2yWQHCSnQq5LPiXbBMinZJU8QzIkbyaZLL7IHZJVsp9AfkjmyWRXySrZKlkltwjkVgnJQfIlvshfki8hDwtkFchB8gzJkLyZZII4kvslR8ke4oP8lsyTya6SVbJVskpulNwogeRLHMhlAbJIFiEPCJDvkkXyDMkieTPJI+Ib2ShklcyXXJDMk8muklWyUXKU3CrkNgnJjUIgOUhWgdwjQH5LhuQJkkXyZpL7xCeZLDkKmSvkkmSeTHaVrJKNklVyh5BbJCS3Sb7EgXwTcoP4IuclQ/IEyZC8l+RvcST7SE6EzBNyRTJNJntKjpKNklVyl+QWSXKLkD+EXBfIdckiZH/JkLyV5Lw4IU+QnIoPslV8kKuSaTLZU3KUbJMcJfdJbhAgV8UXuUFyUYD8LRmS3SVD8laSRXwjz5b8kmwScoNklkz2lBwl2ySr5F4hMyS3C+S3ALlRMiR7S4bkrSSL5LWSX5LHBXJJfJBFMkkme0qOkk2So+R+Idsldwk5FSD3SBbJ3pIheSfJkLxW8ksgjwm5KASSIZkjkz0lR8kmySp5SLJZcp9kER/kbiEHyc6SIRbyDpJF8mLJOcn9Arks+ZSskiky2VOySrZJVsljkvvFJzlI7pMskscki2RfyS/JG0gWyYslZyV3Crki5CBZJTNksqPkKNkmGZJHhdwlkA/JQXKfZJE8JhmSXSW/hLxcMiSvFXJWco9ALgtkSI6SCTLZUXKUbJKskocldwg5SA6S+ySL5EHJkOwoOSd5tWRIXipZBHIiuVWAXBQgp5JVMkEmO0qOki2So+RhyY0CZEgOkvski+RRySLZUXJOnCNPlAzJKyVDErIK5BYhFwXIT8lRsl0m+0lOJFskq+Rxyd/ig5xKDpL7JIvkUcmQ7Ce5XaxkZ8kqeaFklUDIUfKnkItCzkpWyXaZ7Cc5SjZJhmSD5A+B/JIcJPdJDpLHJYtkP8lDYiG7SI6SF0qG5EvIKuSaQC4IkEuSIdkuk/0kq2SbZEg2SK4KOSNZJPdJDpINkoNkP8k2cSTTJEfJ6ySLkEVyIrko5JKQa5Ih2S6T/SSrZJtkSDZIrknOSobkLslBskXyJZC9JPPEINskR8kLJYtklZxIzgu5JOQPyZBslsl+klWyTbJItkguCzkrWSV3SQ6SLZIh2UscySxxJPdLjpLXSYbkKJBVckbIJSF/SxbJZpnsJlkl2yRDsknIp/ggp5ILklVyl+Qg2SRZJJPFJzmV7CFWcqNklbxQski+SY6Sn0IuCOQWyZBslcluklWyTTIkG8UngeQo5JJkldwlOUi2CeRLMlPIp+RUsq84ksuSVfJCySL5IVkl34WcF8itkkWyVSa7SVbJJsmQzJMMIZclq+QuyUGyVXKQzJMcJKeS54kPclYyJC+UDMlPyRAfZBHIeSH3SBbJRpnsJlklmyRDMk9yEHJNskrukhwkWyWLZJZkkZxKDuJAdhbfyEGySF4oGZLfklOxkPMCuVOySLbJZDfJKtkiGZKJkoPkqmSV3CU5SLZKhmSOZEhOJQfJl/ggTxMgkCyS10lWyRkhNwqQ+yWLZJtMdpOskg2SVTJRcpBclaySuyQHyWbJkMyQrPI/8uADsW0tAWAgcP9DY134SElWYZPzN5nhUvItWcQgvyA+yCT5c5IhuS9ZI2SnZJIcksm7JIvkgGSWnCfkS/JcMku2SCbJYcmQnCBZJJeSb8k98UF+UfLnJEPySHyQp0J2SybJIZm8SzJLDkhmyXmSSfJcMiSbJJPkuGRIDksWyZXkW3yQu+KCvFfyxyRD8lTyWCBHJJPkiEzeJZklBySz5DTJkDyXDMkmySQ5QTIkByWL5FpyIXkpBnmH5I9JJslzySMhByWT5IhM3iWZJQcks+QsyZC8kAzJJskkOUMySQ5KZsmt5EKyXgxymuSPSSbJKyE/xAc5LBmSAzJ5l2SWHJAMyWmSbyGvJEOySTJJzpAMyTHJkPyULJI94pIckPwpyZC8lPyQnCMZkv0yeZNkkRyQDMlZkknyUjJLtkgmySmSIdktPsgkuSNZJMfFN9ku+WOSSfJa8kNyjmSW7JbJmySz5IBklpwlmSQvJbNkk+Rbco5kSHZKFiH3JIvkPHFJVkj+mGSSrJD8kJwkGZLdMnmTZJYckAzJWZJJ8loySzZJviUnSYZkl2SR3JcskneJD/JMyJ+TTJIVkh+SsyRDslcm75Eskv2SWXKSZEheS2bJJsm35CTJLNkh+RYf5JFklrxVDPJT8uckk2SF5I7kLMmQ7JTJexF0vPsAACAASURBVCSLZLdkkZwkGZLXklmySfItOUsyJJuFTJJnklnyS2IhX5I/JxmSFZI7krMkQ7JTJu+RzJL9kllykmSWvJbMkk2SSXKWZEg2SmbJM8ks+QPii/xBySRZI7kjOU0yJPtk8hbJItktWSTnSGbJCsks2SSZJGdJhmSbZJE8k8ySf1MyJCsk9ySnSYZkn0zeIlkkuyWz5CTJkKyRzJJNkklymmRINghZJM8lQ/JvSibJGsldgZwkmST7ZPIWySLZLRmSkyRDskoyJJskQ3KeZJKsl1xIXkiG5J+UTJJVkkeScyRDsksmb5Eskr2SWXKSZJKskwzJJsmQnCiZJGslF5JXkiH5FyVDskryUHKOZJLskslbJItkr2SWnCFAJsk6yZBskgzJiZIhWSe5kLyWTJJ/UTJJVkmGQK4lp0iGZI9M3iJZJHslQ3KGZJGslAzJJsmQnCkZkhVCFiErJJPkH5QMySrJkMmN5BTJJNkjk7dIFsleyZCcILmQrJPMkk2SITlVMiTPBciFZJVkSP49ySRZJxmS5FpyjmSS7JDJWySLZK9kSE6QLJKVklmySTIkp0pmyTPJlZB1kiH55ySTZKVkSIgvMknOkQzJdpmcLT7JItkpmSWHBTJL1kpmySbJkJwrGZJnkkvJasmQ/GuSSbJSMiSTZEjOkUyS7TI5VSA/xES2SYbksORSslYySzZJJsnZkiF5JJBLyXrJkPxjkkmyUjJLhmSSnCSZJJtlcqKQp5ItkllyWHIhWS2ZJdsk35KzJbPkvuRaskEyJP+WZJKslcySWfItOUkySTbL5DQhL4SslyySw5ILyWrJLNkm+ZacLpkldyVXkk2SSfJvSSbJWsksmSWT5CTJJNkq44McF8gK8UVWSGbJccksZL1klmyTfEvOlwzJXcmFkG2SIfmXJJNkrWSRLJJJco5kSDZKPiWHBMgmIa8ki+S4ZJZskMySbZJvyRskQ3JHcinZKBmSf0gyJGsli+RCMklOkcySbZJPgewWskPyXLJITpDMkg2SWbJN8i15h2RIfkoWIVslQ/LvSIZktWSRXEgmIadIhmSbZJLsEsg+gTyRLJITJEOyRTJLtkkmyTskQ/JDMkt2SIbkX5HMktWSC8kimSVnSGbJJsmQbBfyVIA8FMgjySw5QzIkWySzZJtkkrxDMiQ3ApmE7JEMyT8iGUJWSy4lF5JZcoZkSDZJhljIGoE8EwjEJ7kveSCZJWdIhmSLZJZsk0ySt0iG5EoyS/ZJZsm/IRmS9ZJLyYVklpwiGZItknuSFwLkqZALgdyRPJDMkjMkQ7JFMku2SSbJeyRDciGZJTsls+SfkAzJBsml5EKySE6RTJItkrvii9wX8lJyI+SHBOKTXEmG5AzJLNkimSXbJJPkPZIhWSSzZLdklvwDkiHZILmSXEgWyTmSSbJB8kzITyEvhfwUIFcSkk8BMiSz5AzJLNkkGZJtkknyJskkmSWTQPZLZsk/IBmSDZIryYXkQnKKZJJskDwXH2QWIK8E8kggi4RkCJBPyZCcIZkl2yRDsk0ySd4l+ZYMyZAckcySv18yJFskl5IrATJJzpFMkvWSFWImT8UXeS6QSUJyKT7JkJwiGZKNkiHZJpkkb5N8SSbJLDkkGZK/XzIkWySzQH5IhuQUyZCslpwnkLViIpA8k5wimSRbJUOyTfIteaPkU4B8SobkmGRI/nrJkGyRzJJ7kllyhmRIVktOEsheyRPJKZJvIZslQ7JN8i15pwD5FF9kkhyVDMnfLpkkmySz5K6QITlDMiRrZYAcFXJA8kRyiuRbsl0yJNskX5J3S+5IDkuG5C+XDMkWySK5LxmSMySzZKVMCJADkmOSx5JTJF+SHZIh2Si+yNslPyUnSCbJXy6ZJJski+S+ZAg5QzIkK2XyJb7IdiFHJQ8lp0i+JDskQ/KflfyQnCEZkr9aMiSbJIvkgWSWnCCZJetkcimQLQI5QXyQe5JTJJ+SPZIh+c9KLsUHOUUyJH+1ZJJskyySR5JZclwyS9bJ5EZ8kHWSEyV3JKdIPiV7JEOyQ0zkjZJLyWmSIfmbJZNko2SRPJIskuOSWbJKJvfEB3ksvsip4ptcSA6LmeySTJLNApkE8i7JpeQ0ySz5eyVDslGySB5KFslxyZCskslD8UV+St4pPsgkOSj5lOyWTJKtkiuBvEVyITlRMiR/rWRINkouJI8ls+QEyZCskckr8UEWgbxdMiTHJJ+S3ZJJslHyQ3yTUyUXkhMlQ/LXSibJVsmF5IlklpwgGZIVMlkjWSS/IJklRyRfkt2SSbJR8lByouRScqJkSP5SIUOyVXIheSYZkjMkk2SFTNZIFskvSGbJEcmXZLdkkmyUPBbIWZJLyZmSIfkrJbNks2QI5KlklpwgGZLXMlklmSW/IFkkByRfkt2SSbJN8lx8kUPig1xKzpQMyd8omSXbJUPySjJLTpBMktcyWSVZJO+XLEL2CuRLslcyJNskqwTIXskPyZmSIfkLJYtks2SWvJIskuOSIXkpk1WSRfILApklu4QMyV7JkGySrBdfZKvkp+RUyZD8dZJFsl0yJK8li+S4ZJK8lMk6ySz5Hcks2S5kEcg+yZBskmwWyAYhdyTnSibJXydZJNslQ/JaskhOkEySVzJZJ5klvyOZhWwUciNkj2SWbJHsEchKyRAX5GzJt+Svk8yS7ZJZskKySI5LhuSFTFZKhuSXhMySteKT3JHskMySLZKd4ps8l8ySd0q+JX+dZEh2SGbJCsmF5LhkSJ7LZKVkSH5NyCRZJZDHQjZLZskGySI+yTYhTySL5K2SL8lfJ5kkeySzZIXkQnKCZJI8l8lKySz5NckkPsgLIS+EbJTMkg2SRfIhkE0C5L5kkbxX8iX52ySTZJdklqyQXEqOS4bkqUxWSmbJ70kuJE8EskLIJsksWS+5kHxLtopvciVZJG+WfEv+Mskk2SNZJCskl5ITJJPksQCTtZJZ8ntCFskDgawVskEyS9ZLFsmQ7BQgQzILeaf4IJOQv0kySXZJFskagSyS45IhuRGDgMlaySz5RcmF5J6QTUJWS4Zkg2SWLOKD7BMzGZK3Sq4F8rdIhmSXZJGslCySw5Ih+RKDXDJZLZklvyhAJsmN+CCbJWslk2SDZJHciG9yXPJOgfwQH+QvkAzJLsksWSu5kByWTOKb3GeyWrJIflUyJJdCdgpZJ5kkGySz5JGQg5J3Sh4K+X+XDMkuySJZLZBZclSyksl6ySL5TcksWSQHhKyQDMl6yRDyRHyRnZK3Sp4IkP9jyZDskyySDZJZcliyjsl6ySL5TcksZBLySkzkjkBeSYZkvWRIVghkh+S9khcC5P9TMkv2SRbJBskiOSxZxWS9ZBHym5JFTOSlZBLIHSHPJUOyWjJL1okPskEg7xOfZIUA+f+TDMlOySLZIFkkxyVrmGyQXEh+U7JDyIVAfkqeSoZktWSWbBAfZJ3kfUI2Cfk/kwzJTsmFZItklhyXrGGyQXIh+VUhq8U3uRXyQ8gTyZCslsySrUJWSN4n2SyQ/yPJLNkpuZBskSySw5I1TDZILiS/K1kp5LHkp5CHklmyVjJLtgv5FB/knpA14pNsk+wSyP+JZJbslSySbZJZcliyhskWySL5ZckaIU8ldySPJLNkpWSR7BGf5EPIrZBVkk/JFsmtGOSpAPk/kAzJbski2SgZQo5KnolvJlski+S3JU/FJ3kluSPkvmSWrJRMAjkukEvJSsmXZL3kVjIE8lwg/3HJkOyWXEi2SmbJQckjAfIlk02SWfLrAnksWSfkjkDuSGbJOsmQnCSQIVkr+ZKsltwIuRTIc4H8lyVDsluySLYLGZJjkmsxyCyTTZJZ8gckjyVrJXcFciuZJWuEDMl5kiFZK/mSrBRyLeSHQJ4L5L8qGZLdQhbJDsksOSRZBMgdmWySzEJ+X/JDIJ+S1ZIHkhvJLFkhWSSnSWbJWsmXQFYIuRZyXyDPBfJflAzJXiGXkh2SRXJILOSBTLZJFsnvS66FEJ9kg5D7kmvJLFkhWSRnSRbJWsmQvJTcSJ4I5LmQ/5xkSPZKriU7JIvk/TLZJlkkf0AyxAfZK5B7kmvJkLyWXEhOklxIVksmyXMBciXkhZDnAuQ/JRmSnZJLgeySLJK3y2Sb5ELyByTfkqPig9xKriRD8lpyITlJskg2CORL8kTIjZAVAuS5mMh/QDIkOyVXkr2SRfJumWyULJI/IfmUnCOQK7EQSIbkteRCco5kkWyTfAvkgeRWslqArJD8ecmQ7JNcS/ZKFsm7ZbJRskj+iPgk50keCSSZJK8li+QUgQwhGyWz+CC3Qm4l2wTIC8kflwzJLoFcSfZLZoG8VyYbJYvkbxHyUCaT5LVklpwiuZBslVwLZBHIjUB2COSZ5E9LZskeyaUAOSC5FMgbZbJVMkv+hPgk50oeyeRbskIyJOdIFsl2ya1YyI1AdguQR5I/LJklO4RcSY5JbsQgp8tkq2SW/AHJp+RcySMhX5I1kiE5QyCzZIdkk+Sg5IHkD0tmyXbJteSg5KGQk2WyWTIkf0DyKeRcyQMhX5I1kiE5QXIp2SHZJDkqkHuSPysZQrZLbiQHJU/ENzlJJpsls+TXJZPkXCF3hXxJVkhmyQmSC8keySbJCQL5IfmzkiHZLrkSyCGBrJGcI5PNkll8kV+UTJKTJc8lKyRDcoZkkeySrJN8Ss4RH+RS8mcl30I2C7mWHJOsFXKGTLZLhuRT8muSITlZ8lzyWjJLzpAskl2SFQLkU3KiABmSPyqZJJslN5JDQjaIb3JEJtslN5JfkwzxQc4UH+Sh5KVkkZwhmSX7JK8lEJ/kZMmQ/I74JDeSb8lmya3kgJBdYiFbZbJDci35NcmVADlVTORW8lKySM6QzJJdkpdC3icZkl+RfEquJJNkq+RKgByQnCDZKJMdkmvJLwn5KXmL5EbyUrJIzpAMyT7JEB/kh+SdkiH5FcmX5EIySTYKuZYck5wg2SiTHZJrye9I7kneIrmRvJQskhOETJJ9kiH5EMi15J2SIfkVyZdkkQzJJiG3kgMCuRULWSfZKJM9kivJ70juSd4iuZW8kFxIjktmyT7JkHwL5ELyTsmQ/IrkSzJLZsljMZFJ8lOyX/JDyCKQFZKNMtkjuZL8juSe5D2SWyFPJReSw5JZsk8yJIsAmSRvlMySX5F8iQsyiwtyJZkkX5I7kt2SWyE3Ankl2SiTPZJryW9I7gt5h+Sn5InkQnJYMkt2SobkWvIteaNklvyKZL2YCcmQfEruSXYJkFvJPfFJHks2ymSX5FryC5JH4oucKrkjeSxZJIcli2SnZJLcSCbJ+yRD8kuSPQJkiC9yV7JdID+FPBHySLJRJrsk15JfkHwLkDuSUwXyQ/JIskgOSy4kOyWT5FbyLXmfZJL8mgA5XSDfktfik0ySO0JeCLkv2SiTXZJrgbxbMkkI+SE5W3yTRfJAMoQclyySnZIh+SH5EvIuyZD8puRsCcmX5KXkU/It+SlZIQa5lGyUyS7JDzHIW4RMkg/JrQB5h+RCclcyS06QzJK9kiH5IZkkb5IMyW9KTpZ8SD4lLyVfEgiQWyHbxAeZJBtlskvyRICcLZkln5I7kndILiT3JLPkuGSR7JQMyR3Jt+RNkiH5Tcm5ki/xSV5LvsQHuSPZI5kkG2WyS/JCIKdKhuRb8lPyDsml5I5klhyXzJK9kiG5I5kk75EMyW9KzhSyVfJUyC7JJNkok12S1wI5TTJLJiG3krcIWYT8lMyS45JZslcyJPeEfEveIZklvyk5U7JZ8lggOyWTZKNM9kjWSc6SzJJZcivkHZJLya1kkRyWzJK9kllyVzJJ3iAZkl+V3IhBNks2Sx4J2S+ZJBtlskeyUiBnSGbJhZBbIedLriQ3kkVyWDIkuyVDcl8yJOdLhuRXJZP4JkOAbJJsl9wVckQySTbKZI9kveS4ZJFcSX5IzpdcSa4li+SwZEj2SmbJA8mQnC4Zkl+VTJI74ousk+wQ8lNyTDJJNspkh+S+kJ9CjkoWybWQW8npkmvJpeRCclgySXZLhuSRZEhOl0yS35VMksfimnyKbzJLdkh+SA5KJslGmeyQ3JchPyUHJbPkh5AbydmSa8ml5EJyVDJJ9kuG5JFklpwsGZJflUySDeKTfEkWyQ7JtZCDkiHZKJPtkgcSkp/ig+yXzJI7khshJwu5EjJLFiFHJUOyXzJJHktmybmSIflVySTZK1kkOyRXksOSIdkok+2SBxKSB0L2SmbJPcmtkJOFXEkmySI5KpBJsl8yJE8kQ3KuZEh+VTJJdksWyXbJLECOS4Zko0w2Sx5JSB5KdkqG5L6QWwFyqkAuJF+SC8lBySLZLxmSJ5JZcqZklvyqZJLsliyS7ZJZcopkSDbKZLPkkYTksWSfZEgeCfkpPsiJkkXIp2QWclSySHZLhuSpZJacKJklvyqZJPsls2SHZEhOkQzJRplslTyUkDyR7JHMkseS+0LOk1xIIFkkhyWzZL9kSJ5KZsmJklnyq5JJckAyJDskQ3KKZEg2ymSr5KGE5IlAtktmyRPJA8l5QmYJJIvkqGSR7JcMyXPJLDlPMkt+USCT5IBkSHZIhuQUySTZKpOtkseS5Llks2RInkruS86UDAkks+SwZJHsl0ySV5IhOU8yJL8oWSRHJJNkh2RITpFMkq0y2Sh5Ikmei0HWCZklz4Xck5wqmYSQfAvksORCslsyJC8lQ3KaZEh+UbJIjkiGZLtkSM6RfEk2y2Sj5IkkWStZI7mQvBLID8mpklmAfEtOkCyS/ZIheS2ZJGdJhuQ3JYvkiGQWslUyJOdIvgTINplslDyRJKuFvJYskjVCbiSnSu5JTpAskgOSSbJCMiQnSYbk1wTIIjkkWSQbJUNyjmSWbJLJNskzSbJByCvJIlknuZacK0BuJccls5AjkkmyRjJJTpIMyW9JriXHJLNko2SSnCSZJZtksk3yTJJskryQzJK1kiuBnCy5lRyXzJIjkkmyTjJJzpFMkl+TXEuOSWYhmyRDcpJkFrJFJtskzyTJNslzySxZLeRacq7kVnJYMksOSSbJOsmQnCKZJL8luZUckyySLZIhOUfIhWSDTLZJnkmSbZLnklmyQciVkDMlt5KjkiHkkGRIVkqG5AzJJPklyQ/JMcki2SCZJadIriQbZLJN8kySbJRAfJMfkiHZJuRKcqb4IBeSY0JmyTHJJFktmSRnSL4lvyX5KTkmmSXrJYvkDMm1ZINMNkmeSpKNEpJvyY1klmyVXEnOFjJLDkkuJMckk2S1ZEhOkHxLfklyR3JQMktWSxbJCZIbyQaZbJI8lSQvBTJLSL4lN5JZsllyJZCTJUNyQMil5JBkSNZLJslxyST5Hck9yUHJIlkrWSQnSG4kG2SySfJcJi8lIZMkmSTXklmyQ8i1QE6VTJL9kmvJIcmQbJBMksOSSfI7kruSY5JFslaySE6Q3Eg2yGSLkOcyeSkhmSTJJEAWySzZJ7mVnCmZBLJNDHIjOSIZki2SITkqmQTyC5L7koOSWbJWskiOCpAbyQaZbJC8kslLCckkSS6EDMks2SmQa8mJkkWyRfJYgOyVDMkmyZAclCxC3i6ZBLJIDkoWyUrJIjkouSPZIJP1kpcyeS1JJklyJfmWLJL9kmshp0kWyXqBPBeyTzIkmyRDckxyJZD3CZAhSWbJUcksWSmZJUcldyQbZLJe8lImryXJJEmuhXxKZskRyY0AOUWySFZLVogPslkySTZKhuSQ5FbImySXMmSRHJTMkpWSWXJQck+yQSarJa9l8lqSTJLkVnySRXJEckfICZJFslayWiDbJJNko2SWHJDckbxFciFMLiVHJbNknWSWHJR8iSuyRSarJa9l8lqSTJLkteSQ5J7kuGSRrBEfZItki2RItkqGZL/krpDzJZeS5FJyWDKErJLMkoOSL8l+mayVrJDJa0kySUheSQ5K7kiOSxbJayHbhayWzJLNkiHZLXkg5GTJpYTkSnJUskjWSGbJEQHyJdkvk7WSFZLktUwmCckryVHJHSGHxUJeCWSfQNZJhmSHZEh2Sh4LOVVyIYHkSnJYskhWSGbJAcmQHJDJWskKCSGvZDJJSF5IjosPciv5VckTMZN7QtZIhmSPZJLskzwVcqJkFvIhuZYclSySFZJZsl8ySw7IZKVkjeRD8kImQ5K8kJwk5EbyawJ5LGSW3BXyUjJL9kiGZJfkhZCzJIvkU3ItOSyZJSsks2S35FuAHJHJSskayYfkhUyGJPkWH+SH5DzJjeRXBPJEyKXkvpAXklmyRzJLdgiZBMg9yTmSRfIluZEclgzJCsks2SuZJAdlsk6ySvIpeS6TIUm+JSQ/JCdKbiRni0+yCHkikBsh98VM7kmGZJ9kSLZLZgmB/JScIZmFTJJryWHJEMhLySzZKRmSgzJZJVkn+ZI8lcmQJN8Skh+SM4VcCZAzJZ+SIXkskHtCXkjuSCbJXsmQbJYMyZdAbgXIQcksWQRyITkuWYS8kMySnZIhOSiTVZJVkm/JU5kMmQxJ8kNyrkCuhZwn+ZR8C3kkkIcC5Jnkp2SS7JUMyVbJkMxCfgo5ImQSciW5lByWXEqeS2bJTskkOSqTVZJVkknyTCZDJkNCcis5W3IrOU3yKfkQyCMhrwTyUMitZEh2S4Zkm+RbIJeSO0J2S2bJjZBFclxyIXkumSU7Jd+SwzJZJVklmSTPZDJkMiQkt5KzJT+EnCT5FJ/kkUBWCXkouZFMkv2SIdkkmSQ3Qu4I2SVkkfyQzJLjkgshTyWzZKfkS3JcJmsk6yST5FtM5EIms5BZktwK5FzJHSGnSF4LWS95KLmWTJIDkiFZL2RIfgi5I9kskEvJD8kiOS65lDyTzJKdkk/JCTJZI1knGZIvyZfkQpIMIbMkuSM5VXJXyAmSV0I2CeS++CCzZEgOSIZktWSW3BPyU8g2yZWQO0KG5LjkUvJMMkv2ik9yhkzWSNZJhuRL8iW5kCRDyCxJ7gk5UfJAcoIAeSiQ7UIeCuRbMiRHJEOyUsgsuS/kp5D1Qi6F3JcMyQmSC8kzyZD8J2SyQrJSMks+JV+SC0kyhMyS5L7kRIHcFTLEJ9kjeSBkpwB5JORDMksOSYZkjZALySPJHSErJdeSB5IhOUFyIXkmGZL/hExWSNZKhuRT8iW5kCRDJkOSPJCcKr7IreRDgHxKdkjuCjkkkAcSSIbkoGRIXkuuJA8l9wSyQnIjeSCZJSdIFskzyZD8J2TyWrJaMotP8i25kCRDJkOSDMmV5A2SW/FBhmSH5IcAOS7kvvggk+SwZJK8llxJHgvknuSl5FrII8kiOUEyS55JhuQ/IZPXktWSB5JZSDLLZEiSIeRS8g4hTyV7JFcCOUsgLyWHJUPyUnIleSqQn0KeS66EPPY/9uAEO3ErAIBg9/0P3WHRhg22gC9m8pKqZJUMkCySnySz5K+Qye+S3ZIHkkVCsshkliSzkBvJIZKfJC9JViFjhfwsGSCZJb9JbiW/CJCvAvlBshHyk2QjGSCZJT9IFslfIZPfJfsl9yWLhGSRySxJZiG3Qo4Q8ljykmQWMl4gP0gGSBbJL5JbyQ7JdyEPBLJKfpZsJAMki+SxZJH8FTL5VfKE5IHkIhBIFpnMkmSWgdxIDhHIA8lLkllyjEAeSUZIZskvki+SHZI7Qu5JNkJ+kWwlAySL5KFkkXxETOSuTH6VPCF5ILlIzpJFkkySZJZAIKsAOURyT8hrkllymJD7kiGSSXJfTIwzWSW/S+4K+SbZSH6VbCUjJLPkkWSVfEIyiS/kLJNfJc9IHkjOkrNkkSSTJJklF8mNkCOEfBXyqmSWHCjknmSIZJLclUySs2SV/C5A7ki+SLaSXyVbyQjJInkgWSWfkDwSIJn8JnlK8kicyUWySJJJksySq5AbySGSGyGvS2bJoQL5Jhkj5CLkjmSWnCUbyS6BfBOyldxIfhfIIhkimSUPJKvkE5KfZCa/SZ6T7JEskmSSJLNkltwIOULIRvKOZJIcLeSLZJTkKvkumSUXySrZK/kuZJVshOySLJIxkknIfcki+YjkR2Hyi5DnJLsksyS5SkgmySq5lRwhWYS8JZklh4sTWcUj8qyQs+SrQGbJVbJK9kruCLkKWYXslKySIZJFcleySD4i+YXJz5JnJbsksyS5SkgmyUbIjeQAySx5UzJLPiNAfhNXchZfyTfJWXIrZCOZJItkr+SuuJKtZK9klYyRLJJ7klnyGckvTH4S8rRkl2SSkFwlJJNkK7kVMlwySd6VzJLPSXaKM/kqvpOLZCPkRjJJFslugeyV7JWskjGSRXJPMks+I/mFyWMhL0j2Sa4SkquQZJJsJV+FDJZchLwtWSQfkxwnWSVfJLNkFsh+IXuE7JZsJGMks+SeZJJ8SPILk4eSlyT7JFcJySyTSbKVfBcyVHKRDJDMko9JjhMyS75KFskqeULyiwB5RrJKBkkmyT3JJPmQ5BcmDyUvSXZKLhKSRcgkuZHcETJInMhZMkIySz4mOVLM5JtkkWyE7BcgP0ielGwkYySzkO+SSfIhyRdxIguTh5KXJDslFwnJKpkkN5K7QkZIFskIySL5lOTPSWbJjeQpAfJA8qyQRTJGskq+SSbJZyRfJRAyMbkvQF6S7JWcJZAsYiZfxJl8k7wvmQQyRLJIPiX5c5JZciN5WnJf8rxkloyRrJJvkknyGclXyUkyMbkreVmyV3KWnCSL5EcBciN5WzJLBkkWyackf04yS24kz0u+C+QFySIZI1mEfJVMko9IvknOkiuTe5LXJbvFmZwli+Q3ya3kXcksGSRZJJ+SLAL5pGSW3EheEPJF8ppkkYyRbCS3klnyEck3yUVyYfJdyOuSFyWz5FfJjUDekiySQZJF8inJIgnkY5JZciN5SciN5DXJKhki2UpuJLPkI5KrkFlyllyYfJO8I3lRMkt+l3yRvCFZJWMkNmA2WAAAIABJREFUG8mHJIsEks9JZslW8qI4k4uQFyWrZIxkI7mRzJKPSK5CFslJcmHyVfKW5EXJLNkh+SJ5XbJKxkg2ks9IVgkkL4sTeUIySWYB8pbkInlVskoGSVbJVrJIPiK5ymSWnCVnJl8k70lelMySPUJuhbwoWSWDJBvJZySr5CR5VQLJE5KrZJa8K7lIXpWskkGSVbKVLJJPSCaZLJKT5MzkVvKu5DXJLNknkBshr0g2kkGSjeQzklVylrwoOUn2S66SWfKu5CJ5VbKRDJIskq1kkXxCMkmSRXKSnJjcSN6WvCKQSbJfyI3keclGMkqykXxGskoukhclJ8luySSZJW9KrpIXJRvJIMki2UoWySckkyRZJZCcmGwlAyTPSxbJUwLZSJ6VLAIZJtlIPiNZBQgkr0og2S2ZJLPkTclV8qJkKxkkmQWyShbJJySThGSRnCRgspGMkDwvmSXPSraSJyWLZKSQVfIRya0EQl6UQLJXMklmySzO5EnJVfKqZCMZJNlIFski+YBklkCySCABk1UyRPK85CxAnpdshTwjWSVDJavkI5JbyUnyqgSSnZJJMksmyVnynOQqeVWylQySrAKZJIvkA5JZAskigQRMVskQybMCOUtek9wI+V1cySoZLFkln5B8kUDyquQkTmSH5CqZBXKRXCRPSa6Sl4WskkGSG8lVskiOl6wSSBYJCZiskiGSJyWz5DXJrZBfJF8EMlqySj4g+SaB5FXJVbJHcpFsJGfJVfKM5Cp5XbJKRkm2kqtkkRwu2UhOklkCCSaTABkiTuQJySx5Ucit5GfJF8l4ySo5XvJdcpK8KrlI9kiuko3kJJkkT0iuktclq2SYZCO5SmbJ8ZKtBJJFQoIJcSZjZZzJDskseVlyK/lR8kUyXrKRHC25JzlJXpWcJbskF8lWAskkeUZcyTuSRTJMspFcJIvkeMmNBJJZQoIBcoSQs+R3ySx5XciN5CfJF8l4yUZytOSu5CR5UXKW7JJcJRsJJLPk45JVMkyySi6SRXK85EYCySIhkC/iQt4Wcpb8JpBZ8obkVshjya3kCMkqOVhyX3KWvCg5S3ZJLpKN5CSZJB+XrJJhklVykSyS4yW3EkgWCSRfJGeBDJL8LNlKXpd8lTyU3EiOkSySgyUPJCfJq5KzZI/kKtlITpKrQJ4QZ/KWZJGMkyySi2SRHC/5IoFkkZB8kVwlgyQ/S7aS1yXfJI8kN5KDJIvkUMlDyUnyquQk2SW5SlbJWTJLdkvOknckq2SYZJFcJIvkWHEiXyUki4Tki+QqGST5WbKVvC75LuS+ZCs5TDJLDpU8lpwkL0pOkl2Sq2QjOUlmyV7JRfKWZJGMk8ySi2SRHCq5K4FkkSRfJJNkjOQqzuQszuQkZCt5QyDfJHclq5DjJLPkUMkPEkhelZwkeyRXyUZylsxC9kmukrcki2ScZJJcJIvkUMlZnMkiOUlmSfJFyCQZIuQsOUsgOUtIbiVvSb5L7kkWyZGSWXKo5AfJSfKq5CTZIblKtpKzQCbJLslV8pZkkYyTzJKzZJEcKblIIFkkZ8ksk2+SSTJGCCRnCSQXSXIreU9cyFbId8kiOVIySw6V/CQ5SV6UnCQ7JJNkI7lKZskeyVXylmSVjJPMkpNkkRwpuUhOklmAkMwy+S6ZJIMkJBcJyUWSbIUMkdxKvghklhwqWSQHSn6WnCQvSiDZIZkkG8lVskh2SK6StySrZJxkkUCySA4TIBfJSbKVkEwyA+RWyEUySpJchCQXSbKRjBJyI7mRzAI5VrJIDpT8IjlJXpSQ7JBMkq3kIlklv0uukrckG8kwySKBZJEcJVkkZ8lWkszChEBuJBcBMkQgk0CuAtlIhkluhWwks+RoySI5TvKb5CR5VZLskEySreQqWSS/S66StyQbyTjJIiFZJEdJFslFspUkkzA5C9lKJsmnBMhAIbeSVTJJDpcskuMkv0nOkhclyR7JVXIjuUoWya+Sq+QtyUYyTrJKkkVylGSRXCVbmUzC5CpklUyST0lGC2QruQqQs0COlyyS4yS/CeQkQF6RyS7JVbKVXCWL5FfJJHlLyCoZJ1kkySI5SrJIJiGrJLkKk1myCJCz5EOSIyRbyVkySz4hWSSHSfZILpKXhOySXCU3kqtkkfwmmSRvShbJOMkqk0VylGSVTJKNTK7CZBGykZzFiRwvOUTIRggks+QTkkVymGSX5Cx5Scg+yVVyI7lKZslvkknypmSRDJQsMlkkR0lWySxklSFnYbKRbIRcJcdLjpHcCJCLAPmMZJYcJtklOUteErJPMgnZSK6SRfKLZJK8KVkkAyWLTGbJYZJVskhWCXFmJlshG8lFcrzkIMkDyccki+QgyU7JSfKSTHZJZslWcpUskp8lk+RdIbNkoGQRMksOk2wki2SVTDK5FSCT5CI5XnKUkLuSj0kWyUGSvZKT5BVJskcyS7aSq2SV/CiZJG9LZslIySKZJMdJNgKZhcySSSbfJJPkIjlecpzknuRjkkVykGSv5Cx5QZLskSySjWSSLJIfJVfJ+5JFMlLyXXKc5FYyS2bJJJNvkklyFciL4kcyCTlMck/yMckiOUKA7JWcJc9LSPZIFslGMktmgfwguUrelyySkZLvkgMlt5JZIBfJJJPvkquMMyF5SciPkllymOS75HOSVTJe8ozkLHlWCCS7JLNkI5klG8ljyVXyvmSRDJV8kxwouZWskotkkskdIWchZwnJswLkF8kiOUzIrZAPSlbJeMkzkrPkWclZskcySzaSRbKRPJRcJe9LFslQyTfJkeJMFskqOUsmmdwVZyYXSfKckB2SVVzIAZJbySclq2S45CnJWfKs5CzZI5klG8kq2UgeSSbJ25JVMlTyVXKIuJCzkFmyijOZZfKT5CIh5AnJPslXATJayFbyUckiGS55QshF8pyQi2SXkKtkI1klW8kDySR5W7JKhkq+So6QXMSVLEIeyeQnyUVcyF4hOyX3JMMFyCz5qGSVDJY8I7lK9guQSbJTTGQrWSRbgdyVzJJ3JatkqOSL5AAhP0i+iAsz+UnykmS35J7kCMkk+axklQyWPCO5SvYK2UreEyv5Ii7kVjJL3pVsJEMlt5LhQn4WyEZyESY/SV6RPCG5IzlCMkk+LFklQyXPSS6SnZJbyfGSW8kkeVeykQyV3EoGC9khQCbJRZj8KHlWIM9I7kiOkFwln5askqGS54RcJHuEfJEcL5CtZJK8LZBFMlRyIxkr2S2Qs+Qqk5/FiewVyJOSO5JDJBfJxyWLZKTkaclFgPws5JvkI5KNZJIMkCySsZKtZKjkKSGQXGXyu2SPAHleckdyiOQi+bhkkYyUPC2ZJY8FyD3JJyQbySQZIFklYyUbyUjJsxKSicnvkt8EyGuSO5JDJBfJxyWLZKTkeckkeSTkkeQjklUySUZIFslYyUYyTsjTEpKJyQ6B/Ch5WbIK5Cw5RHKRfFyySAZKXpFcJQ8kjyUfESCTZJKMkCySwZJVMkzygoRkYrJPyA+SlyWrJM7kGMlF8nnJIhkneUVylXwVF/KD5GOSq2SSjJCskrGSVTJIyI04kd8kJBOTvUIeSl6WrJIDxEKuko8LWSTjJK9IrpKvkl8lV/EDGSHkIpkkQySLZLBkkQwRciPkJGQWIF8lJBOT/ZL7Qt6QLJLxkm+ST0s2kmGSlyRXyVfJr5Kr5LF4RL6IhXyVnCWTZIhkkQyWLJIBQm4lk5gJhNxKIOTC5AnJPclbkkUyXvJN8mnJRjJM8pLkKvki+V1ylbwizuQsTmQR8kVykkySIZJVMlaySN6XfJE8EiCL5Cy5MHlGyFch70kWyXDJd8lnBbKRjJK8JrlKNgJkh2SSvCzO5KuQGyGQTJIxkkUyVrJI3pZ8kfwo5Cq5CjkxeU7IjeRdySoZLfku+ajkVjJK8prkKlmE7JTMkvFCbiQQcpGMkSySwZJZ8q7ki+Q3cSWz5MTkWckq5H3JKhks+S75mAD5KhkjeVFylUxCdktmyREC2UgguUjGSFbJWMkseVNyI5BXxInJs5KrABkhWSWDJd8ln5Lck4yRvCi5Sq6SZySz5BjJRkJylQyRrJKxkknylgC5kbwuk2clV8kgySoZLJkEyEXyIcldyRDJq5Kr5CzkKcksOUjIKkCukiGSjWSoZJK8IeSr5A2ZPCu5SgZJVslgyUUIxIV8SHJfMkTyqmQSZ/KkZJYcJrkvGSHZSIZKJsnLQr5L3pDJs5KrZJBklQyWXCQfF/JAMkTyqjiR1yWz5DjJXckIyUYyVDJJXpV8F/KOTJ6VXCWjJItksOQi+bCQh5IRkvckr0smyYGSe5IRkq1kpGSSvCbkiwB5TyZPSibJKMkiGSy5SD4oQO6KMxkieU/yumSSHCm5Ixkh2UpGSibJS5Kvkvdl8qRkkoySLJLBkovkQwLknjiRgZL3JG9IJsmRQr5JRki2kpGSSfKCkG+S92XypGSSjJIsktGSs+QTArkrkMGSNyXvSK6SYyVfJUOErJKBklnyvOSbkAEyeU4yS4ZJZslwcSYfEPJAMl7ypuQdyVVysJBbyRjJRjJOMkuelnyTDJHJc5JZMkyySP61Qh5JDpC8KXlLcpEcLpCtZIhkIxknmSVPCvkmGSOT5ySzZJhklfxLJY+EHCF5T/Ke5CL5hJBVMkYgi2SYZJY8JWQrLmSQTJ6TzJJhko3k3yjkkeQYyVuSNyUXyWeEzJJRkkUyTDJJnpLcSobK5DnJLBkm2Uj+bQLkseQYyVuSdwTIVfIhySwZJFkkwyST5AkhN0LGyuQpySIZJ1kl/zLJj5KjJG9I3pGskk9JZskYySoZJZkku4V8kQyWyVOSWTJQskr+XZK7YiKHSV4VyDuSjZAPSRbJEMkqGSWZJL+LC/kqGS2TZySLZKBklfyrJHcEcrzkVcl7khvJZySrZIRkIxkkuUp+l9yXDJfJM5JFMlCySv49AuS75COS14S8JZBbyUckq2SEZCMZJLlKfpfclYyXyTOSRTJSskj+JQK5J+Q48ZU8LXlL8l3yEckqGSFZJaMkZ8nvkjsCOUAmz0gWyUjJKvlXSO4KOUacyVZC8qTkLck9AXK4ZJWMkGwkgyRnyW9Cvgs5RibPSBbJSMkq+RcIuSfkCAHyXQLJU5L3JI8kh0sWyRDJKnla3CVnyS+SO5KjZPKMZJGMlKySI8WZvCe5J2S0OJP7Ekj2ihN5U/JQcrRkkYyRLJLfxQ35QfKL5JuQw2TyjGSRDJUskgMlZ8kbQu4IGSnO5CdxJnslAyQPJYdLFskQySJ5KCayX/Kz5JvkQJk8I1kkQyWL5DjJVfKqkO8CeVdsyXjJAMlDyeGSRTJEskhWcUNekfwo+So5UibPSBbJUMkiOU5ylTwnZvJNIO9LjpYMkDyUHC9ZJCMkq1jJAMljAbIVIIfK5BnJIhkqWSTHSa6SpySPJUMkR0tGiJl8kRwvWSUDJAdKHgm5EcjhMnlGMkvGShbJcZKr5AmBPBIyRnKwZKzki7iQIyWrZIDkQMkDya3kEzJ5RjJLxkoWyXGSq2S/5KGQQZJjhbwtLuQsWcSVnCVHShbJAMmBArknuRHyEZk8I5klYyWL5DjJVbJb8kAgwyRHCnlfcpGcJIvkLLlIDpSskreFHCuQr5JbyWdk8oRkkYyVLJLjJFfJToHcFTJScqBkgOQqOUlWyUlylRwoWSXvCJAPSG6EbAXyIZk8IVkkYyWL5DjJVbJPcl/IWMkv4g7ZIeRFcSZnySQ5SVbJSTJJjpOskjckn5KsQm4lH5PJE5JZMliySg6TXCW7JHeFjJb8JJA7Qn6TvCo5izOZJSfJKjlJJsmBklXyuuRTkkXyRfI5mTwhmSWDJavkOMlF8rtA7kuGS36QPBLIT5KXJfckJ8lGAsksOU6ykbwokGHiK9lKJskXyQdl8oRklgyWrJLjJBfJT+JM7gtkvOS7mMhPkseS1yX3JCfJRnKSzEIOk2wkrwh5Q3whX4WskouQL5JPyuQJySwZLFklx0mukseSnyRHSL4K2Sd5IOQNyT3JSbKVQLJKjpJsJc9LnhYr2SFZxJXcCJCPyuQJySwZLWSRHCaZJI8kP0kOkSziQvZK7kvektyRnCVbCSSr5DDJRvK05EZM5IFAnpX8LPm4TJ6QzJLhkkVymGSSPJDcFVdyjGSRPCmQO5K3JHckF8lGAskqOUyykTwr2QqZxAPyiuQHIZ+XyROSWTJeyCw5SjJJ7giQOwI5VLJKnpbckbwluSO5SDaSk2QRIAdJVsmzklmAHCaQB5I/IZMnJLPkAMksOUoyiXvkvuRoySp5XvJd8p5Avkouko3kJLmRHCNZJc9KZsnB4ky+Sv6ITPZLFskBkkVykOQVyeGSRfKC5LvkVXEmJF8kF8lGcpLcCjlEskielUySj0huhfwZmeyXzJIjJIvkIMkLksMli+QlcSZbyWtCzgLki+Qi2UjOki+SIySL5FnJVfIZyVbIn5LJfsksOUKySo6RPC85XrJI3pBsJC9JfpBcJBvJWfJVyAGSRfKk5CL5lJBZyJ+TyW7JIjlCskoOkTwrkA9IFsk74kQmyQuSnyQXyUZylnyXjJcskiclZ8kHJZPkD8pkt2SRHCFZJYdInhEgn5HMkrclk+RpIT9LzpKt5CT5LjlAMkueFWfySckk+YMy2S1ZJEdIVskhkv1CPiZZJG9LJoE8JeQ3yVmylZwk3yUHSGbJv0IgZ8kflMluySI5QrJKjpDsFvJBySJ5X7JInpD8LjlLtpKT5LvkAMks+beIM/mTMtktWSRHSDaS4UJ2iRP5qGSRDJDMkickv0vOkhsJJN8lR0hmyf92y2S3ZJEcIlkloyU7JR+XLJIRkkkgO8SF7JCcJDcSSL5LjpAskv/tlcluySI5RLJKRkt2Sj4umSVjBDJJfpXsl5wlWwkkG3EhcSZjJbPkf3tlsluySA6RrJLRkp2Sj0tmySjJJPlN8oTkLNlKINlILpKzZKhkkfxvp0x2S2bJQZJFMlgyiwfkIvm4ZJaMkkwC+VHyjOQs2Uog2UrOkotkpGSV/G+fTHZLZslBkkUyVMgseSA5Sz4umSXDBDJJfpA8JblINhJItpKz5CoZKFkFyP92yGS3ZJYcJFklAyWL5KE4k89LZslAySx5IJAnJWfJRnKSbCRnySQZKLmR/O93meyWzJKDJKtkoGSR/IWSWTJQskjuSp6XnCUbyUmykZwlk2Sg5Ebyv99lslsyS46SLJKBkkXyF0pmyUiBTJJ7kuclZ8lGcpJsJGfJLBko2Ur+97tM9koWyVGSVTJIgMySv1EyS8ZKJsk9yfOSs2QjOUm2krNkEsgwyVbyv99lsleySI6SrJIxkq3kL5QskrGSWbIVV/K85CzZSE6SreQsWSXDJBvJ/36XyV7JLDlMskrGSDaSv1GySAZLZskqeV1ylmwkJ8lWcpGsQkZJVsn/fhOY7JXMkuMki2SMZJX8lZJFMliySGbJG5KzZCs5STaSi2QrZJBklvzvrlgJJnsls+Q4ySIZIWSV/J2SRTJaskiuknckZ8lWcpJsJBfJrWSQZJL871ZcyA2TvZJZcpxkkbwtkI3k75SsktGSVQKBvCc5SbaSk2QjuUi+CGSEZJb87yKu5B6TvZJZcqBklrwr2Qr5SyWrZLRkFSfytuQk2UrOkkVylXyXDJDMkv+uOBMI5CcmeyWT5EjJLHlXspX8rZJFMl4ggyUnyVZykcySs5B7Qt6XzJL/pkDOAuQXJnslk+RIySJ5S8hGyF8rWSRHSAZLzpKN5CKZxJU8EsibkkXyHxTyDJO9kqvkUMkqeUOylfy1AlkkR0gGS86SjeQqeULIW5JF8p8T8hyTvZKr5FDJKnldciP5WyVbySFChkrOko3kKnlKyBuSRfLfEsizTPZKrpJjJYvkdclGyN8quZEcIxkqOUs2kqvkSYG8Klkk/wkxkReY7JVcJcQj8r5klrws2Ur+WslWcpRkpOQs2UiukofiTL4JeU2ySP4LkneY7JVcBcgj8Tv5WTJLXpasQv5eyUZymGSk5CxZJZPkkeQkuSPkFcki+Q9I3mKyVzJK3CWTZJa8KlmE/M2SjeQ4IeMkZ8kquQh5JDlL7grkacks+S9I3hAmeyUHizMhmSUvSlbJXy3ZSA6UjJNcJIu4kkdCLpJHAnlOchXyX5C8KE7MZKfkMwJklrwoWSV/tWQjOVAyTnKV7BUyC+SR5BnJJPlPSJ4SMznLZJ/kj0hek6ySv1uySo6UjJNMkl/FmdxIHgnZLZkl/wnJHjGRW5n8Kk7kz0hekqySv1yySg6VDJNMkl+E3BPIA8lOySz5b0h+EyAPZPKLkD8oeUHIKvnrhcySQyXDJJPkZ8kjySMB8ruQSfIfkdwVC/lBxoZ8l/xRyfOSVci/QDJJjpUMk0yS++JKHkp+EsjPkkXyH5EsYiX7JFsxkUnInxMgzwtZJP8KySQ5WDJIMkvuCOR3cSUPJD9JFsl/RjJLnpbcFRP5k5JXJBvJv0IySY6WjJFcBfJd8pRA7kr+YQ9OsBPHAgAGSvc/tCaLv1kDJtjgvJ6qnyUHyb8jmSQPSx4UH+Q1kt9IjiR/QjJJtpasI4EAuSp5VHJV8pPkIPmXJJPkUcmDEggZ4oN8iW/ynPgmvxDIEMjfkAzJxpJ1xAf5SfKw5LqQ65KD5F+STJJHJQ8J+ZR8CQSST8m3OJCDmMlPAvm95CD5K5JZsrFkcwHyC/FBrgi5IjlI/inJkDwoeUjyJfmUfItPckUcyCxOyacAeUpykPwVySzZWLKxkGeEXJFcSg6Sf0oyJA9KHpFM4pOsJj7JkwI5SP6I5EjIppKNxDd5VnJFgJxKhpB/SzJLHpMsE59k55JZgPwRISfik2wk2UiyluS6QI4k30L+NckseUyyTPIHJAfJn5FclWwj2UTIeuKDXBMyS74l/5xkljwmWSbZv+RI8mck1yWbSDaRrC3kmmRIviX/nOQgeUjGB7kn2b/kSPJXJD8J2UCyhWQDyTUhk/gm/57kIHlIJhA/kEmye8mR5K9IbkjWl2wg2UJyXXyRf1lyJHlEJj9LhmTnkiPJn5HckKwvWVmAbCPkhuQflhxJHpHJz5Ih2bfkSPJ3JAcBciRZX/K8+CSfki0F8pOQf1hykDwik58ls2TPkiFA/pBklkDILNlA8pQA+RSfZGshP0n+YclB8oBMfpYcJPuVzJK/JRmSL8mQbCB5SvJqyU+Sf1hykDwgkxuSWbJbySz5Y5Ih+ZZMkg0kT0leLvlB8i9LZskDMrkhmSV7lRwkf0wyJJOYyBaSpySvl1yX/MuSg2S5TG5IZslOJbOQPyaZJS+SPCF5h5Brkn9ZcpAsl8ktyZDsUzJL/pxkFshLJL+XvEdyTfIvSw6SpQKTW5Ih2Y34JJ+Sg+TPSY4lL5H8VvIuMZNZ8k9LZslCCSY3JUOyE8mnBJIjyZ+THEteIvmt5P2SWfJPSw6SZRJMbkqGZCeST/FJhkD+nORE8hLJbyU7kAzJPy05SBYJweSmZJbsQ3JF8hclJ5LXSH4n2YNkSP5tySxZIvlgclNykOxCckXyByWnktdIfiXZhWSS/OOSWbJE8sHktmSW7EJyRfIHJaeS10h+I9mH5Fvyr0tmyRLJB5PbkoNkD5Irkr8nOZO8RvILyU4k35J/XXKQLJB8MLkjmSW7EHIu+YOSWXySF0keEV9kL5Jvyb8uOUgWSD6Y3JEcJLuQnEn+oOQgeaXkEcmuhHxJ/nnJQbJA8sHkjuQg2YfkRPIXJQfJKyWPSPYkmST/vORIskAIJvcks2QnkoOQvyg5krxS8ohkR5Ih+V9ykCyRYHJPMkv2ImRI/qLkWPJKySOS3QiZJf9LDpJFApN7koNkL5Ih+YuSY8lLJQ9I9iGQI4H865KDZKFM7kkOkr1IhuQvSo4kr5UsFvJWMciF5B+XHEmWyeSu5CDZiWRI/qDkIOTFksWSt0puSf5xgQzJMpnclRwkO5EMyR+UHCQvlyyUvFdyS/LPS4ZkmUzuSw6SfUiG5A9KDpLXS5ZJ3iu5JZB/XDJLFsnkvuQg2YdkSP6eZBbyBskyyXsldyT/tmSWLJLJAsks2YdkSP6eZJa8Q7JEyJsl9yT/tOQgWSKTBZKDZBeSIflzkoPkDUIWSN4uuRAgs+TflhwkC2SyRDJLdiEZkj8nOUheLZBFkrdLzoSQzJJ/W3KQLJDJEsks2YVkSP6c5CB5sWSJAHmr+CSnkk/JLPmnJUeS+zJZIpklu5AMyV+THEleLFkiebPkiuRLMkv+bclBcl8mSySzZBeSIflrkiPJiyVLJG8VcilkksySf1pykNyXyRLJLNmFZEj+muRI8mLJEsk7JZdCDpIh+aclB8l9mSyRzJJdSIbkj0mOJK+W3BfyTsmFkGPJkPzTkoPkvkyWSA6SPUhmyd+SHEleLbkrea/kTMiZZEj+ZclBcl8mSyQHyR4ks+RPSY4lLxdyW/JeIaeSC8ks+SPik6wpOUjuy2SRZBYgb5cchPwhybHk9ZKbkvdKziRXJEPyNySfkjUls+S+TBZJTiTvlhwL5I9ITiRvkNyQvFXImeSqZBLIH5B8SVaVzJK7MlkmOZG8WXIm5E9IjiXvkNwQIG8SyJmQ65KDZPdCviTrSobkrkyWSU4kb5ZcSP6A5ETyFoHckrxFciH5UTJL9i6ZJOtKhuSuTBZKjiVvllxK9i85kbxLckt8kpcKORfys+Qg2blkkqwrGZK7MlkoOZa8WXIp2b/kWPI2yX2BvErIuZCbkoNk35JJsq5kltyTyVLJkeTNkkuB7FmAHATyRskScSBbiG9yLuSeZJbsWzJJ1pXMknsyWSo5krxbfJFTyX4lp5L3Sh4Ug6wm+UFyXzJL9i2ZJOtKZsk9mSyWzJKdSM4ku5WcSt4r+bX4Ik8LuS5ZIhmSfUsmybqSg+SOTBZLZslehJxIdis5EsibJc8K5CnQlGDJAAAgAElEQVTJD5JlkiHZt+RTyMqSg+SOTBZLZsl+JMcC2ankSPJ2yQrimHyKL3Jfck0gCyWzZNeST8nakoPkjkwWS2bJfiRnkn1KDpL3S1YXn+RLck9yVbJcMiS7lnxKVpfMkjsyWS6ZJfsRIMdC9ig5SN4uZFvJPclVyXLJkOxa8ilZXzJLbstkuWSW7EsgR5IdSg6Sd0u2ltwSIFclj0iGZM+ST8n6kllyWyYPSIZkb5Jjyf4kB8m7JZOYyarii1wK5Jr4II9JhmS/Qj4l60tmyW2ZPCCZJTuTnAjZm+QgebNkSIb4ICsLgfgkn0KuCeQ3kiFkp5JvyQaSWXJTJg9IZsnOJGeSnUkOkjdLhuREDLKSAPkUn+Sq5LeSWbJPybdkA8ksuSmTRySzZF+Sc8m+JAfJeyVD8pMAeZnk15KDZJeSb8kGkoPklkwekcySfUkuhOxJcpC8VzIkt8Q32VjIE5KDZI+Sb8kGkoPkB/HJ5BHJQbIvIRdC9iM5SN4qZJIsEjPZQPKU5CDZo+RbsoXkILkq+WTykGSW7E1yKdmNZJa8VTJLHhUfZFXJk5KDZIeSL8k2kllyVfLJ5CHJLNmd5FKyF8kseadklvxOfJE1hDwtmSU7lHxKNpLMkquSTyYPSWbJ7iRXhOxDMkveKDlInhJf5AkhK0hmyQ4ln5KNJLPkquSTyWOSWbI78UnOJLuQzJL3SQ6SVcQXeVzIOpJZsj/Jp2QjyUFyTfLJ5DHJLNmn5FyyB8kseZ9klqwqvshyyVqSWZyQSUzk9ZJPyVaSWXJN8snkMcks2amQM8keJEPyLoHMki3ERO5JVpP8JCYyCXmx5EuylWSWXJN8MnlQMiS7FSDHkh1IhuT14pMcSbYVH+RHIStKHhBf5FWSL8lmkiG5Kj6ZPCiZJTuWHEt2IBmSl0suJC8QEzmTrCt5WByRDSXfkq0kQ/KzTB6VDMmeJUeSHUiG5NWSS8krxUS+JStLnhIzWVkySbaSDMnPMnlUMiS7lhwkO5AMyYuFXEreIfmSrC1ZSxyR5yWTZCvJLPlRJo9KhmTXkoP4JO+VDMlrJdck75B8SVaXbCGuk8WSIdlKMkt+lMmjkiHZtwA5lrxTMkteKrkqeYfkS7K65JXigyyRDMlWklnyo0welQzJ7iUnQt4nmSWvlFyXvEHyLVlf8mpxTK5LhmQryUHyk0welgzJ7iWnQt4lmSUvFHJd8gbJt2R9yXvFEZklQ7KV5CD5SSYPS4Zk95JzyXskB8nLhPwkeb1kkqwv2ZH4JiRDspXkSPKDTB6XDMnuBXIqeYvkIHmRkJ8lL5cMyfqSHQqQIdlKciT5QSaPS2bJ/iVnQt4gOUheIuRCzOT1kiFZX/ItvsnuJFtJjiXXZfK4ZJb8Acm55PWSg+QVkkvJOyWzZH3Jt+RLnJC3S7YTcpBcl8kvJLNk/5ILycslB8kLJJeSt0pmyfqSb8k1cUJeL9lQcpBcl8kvJLP4IPuWXEpeLTlItpdcCHmvZJasL/mWLBBH5CWSLSWz5LpMfiE5lexbIOeSF0sOkq2FnAt5t2SWrC/5ljwqjslGki0ls+S6TH4hOZPsXXImkJdKZsnWknMhb5ccJOtLJslT4oisJ9lSMkuuy+QXknMhOxfImeSVklmyseRcsgPJELKBZJKsJ07J7yVbSmbJdZk8LJBL8UV2LJATIa+TzJJNhZwJ2YFklmwhGZLNxClZLtlScpBclcljArklPshuhZxIXiaZJdsJ5EzILiSzZAvJkLxMDHJXsqVkllyVySNClgjZq+RUyIsks2QjgVxI9iEZQjaRDMkbxE9kSDaUzJKrMnlAslSyT8mF5DWSWcgmkiuSnUiGZBvJkOxJMku2kxwk12SyWMhiIbuUXEpeIjmSbCC5EMheJEOyjWSW7EgyS7aTHCTXZLJU8pCQHUquSF4hORLIykLOhexHMiQbSWbJniSzZDPJkeSKTJYJeVSyP8k1IdtLTiUrCuRcyJ4kQ7KRZJbsSTJLNpMcSa7IZImQY3EgP4pPsifJdcnmklOBrCW5lOxKMks2ksySPUlmyXaSg+SKTBZITiQHITcFshvJD5KtJRcC5Hkhl5J9SYZkM8mQ7EoyJNtJDpIrMrkr5ERyIuS2ZC+Sb4GcSDaWXBXypORSyL4ks2QzyRCfZC+SWchmkllyRSa3BXIqORcgNwSyDyGfMjkVsqFAfhDyjJBzIXuTDMl2klPJTiRHkq0ks+SKTG4JOZdcFXJLyC4kn5JATiSbSW6Jb/ILybmQ/UmGZEPJiWQvkoNkM8ksuZTJDcmF5CeB3JDsQnySD8mpZCvJEiEPCjmXPCw+yYaSSbKl5ESyF8lBsplkllzK5EchF5JbkhtCdiY5lWwgPsgyIQ8IORfysORTsplkSLaUnEj2IjlINpPMkkuZ/CDkXCC3BfKz+CLH4ou8QXImZGUhD4lB7gg5E8gvJF+SrSRDsqXkRLIXyUGymeQguZDJVSHnQpYI5LZAhuRL8gYhZ5I1hfxaclNyLvmd5EuylWRItpScSPYiOUg2kxxJzmVyRci5kMUC5KaQb8mX5C0CORGylpBnhPwkkFOB/FLyLdlGMiSbSk4ku5HMks0kR5JzmVwIuZA8KOSm5EvyJXmX5FSyipCDOJCl4oOcC+Rc8nvJJNlEMiSbSk4ku5HMks0kR5JzmZxLLiWPC7kh+RDIl+RtQk6EPC85lswCWS4+ySy5lDwhGZItJEOyqeREsh/JkGwmOZKcy+RUyIWQXwn5WUIyJO+TnEmelZxIjgXII0K+JZeSpySTZAPJkGwrmcQn2ZFklmwmOZKcyeRIIOcC+bWQn8QHGZL3Sc4lz0lOJBdCHhEIJBdCnpMMyfqSIdlWMkl2JxmS7YTMkjOZzEIuhDwnQO5L3ii5kDwjOZFcExNZJkAuJM9KhmR9yZBsKxmSvUmGZEPJLDmTyZBcCFlDyD3JOwVyJuS3Qk4kt4X8WsjzkkmyumRINpYMyd4kQ7KlZJacymSSXEjWEiA/CuTNkgvJr4ScSu4KkF8IWUXyLZCVJUOysWSW7E0yCWQ7ySw5lcmXkAvJqgK5Lnm75FLyuJAzyTIB8pCQtYRMklUlQ7K1ZJbsTXKQbCaZJacy+ZRcSlYXck3yfoGcSx4UciqQB8QnWSRkRcmQrCkZks0ls2RnkiPJRkJmyalMIORcIFsI5EKyCyFnQh6RnAr5jZD7knUF8i1ZUTIkm0tmyc4kR5K1xRc5lpzIhORMINsJ5FSyE8m5ZLnkRMhvBXJTyOqSSbKaZJZsLpkle5McJPfFRCZxTA5CrogvMskAORHI1kKOJXsRciZkmZATyVMC+VGygWSSrCYZku0ls2RvkoOYyIe4SiYxkWPxSSDklvgkJBeSlwg5SHYjuZAsEHIqeVrIVSFbSIZkLcmQbC+ZJXuTXBEf5AkBskSAnAl5lZBZshsh55K7kjPJGuKLnEg2kgzJOpIheYVkSPYm2QE5EfJCyUGyH4GcSm4LORWypgCZJRtJZskqkiF5hWRIdid5PzmWvFRykOxKyImQG5JTIesLkC/JVpIhWUUySV4iGZLdSd5PjiSvlRwk+5KcSX4SciJkI8mXmMjaklmyhmSSvEQyJLuTvJ/MQl4sOZLsSnIuuS45EbKZ5FSytmRIVpAMyWskk2R3kveTIXm15FiA7EjImZBLISeSDSWnktUlQ/K8ZEheIxmSvUneT76FvFxyLmRHknPJmZBTyZaSU8n6kiF5WjIkr5EMyd4k7ycfAnmD5FKyI8m55FjIqZBtJSeS9SVD8qxkSF4kGZK9SV4iTskRA+Q9kiuS/UguhMySM8nWkhPJBpIheVIyJC8RyJDsTbKx+CSnAhlM3iW5KtmPQM4lQ3Iq2V5yLNlCMiRPSWbJKyRHkp1Jfi1OyRUhPwjki8m7JNeF7EdyIfmWnAh5geRYsoVkSJ6SDMkrJMeSnUm+xcPkVBzIt+SW+GLyLslPQnYjuRDf5FjIayRHkk0kk+QZySx5heRYsjPJt2RFybfkvkzeJflZshvxSe5JXiU5SDaSTJInJEPyEsmxZF+Sb8makm/JfZm8SXJLIHsSckvIyyRDyFaSIfm1ZJa8RHIs2ZVkkqwp+Zbcl8l7JJMAuSJkR5KfhbxQMkk2lAzJbyVD8hrJiWRPkkmypuRbcl8mb5EMCck18UV2IflJ8lLJJNlQMkt+KRmS10hOJHuSTJI1Jd+S+zJ5i2RIIORHyS4kV4W8WDJJNpQMyS8lk+RVkmPJjiSTZE3JJLkvk3dIZsmn5EfJLoRcCHm5ZEg2lAzJryRD8jLxQSbJjiSTZE3JJLkvk3dIZsmXkB+E7EJyLnmDZEg2lMyS30iG5KWSSbIjybdkVckkuS+Td0iGZAj5QbILyUF8kLdIhmRDyZDcEF/kXDJJXiuZJPuRTJI1JUNyXybvkAzJQch1yR4kB8n7JJNkS8mQ/CTkS3IqZJK8VjJJdiMZkjUlQ3JfJu+QDMmxQK5J9iCZJe+TDMmWkiG5LhmSDzHILHmtZJLsRjIkK0pmyX2ZvEMyJGdCLgXyfskseZ9kSLaUDMl1yZABckXyWskk2YtkSNaUzJL7MnmHZJJcCrkiebtklrxRMkk2lQzJVckQ8oPkpZIh2YlklqwpmSX3ZfIOySS5JuRSyJslQ/JOyZBsKhmSa5IFktcJ5CDZh2SWrCmZJfdl8gbJkFyXXJG8VTJL3iqZJJtKhuQgZrJA8iKBnEj2IRmSVSWz5L5M3iAZkh+EXIqZvF4yS94qGZJNJUMyCXlM8gqBXEh2IRmSVSVDskAmb5AMyY9CbkheJD4JyUHyVsmQbCuZJB8C5FHJ9kKuSnYgGZJ1JUOyQCZvkAzJDSE/S14i+ZQkB8l7JUOyreRbfJLfSDYWyA+SHUiGZF3JkCyQyRskQ3JTyI+SF0i+BXKQvFcyS7aVPC/ZVHJD8n7JJFlZMkmWyOT1kllyR8hPku0lVyVvlgzJxpKnJRsKuSV5u2RIVpZMkiUyeb1kltwV8oNkc8k1ybslQ7Kx5EExyCTZTHJH8m7JJFlbMkmWyOT1kiFZIuSqZHPJNcm7JUOyseQRgQzJJNlIcia+yCx5s2SSrC2ZJEtk8nrJkCyTXBMfZFPJNcnbJUOyrWSpADmWTJINBHIq5Esgk+S9kkmysmRIlsjk9ZIhWSjkByEbiIlck7xdMiTbShaID3IuGZJ1Bci5ZJYMyTslQ7KyZEiWyOT1kkmyXMgPAmRVIbclb5cMyaaSH8Ug1yWTZE0hVyRHkiF5o2RIVpYMyRKZvF4ySR6R/CxZT8g9ydslQ7Kp5LpA7kmGZDUhV4QcS4bkjZIhWVkySxbI5OWSIXlIyI+SdQRyX/J+ySTZVHIkZrJEMiSrCORSIGeSIXmbZJasLJklC2TycsmQPChArkueF8giyfslk2RLySQ+yIOSIVlByBUhVyRD8i7JLFlXcpAskMnLJUPyCyFXBfKEAFkqeb9kSDaUfEt+JRmSpyXXJNclk+RNkoNkXclBskAmL5cMya8kPwj5pZA74oN8S3YgmSTbSSbJryRD8qzkmuQHyZC8R3KQrCs5SBbI5NWSWfI7IT9IfiW5IwSSb8kOJEOylWSS/FIyJM8I5IqQHyWT5C2SIZCVJQfJApm8WjIkvxZyXfK4kNtCPiWT5P2SIdlIMiS/lAzJbwXIpQC5JZkk75AMyeqSWbJEJq+WDMkTQq4JZLn4JLcEyLdkkuxAMiTbSCbJryVD8ish14TclUwC5MWSWbK6ZJYskcmLJbPkKSFXJUvEB7kjkINkkuxAMiSbSIbk95JJ8hvJVckSyUF8kNdJhmR9yZAsksmLJUPyrECuCLkruSuQE8kk2YNkkmwimSRPSIbkcckVgSySnAnkNZIh2UAyJItkfJLXSYZkBck1gdwUckfIuWSS7EEyJFtIJskzkiF5UMilkKWSSyEvkMySDSRDskjyJZAXSYZkDSFXhVwXH+S2QC4lQ7IHySTZQDJJnpIMyQMC5FLIcsk1AbKxZJZsIBmSRZIh5CWSIVlHyFXJNclN8UmuSoZkD5IhWV0yJE9JZslSIdeEPCL5SciWkoNkA8mQLJIchLxAMiRrCbkmORfILSE3JEOyC8kkWV0ySZ6UDMkyIVclj0l+FrKdZJZsIRmSRZJjgWwsGZIVBXIpORbITSE3JUOyC8mQrCwZkmclQ7JEck0gD0puiUHWlgzJFpIhWSY5EyAbSoZkXcml5CC5LeSOZEh2IZklq0pmybOSIVkguSLkcckygawqmSSbSIZkmeSKQLaSDMnKQs7FEbktuSsZkn1IhmRVySx5WjIkdwRyIZBfSJZL1pRMkk0kQ7JMcl3IJpIhWV/I78QHuS8Zkn1IhmRNySxZQTIkPwuQSyG/kwwBcksgq0kmySaSWbJM8pNA1pcMyRaSxwWyVDJJdiKZJGtKZskakiH5Qcg1Ib+UDAkEckuArCKZJJtIZskyyQ0Bsq5kSDYRyCMCeUAySXYiGZIVJUOyjmRIrkquCOTXkiH5ktwRIM9KhmQTySxZJrkjQNaTDMlWQhYK5DHJJNmJZEjWk8ySdSRDckXIpZBnJEPyLeSuQJ6SDMkmklmyTLJAyFqSIdlOyH2BPCyZJHuRDMlqkiFZSzIkF5JLIc9JJsksPsgdgfxaMiTbSGbJMhnIXQGygmSWbCm5KUB+I5kke5EMyVqSIVlNMktOhVxKnpQMyalA7giQX0mGZBvJkCyUSXyTmwJ5VjIk2wr5SSC/lQzJXiRDspJkSNaTDMmxkCuSZyWT5EKyQCAPS4ZkI8mQLJTJEHJb8qRkSLYWckUgT0iGZC+SIVlHMiQrSoZkFsilQJ6VDMmFZJlAHpMMyUaSIVkok4OQm0KekcyS7QVyKuQ5ySzZiWSWrCKZJKtKhmSSXApkBckkuSJkoUAekEySrSRDslAmx5LbAvm1ZJa8QnIs5GnJkOxFMiRrSIZkVcmQfAm5ELKKZEiuiiNyU4AskwzJVpIhWSiTEyF3BMivJLPkFZJZICtIhmQvkiFZQTIkK0uGBEIuhKwkGZL7knsC5L5kkmwmGZKFMjmVLBDI45IheYnkS4CsIxmS3UiG5HnJkKwtmcQHuRCylmSWLBAg98QHuSUZks0kQ7JQJmdClgjkQcmQvETyKVlPMiS7kQzJ85JJsr7klpD1JEOyVIDcFfKzZEi2ksyShTK5EDO5JUCWS2bJa8QnWVEyJPuRTJLnJZNkfcnPQtaUDMkjQu4K5AfJJNlMMksWyuSW5I5AFkqG5O9KhmQ/kknytGSSbCH5SbKqZEgeFB/kjkCuSIZkM8mQLJXJTcldIYskQ/J3JUOyH8mQPCuZJJtIrgpZVzIkvxHIHQFyJhmSzSRDslQmt4XcFch9yZD8XcmQ7EgySZ6UTJJtJJcCWVsyJL8UclcgR5Ih2UwyS5bK5J74JLcFckcyJH9XMiQ7kgzJU5Ih2UZyJpD1JUPye4HcFciQDMlmklmyVCbLBHJbIDckQ/KHJbNkR5JJ8pRkSDaSHAvZRDIkT4kPckfIt2SSbCeZJUtlslhyTyA/SYbkD0tmyY4kk+QZySzZSHIQso1kSFYQyG3xTSbJhpJZslQmywXIHSHXJUPylyVDsifJJPm95CDZSDIJZCvJkKwjkEckG0pmyVKZPCbkjkCuSIbkL0tmyY4kk+T3koNkI8kk2U4yJKsJZLFkQ8ksWSqTR4XcE8i5ZEj+smSW7EgySX4tOUi2kkySzSRDsqoAWSTZUDIki2XyuPgkN4WcSobkL0tmyZ4kk+S3klmymWSSbCYZktUFyH0hm0mGZLFMfiu5LUBmyZD8acks2ZNkkvxSMks2kwzJVpIh2UYgdyVbSYZksUx+LUBuC+RbMiR/WjJL9iQZkt9JJiHbSYZkK8mQbCbknmQjyZAslslTAuSmkE/JkPxtyZDsSTIkv5NMku0ks2QrySTZUoDclGwjmSTLZfK0QG4JgWTyH3dwgJgqlgBAsPv+h+5NIg/Rr0YMoLNVyX9cMiQfJJklL0kmyY6SWbKXZJLsLb7IPSG7SCbJ8zLZQvJQfJFJ8h+XDMkHSWbJS5KTZE/JLNlJMkmOEcgdyQ6SIXleJpsI5EnJf10yJB8kOUtekEySPSWzZCfJJDlKck+yvWRInpfJVgJ5RvJflwzJB0nOkhckJ8muklmyj2RIjpIM8U2GQLaWDMnzMtlQyO+S/7pklnyO5CxZLzlJ9pUMyU6SITlKMiRfkrNANpUMyfMy2VTIL5L/vGSWfI5kIVktOUn2lQzJTpIhOUoySX6ELCRbSobkeZlsLH7IPcl/XjJLPkeylKyUTJJ9JUOyj2RIjpJMkkmylGwnmSXPy2QfyR3Jf15ylnyOZCFZKZkk+0qGZB/JkBwlmSRDspRsJpklz8tkJ8ltyX9fMks+R7KUrJIMya6SWbKLZJYcJJkkZyELIRtJZsnzMtlLckvyfyCZJZ8juZCskMySXSWzZBfJkBwkGZKF5EKyjWSWPC+T3cQXuZL8H0hmyQeJbzIkz0tmya6SWbKHZJYcJJkkF0KWkk0ks+R5mewr5ELy/yAZkk+TDMnTkrNkV8ks2UMyJAdJhuRKspRsIRmSFTLZW3yRIf4lN8U3+UTJkHyaZEielSwku0pmyQ6SITlIMiT/CFlINpAMyQqZHCJ5IGYyhHwL+TzJkHyaZEielSwku0qGZA/JkBwjmSU3hMxC/i4ZkhUyOUTynBhkSD5OMiSfJhmSJyULyb6SIdlBMiQHSYbktuQs+atkSNbI5BDJ65KPkwzJx0mG5DnJWbKzZEh2kAzJMZIhuSeZBfI3yZCskckxktfFRD5FMiSfJ5kkz0lmyd6SIdlBMiTHSCbJfclC8ifJkKyRyTGSDcQFeZ9kknyeZJI8JxmSvSWzZAfJJDlIMkkeSBZC/iAZkjUyOUayvQB5j2SSfKBkkjwjOQlkd8ks2V4yJMdIJslDgZwlr0uGZI1MjpHsI3mP5CT5QMkkeUZykhwgGZIdJENyjOQk+U2ykLwsGZI1MjlGso/kPZKT5BMlk5BfJSfJAZJZsoNkkhwkOUl+FcgQyIuSIVkjk2Mk+0jeIzlJPlIyJL9JTpIDJLNke8mQHCOZJE9IFgJ5QTJL1sjkEMlJgGwoeY/kJOQTJUPyi+QkOUIyS7aXDMkxkknyjORCyGrJLFkjk0MkJwmBbCV5j2RIPlEyCXkomSRHSGbJ9pJJcoxkkjwn5EKyVjIkq2RyhGSSfIsF+YPkPZIh+UTJLHkkmSRHSGbJ5pIhOUQyJM9KlpK1kiFZJZMjJJPkH3FB1kjeIxmST5ScJfclk+QQySzZXDIkR0hmydMCOUtWSoZklUwOkAzJb+KCPJa8RTIknyg5S+5LJskhklmytWSWHCEZkjWShWSdZJaskckBkiFZKX7IHclbJEPykZJZclcySY6RzJKtJUNyhGSWrBJylqySzJI1MjlAMklelHwL5ELIOyRD8pGSWXJPMiTHSIZka8ksOUAyS1ZKzpJVklmyRiYHSE6SVyXfkvghQ/IGyZB8pGSW3BbIJDlIMiRbS4bkCMmQrBYyxBd5WjJL1sjkAMlJ8qrkW3KSDMk7JJPkMyVDci2+yVlykGRItpYMyRGSIXlBspQ8K5kla2RygOQkeVXyLZmEnCTvkJwkHyoZkguBXItvsr9kSDaWDMkRklnyimQpeVIyS9bI5ADJj+RlybdkFvItvsjRkpPkUyWT5CyQu0L2lgzJxpIhOUIyJK9JlkKekkxCVsnkAMmP5GXJt+QsmSUHS06ST5VMkh/xRR4L2VUyS7aVDMkRklnyovgmQ/KMZJKsk8kBkh/Jy5JvyVlylhwrOUk+VnISJ/KUQPaTzJJtJUNyhGRI/iSZhfwumSTrZLK/5CR5XXyTpQA5CTlUcpJ8ruRFgewkmSWbSobkEMkk+ZtkIflNMiTrZLK/5CTZXDIkR0omycdKXhfIHpJZsqlkSI6QTJK/ShaSx0KGZJ1MdpdMks0lQ3KkZEg+VfIn8UM2lcySTSVDsrf4IpPkz5KF5JHkLFknk90lk2RzySw5UDIknyrZQrKlZJZsKRmSvSULyQaSheSB5CxZJ5O9JUOyvWSWHCcZkk+VPBbf5BeBbCaZJVtKhmRnyVKyhWQh5K5klqyUyd6SSbKHZJYcJxmSD5U8EMi3+CaPhGwkGZItJbNkZ8lSsolkKeSOZJaslMnekkmyi2QIOUwyJB8quSeQCyGPBLKFZEi2lAzJzpKlZCMhSyE3JbNkpUz2lpwkO0lmyVGSIflQyU2B/CuQR+Kb/E0yJFtKhmRnyVKymeRCcksyS1bKZG/JSbKXZJYcJBmSD5X8K5B7AvlFgLwuGZINJUOyt2Qh2VByIbklmSRrZbK35CTZTTJLjpEMyWcKWYpv8ljIrwJ5UTIkG0qGZG/JWbKpkKWQfyWTZK1M9pacJPtJZskhkiH5SMkkfshz4ov8IuQlyZBsKJkku0tmydZClpJ/JJNkrUz2lpwkOwoZkiMks+QTJSfJeiG/CGS9ZEi2kwzJ7pJZsr2QheRaMknWymRvyUmyn2QhOUAySz5QyLeQlwTIY/FF1kiGZEPJJNlfMiS7SBaSK8kkWSuTnSWTZDfJUsj+klnyeZKT5HUB8ouQ5yVDsqFkkuwvGZJ9hJwlF5IhWSuTfSWTZD/JpWR/yZB8nGSS/E0gjwXypGRItpMMyf6SSbKb5CxkIRmStTLZVzJJ9pNcCdlbMiSfJhmSPwvksfgiv0pmyXaSSbK/ZEj2E3KWnCVDslYmu0omyY6Sf8REdpIMyYdJJiGbCPlVgDyUzJLNJEOyv2RI9pSchQzJkKyVya6SSbKj5L5AdpFMks+SDMlW4ov8JuSBZEi2kwzJ7pIh2VeykEySIVkrkz0lk2RPyUPxRbaWTJLDxCBDTOQkGZJNhfwm5K5kSDaTDMn+kiHZV7IU8iMZkrUy2VMySZKjcMwAACAASURBVHYV8psA2VIyiYm8Jr7JSQzyJZZkiEEmMZFJsrX4Ig8FclsyJJtJhmR3yZDsLbmQfEuGZK1M9pScJDtLnhE/ZBPJtQC5L26Tb3EiQ3yR1yX7COShQG5IhmQryZDsL5kk+wtZSL4lQ7JWJntKTpK9xQ95RvyQv0luifvkWMl+Anko5B/JkGwlGZLdJUNyhGQhBJIhWSuTPSUnySFCVgjkD5JPl+wqkEfih5wlQ7KRZEj2l0ySY4QsJCSTZLVM9pScJAcIWSvkW/yQNZIPl+wuvshjIUMyJBtJhmR/yUlymJCzMJkkq2Wyo2SS7C95RXyTHyFPSz5dcoxAHgo5SYZkI8mQ7CtAJsmBkoWQk2S9THaUTJL9JRtInpV8uuQwIQ8F8iUZkm0ks2RPIQvJkZJbkvUy2VFykuwvZCF+yErJk5KPlxwokIdCSIZkG8mQ7CjkQnKo5IZkvUx2lJwku0uWkh+BrBHIU5KPlxwrkEcCZEi2kQzJbkKuJMcK+UeyXib7CfmR7C65kAyBrBGDPJB8vORwAfKcZBvJkOwhvsg/kqMl15K1ApPdJJNkd8mFZCHkFfFN/hUgP+KHvEOALMQXmSTvkDwl2UYyJNsL5LbkcCGXkpUSTPaSTJL9JWeBXIpB1grkUjIkP0J2FDcJxIJAMkneIXlKso1kSDYWyF3JG4QsJSslmOwkGZL9JbPkgUDWim8yJEMyiTOZxTe5KZ4kz0smyTskT0k2kQzJlgLkkeQtkoVkpQSTnSQnIftLzpLH4pusFXKSDMkNIZPkS9wkO0gmyTskk/gidySbSIZkM4H8JnmPkFl8keclYLKT5CTZX7KQPCMGeVZM5FuA3JZMkmMlk+QdkkkCITclm0gmyVZCnpC8S8hS8rQETHaSnCS7CzlLVgqQFyR3JZPkWMkkeYuYyI9A/pVsIRmSDcQXuStAJsm7JBeSZyVgspPkR7K7ZCl5QchqyX3JJDlUMkk+RSBXki0kk+TPAnkgEJJJ8jYhC8lzQr6Y7CT5kewtuZC8JFkn5IFkkhwqmSQfJJCl+CJ/lUySvwnkvgD5lgzJ+yQLIU9IfpjsJPmR7CzkQvKaQFZIHkkmIYdKTpLPEj/kLORPkknyojiRR5IhGZI3CllIfpf8MNlJ8iPZVciV5GUxk98kDyVDcqTkJPlIyULyF8kkeU3yjGSWDMkbJUvJr5IfJvtITpI9Jf9IthDyWPJYMiQHSk6SzxQgk+QvkknyipBnJGfJkLxTspA8FiA/TPaRnCR7Sv6RbCNA7kt+kQzJcZKT5GMlQ/K6ZEhekDwjZCEZkrdKFpIHQmYmu0gmyZ6SfyTbiRP5V/KLZEiOk5wkHyuZJa9KhuQFyX3xRb4lF5JJ8l7JWXJfsmCyi2SS7CZAhpjIDuKLXEh+EzJJjpJMko+VnCUvSoZknfgm94R8iW9yKZkk75WcJXclSya7SCbJXpKFZHcBMkt+lQzJQZIh+VjJLHlNMkvWCHkk5JHkJHmzQCbJXcmSyS6Sk2Q3yVlyiGSW/C4ZkmMkQ/K5kiF5TTJLnhbIA4E8lkySd0smyR0hF0x2kZwkewmZJcdIZskTkklyjGQI5FMlQ/KSZJY8KZBHQn6VTJK3S06S25IrJrtITpKdJCfxRQ6SzJInJENyiGQh5DMlQ/KSZJY8JeShkCckQ/J2yY/ktuSKyS6Sk2QnyUlyoGSWPCMZkiMkF5KPlAwhr0iG5HcBcld8k6cks+Ttkm/JbckVk10kP5J9hEySAyWz5CnJkBwhWYov8nGSs+QFyST5TSB3BcgayZC8XfItuSFArpjsITlJdpFMQo6UDMmTkklyhOQfyWcJZCFZLRmSx0IeSNZKZsnbxTe5IbnBZAfJJNlDyCQ5UnISyNOSSXKA5F/JJ0muJGslQ3JH/JD7AlktmSUfLLnFZAfJJNlBMkuOlJwkKyRDsr/khpBPEXItkHWSSXJbyGOBvCKZJZ8rucnkSfFDfpcMyfaSs+RIyUmyRjJJ9pfclHyG5KaQFZIhuSl5LORVyZB8ruQm45LckfxIfpPMks2FzJIjJZNkleQk2V8yCeQs+QAh94Q8LZkk/wqQx5LXJbPkYyU3yZXktuQk+UUyJFsLOUsOlUySVZKTkN0lk0wWQt4s5JHkScmQXAnkNyF/kQzJx0pukitxRU6Sk+QXySTZVICchRwqGZJ1kkmyt2SSJEsh75T8InlOMkkuBHJfTORvkiH5VMlt8puYyEnyi+Qk2U6AXEoOlZwlqyRDsrNkkpBcCJD3CLkQJ3KWPCWZJGeB3BfIRpIhTuTjJLfJanEi9yQnyWaSfyWHSs6SdZIh2VUyJBByJeR4IRdCfiQLIb9LJskQyAMhG0quxBd5t/gm35Lb5GWxJLPkJNlM8q/kWMlZslLIJNlTMiTfkmvJwUIuJUOylPwqmSTfAuSxZEvJLTHIWyTfki/JbbKRkJNkkmwm+VdyrGQhWSkZkh0lQ/Ij5ErIkZIryVmylPwmOUm+hPwu2VTyUMzkOMmP+Ca3yWZCviWTZDPJv5JjJUvJOsmQ7CgZkknIleQ4yYVAlkIWkseSSULIXQHyLdlW8qz4IodIzpLbZEPxQybJZpJ/BchRAmQpWSkZkv0kk+Qs5FJykJClkH8kZ8ljySRD7gqB+CYbS1aJL7K5WDI5C7lJdpRsJrktOUbyj2SlZEh2k0ySpeRSyL7ih1xIbklmAXJfMoTcFbKnZLWYyZ/FF1kKOQu5SXaUbCa5IzlCyD+StZJJsptkklwIuRSyo+SG5LaQhQC5LXlCyL6Sv4iJPCsuyb+Ss5CbDGQnyWaSK8lJsruQW5KVkiHZSzJJroRcCtlL8q+Qu0IuBHJD8quQvSWbiC/ySPyQ3yVnmdxiEoNsK9lMXJNJsrNkCJBZslIyJPtIhuQfyZWQfST/SB5KrgRyJflFIPtLthMnciF+yNOSs0xuMTkL2VKyn2QI2VMyS5JZslIyS3aRDMm/kmvJDkKuhfwiQC4FspQ8ECCHSLYXF2StkFkmt5gsxTV5XchukrNkP8lZkpwlKyVDsotkSG4IuZJsLrkW8ozkH/FNTpJ7AjlM8oEyGTK5xeSxmMlqyW6Ss5C9JEMIyUKyUjIke0iG5KZALoRsLLkU8pzkjpBvyU2BHCn5QJkMmdxi8rT4Ic9LdpMsJTtJhgSShWSlZJbsIBmSe5JLyaZCLiTPSu6KH/KvQA6WfJz4IkOS3GCyVizIQ8lukgvJLpJZ8iVAhmSlZEi2l8ySu0IuBLKRQC6EPC1ZK0AOl3yaMFlIkhtM/iR+yEl8kVmyn+RCsodklpwks2SlZEg2l8ySB5IryRZCLoWskKwT8hbJ54hvkiwlyQ0mW4gT+ZIMyY5ClkK2lwzJJJklayVDsrVkljwScinkr0IuhaySPC9A3iP5FIGcJEsJyb9MNpcMya6SC8nmkiGZJGfJWskk2VoySx5LriR/EnIlWSWQZ8Q3eZvkfQJkSGbJhST5l8nmkiHZV8hSyLaSIZmFzJK1kkmysWSW/CLkUsjrkmvJKsmTkvdK3iK+CMQgZ8mFJPmXyeaSIdlbyFKyoZAhWUqGZK1kkmwsmSW/Sq6EvCi5ErJKMsREbkreKuRg8U0eSi5l8i+T7SWTZH8hC8lmkllyIZklayWTZFvJLPldyJWQF4RcClknOQlkEnJD8k7JceKHPCG5lCT/MNleMkmOkCwkG0lmyaXkLFkrmSSbSmbJM0KuJCsFciGQtZKTZCFAriRvlOwrFuR5yaUk+YfJ9pIhOUKykGwiOUuuJLNkrWRItpQMyZNCLiWrJJdC1ksmyZVAlpI3SvYTIC9KrmTyD5PtJUNyhGQhkL9LFpIryVmyVjIk20lmydNCLiQrJFeS9ZIh+Vd8kUnyPsluQv4ivshZJv8w2V4yS46QXEj+LDlL/hEyS1ZKZslmklmyQnIh5FnJpZD1kllyWzJJjhcT2UWA/F1yliTXTHaQDMkhkgshf5ScJf9KZslayZBsJhmSVUIuJE8JuZKsl8ySO5IhOVpykuwgZBvJWZJcM9lBMksOkVxK/iSZhdyQnCVrJZNkM8mQrBSylDwhuRLygmRI7kqG5GDJSbK1QLaSLGRyzWQHyVlyiORS8rpAhuS2ZJaslpyEbCUZktVCFkJ+EXIleUUyJA8kk+RYySTZUoBsKFnI5JrJHpJZcowAWUhelZwldyRnyWrJJNlIMiQvSJYCeSC5EvKKZEgeSYbkUMkk2UqAbCxZyOSayR6SWXKYZCnkJclCck8gQ7JaMkm2kQzJK5JLIXeEXAjkJcmQPJZMkkMlk/gmfxayg2QhSa6Y7CGZJccJWUpekJyFPJIMyWohP5JtJEPykuRKyA0hl5IXhUySXyRDcqRkkkDyRyG7SBaS5IrJHpKz5DjJhWS15Cx5LJklqyUnySaSIXlNci25FnIp5EXJkPwmGZIjJSfJl+QPAmQvyUImV0z2kCwkxwlkIWSlZAj5RTJLVksmyRaSIeQ1ybXkUnIp5FXJLPlVMkmOlJwkX5JXBbKnZCFJLpnsIjlLjpRcSFZJZsmvklmyUjIkW0jOQl4SciVZCLkQ8rpkSH6XDMlxkknyJXlJIDtLFpLkkskukrPkSMmlZIVkljwhGZJ1klmyhWQpeU2ALCWz5FLyB8mQPCOZJIdJhuRL8opkf8lCklwy2UVylhwq5ELIs5Kz5BnJkKyRnCUQE3lRspS8LlkK+RFyIeQPQk5CnpIMyVGSIfmSrBRf5ADJUpJcMNlHMosvcpzkSvKkZJY8JRmSNZKz+CKT5DXJUvIHIUvxQy4lf5EMyZOSSXKQZJZ8SVYJOUqylCQXTPaRXEqOk1xJnpLMkiclQ7JCck/ymmQpQF6X/CbkL5JZ8qxkkhwiOUu+JCuEHCdZSpILJjtJLiQHSq4kT0hmybOSIVkhuSd5QXyRKyEvC3kk5E+SWfK0ZJIcIpkl35KnhRwqWcrkgslOkgvJkQK5EPKbZJY8LxmS5yX3JOsltyWvS+4K+aNkSJ6XDMkRklnyLXlGfJGDJUtJsmSyk+RCcqzkSshjyZCskQzJ05J7ktWSHzHIJHldyE0hf5achKyRTJL9BTJLfiS/CnmHZClJlkz2kiwlBwu5kjySDMk6yZA8K7knWSs5SU6SIfmDkH8lG0hOklWSIdlbspT8SB4L5D2SpSRZMtlLspQcLuRScl8yJCsls+RJybf4JgvJWskkOUlmIX8QciXZQvIjWSmZJHtLlpIfyQOBvE1yIZMlk70kZyFvkFwJuSOZJSslZ8mT4pt8S2bJWsmQnCQLyV+ELCWbSL4layVDsq9kKTlJHkjeKLmQyZLJXpKz5C0C5EJyU3KWrJXMkhckQ7JaMiSTkLOQP0iGANlIfJP1kkmyr2QpOUkeSN4ouRSyZLKbZJa8S3IpuSU5S9ZKzpL1kiFZLZkks2QpeV0yST5CMkmG+CbbSpaSk+SB5I2SSyFLJrtJZsnbhFwI+UfIWbJWspCslgzJWskkWUgWktclk+QzJCeB/Ei+hWwpWUpOkgeSN0quhCyY7CaZxRd5k+RSciVZSFZLFpL1Qk6StZKT5EJylrwuOUk+RDKLHzJJNhATuZCcJA8k75NcCVkw2U9yIXmT5FLIhWQW8oJkIVkvOUlWSibJpZAheVkyST5Fck/yB3EityWT5L7kfZIrIQsm+0kuJO+SXEnOQs6SlwQyJC9ITpJVQibJtZCT+CIvSU6Sj5Hck6wVM3ksmST3Je+TXMnkzGQ/yYXkbQK5kAzJUvKiZJasl0ySFZJZ8q+QWch6yST5GMk98UPOYiL/CJDnJZPkruR9kiuZnJnsJ7mQvFFyKZkkZyGvSmYh6yWT5GnJWXJLfJGTZLVkknyO5LFATpJJMosfslJyktyXvE1yJZMzkx0lS8k7JRdCTpIh5A8CGZLVkiF5UnKW3JVMQtZJJskHSX4V8iUZkh8B8prkJLkveZvkSpLMTHaULCXvlFxJfiST5I+SWbJaMkmekywkdyWzZJVkknyQ5AnxTYbkW/K6ZJLclbxNci2TmcmOkoXkvQJkKfmWTJK/SoZktWRInpKcJfclZ8kKyST5JMkLki/JHyST5K7kbZJrmcxM9pScJe8XchYn8iPkz5JZslYyS56RzJIHkoXkacmQfJLkBcmX5A+SSXJX8jbJtSQZTPaUnCWfILkj2UIyJKslQ/KEZJY8lCwkz0omyUdJXpB8Sf4gmSR3JW+T/COTwWRPyVkM8k7Jtfgm20iGZLVkSH6XDMkvkoXkOcmQfJTkBcmX5A+SSXJX8jbJPzIZTPaU3BIg75JcSzaUDMl6yZD8JuQk5FchZyHPSCbJZ0lekHxJ/iCZJHcl75Ncy2Qw2VNyT/IuyZVkQ8ksWS8ZkseSSfKUZCH5XTIknyU5C3lOIMkfJJPkvuRtkn9kMjHZU3JP8i7JlWRLySxZLxmSR5IheU7IWfKrZEg+S3IW8rQkeV0yJHclb5P8I5OJyZ6Se5K3CWQp2VQyJOslQ/JIMkmelswC5KFklnyW5CyTSXyTuxJCXpZMkruSt0n+kcnEZE/JPbEgB0uWkk0ls2S9ZEjuS05CVkiWkgeSWfJhkrNMTpJvAXJbAsmrkiG5J3mb5B+ZTEz2lDwl5FiBzJJtJbNkvWRI7kkmySrJUnJfMks+TDJLiBOZxUQuJJC8KhmSe5K3Sf6VyYnJnpInJQdLZsnGkiFZL5kldySTZJ2QheSuZJZ8mGSWPBTIWfIleVEyJPckb5P8K5MTkz0lz0qOlQzJ5pIhWS8ZktuSSbJaspDckwzJp0lmyW/ii/wIkORFyZDck7xN8q9MTkz2lDwrQA6UDMnmklmyXjIktyRDsl6ATEJuS4bk4ySz5CnJEMiLkiG5J3mb5F9J8sNkT8lJIL8K5CjJkGwvmSWrJbPkhmSSvCaZJTclQ/JxklnylGQLyZDck7xNckMmP0z2lJwkIb+LBdlRMkl2kJwlqyVD8q9kkrwoOUtuSYbk4ySz5DkB8lfJkNyTvE1yQyY/THaUTBIIZI1kN8kk2UUyS9ZLhuRaMiSvSs6SG5JJ8nmSWfK05K+SIbkneZvkhkx+mOwnGZIf8UWeFLKX5CTZR3KWrJcMyaVkSF6XnIVcS4bk8ySz5GnJy+KHnCX3JO+S3JLJN5P9JENyFvKkQHaRnCQ7SWbJC5JJcikZkj9IFpIryZB8nmSWPC15XXIluSd5l+SWTL6Z7CaZJUuBPClOZFPJj2Q3yaz/MQcHCIkDAQADk/8/OqfSLaigbdlyzsgBySK5lQzJU5IbySfJkPxByVWyWXJY8lXIfcl/k9yRyTuT0ySr5IsA2SFkmkDeJSdKhuSAZJHcShbJk5Ibya1kSP6g5CrZLjkquYh38ia5L/lvknsyeWNylmSV3BML2SKQKZJFcqZkSA5ILgJZJUPyrORGyFWySP6i5CrZId7JfsmH5F3yJrkr+W+SezJ5Y3KWZEh+FrJJfJDnJO8COVcyJPslq2RIFsnzQm4kQzIkf1FyleyVHJC8Sz4kb5K7kv8luSeTNyZnSYbkF8kegTwheZecLVkl+yVDskgWyRTJjWSRLJI/KblKdgvZLXmXXCSQ3JX8L8ldIW9MzpIMyW+SfZLjknfJ2ZJVckAyJO8CuUgmCbkKeZcMyZ+UXCX7Jfslb5JFQnJX8t8k94S8MTlLMiS/SXYKOSp5l5wuWSUHBPIhPsgqmSa5kbxJFsnflFwl+yX7JW+SRbyRu5L/JrknEzA5STIkv4sr2STkrngnDyXvktMlq+SQ5L5kouQqgWRI/qbkKtkvOSCBZIPkv0nuyQRMTpIMyT7xRn4XF3IVyLvkkeRdcr5klRyR3JfMlKwCSYbkb0qukv2SAxJINkj+m+SeJMHkJMmQHBBvZJMA+ZAskgdC3iXnS1bJEcl9yVQhV4EMyd+UrJIDkgOSN8nvkv8muSdJMDlHMiSHBbJNIJAskvuSi+R8yVVyQHJfMllyV/JHJavkgOSA5F3yq+S/Se7KBJNzJEPyjEC2iTeySO5KFskLJKvkgOS+ZLaQ75K/KlklRwSyV/Iu+VXy3yR3ZYLJOZIheVIguyV3JYvkFZJVslvIA8lsyTfJn5WskmOSvZJ3ye+S/yW5LwSTcySLZIIA2SW5JxmSlwgZkn1CHkqmC+Sz5M9KVskxyV7Ju+R3yf+S3BeCySmSIZkkQDZL7kkuQl4lGZIdQn6SzJd8kvxdySo5JtkreZf8LuQ/Se4LweQUyZBMFO9kiwD5KrlIXidZJNslv0jmS24lf1eySg6KD7JZ8i7ZIvlPkrtCMDlFMiTThWwTH2SVXCSvkwzJRiGfxUKGZLrkVvJ3JavkKclmybtki0D+i+S+BJNTJIvkDAGyWchFcpG8ULJKNkk+C1kkQzJdyFXydyWr5DnJVsm7ZKPkf0juSzA5QzIkZwmQjZIPyUXySskq+VUgn4RcJUMyX7JK/q5klTwpZJvkTchXsZBPQl4vuS/A5AzJkJwpZJsQSBbJSyWr5EeBfJHcSobkBMmQ/F3JKnlaIBvEO7kRH2QR8knycsl9SSZnSIbkXPFGNog3cpG8WDIkPwj5KuSzZEhOkCySPyu5kUwQyH7JV4HcSF4tuS/J5ATJKnmBeCfbJa+WDMlDyTfJN8kiOUGySP6s5EYyRbJbck/IVfJiyX1JJidIhuR14p1skbxcskgeSr4IuSO5SE6QLJK/KrmVzBGyT3JfciN5reS+AJMTJEPyaoH8Jnm9ZEgeSD4LuSu5SM6QLJK/KfkkmSXZIeSR5CqQV0oeM5kvGZL/IUB+krxeskruCrkV8kjyIUCmSxbJ35R8kkyTbBXyg5AbyQslj5nMlwzJ/xLyWPJ6yVXyTSCfJD9IhmS6ZJH8RclnyTTJNiG/SG6EvEzymMl8yZD8P8lDyeslV8kXIZ+F/ChAPiSzJYvkD0qG+CDzJFuE/C65lbxK8pjJfMmQ/EchDyT/QXKV3Ar5JJDfJRfJZMmQ/D3JkMyWbJBsEnIj5DWSx0ymS4bk/4oL+Sr5D5JVciP5LNkkWSSTJUPy1ySrZLbkVyFbBXIVH+RkyWMm0yVD8jcE8knyHyRXySr5LNkmGZKJAmRI/phklUyX/ChA9ki+Sc6VPGYyXTIkf0a8kyF5veRGski+SLZJhmSe5FbyxySrZL7koUB2S75KzpU8ZjJdskj+mGQVF/JCgQzJh5DPQrZKhmSa5JPkT0mukhMk9wTIIckXgZwqkAdMZkuG5I9Jvol38iLJKj7IF8kOyZDMknyS/CXJjeQMyR3JYck3ybmSB0xmS4bkj0keSF4hkF+E7JIMySTJJ8lfktxITpF8FiBPCPkqOU28kQdMJkuG5K9JHkheIPlFIDslQzJJ8knyhyQ3kpMkV4E8LfkiQOYLkJ+YTJYMyV+TPJCcLZCfhRyQDMkcyWfJn5HcSE6TrJIZQr5J5grkNyZzJavkr0keSE4VyC9CjkmGZIrks+TPSBYBcqJkSOYI+SqZJ5ANTOZKhuTvSe5LThMgvwk5LBmSKZJPkh/EO3mJZEhOlaySWZIvkllCtjGZKxmSvye5LzlHIL8LeUYyJFPEO1kkjyXvkldIFsm5kiGZJ+SzkBlCtjKZKxmSvyf5LkDOkWyRPCdZJdMki+Sh5EPyAsmQnCsZkpmSL5JnBbKdyVTJKvmD4oPcSM6SPBTIInlSMiTTJEPyQHKRvEAyJKdKVslUIZ8lTwiQXUymSlbJHxLvZBEgi0DOEHJPvJNkkTwpWSXTJIvkgeQiOV8yJOdKVslkySfJYSG7mUyVDMkfkrxLVslVMlW8k7uSi2SRPCsZkmmSIbkrWSSnS1bJuZIhmS7kRnJQyAEmUyVD8nckH5JVciOZJUB+kFwki+RpIYtklmRI7koWcYdcxQc5LLlKTpWskhOErJIjArkrkB+YTJUMyd+RfEhWya1kjuRnySJZJBMki2SWZEjuCPlJXMmHeCNHJKvkXMkqOUOySvYKkEcy+YHJTMmQ/B0hH5KrQK6SGZKfJUMyJM9LhmSSZEi+S46J++QHyVVyqmSVnCMZAmS7QH6SyQ9MZkqG5M9IFsmt5EbytJAH4kJWyZBMkAzJJMki+SaZLO6Rd8mN5FTJKjlJgAzJFvFGfpEkj5nMlAzJXxGySD5JbiTPCXkg5JtkSCZIVskcySKQz5LXiA9ylZwrWSXnSYZAfhHIFknymMlEySr5I5Ih+SK5Sp4QyH2B3JMMyQTJkMyRXMUbWYT8N8nJkiE5U4Askh8lGyUkD5lMlKySvyFZhHyTXIUcE8gDIQ8kQzJDskjmSL6Ihfw/ydmSITlZMoQ8FLJVAskjxgeZIhmSPyJZJHcEsgo5IHkoeSwZkhmSi0BmSP6ekNMlQ3Ky5Cq5J0C2SyB5RC4CeV4yJH9DMiT3JVfJbskjIT9IhmSKZEieFcjfk7xAMiQnS24k34Tsk7xJHpBVfCb7JUPyJySLkAeSG8kO8UbuC+RHyZDMkQzJc5I/KXmBZJGcLpAh+SLkNwGySt4lD8hD8Yn8LhmSvyFZJA8lN0I2CZCHQn6TDMkkgXxInhDINvFOXiU5XzIkL5AMyVW8kd+EkKySd8kDslVcyX3JkPwJyZA8ltwK+UWAPBbI75IhmSb5kBwWsk0g7+IrOUXyAsmQvEKyiBuyQcibZJV8SO6TI2IhnySL5E9IhuQnySfJj5IfBLJJMiTTJB8COSRko+Sh2ECG+CDfhayS8yWr5CWS3eKDfEhWyUVylzwlPshFskj+gmRIfpZ8kvwkeShks2RIZkmG5IBks+QJya0EQm4FmKyS8yWr5DVCtos3citZJRfJXTJDLOQi+QuSVfKL5FbyUIDcF8gOyZBMkwzJXiHbJU9IbiXv4pa8SVbJ6ZJV8jIBsk3yRbJKhuQeOUXyBySr5FchV4HclzwSsk8yJPMEcpHsk3wVg3yVPCG5lTyQrJKzJVfJKyWbJF8lq2SVo8C3lwAAGbdJREFU3CGnSP6AZEi2CLmR3BHyQMheySqZKLlI9gj5ImQI+Sx5QnIreSAZktMlV8krJZskXyWr5Cr5Ts6Q/AHJkGwUchVyI97JAyH7JatkomSRbBbyVXIrLuQieUJyK7kvWSWnS1bJSyWbJF8lq+Qq+U7OkPx/yZBsl9xIhpAfhBySDMlEyZBsE/JVyF3JRXJcciu5L1klZ0uukpdKHoor+SZZJTeSb4yFzJP8d8kq2S65lVwkPwg5KFkl8yRDskXIN8kDySI5LLmV3JVcJWdLrpKXSu4L5EfJKrmRfGNyEZ/IE5L/LhmSPZJbyYfkkUCOS4ZkomRIfpd8FchDyUXIUcmt5K7kKnlGXMl9ySp5reSu5DfJkHySfGVyV7yTQ5L/LRmSfZIbcSH3BfKUZEgmSobkNyFfhPwkGZKj4pbcl1wlT0iuQu5JVslrJXeE/CZZJZ8kX5n8ID6RbZL/LFklOyVbhTwrGZKZQi4C+UnIFyE/S1bJmZIbyROSWyEf4oO8S4bkxZKvAvldsko+S74w2S6+kruS/ypZJbsF8rtAJkiGZKpkSB4K+Sr5TXKVnCdkCOS4kC+SN8mH5E2ySF4tWcUH2SRZJV8kn5k8I97JF8n/lAwhhyS/CJkjGZK5kiG5L+SrkN8lq+Q0yVXyhOS7eCOLeCeL5MWSVbJDcpV8kXxm8rz4IEPyPyVDckzyo5BpkkUyV7JK7gj5KmSTZEhOk1wlxyV7Ja+VXCU7JFfJV8knJrMkQ/IfJUNyVPJYyETJIpkskIvkm5CvQrZKhuQsyVVyXLJX8lLJVbJHcpV8lXxiMk0yJP9NMiTHJfcFMlWySKZLFskXyVchOySL5CzJEHJcslfyUiGLQHZJrpJvklsm0yRD8r8kQ/KM5I6Q2ZJFMl0yJLdCvkr2SS6SsyRD8oRkr+SVklWyU3KVfJfcMJkmGZL/JRmSpyRfBDJfMiTTJUOyCvkqZKfkIjlJskqekOyVvFCySvZKrpLvkhsm8ySL5D9JhuRJITdCzpEskvmSIVkk3yT7JR+SkySr5AnJXsnrJFfJXskquSe5MpknGZL/IhmSpyWrkLMki2S+ZJV8SL4I5IjkXYCcIVklT0j2Sl4muUp2S1bJPcmVyTzJkPwPySp5WrIIOU+ySOZLVsm75JNAjgqQd8l8yVXyhGSv+CAvkCwC2S9ZJXclK5N5kiH5H5IhmSC5SM6ULJL5QoZ4J58kz0k+JNMlV8kTkoNCzpYMyRHJKrkrWZnMk6yS10uGZIbkIjlTskhOkPwoeU5ykcyWrJJnJIeFnCpZJUckq+S+ZDCZJ1klL5cMyRTJRXKq5CI5Q8gjgTwpWSRzJVfJM5InJCdKVskRySp5JFmYTJQMycsli2SOZJGcKblIzpE8kDwtWQQyU3KVPCN5RiAQC5koWYQckqySh5ILk4mSIXm1ZJFMkiySMyWL5BzJXcnzkqtApkmukickzwqQRTJPskiOSVbJQ8mFyUTJkLxaskgmSRbJmZJFco7krmSC5FYySXIjOS5kqmSeZJEck6ySx5IPJjMlQ/JaySKZJRmSEyWL5CTJdyEzJJ8kcyRXyXHJZMkc8UYWyTHJKvlB8s4AmSYZkpdKFsk0yZCcKBmScyQ34oPMkXyWTJFcJYeFTJZMkdxKjklWyQ+Sd/ImmSUZkldKhmSeZJGcKBmScySrkKmSL0Kel9xIjkoOCZD7kimSW8kxySr5SfJG3iSzJEPySskimSgZkvMkq+QUySJksuSbkGclV8lhySEJIXeFTJCsAjkoGZIfJW/kTTJLMiSvlCySmZJFXMgJklVyimSRTJbcE/KU5EZyVHJM8ia5Lz7IcSFXyVHJKvlR8kbeJLMkq+RVAuQimSr5It7JVMkqOUOySGZL7kuekdxIjkqOSd4lP0mOSm4khyWr5GcJyJtklmSVvEiySuZK7gpkomRIzpAsktmSB5InJDeSo5Jjkg/JT5JjklvJUclV8rME5E0yTTIkL5IMyWTJI4HMkgzJCZIhmSx5KDkuuZEclByUXATIQ8kRyY2Qw5Kr5GcJyJtkmmRIXiP5ECCzJT+ID/K8kItkvmRIJkuGQD5LjkpWgRyVHJPciDdyVyB7JTeSJyRXyc8SkDfJNMkqeYXkIjlB8ruQpyUXyXzJkEyWDEnIJ4EckgzJE5Jjkq8C5J5AdkmukmckV8nPEpA3yTTJKnmF5CI5QbJFXMhhyUUyXTIksyWL5E3yRSD7JUPyhOSQ5K6Qu0J2SFbJU5Kr5BcJ8iaZJ1kl50sWyQmSPQI5JlkksyVDMlkyJO9Cvkr2SlbJcckxyQMhd4VslayS5yRXyS8SDJCJkqvkbMmQnCDZKeSIZJHMliyS2ZIhuQj5ImSXZJUclxyTPBZyV7yRXwWyCHlSskp+k2AyV3KVnC1ZJGdIdouF7JAMyVzJkMyWLJJVyBchOySr5LjkmOQnIY+E/Cy5Sp6UXCW/STCZLFklJwtZJGdIhngjOwSyWbJI5kqGZLZkkdwI+SKQjZKr5LDkmOQXIY8E8lgyBPKs5Cr5TYLJZMkqOVeySs6QDAkEyHbxQX6XLJKpkiGZLVkknyXfJNskq+S45JjkV8ljySPJKnlecpX8JsFktmRIzpWskjMkQ3IRslOA/CwZkpmSIZktWSRfhHwVskUyJE9IDkk2COSRkG/ijVwlz0tWya8STGZLhuRUyVVyhmSVLALZK0AeS4ZkpmSRzJYMyTeBfJH8LhmSZySHJNsEyH3JF8knIRMkq+RXCSazJUNyquQqOUOySq7ig+wSyCPJIpkoGZLZkkVyT/JVyG+SRfKU5JBku0DuiTeyCvkkmSFZJb8LTKZLFsmJAlkEco5kSL6JN7JDfJBvkkUyTzIk0yWL5J7ku0B+kgzJU5Ijkn1CHgi5SD5LpkhWyRaZTJcskrMEcpWcJRmS+wJkn0C+SBbJNMmQzJYMyV3JPSGPJUPylOSIZK+QB0LeJZ8lUySrZItMpksWySkC+SQ5SzIkjwWyT4DcSBbJLMkqmSxkSO4LuSd5KBmSZySHJPuFPJC8SW4EMkeySrbIZL5kkZwg+So5SzIkP4p3ske8k4tkkUySDMlkySp5JLkreSBZJc9IDkmOCOSe5E1yI5klGZJNMpkvWSSzBfJFyGmSIdkgQPYJeZcskkmSIZksWSUPJXeF3JWskmckhyQHBcg3CSRXySzJKtkkk/mSRTJRvJHvkvMkQ7JRXMhWIZAskjmSVTJXskp+EBfyRXJPMiRPSQ5JnhDyVbyRq2SWZJVsksl8ySKZJuSB5DzJkOwUslW8kUUyRzIkkyWrZINAPgn5LhmSpyRHJM8J+VHILMlVskkmJ0gukjkCeSg5TzIkuwVyQDJHMiSTJUOyUfJZyBfJKnlKckTyrJDHknmSq2STTE6QLJIJQn4UcpZkkRwSH2SPZIpklcyVrJKtQj4L+SRZJc9IjkgmCOSukImSq2STTE6QDPFBjgv5VXKSZJE8I0C2SqZIVslcyZDskHwRciNZJU9IDknmCOS7ZKZklWyTyQmSL2Ih+wSyRcgpkkXyrJCNkgmSVTJZMiR7JF+FDMlVclxySDJP8lUyVbJKtsnkBMkj8UG2CGSz5AzJInlevJNfJRMkQzJbskj2Cfkq5CJZJcclxyQTJV8kUyWrZJtMTpD8IkB+FvJQfJCrZLJ4J4tklngjP0melwzJbMmQ7BXyVfIhWSWHJQclMyWfJVMlq2SbTE6QbBDIQyEPhXxIVslEAfJJMlV8kPsy3slxyZDMlgzJfoF8lrxJrpLDkoOSqeKNrJKpklWyTSYnSLaJW7IKeShkSFaBzBAg3yRnCOSOkHfJUcmQzJYMyTHJJ8mb5Co5LDkomS4ZkqmSq2SbTOZLDkneBchDITeSG8nTQu5LzhEgDyRHJUMyWzIkB4XcSiC5Sg5LDkqmS4ZkquQq2SaT+ZJj4p38JPksZJU8I97II8l5YpBPkqOSIZktGZLDkhvxTq6Sw5JjkvmSIZkqWSUbZTJdcpIA+SZZJfvFQn6UvEDySXJQMiSzJUPyhJAfJIclR4TMl6ySqZJVslEm0yWnCLkruUp2CtkoeYHkVnJQMiSzJUPylJBHkuOSneKNnCFZJVMlq2SjTGZLruKNTBDySLJK9kk2S14huZEckwzJbMmQPCvkvuS4ZKfkLMkqmSpZJRtlMluySiB5XvKDZAjZLEC2S14huZEckyyS6ZIheV5yV3JYsltykmSVTJWsko0ymSy5St6EPCWQHyWr5FfxQX4VIEPyAskiQA5KFsl0yZBMEO/ks+S4ZLeQUySrZKrkKtkok8mSVfIheULIb5JV8ouQjRKSIXmBZBFyWLJIpkuGZJbks+Sw5IhA5ktWyVTJVbJRJnMlq2QRF3IR7+QnsZANQobkoXgjG4VAMiQvkKySg5JFMl0yJPMEyFVyWHJQyGzJKpkpuZFslMlcyZB8FfIueRPyWLJLyCK5K5DtQj4ki+QFklVyULJIpkuGZKpklRyXHBYyVXKVzJRcJVtlMlUyJHfEO7mIL2SV7JMMyRfxRraKN7JIhuQFklVySDIk0yVDMlWySo5LnhAyUbJKpkqukq0ymSoZkv2SVbJLskpuBLJVvJFbyZC8QHKVHJAMyXTJKpkqWSXHJU8JmSZZJVMlV8lWmcyUrJIDArlI9gkZkiFkq0C+SYbkFZJVckAyJNMlQzJXsgqQY5JnJbMkQzJXcpVslclMyZAck1wkOyWr5EPIFvFO7kmG5CVCFsl+ySqZLRmS2ZJbIR/iQjZJnhYyRzIkcyWrZLNMJkqG5KjkItknuYoP8rsAeSwZkhdJLpL9kiGZLlkk0yWfxQe5SH4XMkOAPC8ZkrmSVbJZJvMkQ3JYcpHskxwQ8rNklbxIcpHslgzJdMkimS75WcgvknmSZyWrZK5klWyWyTTJkByXLJJdkl3infwqGZIXSS6SvZIhmS4ZkumS34RcxEJuJXvElXyTPClZJXMlq2SzTKZJhuS4ZEh2STaKN7JRMiQvklwkeyVDMl2ySOZLfhcXskhuJHskq5Cvkuckq2SuZJVslskTYiGQDMkTkiFkl5DfxBvZJVkkL5JcJDslQzJdMiTzJUcEyCLZI7kR8kXyjOQqmStZJZtlsl8sZBFvZEiekFwluyQ/CmS/ZEheJPmQ7JQskvmSIZkvOSoWsktyK/kikOOSq2Sq5CrZLJPt4kJ+kTwhuUp2SR4KkEOSIXmV5F0guySLZLpkSE6QvFQgnyTfhRyVrJK5kqtks0w2iTeyUfKE5CrZJ5B7Qg5LhuRVkkWyR7JIJgtkSE6QvFDINyHfhRyTrJK5kqtks0wei5XskTwjkEXIXsln8UaekKySVwnkQ7JdskgmS66SMyQvE3JXckfIEckqmStZJdtlciPeyZsAOSZ5UrJKdkquAuRZySp5neQi2SxZJHMlN5ITJK8RII8E8l1yQDIkkyWrZLtMrpJ38UaOS56UrJK9klUyQbJKXidZJBslQzJXciM5QfIayc8C5IuQvZJVMlmySrbLuCFTJE8LZJHslKySGZJV8jLJItkmWSVzJVfJCZJFLOQUya+Sb0L2SVbJZMkq2S45QTJBMiT7JKtkhmSVvEwyJFskV8lUyY3kBMlFsogrmSOQDUK+CdkhuUrmSq6S7ZJJQoZkhpCLZJ9klUyRDMnrJItkg+QqmSu5Sk6QLJI74p08Kdkq+S7ZLrlK5kpWyQ7JDIHJkEyRXCT7JFfJDMmQvE4yJL9LrpK5klVygmRIHopBjki2C/km2Sy5SuZKVskOyZPijUAyxBt5WrJIdkmukhmSIXmhZJH8LlklkyWr5ATJkGwQF7JdyC6BfBGyUbJKJktWyQ7JYfFOFsknydOSi2SfZJVMkQzJ6ySL5HfJKpksWSXzJUOyRwzys5D9Avks2SS5SiZLVskOyU4xyCfJJ8nzkotkl+QqmSEZkhdKFsmvkiGZLRmS+ZJVckzckK+SY5IvQjZIVslsySrZIdkgruSB5JPkeclFsk+ySmZIhuSFkiH5TbJIpkuGZL5kSCZIbsQbOSr5KuRXySqZLGSV7JD8IkA2SD5Jnpcskl2Sq2SCZEheKFklv0gukvmSIZkvGZIJkhvJU5JvQn6RrJK5khvJDsk9sZKNkk+SCZKLZJ9klUyQrJIXSlbJz5IPyQmSIZkvGZIZQlbJc5Lvkp8lq2Su5CrZI/kqQPZLPkkmSC6SfZJVMkMyJC+UrJKfhFwk8yVDMl8yJHMkq+RJId+E/CRZJXMlV8keyZu4IQclt5IJkkWyS7JKZkiG5JWSVfJIIEMyXzIk8yVDMkeySp4WyFeBPJJcJXMlV8keGSAzJLeSGZKLZJ9kSGZIhuSlkiF5ILmRzJcskhMki2SS5CqZIPkueSC5SuZKrpI9MpkkuZHMkVwk+yRDMkGySl4pGZIHkhvJdMmQzJcMyRzJjWSGkG+S+5KrZK7kKtkjk0mSVcgkySLZJRmSCZJV8krJKrkrufGvPDhQalvLAiA48/8fPfvAurKBJET4SN6qdCfzkk1ygmSTDEkeJDNCPgv5heRBMiu5S47IZEiyS8YkN8khyZIMSHbJpZIl+aXkQTIv2STzkiUZkjwIGZJ8kXyVPEhmJbvkkEyGJLtkTHKTHJIsyYRkSa6VbJJfSR4k85IlGZcsyZTkg2RIyGeBfJI8SGYlu+SQTIYku2RMcpMckuySAckuuVSyJL+Q3CUnSDbJvGRJpiQfJVOSr0I+SB4ko0J2ySGZDEl2yZjkJjkk2SUDkl1yrWST/EJyl8xLlmRcsiRjkk+SKYF8kTxI7kJGJQ+SQzIZkuySOcm75JBklwxIdsnFkk3yVbJLTpAsybRkl8xJPknmJF+E7JK7ZFbyIDkkkyHJLhkU7+SYZJdMSJbkYskm+SrZJfOSXTItWZJJcSObZFDyVbIkd8ms5EFySCZDkiX5P5DskgnJklwsWZIvkiU5QbIk05JdcoJkSQaFfBFyk9wls5IHySGZDEmW5PVC7gJ5WrIkV0uW5LNkSU6QLMm0ZEnOkCzJqJAvQt4kd8ms5EFySCZDkiV5sUA+SZ6VLMnVkiX5LFmSEyRLMi3ZJKdIdsmskC+S/yR3yazkQXJIJlOSTfJSIV8FyHOSJblasiSfJEsyL1mScckmOUeyS4YlXySQ3CWzkrvkmEymJEvyOiG/E/KMZEmulizJJ8kmGRXvZJPMS26SsyRLMi3ks5BklwxL7pJjMpmSLMnLJH8S8nPJklwt2SUfJZtkUvJBMi/ZJKdJlmRcyGeBLMm05C45JpMpyZK8SsifBfJTyZJcLVmSD5JNMip5lMxLluQ8ySY5QcgfJOOSXXJMJlOSJXmR5C8kP5QsydWSXfIgWZJRyaNkXLJLTpRskjMkv5XMS5bkoEymJLvkJUL+RvJDySa5WnKX3CVLMip5kMxLluRMyZKcIfmdZF6yJAdlMiXZJZcLkL+U/EyySS6X7JJdsiSzkgfJuGSXnCpZkjMkv5bMS3bJQZlMSXbJpQLkgORnkk3I1ZK7ZEk2ybDkQTIt2SXnSnbJGeKNfJbMS3bJQZlMSXbJlZKD4j9yXLJLrpbskiXZJMOSB8m0ZJecLFmS8ySfJPOSXXJQJlOSXXKh5EeSw5JdcrlkSTbJkgxLHiTTkiU5W7JLzpN8kJwg2SUHZTIl2SWXCfmhkIOSXcjlkiV5lyzJuGSXTEuW5HzJkpwoeZScINklB2UyJdklV0meEHJI8iC5XLJJ3iVLMi9ZkmnJklwgWZITheySMyRLclQmU5JdcpJ4I7vkKSEHJA+SyyVL8p9kl8xLNsm4ZJNcItkkp0qW5AzJkhyVyZRkl5wjeZNsQp4UyN9KHiTXS5YEkiU5QbJJxiWb5BLJkpwquUlOkSzJUZmMSZbkHMmbkDchE+KN/IXkLrlesiSQLMkJkk0yLVmSayRLcqbkJjlFsiRHZTImWZJzJDcJIZOSv5DskuslS0KyJGdIbpJpyZJcJFlCTpTcJGdIdslRmYxJluQcyU2AzEr+QrJLXiDZJCRLcoJkk0xLluQqyS45T3KTnCHZJUdlMiZZknMkJ0r+QrIkr5DcJCSb5AzJJhmWLMllkl1ylkBukhMkd8lRmYxJluQcyZlCvpUsyUsk75Jkk5whWZJhyZJcJ9klpwjZJSdI7pKjMhmTLMk5knMl30mW5DWSN0mySU6QLMmwZEkulNwl80IeJCdIdslhmYxJluQcybmS7yRL8iLxRkjehXwUb+Q5yZLMSpbkUsldMi35KJmX7JLDMhmT7JJTJCcL5M+STfJqybvko+RN8oxkSYYlS3Kp5C4ZFSAfJfOSXXJYJmOSXXKK5HzJHyWb5NWSdwmxEZKb5AnJJpmWbJKLheySMYH8QjIu2SWHZTIm2SWnSM6X/FGySV4suQmQTYDcxB/JHyWbZFiyJFdLdsmU5DeSacmSHJfJmGSXnCI5X9zJLyQ3yYslz4kP5KPkJpmWbJLrJUsyJPmd2MiQZJccl8mYZJecIrlW8lVyEy8jEMis+ERukmHJkrxAyE3IiOR7yYxklxyXyZxkSU6RXCz5Inm5ALlOMizZJC+RLMmE5HvJiOQuWeKdfCsTYpGnJEtyiuRqgTwK5J8TD2RAskl+KnZyVLJLBiTfS0Ykd8kmeZd8J5NkSZ6RLMkZkldI7pJ/XvK0ZJP8VLJLjgpZkucl30tGJHfJTbJJvpFJsiTPSJbkDMkrJHfJPy95WrJJfirZJceF3CTPS76XjEjukptkk3wjA2SJ58gS55BXiEfyz4sBsomfk138iNzEBPleDJG7WGQT3/ofNXP+tTQtPBcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 425,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "temp_img = np.zeros(img.shape)\n",
    "conts = contour1(fill(dilate(bounds(img))))\n",
    "cv2.drawContours(temp_img, conts, -1, 255, 1)\n",
    "save_image(temp_img)\n",
    "Image(\"temp.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 339,
   "metadata": {},
   "outputs": [],
   "source": [
    "conts = contour1(fill1(dilate(bounds(img))))\n",
    "for i,cont in enumerate(conts):\n",
    "    temp_img = np.zeros(img.shape)\n",
    "    cv2.drawContours(temp_img, [cont], -1, 255, 1)\n",
    "    cv2.imwrite(\"temp/img_{}.png\".format(i), temp_img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# def denoise(input_image):\n",
    "#     def bounds(image):\n",
    "#         thresh = cv2.adaptiveThreshold(image, 255, cv2.ADAPTIVE_THRESH_GAUSSIAN_C, cv2.THRESH_BINARY, 11, 2)\n",
    "#         _, thresh = cv2.threshold(thresh, 0, 255, cv2.THRESH_BINARY_INV + cv2.THRESH_OTSU)\n",
    "\n",
    "#         kernel = np.ones((1, 5), np.uint8)\n",
    "#         horizontal = cv2.erode(thresh, kernel, iterations=2)\n",
    "\n",
    "#         kernel = np.ones((5, 1), np.uint8)\n",
    "#         vertical = cv2.erode(thresh, kernel, iterations=2)\n",
    "\n",
    "#         edges = horizontal + vertical\n",
    "#         edges = np.array(np.where(edges == 255, 255, 0), np.uint8)\n",
    "\n",
    "#         return edges\n",
    "\n",
    "#     def dilate(image):\n",
    "#         kernel = np.ones((5,5),np.uint8)\n",
    "#         dilated = cv2.dilate(image, kernel, iterations=1)\n",
    "#         return dilated\n",
    "\n",
    "#     def fill(image):\n",
    "#         not_image = cv2.bitwise_not(image)\n",
    "#         contours, _ = cv2.findContours(not_image, cv2.RETR_LIST, cv2.CHAIN_APPROX_SIMPLE)\n",
    "\n",
    "#         valid_contours = []\n",
    "#         for contour in contours:\n",
    "#             if cv2.contourArea(contour) < 1e3:\n",
    "#                 valid_contours.append(contour)\n",
    "\n",
    "#         out_image = image[:]\n",
    "#         out_image = cv2.fillPoly(out_image, pts=valid_contours, color=0)\n",
    "\n",
    "#         kernel = np.ones((2,2),np.uint8)\n",
    "#         out_image = cv2.dilate(out_image, kernel, iterations=1)\n",
    "\n",
    "#         return out_image\n",
    "\n",
    "#     return fill(dilate(bounds(input_image)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "class Grain:\n",
    "    def __init__(self, contour):\n",
    "        self.contour = contour\n",
    "        self.area = cv2.contourArea(self.contour)\n",
    "        self.diameter = (4 * self.area / np.pi)**0.5\n",
    "\n",
    "def foo(image):\n",
    "    image = cv2.bitwise_not(image)\n",
    "    contours, hierarchy = cv2.findContours(image, cv2.RETR_LIST, cv2.CHAIN_APPROX_SIMPLE)\n",
    "\n",
    "    valid_contours = []\n",
    "    for contour in contours:\n",
    "        if cv2.contourArea(contour) > 1e3 and cv2.contourArea(contour) < 1e5:\n",
    "            valid_contours.append(contour)\n",
    "\n",
    "    grains = []\n",
    "    for vc in valid_contours:\n",
    "        grains.append(Grain(vc))\n",
    "\n",
    "    correct_average_grain_diameter = sum([g.diameter for g in grains]) / len(self.grains)\n",
    "    return correct_average_grain_diameter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}