image_processing_explanation.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "cell_id": "00006-9826c991-72e4-483c-b8cf-3a79a9effae7",
    "deepnote_cell_height": 82,
    "deepnote_cell_type": "markdown"
   },
   "source": [
    "# Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-06-01T17:04:51.106399Z",
     "start_time": "2022-06-01T17:04:51.077563Z"
    },
    "cell_id": "00007-f589e42d-4296-43d1-8fc8-f6af79c4b410",
    "deepnote_cell_height": 201.796875,
    "deepnote_cell_type": "code",
    "deepnote_to_be_reexecuted": false,
    "execution_millis": 10392,
    "execution_start": 1654102782546,
    "is_output_hidden": true,
    "source_hash": "9c1705e6",
    "tags": []
   },
   "outputs": [],
   "source": [
    "import cv2\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import PIL.Image\n",
    "\n",
    "def plot_in_range(image, scale=False):\n",
    "    if scale:\n",
    "        minValue = np.amin(image)\n",
    "        maxValue = np.amax(image)\n",
    "        plt.imshow((image-minValue)/(maxValue-minValue))\n",
    "    else:\n",
    "        plt.imshow(image)\n",
    "    plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Here are two images to test the image processing algorithm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-06-01T17:04:52.344218Z",
     "start_time": "2022-06-01T17:04:51.107950Z"
    },
    "cell_id": "00009-b02e1433-f8ab-4a38-aec5-a9e8d3509d42",
    "code_folding": [
     0
    ],
    "deepnote_cell_height": 1265.234375,
    "deepnote_cell_type": "code",
    "deepnote_output_heights": [
     196.234375
    ],
    "deepnote_to_be_reexecuted": false,
    "execution_millis": 1989,
    "execution_start": 1654102792949,
    "source_hash": "e5759441"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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UhhtA0EJCCCGEkNbhCwkhhBBCWmewJZtCs4kDNYAq74w+ugO8VTxSTh+BQmeE3ZCsudkVgUUy1B5qG8gb3nCVjWlYb72KVl0IjAfyvLAl42OWqSiRQduClTk6Ux43+yuLm5IljZ+g7qv+NRNcEkzcK6fKYyYAScVMD0fkVeQd5POYMV0qecqgenVN9W14qJYV6yMnN72fPRFf54qTPq5kHeCd9u0/flue1tPVyiPF8aTHy0ZfF7DRnCgPH4esM6UlGy3lqN0G7eZ/pkuw70ae0lFfp1RE1qDzq7TZzLA4niRKvtFzNLPPCLOx3169cZ7+G9e7oZ5OlyNEI2ghIYQQQkjr8IWEEEIIIa0z4JJNOPDPsRIfLD0PIKiaCDaflzLFDzc0a1a2BLwzmsZnq/QAmT7uttPGvWNwnzyiVP2gwU0By3Z15MWCa/bV26BPPfKSQ9KDdZlqkBdQiKZ19kxtuici1hVApc0vFeWZg6YiDiYX97Kxs6HCywZ66cTbQFJLUzkFyUPxPtYdhx+izGi21sdF66u9fmWa2VN5ivE78WN/X9vWPX/6/0RKHvgMNurDMlz8/rDzJn5fp5kO7hb3yhER6SjtqZNm0XwpknV0IDVVp/ZS0jKS3hwvVR4zaWKfEdbTSAc4U7Jrpjbdk145K8sYGI0QQgghAwJfSAghhBDSOoMt2UQVG0dUoAozfGMfDmN7bhb0yN2LflxwVNkMfQE9PuK5KxsJng42NCTDKo3W4WvNUZedTkoGQd4cnnar8gEvAuQlouUYuydRfeC7kJW+0HteqOBFQa+aN/UW7WV6nxDj5ZFE00iasVKOHVkUQM3jWWOnYr3MgrNXXW3PTJgjmWYWy8+87Mzl1/77Uf+EOv4j18K6dOlv/7GSdox3C5JydFBAfR8gyVDVqerp8bJR92cHSEr6uJV10D4/yHNHed9oWacUQM5INmZvIC3NqICL+vl04Lp0KdkQQgghZFDgCwkhhBBCWmegJZtcsakw1+OS9d+4vGxM4RlFy8pbi/cCxgUq9S9uMp9Je9VHY9/GZQOf2buZ21ACv6g4Z9iPhuetpQvYljLZludlwznhl8wO5NH909JMWjG3VL5MyTfG4wYEPQqOvXZMW0CaqfKy8ex/Y1VTj/cX6J/7fm8s7M4YdN17H3nonDy1NWvbR7k/jnunr8ab3i0210s/Vkg7nqt7l5J4oMeNkWniMmvPXjbqsw6ShrxsOl0t0yBZR5VN6wO0peUAcqZ/8b4nEpdkKNkQQgghZODgCwkhhBBCWmegJZtpGjuhVFn0jONG3MzWTz9wLVXr2Juu0ncEGKvNUcpfWcDhEQOlHJSn3gRddUlMdzN9HVH+ZtfaYCObFclSPS5pEXjNmCwqbYKTmb1slIlUuZuUz017yug9b0SZgkWv3teB1BwObcgbxsg3VV42Lo8dR3umUiQp2ZajFbnRnWpWrV+maVYeedP1g7+W5pLKzNuOt+W9jNA5U6Vf9jHsvTPN9ku0544OqqblF1vG7lmj8xXljRyTdKLHjfQDPXe0fKP6kFp5pWM8jerHMwm9ecanKNkQQgghZEDgCwkhhBBCWuegkGxmd837s7eC3k/DFepNzaPApAwDdlW110eEJtsckCuMpOGo1NuGQypBwBlTqsZIAkieQjIhkoLU8VUvPS1P/8fdt6n602j+nnq1x43eLjxT5bt6lb06Dj1oJJrH0tzLBnrfmLLRFqwspJJml47Kx0Afz4iG+nL/Mg3KUy8YNXZedOOQjmZN4QFeVz25msncnhnw8o1xWaeq7LaLlfeO8bKR2uPIK6djPGPix40s01VBzkr9ten4fR7Ls4+SDSGEEEIGBb6QEEIIIaR1BlqySQ78QyZvTyCqsgcL2ha+qg9RgJxQ9ryoraey7bjpE5pBHcvHsZl29qQsjwW2qcW2LLNATxm4yQsyHc+Od1VvRke9DvkGRWLKptQeNWolfm+8KiXTBOVNk6m6dMA03Z6ScnSe0CkeK0FvUW72+dDyi0Tz7O9uvUyDPGisVw+oM17UrxJ4ZBeQPQWXEU5RZ5f6UTisnOVwo+q7DzPXZtC4Nva6lN55V5SP98njiYPbwpz88XrvHc2dSuKB8o3SH430Azxmyufgk2Z0ver4AVl3n3oeVUELCSGEEEJahy8khBBCCGmdgZZsJEn377mhTdsgcBO2pZVNxI5m9Qdj1USBrOKeIcik7CVrKs2ALEk/Nl5nG/2UtZ41cRnDG8yssTl3JvbfZ6eyA1Vqr4gi/UsvX5Onv3f37Sp/6TdIiKczE0wOBExTAZSyTKe1xBNNSlAykt2jptQ9l9QSl62gSd8VPE3mCCWRqaPpzG9ld77m9yPwXpqlwGZV7dkWmnnAeEv65BWPxF7vBemXjpqVPwlIPM2n7wxmRwM3rL179oi84azafLSQEEIIIaR1+EJCCCGEkNYZbMlGgkiwRjW4/0eftjS04NzG9kdeLyo/Wso/iwGQIMh8PoNK+xIfGnpCefYUcu+1o0HB0IxJ33GmcP8a3Kmm89G1rxI4PrlvPE8PzS8FPTITOx4kLVXiQgbkm67yskm7vhX1URLbvw7wxsEyTRI77JJv+sbjchfi80PLN/16aswkX21+qC/7WuhP5EEj0l+t/TzDUJA5j5QzkxnnelzgD/W1Vq4ZAJ5G8N5Rz6qGl4gWEkIIIYS0Dl9ICCGEENI6Ay7Z7KfpCnPrJdPc5OgJwtOXIbjsadCHZRLEZ+ub/s5v5qWb7jNTWZf+gKQgncVVaUX/jLQQl/pKBWqbgAqRPq70gKwkp6SpkkjAZLEB0+LeNLpenU7gXdF8DnT076cOCrgm8eOqHo/nzpx5VCXITI489OpyVLc8F/lt2bmRUwwwaJxDMnA20a93TKwedF9Xe/40HLc+nlumfxXbXfm6FG9xeop7vUhpISGEEEJI6/CFhBBCCCGtwxcSQgghhLTOYK8hCfvdfvtZk9CLR7Wtd/Nqqv9XynSOLjXXjZHO6vWDRuc3c+0YB9OdpfUdM2E25xa89tpNDqw3gFUCF2VVz7GvODNPf2fLLab86NAwqFi7AKvjyu03UW6/aA2J68r0uS4o7RTrYFK0nqSPTff8k8vrRjldryc/cLmsrtiRr9mYw/Fw+Qn72nb1qGHbVRFf+3Gvnquyrsiws/VIApWWH3koUraJWoEiKzScZ7NuIdm4caOceuqpcuihh8oRRxwh55xzjjzwwAMmz759+2T9+vVy+OGHyyGHHCLnnnuu7Ny5c7a7QgghhJABYdZfSDZv3izr16+XW2+9VW644QaZnJyUX/u1X5M9e/bked73vvfJ1772NfnKV74imzdvlscff1ze8pa3zHZXCCGEEDIgJGE2/Sgj/PjHP5YjjjhCNm/eLK985Stl9+7d8gu/8Aty7bXXyn/+z/9ZRETuv/9+OfbYY2XLli3yile8orbOsbExWbx4sfzl//r/ZP6Chc6eYJOUoWEUUWSGR1VCZmSGA5FGAdar0xH50zQ1e9KFp69N3R3nbHM9FN52Rjh8dEE00qbT0o4HPod77tiap0cWLACV6XqL3zCJkkqGR0bz9NBIIQN1OoUqrKWVjpZZdDq1v5FMmVSXKfLputCGi/2ky2OmpR0rk0n0eAouu43yHI9uaa+iNpfjSdCfG28fNcWHYsatP1tFyxX0c5v3+4iALrqee77hcQEypru8IoCLP318756n5fd+47Wye/duWbRoEaxnzhe17t69W0REDjvsMBER2bZtm0xOTsratWvzPMccc4ysXLlStmzZEq1jfHxcxsbGzD9CCCGEHDzM6QtJlmVy0UUXyRlnnCHHH3+8iIjs2LFDRkZGZMmSJSbv0qVLZceOHdF6Nm7cKIsXL87/rVixYi67TQghhJBnmTn1slm/fr3cc889csstt9RnruCSSy6RDRs25J/HxsYqXkocq5Qrg2l6Vqg3A3rThHi63K4118WjfWLq7ajI3OaVQewJNhu1OfOOUfQTuXJWHbg0jStu5sFlPHcq9K90okhPdIoPw6MjRZFM16W8bFTF3e5UUWe32e8cM2U6FVcLnJ9mLiSbqvsACGNWylEyV2oiYoJ6kXdVhefO7Mk0piO1JZp731ThiWwK3TmiWfx3Wfy5j70o48xWxNeZF6qpaAZ1wvEAHmo2MPH+D2nieybM2QvJhRdeKF//+tfl5ptvlqOOOio/vmzZMpmYmJBdu3YZK8nOnTtl2bJl0bpGR0dldHQ0+h0hhBBCBp9Zl2xCCHLhhRfKddddJzfeeKOsWrXKfH/yySfL8PCwbNq0KT/2wAMPyCOPPCJr1qyZ7e4QQgghZACYdQvJ+vXr5dprr5V/+qd/kkMPPTRfF7J48WKZP3++LF68WN75znfKhg0b5LDDDpNFixbJu9/9blmzZo3Lw0aTHPgPB/lqTlOHGG1FRaatptbL8jlYFSRuMsdmTUdPHIeTshTTj0wDAu04S0eP9shcIA1UMojunw2cFR/jqmB3KHAZbBsFkIJjhty8cJZj15yWp+/6t1vz9NCIkmx0MKQQv9cypUV0p1RgNNRVI9OgLyokTnA8SfW1mBvJBkk4cM6lenfD4ps01fdBvTzifqjM/NZ0UeXhU/Sh1HDfHjh5xY3arhwmR0dQKLWmUg7uhC+bvYWb/ZWzwf/6xOXt09ugV/6f9ReSq6++WkREXv3qV5vjn/vc5+S//tf/KiIin/jEJyRNUzn33HNlfHxczj77bPmbv/mb2e4KIYQQQgaEWX8h8fzinTdvnlx11VVy1VVXzXbzhBBCCBlABnovm3Dgv/Ix9SHH7dSAlo03NFV5PGD8hj5tMvfkByblhh5EVaeMXjztKuy4fuHzDkLtxiWrcpXNWwDXGvTbnoMv3JrZEqav9fhgRTuQhIKyTVeZe0/61WIN17333F2UN/vaqPFP9bVQAdNSvZeN6pL+0NHHoX4DKzCjr2UkJYm45Bgt8Qg4XiHZQO8CUyKNfmHO2iXf6D7gGQ49X2Cm2sON6ZF1oNzUx7MAVO89aejkhIuAw0jKibf1bHgWNm3E9wSbyZg3g7v9EkIIIaR1+EJCCCGEkNYZaMlGwoF/yFqEorj02yywW0EngJlIRwZtPm7qeQH61LAHVV4s0HNlTpb4+1bQG+AmQzoP0gN0Hm+DANAEnBOwbSDNmDqBzFd2llJSQaa+nJqcjHZQSzbSLdJZBry/1PGOidzm658p0olnDEHJRUaaQcdVGkk84HhVXfoapeii6o1tsvjvQVsW3Wk9vngV3/WCnXrm9jkiIvi53Ies6xNAfWKE696cI/p53Dw7spDHO3Dm/aCFhBBCCCGtwxcSQgghhLTOYEs2SVJpU5tVsxUyt4MV4wFYXfsVMQJozx6deRSipoHDqvLB8UfeMS4HE5c+Zyr2rHzH7TXLggKpifiUIzSayDvGtKfVABNPS3vclMor2UVX8JKXnZSn796+rcivK1Z+QzoYWqdTeMqkWfGI0WXDkJJy9PGgfZFEOupzCMY1R7WnDhs5RY+Ntmc39MRxSjZmWqfot15xPCTW76rIova+cck3FfMD9AJSFdkveri/Jxr2CGr60ETPQoxHzpnNoJseGrcxB940vfL8s6db0UJCCCGEkNbhCwkhhBBCWmewJZvczebZaakAmMA93hmwu87gZzPxMmmA1zg3F217PIWsVdc1sH3tlwMt2EgV0/kr2rXBtUBdoD2YBZnYkQeRlK933HtHyzGefW0mJwoPnU5HSS5KpglZobNkRr6xjyQj7aj2UiVraC8bD3i84+df1tqCx8smxMfcXCPtcWN+G2oZTck3Jn+Vl83s4Nlex/vE6CcYIlJvElc/Kp4L9c2ZT7PpcId6AdvoQ+WeK7Gpifzjvfq0kBBCCCGkdfhCQgghhJDWGWzJJoRKfQNtk11pIvcEU/MpBSoPMN86ivZUNYMyRTccpR1bq5c/u4YA1WUs3g7T4rOi0HnkMzACLtcdfC3sOMWDlrkw3dPyUMlE7NCkpiam1FEg2ah6ut1C4pk3OpyndfC0TLnGdNTx0LFeNiJF+TQtyhiPnTQuHXlGDOZvWlEpXxcE2rIo2cnsdKSOq/2CRAVrS3u8ePA1rulqc5C3WGWlzQJqeXqI5PKZBEPzMCfCxxxFXmvqTVM5Ss9KwLX90EJCCCGEkNbhCwkhhBBCWmewJZucelcXExzKFK0wQnk8aAz1kYTwqn7cJ9QcMpkjUHCoOdlzZn8j0eYQSMaw106ds1ce0XU1VIVw9ngus49Lz8Ys9RWjKw/HwOEFYDxjSu0msE/Fh1NPX5Ont2y+OU9nYFOntFP8zukOq7anlPSjZJ1MpWXE9i8dUjKNCpKWqXQK502Bz9fC58qAxhaNnzk/c8trWac+kJrtnpW2tAdOOieGdYcENQN1pMIPrbZHSKeB3jM9Eb+aua7MVpC0ufHWaZfZOidaSAghhBDSOnwhIYQQQkjrDLhkk4jX/yMAc2olDaWZvpSPSnMnMEnP2grtmbgU6NIVMkWTejyykzcQE4piZt7B6039Tm1F1Vhx/iBoGjxvEAXKI+tgr4P+WPOqV+bpm//1xjytt7hJu8UYj46qR4y6Cc1eL2pPF+2JIyIStGeO9qwx+9/MjuRo4sdVDBq8dmDOGbUXSDauwHc6MFpW8VvSxE+LB+CDQQVnpMc4SOLjYfCMga6yaTC0qlNwnV4zTyGPt5O/rpnnma22vPn66RMtJIQQQghpHb6QEEIIIaR1BluyiSk2PRnmquHIUYflHdZTte+JNm/DvWwcHjvGXtzMnNizQB18C0d8jpeW+832cA0+yIO8MMBx57khecWa23119QfSKVSwMnB+J7/8V/L0lPIk2X7Xf+TpblfVo+ZxJ4nPxdAj2cS/Q3vqIKAo6ZqXePY39XTT3kXonkVSjvHESUrjpIOpmTmE5CXU72aecXgwyzgqs+5LtbXiSzeTG2cuPA1/PvrR+NHbousPLSSEEEIIaR2+kBBCCCGkdfhCQgghhJDWGew1JNM0lt18rplozYCvubhyNyMXxVlya2yunTvrapprrgLDAkz0VKidezrV0C+xpyMg3dd4zJ7ga7sUX0vQnXg6T09NqWirquzxJ/xinv7+f/xQ1QPWRqh0luk1FvazWUMC1pO4FuSY3cLQwi8dMqC8QkH7VNff2+gKZWCtiGttidpocP93ajxAROYEhOW1S0jU/QF2VUtM2dl8eMTH1VVR38+Uxgtm5oh4P/Djem7XnPS2F883W08hWkgIIYQQ0jp8ISGEEEJI6wy2ZBMO/GtstsIGpqaSii/aYn2d7kh5Db1WtXnZZIEBSN1+q3FABz2jilz3AhidKquudQt1NN406qMjT4/p06FgwQ0DXX6rIL/OHXC2ANoYHi3kgbEnnszTWaI20VPuvaKOv+iXC/nmke/9X9WPuNuudvMtf86MTBOXb8ykQBIZHJt6F1kRK4kkaHIZr27QYDc+R40A5fF5Fev2mxmZRkdq1WPjcfutlzcTMN49zxGjIqEosfXPHniXOjzvy1GU3V7ejprbQz8nY0ftNygixFwRSv9fBy0khBBCCGkdvpAQQgghpHUGW7LJmU3bU7O6rBm0Pr+1toMIp2VbmjEluzqF65o+rG3BrhCzJbN1UyWj6dg0NINWS23I40kdBR4IWDoC1Vf1wjUGek7M/vr2smxka4qfyE9/+H/ztJYDzGZ32ttEe4Co4y/85RcXedTg7/jBI6o/tg/Gy8bINHHJpzHgPqiMwAo87jwb7SEy5CkUOj15y/0r45JRgISCvGaa5qnuU1x29XjveO4Ph4p2oK74d/Y+BZK3KTtzjyCvRwsEd6q21gDObSbMlscNLSSEEEIIaR2+kBBCCCGkdQZbskkSkSSBpidoRqqwoFrTHVoN3qiXPrzmTkV/8bSejUBAYMwqPBjixK9D9Zp5p3tCtBtztGreVFvvTWPmtbIju6QtHamswnzrmgVaplHNaZkhdIZV/uJ3TpLojSFVUnnlHL50aZ7e9eMf27ZVvkyngceNPSO14RyQYKDkovvQExjNFIq2gcBx2OL1AMVGquZoAq63SzZxbLTn2oyvPGbA2wfV65GIzDmY48jrDV9HLKXXe7H4pGYwTj19rJdRPMqMT0LxeQ3NlhzjgRYSQgghhLQOX0gIIYQQ0jqDLdkciIyGzEgzEiUaywmeNpoZvbyrwbHZcJaojjxWexz2CUWBqlcx/NGMHJ5D+FI3HE335XWcYIhXFhJkRna6FDi6p6WChYsW5Omf/aTI09XeLZ3i8ZGpmlMg02TdwmOmOzWVp4cnx/P0UYfON32a1ynq/eEE2MtG60jmBtFSjuoSMPWj4+W55JF5DGae1ZvJcY3as6i0l03cscnUBmUQj6eLKw+WJTxyDO5f/Lok6HqZPOALqfKUiZ83rqipxFMht4HyNk+8rtmTU/BfIM+jrh+JhxYSQgghhLQOX0gIIYQQ0joDLtlEaOoMM9fLhqUicI4ybQdgFiszR/4foAEcPA0FgTJ7SphrATyhoHXUc2GwaRWaE13XG4lh4Lh7Dnn0qWYTEnsKgB6gDXVKtf1sx+N5enK8kFSS0UJSydTvmTSNu4Nobxgt2XSUTDPSnczTo6k9/2H1+bhDivYO6RRl7skKDx9JkWeNqhR4LBnvmwrpFsk8CLh3C8CESAtApikNN/Ii6s+zpt6DxusZ45JpBPW1vt9I1oV7Q0n53olfF+jgY9J63sTzoNJV8nzToGw+b594/6qfCh5xpjqH9+8WLSSEEEIIaR2+kBBCCCGkdQ4KyaaxM0y1q0E/XQHtxRvsaw+OucLn0gLLmABewDMEtmA8dJDm4Osd9JgwzTnkGJPFt+59zkGal6ftis0z9u7ekadHFh2Wp8d3FMdH5x2Sp9M0/ntGe71kypsmmZwo6p8q0qOqmpGOvVqjneLLheq7588r2vjxA48Wx486qmgPSTBQPgRzdCZeNk0DpoEP2CunVB5KNhI97vO+mblnzEwkGwF99ck9pjF1vMqjJf7BzAnzvKmXR8Dp2HYdz6ZyXaVvom3jPAggU7lyVbUxc88fWkgIIYQQ0jp8ISGEEEJI6wy0ZBNC2G8ObWh5n1WrOgqypNNZPEATMjMOBNCDxmf2rqnSJZ1VbxEf75+z9QLPAvNKz5WZNw2xOlezeiouw8TePcWH0YV5clJN37B3b56ef8ihxXEg08hU4Q0zPLmvqF7LNEr6GenY30gLh4oOHzZSdOT+Q1+cp084pUjfe8/deTpVEs+iJYUEhfaygfdyxV42zb1s4qB+mKBUZv8ee7GNfNY02Fg/6VSPWfz49Le1ZTz1NvS+8fmUlY4j6c7jueLxyqmYDzZf/JukoUSE/7Z4/+Y0e0DFpC0cvtRCCwkhhBBCWocvJIQQQghpnYGWbA5sZdN7zFUQ5HftTRFfQY9W06Muwf1TSl3AQXHqgfs1OKQIn9RRMtGhrb/RfiOOs4D9rtg7ww7tzL1g0DXFwYKcNO2S8bxQh117L4HIdaV6x595Jk9nw2N5+rBfeH6efuT//jBPT00W0swCLd8omWZEBUCbp9pCMs2CkpfNYcNFMLUHF/1S0W1w72TqHGR+EcRt3zOFHDWqgrsh6aLKk6bpXjbQewd9AJ41AaRFRELQsjCQPlQgxlmTaQKQikrnkIDvoOwS0ujxxlKTYJpLNih/kUa3YAJu+J49fxx9wrJOvL0EPJORjFThiOf8YubMuYXk4x//uCRJIhdddFF+bN++fbJ+/Xo5/PDD5ZBDDpFzzz1Xdu7cOdddIYQQQsjPKXP6QnL77bfL3/7t38pLX/pSc/x973uffO1rX5OvfOUrsnnzZnn88cflLW95y1x2hRBCCCE/x8yZZPP000/LunXr5LOf/ax85CMfyY/v3r1b/sf/+B9y7bXXymtf+1oREfnc5z4nxx57rNx6663yile8oq92myo2PXiCmGmvGbByHW9Jjc11rj6Z4GGOouC48VBxdgOjZSvVNloCjjxUmnqbNByL3uLNRtCjNNnzr2rc8QWsID7eWNCLzz8RO/zj40Wwsmyf8ogZKSSO417+sjx9yIIFefquW2/L089fWOQfleJe0UHPhlV6vvKked5QIdGIiJx5xvF5+nvfUXJMEj+nl5xyap7+7rfvytMT6nxG5hX9W3zY8/L07p/8VFVf4anhCMhlD9dLMKh+c1iXLXnuhRTIMZmWWjKVp16+MecJZBotB/QfGC0uM/QlL1Xcg7Mm2YAP6Llv24Ldc3nm4Dzx5zv0yqmQueD5AWkx1p43COicWUjWr18vr3/962Xt2rXm+LZt22RyctIcP+aYY2TlypWyZcuWaF3j4+MyNjZm/hFCCCHk4GFOLCRf+tKXZPv27XL77bf3fLdjxw4ZGRmRJUuWmONLly6VHSpEtWbjxo3yZ3/2Z3PRVUIIIYT8HDDrLySPPvqovPe975UbbrhB5s2bNyt1XnLJJbJhw4b889jYmKxYsSL/3NhcX2EnM6alhsG5Sl80arrSe6aPPW/Qngv1R6vxmCObguoxxx2OJDPB5S0B3BxmJL2Biu3eGQ4pDGCDxuk6cdkJFQEtTClJYHxcJQsPmtGRwsvmFScX68QWhCLPwqTI8+37fpCnl4wUxtnXnvrLeXre6LDpU6bO4x0vLaSWz3+nkGDQzXP8iS/L0/fe+908/cyep/P0iHpG/cILXlD0T8lODz7wkOmT1xsnlsczWXSWfXsLmarT6eTpVKVFRDpDxaM88cg3SVaff5bK9nye40Bs1isPyzcJ+GQCoCGJA9XjvNdQn1z98/TJ5ZUTP+fqPjX13tn//xkIDlpm1iWbbdu2yRNPPCEvf/nLZWhoSIaGhmTz5s1y5ZVXytDQkCxdulQmJiZk165dptzOnTtl2bJl0TpHR0dl0aJF5h8hhBBCDh5m3UJy1llnyXe+8x1z7B3veIccc8wx8sEPflBWrFghw8PDsmnTJjn33HNFROSBBx6QRx55RNasWTPb3SGEEELIADDrLySHHnqoHH/88ebYwoUL5fDDD8+Pv/Od75QNGzbIYYcdJosWLZJ3v/vdsmbNmr49bHpwRKzpOeqRaRr3o1k9vX3yNBL3OEEBeezYoMawbdAj07hWVnsGoX83oPpuNJTFzLii8SutQg9I84F98vWkWT240hcf//I8/f3vP1iUULLBvtFiL5vh4UJeGVVPkhFlPp9SRtg1J/5inl6kCkx1C8+aLLOPpExJBZ3UMX7A86qrvGwSGcnT+5R8MzpayDd7R4s8Lzm2kJRERO757v3Fh4YeN7t/+qTKUuRJTQCzuBSRKVmm07HjNDlRyGoj6jy0tANlELAnlMsbJquXb7z12vOOB0bzBGJzB0mDjzeP3FFfVruwYWkFfCH42Y0lIl1vM68cVGdPGdCgzWMaERGRbuZ7vrYSqfUTn/iEpGkq5557royPj8vZZ58tf/M3f9NGVwghhBDyc8Cz8kLyzW9+03yeN2+eXHXVVXLVVVc9G80TQggh5Occbq5HCCGEkNYZ6M31Ynvrme+1vlkq560/Vt6XyeECaL6oaM0shanvPXQLRUU9gzMj12OHf5qrT471MRVarHWB1e/gjrE07s26ZP3s6F1n41kMg9wU0VogfbjeJa9qfZJxZ50sorZ21XG9VmFS5ZnsFGsuplQ/pnTZbnE/TipNeUqluyX3wEyKNRDGI798HjUcf1KxPua+++7L08/sKTbd0xFcR+aN5unRziGmrpOO/5U8vVCN83U3/Hue1ms/UrAmRB8PaA2EOh6ywp06S21E265eh6PGWZ+HXndiI686oq0i11sd8RXU461Xj4fAPs1OBNcynk3qfPnjn3z57QHPuhaXW7Jjs8GqPNhVGOXprTdzriGhhYQQQgghrcMXEkIIIYS0zkBLNhJCj5TQbyBP6yEJNm/zhOZs6qpaZU5EdrmmrrGufiO5p8IXzOQDH7Tp2XM1Gm+0V/psrMIzEeymc3sGeUazC9Rbv3GeOR8TWNgTDbFsSo9/lYwXrr5hqHDvNZLNRCEhTIwoyUbVo+Wbia6SaVRaBYiVqa49h+GskGwyJRW844RCXvnc3WrTPXSDqGR3byHTyPzCRRZFcB0ZKWQPEZGRtBiPYfWT7q1nn5Gnv/fjn+Xp7dvvLXqn7wOHlIPyZ6XnnipuNhLMlJSjz8lGdm0og/S7uR5wD+6aNmZrc724PBTrY34cfEj6kU0c7rI9ZRxSCc4P2gb5E/RF6TsY9RnUNZ0n67YUqZUQQgghpCl8ISGEEEJI6wy2ZJMkB2xIfSy/9zcGuxDLE5CJXYMkoXI2dH7QOo3M+/WSgSkbrx4cqGP2L0yl9DMH8yABg2/HrKlWJ6IjOjb12kIm5Rk5RalCv/jSU/P0w98vNpebUBvtTU0UXjbj3UJCmVQm+SnVJx21dUKZcKe6xXHtLSIi0lWRW3HUVgdqnI5/+Sl5+t577s7T4zoi7bxC1tERXEVERkeKPg13i80DH3jsx3n6kIWFZ85JJ6vI1UpWu3OWpJxyGT2Geh4g+WZopJCgjNfMbEV2LZ0H9qDpJ60juEo8T2p/f3s8TmB+jzdM/S1b7fkD2/P8LXLkh/WX6/VIPtXn3c26vQcj0EJCCCGEkNbhCwkhhBBCWmewJZucuInTtaFelW3bGVQnWtRE0XIGqQJfeCQYHM/ME/zL1Y1SmXqvmX59UqIFZtZZldT9btYrT36XB1GpH403T9RBtEq1FvhWtRvvKeCQkO0r5Itk3oI8PaE8bqYmC4+byaHCK8UESVMNaMlmUnvcdO1gjKhAaVnQQdKabVSIOPb4E/L0/fcVEsrTu3YV7ZZkpIlnig0GZaT4TZeOFrKV9kwy3k+q3y879UR1vMhz1x3FbukeKUfEyjmTU1qy0fNGjd8zhTylz29IeUtpicMELXNsqNcj2TT0zPF45aCAaei5nZSehSgYmMcXDm+qCPK7Ah76ZB6bv6kc09DjpqI9TxvT2TOXByAtJIQQQgj5OYAvJIQQQghpnYGWbJIkkSRJsMHWY85ymsygPALkBK8c4wGZ5eC+LiYPkFNAnalarR70/gPl7EAK8pg+GwMll7iZtqe445rOCT1ma9W0wzBsTZ9IIgMT0G2OrrfV/tJLTsrT3/ve/Xl6clwHSVMeN2r/lHmqwSk1tyazLJqeyuxvJLNHy5AKkhZ0PoeO5/BCO/a4l+TpzTcV+9IsXqQDr4k8PVoEPfvp/ELiOGTJ86J9Ghou5JshLeXofqgxOHF1Md533rq9yO/0spmcKDx/whDYC8hIOcV11PLN8GhxHQOSTTz74Ig9P58E49gjpw+5p/zZ7iukveZAoEIkgzSUbHoeq566Gu5NA4qWeoc7BdvweBRN72XDwGiEEEIIGRT4QkIIIYSQ1hloySaEUO1FMot7zkADe4pMffF+eL0wEI29fRwnCOus8ljymA2RnNXQ88cKFM13K5prZcbbcD/dsJ4aoE7gaWCy9EiU9fMjJHFpQcs0Oj0xVUgGU2nxiJlS4zGl2p0w+9rYUZpSHiPd4eK7rgqS9toXLsrTI0PFb6zr/2NXUZE+B6StqsOvenWxL82/bb7D9OmZPcW5zjukSHcni/PW4zGsPFd02kg5IP2y009Tp6CCqm253fRJSzbjqh96zxudHgIeSyaQmrrWI0q+Ee1945Biyp/1eaBAbJKoPKGhxKODyekTSkq/v1W+zBG80kwWczvG5xZwYLPSW7zV/d+Zvxv1x1FZ2zbIXyG/BNDLOplGt132VEPQQkIIIYSQ1uELCSGEEEJaZ6AlmyjGjgQM/xUBxdDW7tDTBekBcJVzGs3ikTFEyquhPfJNU6FAm9sqJABPsDKHedDnbYKYGy3GWHn1F2g6zWo/tPk8PsgJ6Ady/7ImV7va3Zxr2aSd5ynKBBUkTRYcmid1kLTJiSJI2sSwkmxUP7rKDD+hZJlyYLQpJc101Ur9+/cUe7F0lBwzoiSfs4yUU0gU3/iPwksG6l9qyF756lNEg7zsbt5ceOYcrjxdOp3iXHXgsRHljaQ9WnSe4WEl8ag9Z44/9eWmTx01zt/+1m15es/eQjrKQnxuBSjf6OP7ov0IaZHHeNL07GWjnnvqmiZqT6K+9s5R9aRKl8jSeEC2/fUCbxyVx0wJJN+YZDwIHvZ6wU83FEDN43Fj5aJ6z51QIdnY5oCMBPo0nQ4ZvWwIIYQQMiDwhYQQQgghrTPYkk2S1MgWcZmm2kNEm5viJk4YsMqY+n1Bu+L1VHiMmDL1eUruLbX9cO7kgF1oPCCPB2ws9fUJAq5FM7XNXpeK4EaebjSVeUwbaGhc8k15dmgTbGa+ifHiEwr54vvffyhPT44XJv3JyUIm2JcV+7vMV14NkzqQl+rSZCmA0qQKlHb/3kLW6KjudYwUVByfUOlRJTut1VLOcCE5/J/vPSkxemRd86H49ErlmXPjjVvz9FBatD1vtHjkzp9fSB8dJSlpiWdkXiFNaVlneER5vYiVeY4+oQjwdtetd+bpqSklvSlpy6RdgdSKtO53quWb1P7Whd44noBpME88eFoAx9OSJKm9caAspPIHINMkSPbT9x2QLHruMpfU4jiuq0TSj8NLxvtdAvpRBEajlw0hhBBCBgS+kBBCCCGkdQZbspkT4qZ0TwApvK103K6ORYlyUKHa7s2Rv8lMWugr/FfD41UDA8a/H6UJajmooqpgcsibBhR3NlFH9Txu5gkQJoo9XrpJIc2YPW4mC4+byU4hUUypMdPeNxPKQ0dE5KG08OQZ7hRm72FlutfyzZDqa6bqzZTFeELln6eknP/0osV5Wnvl/B/jlWOxKl5R8VmvfYX+okiq/m3611vVcbWHTNG0LFhQjOXISPG41rKOiPV8GR4tZJ5fOe7FefqB+/4jeg5dHYxO7x3UMJBap6PkkZJkE7Q8kukgZvXyjd5nxkorKq09ZtRx43FT5WWDAqtZV0h9RiCp+6RbQ16epRvY4eHXWMqBnjjgfu85EC8PnyUxLxvuZUMIIYSQQYEvJIQQQghpncGWbEIQCTMIS+UOQqY/OOz7xhQHzPOgt2Z/g1JTaNtrGKHJgS+em0MrKn0HnJkqaKibzCZN5ZvGck/ZMyn+AQXjc3kyJfGxN1ngNa3y7qr3SvulY0/M03fdUeytYudAUWK4e0ieTpMicNjTykPkp8PWe2RkvPDYGdFB1pRJf1jJF111fEh74qh+GK8cZUkeV+l5WVzKERG54eHd6lNcgtUjZcz+Wtb5T2ti1dg6lZxy442FxNNJrQl83rxibOaNFlJap6M8X5AZH3pIqB6pfnSVNxbyxNHyjYiVTsw+NUq+SYF8E1LkNYP2u9H3RFzKKffJBGgzfQXPZeQxh66j8dJE+XEZDfQ5dARfQ3/TqqQc9B2aN6n9Yn+5bnG/V0ELCSGEEEJahy8khBBCCGmdgZZsQgj7zVrOoGKN67eNzbg0MuVawxjKX9UpdNxTV32AnJl4zOC6PG4iDh0Eqkg+6Se4AiA52m7edEWnUF1IytH91ubR+rHsuT5AXvFcL539Zaeemqcf/4/vFumHH8nTo7+8Kk8PLVYeLUpyyUqr8aem9ubpySm1D8zwsEoXj7HhVHviFHLFkPrpNaS3nVfnr7ZYka76UJZZ3/TihXn6n79f7O1j55ZEydB+L2gCquOvec3qaFvlfN+8qZDP5ikXpNe89pV5+t823xLtRwLmlkfu0X3Ksoonj5lmhVdPF3nZhLjEE0wePfb1Us7+/iqZQfVXe9kEh7dPqdIiiQJzgvzTpWLJ2ZJycJA0/BDzSEFqyCSLzKcsY2A0QgghhAwIfCEhhBBCSOsMtGQzTdMtWqxFNKBsBugJYcrG5QDkvTAzJxmv58t0bm16Vscd3hmonuqWG14MYzZ0lA0O23YZYBmv71H5ODbj9wVyoNHtQeu+Zwz05MfX0ac8AfOtSu97qvDyOOzwYt8YHQAtUd40XdUL7TkhIhKUyT1MFSv1p6ZUwDUk5QwV9epAakNKIhrW3jfK7mwfjGV5pCi/7vglefqL9+ySGMF4hsTvR7sPEfB2AnJZ+cBZZ6mgbFp+MEG3gLkeSjPA7O/JI+VnjMMrT0l3WsXTcoz2yjGeOFpmMVKMnVtazgm6Xi3zaOnJBExTFaELCR6s0Jut9DFx1GUlIlUWHEeB1Ko98eIf9FzOwPEiMBolG0IIIYQMCHwhIYQQQkjr8IWEEEIIIa0z8GtIgvrfnu9MdDynXga0N1QXWnDQ14ZplcDFMPEsSbzftn+OdSkV7qIe9+iA9G+H1mn7EXdLDCFD2bAkD/qE3LTRWHpcNqszxoFRfWtL4nZ76+zXZ7mXF7+scAF+4IH78nT2s115eni4WPcxf2HhRjs8ZB9JZs2FWrsRlBthNllEc9Wb+U2NxNeWDCvX0a5aTzKk1g4MDWl30dIYaRdHtcbg/JcW62X+7u6nir6Csp7ZYG/TKtdM9dsSrZlSH8581Rl5esstW1Q9oDBwCbdZ4utVDhyJ9NrWYN2m0XNL1RiKOWA25lO1ZypSbXnDP7PWRK9HAS7Eej0TuhZN131UrSFBbsOmZcc6FRQZFq15rFpDkjjWjWR6I8Vpt19GaiWEEELIoMAXEkIIIYS0zsBLNlVURZ/L6bF4Yde1aPGmEVxhdNAZuJE29ID1uYjWR2GMVFx7GI4ltFvXG7S1TOO9DMjNMDja9nj6WXtxue0uyAgqQ5tiGbQ9FUVwrPJ7BhEgfTsj1rb3K79ybJ6++85tRVvKxL5wUSF1LDjkUFPX/IUL8vSQMqtrs3AqWsop6n1mfDxPTyo34ZFhLeUUj8D5Ki2pTpdDA6joosqdUfcJS7kSRUtQUD+suiRastTSlqM4jM7qkGY0Wr6qnj4esapeytEu7GA/PEmm1PVJrOupiTSK3IaBa7Ho/I4Hg0dm2Z8PauHxAo0jxuq2JJqnx2Xb9K8g1RGP9VhmvRcjTNHtlxBCCCEDAl9ICCGEENI6B51k4/GGqbJMG7M1tKzhFcnR3FAaQHX2Kd80zO6RcnojtdZ74yDPJij/6NXZui1tjwXSSq+JGMgXfUgRdt4A7yBgEu094rjGyAMJyDQJiGLrtvqbxf8mPKZKQj1QJeODcMJJL8/Tt9+6NU8/89TTeXrhksWmWi3nzD/kkCK9oJByOtq8bzZDK9KTSi7r7isiyU5OFY/ABSNF252RIpKsiPUQyLqFFKSt0yVHr5wqr754pvj1rXbgqvcAMaiLvfr0IrLrHVtvU9XEr3tjD71SPs8mhOhkA7i/zP0IIsb2KJrqu6722FGhYfX17Wj5RnlnJegBYA4D+QZ3CR7H0ltFxY62m5aZ6hbnZDasVCWmDzNSKyGEEEIGBr6QEEIIIaR1DjrJBm6AFuJmPLd7hqFZGRQHB5kWQygbyRxuLJqm3kF2CbjKg9tyxmuKtwctvkiiiGapxGUmbwwYG1B/z2V00dDuauYTkCt19pnMd+MlUqlJ9bYNmjt19eo8vfnGIjDX5JSVR555upBzDllcSCrjhxbeOFrKmTdvXp7WwZpSs5FaESyro0zvmdJcplSwtanSpmwT6pyGdeCsITSx60nSTn2eKtGm6VwDOjKS5JoGeixn90kz8We3LVovS1pHNXxuicmnigNnKR18TXtzoVhyiCr5BT4agRRu6q1X0Svu2SriJ2hmrN6EUHVk3wFZZ5ySDSGEEEIGBb6QEEIIIaR1DjrJBnl/OJwDnh088shM6qqQV2KHQTd8y7wrstkG6z0EkAKAhwPUVNEhvKoftQjq1YGYjEkZ2a1tP2y8K+1RBMzkjS+khxnoSHCeOWzEjhvvVa9dA5u+6cZ/z9PPHy+Cm2kpZ6GSchZoKUftkTOq9rUxUqkKkqblon1PF5LNSMdKNiND6rPyvJjaN6lyxSUYz6Uz+zLpAjrwWmns0RxC09FeouLTKacV+xBt3VJ4QqWR/Un2p1U9FTouugfNfeB5GKDz8XjllJ9hwEMtAVpOJN5XT9uex2fVHIB7apk2gJzlCqTo6aBzyQBoW2cfPTBvgkfXlzmykDz22GPyO7/zO3L44YfL/Pnz5YQTTpA77rgj/z6EIJdddpkceeSRMn/+fFm7dq089NBDc9EVQgghhAwAs/5C8rOf/UzOOOMMGR4elm984xty7733yl/91V/J8573vDzPFVdcIVdeeaVcc801snXrVlm4cKGcffbZsm/fvtnuDiGEEEIGgFmXbC6//HJZsWKFfO5zn8uPrVq1Kk+HEOSTn/yk/Omf/qm8+c1vFhGRv/u7v5OlS5fKV7/6VTnvvPPcbYUD/1y6C3Dy6KVeOJilLT/6rgcFKPKaB+u/ABX1CQrE5mnCbLNeIXl5vHRgcDNtEgXeNHjlP8a27ROommRBwckS4L0gUjL1Iy0NBFwz9ZjAXLaFaPVwyGz9rznrjGiXNt90S55+vvoh88zTe/K02SPnUBVUTUk5w2kh00xIIbnsy4rgZ6MlyWbeaNH5CXUiaVrIPEHsnjzTeOQ5692mPphYdU7/DJ+aGM0zPl6MjZZstPdS4jhe7q9Nx+ep3bKmXtbxST+luxxIHHpojUrm8cSROPB4WUYCXceeMg2fI65elbVm/RV6XqO2k8pvy8y6heSf//mf5ZRTTpHf+q3fkiOOOEJOOukk+exnP5t///DDD8uOHTtk7dq1+bHFixfL6tWrZcuWLbEqZXx8XMbGxsw/QgghhBw8zPoLyfe//325+uqr5eijj5Z/+Zd/kd///d+X97znPfKFL3xBRER27NghIiJLly415ZYuXZp/V2bjxo2yePHi/N+KFStmu9uEEEIIaZFZl2yyLJNTTjlFPvaxj4mIyEknnST33HOPXHPNNXL++efPqM5LLrlENmzYkH8eGxuTFStWSCL7DUJlI3QMl8eCCI4uo7M0Nbf3CY5FVS/TwOBBJkt81Xy8ltiReCEcMEiZ/VBwInS5wGr9fqQz26PeT/HDcRN01XSwEptDrwMBq9B24q52S00ZaQfoKK4gVQ29Ilz7mZTQ+V792l+N5vn3mwuvnCV7C/nmmT2FfDNP7YMzPjpc9GlYXVMV5Gxk1P5um58Vn/fsLfbF+T/jy1QuPebx331GplH7pyC5rdr3TD8L0M3TTJtVXZIMBL6ysgLqt0/aQcd1XSmUfkxHCoD0s/809LMR9N3Ui+RKkD3eDShN9RSCOJYV9FHWW8ZOzRrp1+lGOusWkiOPPFKOO+44c+zYY4+VRx55REREli3bf9Pu3LnT5Nm5c2f+XZnR0VFZtGiR+UcIIYSQg4dZfyE544wz5IEHHjDHHnzwQXnhC18oIvsXuC5btkw2bdqUfz82NiZbt26VNWtwPAJCCCGEHLzMumTzvve9T04//XT52Mc+Jm9961vltttuk8985jPymc98RkT2m6suuugi+chHPiJHH320rFq1Si699FJZvny5nHPOObPQg4bBpPo09cNeuGJGIdsiLgNjgXmWzTtMdLbfVfmb2eixGTretmdPDdtqebl6fffE0V5j16QKyc94oujzMFuTJ9G0TWKvGfVFn8TlQJsFSTyxWgQG/Kq05gITPbqOZ7zydJWlyHTrt27N0wsXFPvdTIwWj8B0fiHfpAuK9PCCIniaiMj35AXq0+J4n6B0rD/EZbsUepLF0/tbU3MCSqXNePVrT48ev2nTt4r6kYxZvqZmjiMJsAAGYkMSjx4/7fCF5k/Fd7p8psdce9/AB7FEj6NndWUMsqbeNFAF9vwNqJop9WXgc2jay8b5PJr1F5JTTz1VrrvuOrnkkkvkwx/+sKxatUo++clPyrp16/I8H/jAB2TPnj1ywQUXyK5du+TMM8+U66+/3myMRQghhJDnDnMSOv4Nb3iDvOENb4DfJ0kiH/7wh+XDH/7wXDRPCCGEkAFjoPeyCSH4t1OfVWkGeK44ZBqXzlJhxvOcrvX60H2tXy2N628+gKiqfppwe9M4TJ/A+aGq9XgDSJoqnxAwJdsBAdfOM9HQdKoatGaOF1hCgX3yTNj6aqrqRZJXULrBaWtOq++GOh8dM/qxsjzS0KxupCoHxqMqQwNSceGMzNDM1I8kIt0nK+XU5xcR2XzTrZES2CNIn7fJo3axt152WnKp99ARKck/qR7z+HEt02RqEqQOKVHQdajysnFIzTi2me4TaA89+HvqhI2oHDV52vKyIYQQQghpCl9ICCGEENI6Ay3ZzBSwBcyBL+PfQQMpsHR5DFRwxX2FORZa2UCQIE8beE+deJ5yFxPX/gbAawOcTwDBl6BnTYWZEVlLjXkfBUlqeFWx6dIWNxZVGNXJUY8uaX5e9KdtoS6ZawTNsHGZcCbB3ex8jJdBXkcJ/L2F5Lb6POU2PJptpWQ2jXbAsoUbtdVDpgOuAbkNBOxL4DPCcR1KUtMrX7063h4Ym3/75tZYE/hZoD7oIG6JkVZsG1pqCVqyUW42QV8XIP8Y7xskEQGdr3z69hHtkFQ8spBhBh43UM5pUJdzutJCQgghhJDW4QsJIYQQQlpnoCWbJEkkSZKK/VC8S/b76YP64FjEDo3zSdw82tMGKO85V1ewMdd+F1K5ULxB0VKgOIl+g4PuAA2kXBcongHvBygFOU7UeBqUbcS6Ah0jDGzHjruh5S+k33gM3RYYTMkjXeoWQvzDTO5GPK3rJ6DxbkEdn9V9qbRUUP9bD8mPRtoCe/5471MkQ6FrZABB/mzbSKayn+1eOPEm9H3+q68qJB59H+nxuOWbt0XLwnncI73F+xdC4cqjPW7008JIM7p/6rgqCqWc8mWEHjsemQbKOg09bipdf3S2eultui7v32JaSAghhBDSOnwhIYQQQkjrDLRkI2H/PytdzKAOcAB5TATkEQNN2x4TbEUXXefU1IMm3j9z1Nm/pvVWaBGqPT1OaIw9so6t2FopgTnX5eiCzNzRZqvrQvMJXjxwHLaNJwHyNDJbzFuXoGhz6GSDZzCrssBzQh4MrsLqsOM69nxXP6/hPNPPl6ZSk7mM5dE3N49KAkkl3jT2MNNtA2+uKrM8GjLbXvy40UpUpl99TSHrhAxkUsmtN9+O+6fTYJ55pCB7HbQ0UxzP4rdTuYikRoaK9wMqPCgPmENmf6Ee+Ts+J6yiFM/zC7/8KyIism/vHvFACwkhhBBCWocvJIQQQghpHb6QEEIIIaR1BnoNSTjwnwWt+/DWGteBUR73Zm+R/Nhd2VlG5QlI73WuA4nhzQ9leM/6BrDWocaLrLpOsZotBGr4DV1m0eHSOSAJ2rd+xeHWreduEteyKyPJouZUXU2vtV3f1a9brQM4lo41OCYMLaqnBFzABgq5fPjr85QjoVZu6qhy1XbPURa5DCcpCjcrcJx8s1HnV1FUG86n1a88taJLyH3ZsY5QF9Wu/npdi/cPBb7BfOVj9eAFPCpPRR/QujHgnm670ewa0UJCCCGEkNbhCwkhhBBCWmegJZs49ZEDnfvYwYweN1fTHtjgCjbl/Q66GdfjswA2rRW34duULd409LYLelzLxYErM3IV9pgvkcsxin4I42Ra1zroftwwYqxnw7pq9+h408gVOTj0QOT+6jbletyXQ/ya4tnbUE6pAj4jGt+RulLQFvwALxeeWw7g7aHOsycacaxDYl13TT5wn5oIv+ZhGu8TdEfXc852YtYExCq5I3Yc9tXeU44Z4dPVPRI0cO3fX3zmEuf0dfHeD7SQEEIIIaR1+EJCCCGEkNYZaMkmhP3/PAE3kSW82kkHSDDIPKUqswuskZeDJ8JkGdA42MQMRe+rWGYPmq0YKGQFbBwF02O2jp9nbz5Vq2OVOYqw6HH2sWPh1APNpXN4PyDPC4d130ZttL9BcNvNVvvDs3Zcrypzru1f0XdTIgU3Z2MXs2ZeVOU+WU8UJPWl4Hi8OSxt+Vx/rEymJQvPxNFJIFmbawLOX8qXwmG+d1w7JAFiR6tSu445YSNGq3NF9y/EIXsKngcwT19z3CcJe7yRYBMHSnsVWlpICCGEENI6fCEhhBBCSOsMtGSTJPv/wYXNwAxlJZ5SYWBOhCYn5NgAtBLPguwyMDgPyu+qE/TD2SnjzQBNsK514tHcNugOyl9h6m84OolHkzMNaFOu9vLwrSa3SgTyhJi5CRbJNL1zKT6BrSlZz99+Zl283cqzbKZU4Wo8Aa5Qwz1FPWWaeVvYauolwyqPICjTeDRsIDnaOa49mernn0jJewRt/ueQ9+ztAaQcVMLr2AVVP+Aq5FJpHddd8O3vcVJBXkdQzkdSuyskaDMJ1ut0RgsJIYQQQlqHLySEEEIIaZ2BlmymvWyw54mnlgR/bGzNrTfvG5O+Z5OaUkc8K8g9QXSamrydZ+oKztXUuo9lgooy0LPG40nh0AmACbvUi1Kf4t0w+5IAzwZI0uw3RY/3Q9qJfgc9ZRzeS9YzQX+hkrrfFTKh/ipN43PcetyovU60q1vqaM9U6jX1I7s6kmNALa49bnQau0IEODr1HkgJeI6gOY69icrPC8+zp5nEi0pCt8tSnQGct3nemtOrkvFinWoqY5YaNEHd6r1jkDdM4pHLTB9Kn8FwejzDmgYIpIWEEEIIIa3DFxJCCCGEtM5ASzYF8dXdM9nt3AadAcdhCYG5GmUpdRzuf1PfQgng7QPSlUHckCeA3lcEeRqANpDnDupT5Zbr0BrpGTXsLVBUVCWx1RcBzfnPrwZjKvUGHkNeCx65Q+dH9UM5D7spIAmhlCma1nJUYycgpDX1gO+eeP/i2T2SgaG8h0wAc8WoSOA6pjq4Wb1HldmbC8rRVWMG7i/XQ6mZrFO1txGUEzxeTjq7lhKde9ZE85fKlL6o74cjAKQA+cZk9z7PdLU1ebx/q2ghIYQQQkjr8IWEEEIIIa0z0JJNHhit4vtpoGW6wjzlMw46K8v7hGqtWKHfcPG5Z78BtPcD8jToWXhtPCbq+2TKOsYJS0fgeDkLGAJYxmNTxC5OjsK+eq1M6KlXr2iP/75Ae35EMjYvE+sR8trAmkuRp6dLHvN5vVxhnaiA1wEKYFg5t+JjZgDHkw76Pag73lVpLQfYsjC4HpByfPds/AYxUpgKFqa9xXqViHo5AXkHWaUJyH7m2qF6sMwFPUNcz1L0RbyrlorJ5ekHGtcMBHFzeHk6H6W+PNP1Op8htJAQQgghpHX4QkIIIYSQ1hloySZG0926qyyXMBYN3Jumqd+Ls1NAU3E6KoB6QHZznk7vCke9Pt8Wj5QDzLE9Mpcz6E9vVb48niBJPkeDigrqs5hr5JAMOh17y+v9OYzZWpnlE2B7DpmSEzQ6OFnDLdF7vaWApAI8a4xaoSQEq5QCbyKTpcLIjtozHj7Ac0V7ZGizuh77oaHocRkCZcWeq2sCIw8feB/Ue39YScT2wfZPt60zAe+bpl45pn6k25U/NvO4QcH/7LRp+vegBJSn4nmQLAnrRPJNiX7+xiWl/6+DFhJCCCGEtA5fSAghhBDSOgMt2UzvZePZQgJavEr5TFUOU7zP7AcKe+P8I/M+2jNEolkgtSuka8v3YZr0yB3GbOo1/oGr7JFKkHkfeUt4pTfYNvBO8MwP5BljsuAZn3bie9mY48rcnmmpwOGJAwOboT07yuWjtVa1p39jaTkqXg8aGSutlOQH016914JpxEhhulI1B6am1OG490PZa8V4zWg1x/QDzGXvLVVUGi2K9rUpN4fvoz4k7wTcQ1V1OpqD88NIpTpTvzINaBwsGUBlPXuKoTw9c8u191M0ycBohBBCCBk8+EJCCCGEkNYZaMkmD4zmMB3VrxHfj8sJwyGVuGQGj2dMuQhYeR1QHk+9yCKXaNNsyYznCEblac+apFE9M3AhgkWAVwDoE/ZcAd2o0gNNn4C5FFSLpBmYBxzv6ZKSYEbmz8/TWprpDKfR41Pj46K+iLZnb864Wb1qvJHMkwJPnoACiYH9eJB1v8rE7JGn9Hmkw8PxilSfdB4t2SBZrOxlI93ivENSfAcD3HkCNKJ7EG3yZbIH+FFLMx4p3TahzyeDuaIVldHTNEN11Xv4BMcfIKzqlER/c682lH/iCpbPaRB3qWIOOTrS8BxoISGEEEJI6/CFhBBCCCGtM9CSzTTYGaFm6a9EzGLAqumx4kOZxmeLxF9o0yQw9yHnDK93UX0vXP5EMBARNHNDE7HDY6HqLBzSETS1onocq9WTSnM2aqP+ajSVcrQXgA7S1RkZMcVTtZ/K1PiEKlPU1Z2czNNastH1apD5O6DBbLh3SE8/QHmrkGlZJ+4lYsfSfIE7Ah4G2ksJBZPT/c6UTJMpKSzV10uPd1myQV4Yno1WPA8oIAEg55kqb6kM7bOSaBlOeUipLCmacwHIVF4vG/TcMvNU9Q+cA1aageRanj8oGJqRqpBsH5c0rURWf6/0PuubuWHFvNCgzFyCFhJCCCGEtA5fSAghhBDSOoMt2Rxws/Es9Db7WtRUmZfBuaQ2V8MVz4aKFerIwwetRIeyDsjuE2bKXjbx/uGq4v2Dcg9Yoo4srjWN1xy1lVmrKbJbg/w9q9XRl6B/YG+UmEm0tx9Frs6QCsZV3oJdMe+QhUV5MM5aWuhqmUEfN/M1vt9NQ/+BnjJmSoB9UqAshHIbWQfng5II8kbQP/tAHm1i7yhvJyPrKE+aXlN//IPeXwfJDNixBpn0EUjyst+lHXBO4FkQkNzmiAZZ/WxqJkW49pZxBDwMKnJd795NsHFVV/3VyNA+ThrklYebdkkvM7m3p6GFhBBCCCGtwxcSQgghhLQOX0gIIYQQ0jqz/kLS7Xbl0ksvlVWrVsn8+fPlxS9+sfz5n/95jw542WWXyZFHHinz58+XtWvXykMPPdS4rUSmta/EfMq/T+L/pOofakuXB1/Y/4oqg/qnP4Wg/mXqX8hK/4p8umJbL+p3Ev2HBsSeQUW9znzxfujm0/yfOTk9rqDf8Jr0EB+p6c0ZQ9i/5mL6P3ueYJ6B/qVpmv/rGXNTcar+gYnqOUGQJ0nT/F+WZcW/qSnzD0599UV3cjL/p+uyY6nmqP4Hu+2Yl6W5mSbFP9NveD+relSf0L0Jx6J0Tub00PXSmbIs/6evi86TDg8X/4Y6+T89rvq6Vc0DM9tV27Z/RSb97EHzEt2/aOx1H8r/9LND3y/mOYTmB5pzYCxs+bT0r/6cdB79jHA9e8w1iT9fQpbZf+C5b/8GgHvezF/HXwczpyv+6b6DatH9D68RYNZfSC6//HK5+uqr5dOf/rTcd999cvnll8sVV1whn/rUp/I8V1xxhVx55ZVyzTXXyNatW2XhwoVy9tlny759+2a7O4QQQggZAGbdy+Zb3/qWvPnNb5bXv/71IiLyohe9SP7+7/9ebrvtNhHZ/yb1yU9+Uv70T/9U3vzmN4uIyN/93d/J0qVL5atf/aqcd955s90lQgghhPycM+sWktNPP102bdokDz74oIiIfPvb35ZbbrlFXve614mIyMMPPyw7duyQtWvX5mUWL14sq1evli1btsywVWSSR+YiLVFgUy004TrIspD/Kxm94ibiCnMntDE7MnnM0MicOCNA/8x4aBOxsR1rW3jxLwvFP8xMrqRuW30Ep4NqhKbVni567LzxtmG9DvOokZQ6HfMPTaGp8Yn8nzFbm2tXYOrUZmdljvaYiMvyCJI4zXxyyEUe07G91upTj4wU75PpX7eb/7P9zqL/dL+zbpb/0+OXdDr5P0kT+0+ft0P2w5IIOG8PumhZ/gVSmpawUHP2stbfa1ZmAY/IConJnlJcroAShf4P5IkL+3X/4uNsz0+Na7xk6W8Okn5K/xlJFVQ8S8y6heTiiy+WsbExOeaYY6TT6Ui325WPfvSjsm7dOhER2bFjh4iILF261JRbunRp/l2Z8fFxGVfhlMfGxma724QQQghpkVm3kPzDP/yDfPGLX5Rrr71Wtm/fLl/4whfkL//yL+ULX/jCjOvcuHGjLF68OP+3YsWKWewxIYQQQtpm1i0k73//++Xiiy/O14KccMIJ8oMf/EA2btwo559/vixbtkxERHbu3ClHHnlkXm7nzp3yspe9LFrnJZdcIhs2bMg/j42NyYoVKwpTlbazAVMSijAXpGyu0t85PqgwogFtkhZAB3WfVJ6YsJB/l8bLWBKQJURS5bZ0Pyrsckl8pDyLqW2XwNgEfRReFVVN2Wxb3w80WYx0ZboXzw+jFyblfKpaeOmKTAk6jvqhr7uSVLpZsTnelLI0iogMz5tXfDdRbK43VNqEr6i3iKypT6Fcb55Hz2twbigS54FC8fLo+uryYJDh/Evi903VXPJEbUWkKoKu8Zwx/QDnAKPTlvqhN1kDdZmumnrjaXiaFbepxxvPRKU1jcTrsacTHzMU8bWnAnBO+HkGThY8z/CcK9VquoSf0tFeoGr1/dX0GSZ4DmLqn9eIWbeQ7N27t2dHxk6nk7sJrlq1SpYtWyabNm3Kvx8bG5OtW7fKmjVronWOjo7KokWLzD9CCCGEHDzMuoXkjW98o3z0ox+VlStXykte8hK588475a//+q/ld3/3d0Vk/5vYRRddJB/5yEfk6KOPllWrVsmll14qy5cvl3POOWe2u0MIIYSQAWDWX0g+9alPyaWXXip/8Ad/IE888YQsX75c/tt/+29y2WWX5Xk+8IEPyJ49e+SCCy6QXbt2yZlnninXX3+9zFPmYxfTmg20EAGTPJIJyh8d1iZjEhRgMwugH7ABLCNV5Yu3HU1CE6VLxhBrWrQmVXAcmk7jZngkNaGT82z6VAZeO90nY+zTx+PyklV4bJ/gxmDovMH4Sacw9YvZcM20pgsX6ZL1Um+Qpzfwm1QSjN6UzaSBPII2cTPHzfkDmUpEEn0BwCU2fdJldR59XPfVVOSRXMVKKqrtJFWbGOpz0hsjqrqybqbS49H8sB8V893MFTVPg971EMjOnmdpkujxQxJjWR6B3Y23oY/q+wNJVUCvsENWHlc9b0C9UBNBWpXOD3KY+W7b7c/TEc3raNNukCzpUJ1dEr4pG5oLRK0zNjYmixcvlo9/6XqZt2Ch6yXCDhJ+IfENpv7DondhRTcLqGYmUpunDHwhqddM3S8k6C3E8Qd1Ll5Iql7bEK4XEjA2z8YLif2brR6m4IUE/iGr0NG1vIrKe15Imr60wCdjz1qgOXghAccRPc0iHT6N76qcDhW/+8yYdeM7Ic/ohQSNs3kh0S+Keh2C5xeMRPPAF5JyYUdddikGWL+ShVh2+EPI3svlMVMvhGANH1774XjewLcCdc+VX0jm4s+xaXoGbySmLs8LSe/zZt/ePXLx235Ddu/eXbnkgnvZEEIIIaR1Zl2yeTZJ0mT/G5+1x+oPKu35BVxuAB0Gv5DMqmr9a9hTqXrzLL96NrWKeLKkvW+xIng8EiA79WaMdxb+sjHXK40eN55QSJIrd882Es2GrSL152p/wMV/kZZBVhXddjqsbkkkfWirCLB+oF/ZVVabjrK8ZMjyosdSle2q65uoepAVoNQp+JW5RlWeJdNVmbK6CWwliuWp/CUIxjmoX9ySFXV1JwsvJ9Oetk4BCQv1T3s7lbpU6quuQCfjlrHQjXv7QI8lPUeNRw/oTw/xe1hbDqBBG1h/EyBBlbtkrIN6bqnraJqD3m2gDdMNZI1111YLnONAHYDPuQqJ0tM/08aB/N49z2ghIYQQQkjr8IWEEEIIIa0z0JJN7mVjQCZAZDLCZjFoZEoq7IB17TVcxd7THuxT/LBdyBrvt+4r6rdXsYFUqCt5GyEuUVRoZypZkiKSEMvWszQ33g+HSR9GUtLJioXAyFwPvDasTBDtHgwwViVXGJlGedxoiS0DZvwMyTHx9Yh4wV6VGRktJASSijUuexYeArNzfcn9+cz1invTwDZQMEQwN9BCz/3l45KPle605BMf13R4uMjTBV4oWp5L1BzQi4tLkmGq7u0An5/xa+paeJwAWdFkqiiv5VR9So62IXB9sDpPt9uLQ8rxDBRcCVxRTR8Lbafnjdd7iBYSQgghhLQOX0gIIYQQ0joDLdlMb+0MvVia+o1X0Yds4qHKpOU1O0bLgngXLuILtctfVSzGj3szYV97h3eLYzV9uYMBel6BXhiLMlixD6ZWlYeOkWBSPTbAU6ajJADtzdDUhFqRf0p7gKC4Cfoo8vxxuHl4PF1iW8lHv0OSFGjbagC+tmP1HzgQzed53ljVRck9Or+SwoKRb3TRsqyrvKWGi32I9DmlafG4z5TUErRUp6pMO+rPg5FcVLM6DhPwktlfL5LblFxk8us26r2OXLGQyuV1EdAnjw6Cc6COYMkf/S3zPVfjFTX981j1rPfguc8RtJAQQgghpHX4QkIIIYSQ1hloySZJkog5VSeRqa9Ih37dR/qQQYw5210RjAxU36dmygUs6q0Mhl2vX2SPZQwkoTgNi9CyC8LIm1MA/cNBrWyf9HbzqLcdHWZcH9feD8AMmin5xXrc6FxV4+SR0upX+FvPrnrPnyqpwwbUq5dpzHUBwajgzAV71FSZnd3BpWrKZmBsUufGIFpeCSZIXfGbU3tLaakl0dKMCWYYHwN4r0DZo0y95ACDTGrvHeihE7/C5dGzCiCYZ2Duwyvh+aLib477Vp3OAj3XkljSeqEhLaf8JxU/pGv7Nz1XvHuN0UJCCCGEkNbhCwkhhBBCWmegJRtJDvwD3iBNzV89FTQtjxZ9Q0u4z4yVALOjOQ43j4ibRzVo3wNTS89xR3AjZStMXBepvm3PanNntbg9TyA2INlUzTmzx4vybNC7wWqTtJZvupM6aFnc0wWZRd37waCV+SaP+g2TAc8Lj5IIZJrec9BSgd4lVZXRVvx6Zx9sPXd57uDzgLuIm/mr8lee934ysG9R5U7SYM8k7eWVGg8uLdOo9obUwE4prxwosVXJS/FJgXYLDmAu2keVQz4AsowXKAdCuahxrfgrb5m6/OB+RKSl/bgytLcP3GQo0hvn0NNCQgghhJDW4QsJIYQQQlpnsCUbOWAo6sdRZiZlkeSATMEOz58qsx/yIMEiTb3kUOFqAI7j1tGqdpNbHU6dUlW8T3EPmB5zbP3ic1NDAHZN6w0S7xK8DqX9PPTW7tZboKhBe+LotodGi2BXes8ZbdI3U1GZ2NG+L/u/AuNpM0XzIzM5lo7idWLZozTkpm0tOeiq4lej8RR3erfgfPHJgtprerwM8oLR80zPFT2HzP5EU9oTB5wbnE/xPPsrA32V+DXFkp7PWyXap3JvwWVFHn5Ggrb6Urx/MLCZbqvUW3B7BfjAaah/Q/R52m98gc7q2vb1jRYSQgghhLQOX0gIIYQQ0joDL9mIVEkX8Q/9GLbK9ULrmTncj6ZUrrYPNyCHiRKvyMa+Bj4FBnstxPB4/vQNktKANw1eAA/srBVBviTVXhF623qVRck3xttEeUgkwJRuAmJN4U3UkeyFhh9JKM0Nx6BEgme7J7hSlSfKNPpXWBd5LFU3Uts2lLw8bYT43MgqpCNzC2tJL9XnF5corUke9Q9crwzUU5YiwDiLY8zgA6ahMt1bQHuPgPsWzXEY5K/+ToAByQRLPrZMvYTaVMyqknWRxO7bk6zZX1taSAghhBDSOnwhIYQQQkjrHBSSjabfNcd41T34AAOSxfuRAKNtlSm3WjrpxeNMg8x1CTL7lWyw2BSKTI7I8wKZNZH04fNe8Fx7tO8J7h8weTs1JSPNqOOpCpiWpuA3glZmTCArsOdKBoIZVSzrhyv8kXka1GNvFeBpAEzTZTwSDN7PQyWRed8hv1RJRUamcOx/42kvU/XotBmxUvAqFKAsdNU80B5cEg9wp+eikbmVhw6iSr72BDe00l28Xri3DJh/1TIf+A7IUAas3zZqqvpJBfRzj6NLGh9w7MWj6yn9xQFzS/8tQwHuqo7FoIWEEEIIIa3DFxJCCCGEtA5fSAghhBDSOgfFGhKkKyK3NbRuwZYutwFyGU2uqX9qvLXK9Q9GUAV6KshipcF6Db96HYZvDUDRdsMVPdbHrr4PFV2AbnbmMiI3Q6D5AzdBtKZARCSo9SF6o71MbWiWTRRlOsPF7Wk24AORNXV75Six0X6LdnwsTyeHjq6zmw+OlUtwYjb38Xa5AzevtEiX5h9cB6J0+6Sr/beLa2HWaFREqC0qUsmqdQR6XZEuA1x09ZWH68H0Wgr0/IT3qXflG3Id96yEA+sWvF7CSfweMfctWFNnxsPh/lq1Aq8fPGu60O3lfSTr89MuwHDdSGxxivNvIy0khBBCCGkdvpAQQgghpHUOCsnGF9Wz3jWwXN6zER60RAGLY3/G6XIhh83NEXkxm5HJvF8H6+mSQP7y9KPCTmv2rrMNFiUcUVi9e6wV9VRkAm65XRVJVUszU+MTRT+0NNM1u8nFOwu7gKO2GlwbaumKdVEkaQC5YiZzqemF0S14XHKbSow9RYDbMDKlg37o+0BLQr1FgfxrVJr6ax9A9NLKeZ0XqHb9jBdBEkzchbrS9TnaOv7bkKCoqsiFWt07iZJ7sJt7/NkGlfNy0wjoEq2ON56+vitmlwMAl/fGtRbQQkIIIYSQ1uELCSGEEEJaZ+Almx7LVJU97ABVm0Dhyuo9LzyWZ48ZtCxXuMylpRI13aiwZPr8jOxXjpXepqa4SRoOMTwJ3Ke+nHpAPTZ6rGlNHU5BnpLpWXvE6PmoImIaTxlPdFbQ78qxcAyUx+waPGZktJEdiuZa+s42OHOZEMoEwOY9k5asZwL63Qfu/zQuByQVMlqmvHrMBm3IA8x21pFHVWk6C+SoskAM5oedLHE5C3p5ZPFO+WWC+mvsilIMoqLasVTH9blVdbYPCdEj/QCFsTfqNda8VTI+N0PkWBW0kBBCCCGkdfhCQgghhJDWGWzJJkiNPTVut6q0HkErGfKscdki1VFHsCEnjcvD5c99esw4JBWXCVFbA5FnktvLKN62K2aXqQZJBvHDWYhLMeV6URtmAz69yZrysoFmci3l6DrNWNqOe8z4yN5uPaTq57ul3sPJ26cZeavVFXbWD039KFAhasNxg2QVDy6rQjWTaQQcx15o8bGx17qsvSkZSnt6eWRutOGkRss3aXy+9tzL+iP0QHL4jJhnR3zMzGlqeaRizQHaMNADkprRpplVp+mR2xLn86YOWkgIIYQQ0jp8ISGEEEJI6wy2ZJNrNvUGrRktWIbVIlMm8pqJ4zH37q/AYT4GS6axSdUj03ilHLBE2zPOQBmAceyMSdn7Ph2vGMXTs6OEVuLHr0SleV81qM3vqao5U142pl4T6Q0MjvbOcMobxuMpxPfwsIZ44C2g8yDZCtyEyMzdewDYjoGXAwZIXjMJ7KXSdt4gbxAtzyFJeQbyrZb6wB45UNZBzwWHqd/KkPp+rLhbgPcJlnzqvaKMl5eZx9pjqWJcgZeICYCG5I6GnmBQLRf8TEI1oHOCz/0QHz/bh3Kd8ec7GmeTJ5vOG2+rDC0khBBCCGkdvpAQQgghpHUGXLJJxGtcDdC9wt9SXpfHTOZZady7xLq2XvRNAszN5qz19ugOGcMcLy9CT+tNociEnZnKgJkcqED4HRrLXOi4x9FIm2yNiRKZbNEK/6q2oUdQ3IsFBVUzNRqzOvZ+cC20R94gYC8LGAhMFc2AN0f5bPB9i+Ymutfqx96La5yAHGNj6zmeSc5t29E8MPID7ni0PeRRIUlcHnKdj1h5BXlqaJnLnhuSH+L3nW+fs4r7yKNBe4LoAVWxp130/DVVOf5uwOcneFZ7PbhQTeA+nQ7S55zGtJAQQgghpH34QkIIIYSQ1hlwyWa/lw00LSKTlzFn4WXOxgoFg+2Apl0BdZBJDmYr2b60hKCS0PwYx1o7gemt9OpqrahxMy9WTeJ7dXh8fVClfWxt0tO4vtQJ8CgwmZR5OTWXpCyPADuqOQ5WwQO5CJ42MFWnSdmAqzx8zDfAxgy8fdD+K6atLL61PZKs4gemKwMyV1MJBt3vlZ5Juj0E8EwAeYwZ3mHfrgqkBj2bOsXjHnpUAS8vuDmSLlvhCYYkAehhBYKh2cc7kH7NhND3TWnMkHSEnsvAMylUzd/pPMirrGfzJl0ISJTxJio8vvSHeNtVQTbhXjYmj34W9C4N8AT+E6GFhBBCCCE/B/CFhBBCCCGtM+CSTSI9ogv4gFeAVwgtnmhqAZm6HJ4TgPKeFXDXe90NR8AqhMsjqKo9843D3FxRa5HH4TVgLNOlXqBLh4L5RHtRSgOzLixbqh+bLbVsALwilAk7HS7SKJBaAKbZ3m7HB8oEmtLZm275jrxpvMHMwNzE+6zU9wnKJp7zKdelxsMGoNKZgASQdvJ0qs3cjnMrH0+QfGb2RirmipF1s7h80xkeLvKreWb2TApx2dj35CmrEuCZYiRU1AKQhKqkAjhxoMamDnue7+AZ5hwbfY+Y4HqwT6qsZwLDJQNVfjnNvI7y8adkQwghhJBBgS8khBBCCGmdgZZsQsj2/1PHXAFusMZTWvuvzd6mZZWqN1s1t2TOwMwIsgCLqASJr1B37XFRUa+2qbq8EaASVm+Iz0zwpFIuZPbWQZ1ARxLgDQPNvw4Te/V3wCND1ZuCvUqMeV7lz7rAi6J8CuDaaTLjHQP6DQ83k/CqFCXjVNYTqS9WcXx/DetZY3SxaP7KMzAOHQ5buj6sJRTVdgo8TDRlbykblC0u2WgpuDMykqe7U1O6onhZk0fPv45EKUmJZg4Zbxwg+YD7zkol6joaGUk/F/D+Op4HFPZAREXrfV288wn+LTIuQfFqkHKkb3EzNlUB5OAfsHpZ3R0R7QCNLSQ333yzvPGNb5Tly5dLkiTy1a9+taczl112mRx55JEyf/58Wbt2rTz00EMmz5NPPinr1q2TRYsWyZIlS+Sd73ynPP300027QgghhJCDhMYvJHv27JETTzxRrrrqquj3V1xxhVx55ZVyzTXXyNatW2XhwoVy9tlny759+/I869atk+9+97tyww03yNe//nW5+eab5YILLpj5WRBCCCFkoEnCTPa6ni6cJHLdddfJOeecIyL7rSPLly+XP/zDP5Q/+qM/EhGR3bt3y9KlS+Xzn/+8nHfeeXLffffJcccdJ7fffruccsopIiJy/fXXy2/8xm/ID3/4Q1m+fHltu2NjY7J48WL5+Jeul3kLFvq0AajYlE1KnlXE9W0g7wBYT5WZG5jT7P4wcQ8ET4O6fz2mYFSTw8QJB12PjWuvifiKdr8vRBy8yL6+PY9M2Bv0KO5Jgdr2tGGDlhXmc2Ni92sO0Wpte/VSSXDMRfeY2S9r2/aMsce8j/ai6a1Mdy9er2cbLd122on/Tqza80eTDikl3sh+Sl4xEmB8byQ0flPqx6X20ElUu2Fq0pQJwDvLo2dDBQCMvUGPaylPMAEa49fLXFPVcRsnE8ncuh4opJc7DHKZTkXrdUyzikBvqK9V9yTyNOrNuW/vHrn4ba+T3bt3y6JFi0B9s7yo9eGHH5YdO3bI2rVr82OLFy+W1atXy5YtW0REZMuWLbJkyZL8ZUREZO3atZKmqWzdujVa7/j4uIyNjZl/hBBCCDl4mNUXkh07doiIyNKlS83xpUuX5t/t2LFDjjjiCPP90NCQHHbYYXmeMhs3bpTFixfn/1asWDGb3SaEEEJIywyEl80ll1wiGzZsyD+PjY3JihUrJBz4L+lxHdiPNX8jr5fSGmlo69LlgUnfYX6Eq74rHWvijaDgZDB4GGwEmc9xn5B0ZMrDQFG6HoeJ0qTj49fTV+gAgtpTabiVdrx6JDv1mP2N6Tnu2QTlDm16V6Zx7ZGhvSXMfhJqD5Osx5Tu8FaxHY8ehnmQBxEwO5dlAjO2jm64Zjj0ljINR+uPH+itF0uR9W17JK/yOcD9a1Rd6VAh2SQdLe8pjxhdVM0nE4DPsbdR+TzxlkSgjAkEhlxGdNLx27qnE1CXdByPyz0oN/TyLBUNcJKDvzkowJ2uE0pexRcZyiNV8mr0cF/MqoVk2bJlIiKyc+dOc3znzp35d8uWLZMnnnjCfD81NSVPPvlknqfM6OioLFq0yPwjhBBCyMHDrL6QrFq1SpYtWyabNm3Kj42NjcnWrVtlzZo1IiKyZs0a2bVrl2zbti3Pc+ONN0qWZbJ69erZ7A4hhBBCBoTGks3TTz8t3/ve9/LPDz/8sNx1111y2GGHycqVK+Wiiy6Sj3zkI3L00UfLqlWr5NJLL5Xly5fnnjjHHnus/Pqv/7r83u/9nlxzzTUyOTkpF154oZx33nkuD5sYVrpo5nnRkx8FTQLaDNgBG2NWbVf0Q3+HTL6u1fvxsp5zq6gIr+IG5mZ4HFUKLLY2GBI2q8PxNDGZ4mNgLaJAcsjig58guUJK8xSYQY2HhD6uTOM6qNWk8niwe8Vok7JE84hYk3lidQPV7/r5gfMAzy5w7XpW9MP5FO2GxeNthszR8EO5jSKpPdS0BweSUAOc/PE85tqVgqfpIHpaBdFzJR1WUp+W/Trx4GaZPj4xEW1Le3N5HTZdXoca9MiDzz/wrC5J+8azBkmzaE8oiedBe1z16RAIZSE4J0L9PSiC5mV5GUMazYcdMiPj5Dz/xi8kd9xxh7zmNa/JP0+v7Tj//PPl85//vHzgAx+QPXv2yAUXXCC7du2SM888U66//nqZN29eXuaLX/yiXHjhhXLWWWdJmqZy7rnnypVXXtm0K4QQQgg5SOgrDklbTMch2filb+yPQ6JIwK9V9Fbe+0vaYyGJZne9BaLfkZW7UiIcPzSaWkiQP/6zYSFBb+l2DV39r+xyG+Y42kETWUj0rw6PhSTFPyH0OaFfpQk43tRCohch6l84WVeHAC+HhUcWEk18kSnKgxaThm7cUtiDK76ORPMgK1EAVkrch6oGi6S2kHSz+HMEWUjsFgDxBvQcSMqxSvSiZ1WmMzIcTWsLib4WGj2HutpCoo7bkPKKCkuXy0IC88fvU4+FpNwstJA4YolAi0rVYuh4pfaj7l9dcI9S43YBOPg75rF2Oi0kiJglad/ePXLxec9yHBJCCCGEkJkwEG6/iOTAfxU/5GHJgtIbKtIJ0UsmXLsBfqGjLjl/hSFLg32brqgr0o8Afo1U/iKFQ4jWHsSz4ybiv0CaRibsaRtsgOaKgumwCFR5csN1I8oqoq0f+heqdtkMYKMyncf0LotvtLf/Y8XmY9N5wCczV8DY2Huo3irnvZIwkqpnPRRc8+Ob+2gOmuVk4N5MjBUFbVoI2tX197jVKgvaqFo3ouZWCKBPylqiT3tiz548nRmXcrQpW9zyWa7XuLCicAxgTYwGrx1E1x1bIxBonY+Zs+p8ArBq4FACpSvviIpq77v4GJg1RRKPIGybxaNhrelgPQnIn0S+r4IWEkIIIYS0Dl9ICCGEENI6Ay3ZhBAkhADNt3hjJGRKqzL2qW+Aqy90NW2mpkTsWxUmvul6gWxiagE+W57lqj0WPSjT6MPxBZPIvOcZHGP4TNE5VFg+NR630OZ6IMxvFi5qqUWZ1buTKpKqNvmCazekFiqaBapqbKxiUzoH4watv4gvKsZru+vN5/iaVJjbjdyhDmvZQJ1gpiQ5vfBTz7PMbCanTdBOuQia5eN59NhkQKapkmOiBXo7FT2spZah0dF4G3oxdFbIhGbMtHyIfD+rZE8QedV64gL5QWcxC0g9Kyzrs+zPFpdBLA6tHkk8UHYuS2/1zyS7ftezNCB+XTIgI5UHLQHXSMA1isrAznuLFhJCCCGEtA5fSAghhBDSOgMt2SRJsv8fWIGMTWbxdKSBSE1Sim4Zbc4CzLrIHB2pQDUBVlsjE6crAmSspbJZF9cKV+/rPF7baawwMDmac666kMgbCWDMqNCZw+PlUdGPNC4naPlGSw5pGv/t0FUbo2lvGnt9dVtqk7QK8IaOGiCnmLmIPCqaSXUipXOCXgvxe9PedvEJDzfEq/S4iZc3nkZaCwP3f0fHxwF12l6UpGYltUjWiecCN313sogx0hkuJMB5Kl7E1Ph4kV9vuqeOY6+SivMwQ14v08Crih5owLunXN5mA/MDeqF5PHziXaoEDALaVNVT1vFoq8TjPZo1fdYraCEhhBBCSOvwhYQQQgghrXNQSDbIdGeDMvVpq9J1gRXqCKwmeDwQsExjakKRqRLUBpI7vOa9uJxjlR3geYHM+2AQsEE0wG9QNhgy37E1gEsONF4eVaZ+dV2U1KI9GFI4UVUe7aGj6+zGpZneQEz6y/gcQs4MKNiVx5kmMcGkoln2f4ekReggEJc+UEc83g9lrwt7G6FOqXmgvQ5AlC8YGRxIdeUAf9arqphPOtBe1wQ3i4+TzhOAZwzc0C2Lh6AvlwnGywnMG3N/qLY9P6FdXjLlz/G/Gyl4+JjniM6Egr6B4GK9dwuQya0GWF9XvbOO2CBn6Iaq+nMZHxz9DMu93pwqDi0khBBCCGkdvpAQQgghpHUGWrKZDoxmj6kPYKV8lcgSgAwAvWNgQKh4P5B0Ua04AKnAZALmZtQRtH8IWgJf2SfQhP6AFsTr3Gh/EmO2d5xDFdY9qK650t5BOrBZPL9V80p+EcDTAElVXbUzb5iMm8y1J47ZydfsrIs9awKc4yppvKjq6+nHoarHgO1xI9D908HyGnYpgXoANqu7Nkv3RJbzALUEWy8MaKbkPS3rDCnPGi2njO97RlSBaP1GctGB/8rPZbP7tLnrdS51WMmSjnvN6orY2wcVh49ljzsiqMfGfKz3Tqms2DxX6vefslWiPPEbBD6HbTdKQdZA/um6KurU0EJCCCGEkNbhCwkhhBBCWmewJZsD/3k8OLRNKjOm87KoAcyxDicdEwAJFHCJDGVrLDSUxQv5jGMO7yBvbk9GeF3qMfIIMg1WBa9ymEGtIhf3vkFeAGg79lD2OtB1aZO0MqUbc7OOp6VN5ip3NlEEtRpSHhUa3YswVZJvXFpG/Rd2nOL7tdjfPz6zupFHUGAqx5zTnhoBZQJ19u7jFL/G1iMG6ZLxw3gvIEC5U3rfLnXBs4lib6TQUddeyTRddYN1hos/CR01L8fVPEuQZNPV++DYuW+fq+o4svuDsYTynkc/8OJQODzycmkCFkmwl1JPEYeHGYwBZ+qMF05Q4TJgOYAn2GVS+v86aCEhhBBCSOvwhYQQQgghrTPQkk0eGC3uGIODhZnsFWYnhykYYVWMuJwCTdU9h+NePWiZODIF48X+3hXgVX2sOW4qdrg/JHETbymTozGnCdxjgTXbpmtvDmDCrpAijNeB3temq+rSHjQqYJWWeEbmz8/TE88orwhjSjeijemH3XsIeB2ZewoYhmFMprgHjPGK0A2UZC4sgzaTHK28pI96LrwlA3JdaoKNgXqRF5ZLZsD3jRkmLQ/ojFPxeao9cSbH4xJMCvZeykwgNRwYzfQD7gOl8qO6PLc88vapGuKG0iWSR+x+TWDuG/mwPEvRPI33Q+MTqjyaEC4NA3Oa4HVNlw8U0EJCCCGEkNbhCwkhhBBCWmegJZtpArAXezxmIpXFcZi0bNwixwrm+l3Je75FUtBcUB3zCZjuPNkdXjloawVrZaw4f5ecVY+pRpuCHfWU9yEJ6DstASg5Rl/f4fnz8nR3sjCTj+/ZU+TX8ouuH+xbsv+zahtIJwkw1yMbNt7ryeExYzyOxEg7xixsqnWYiJN42y6hpJRJj3Pa0cHyVN9NMDrkFqH63Yk/q/T5pA6Zan8F6sECJMTu+Hhx3EiGSqYZKv48BCXNeNrqAQRWQ/Mmgfu44Cbi6AbKkz9erUfO9rUXbwsH4JMqXX3mwDrR3zQ7TsgDES2PiEnVrgCCQgsJIYQQQn4O4AsJIYQQQlrnoJBssHSBTIPRHJEywBSMTHHAJJ2AfRZQleXzQQY0HDhHr7KP6x1mBXhTHaME9GYweZp5B6FOIS8l974xqA0wmFAWqrAE51VWeR0o+SHrAC8T5CGAPDV09ikdpCq+Ar5cLRqbRAdySkuSyjRp/LeNGQPQb92/3mByKolkLlAg0/32eJKBPvVOASCBaZlLSTnmmkKTt5aB1Bhn2EPK4tBBTVd19LQirWWaTAfRc4y39TAp61wqad22onnMGJsscYkxoHsZdUJEtGZeKf9GaK4coT9AWEaCh82zyrGvDRgb/zk4noHo78x00tkYLSSEEEIIaR2+kBBCCCGkdQZaskkO/EOKiCvuWNlUp02nyAqIPA1AI54AbcgLIJIxVsRUDEtDq2T8fLxbynusnR7pA/UJr9AGXlQ9NTUzsCYus2a9Z0fZywaBvEe0vBIcEzsDwYl0pVmPjKTnk5ZEuvE80FysDivJoav7FM1tv6jck2gGcmJe1jSHZALQj54+AfnHPDD08U40D5qz2nPHyFkVA5DYB5QqAwoArwojmQUgOYb4XMygrFOWDR2bU6HzQRIFeiZr+brnUY8e8M2eVfDxPqPAY3GQMFMtLUZwSFtV1w5OJ1DX9PKB8t5GCFpICCGEENI6fCEhhBBCSOsMtGQTpNeE5NlqvrcWnS0B36AS2NOjtiKUyafYQK8eaFJGK/yB+da7ch8LKvXlXWZ4U01/wYKMd0c/FTlW+Ht7aueNqreLroUpreqJZ9dBpspBmQK63kp2gfNDe7FkelyLtN7OHnqx6MdQybSr91lJgMeO9ayJzznsSeZwvysPPfL8UaRDao+bIf2Y1WNQnI/eEwYGqaoImtXc6yNe2OxNo7ODOZ4CD6LQa/iPZTNb+KC9lDyyOMxeJZXAG0Yfjj+XAxhAX1yzCukNBS4zeWDxRuhqsooHsY1jFz9vO2Qzf7LSQkIIIYSQ1uELCSGEEEJaZ6Almxh2BT1a+YvLuzxikIRgitabrWwwGfMFLoMkB4eVDJ03ClKFPXp81lJo6gfmdl8LqqQnFlKpiaYKkUtTAh4ElaZL3flu3Oxtg5iBkzWKg2obBPirNqfGPYfM/jLGgaF+i3i0r40epwwEcdtfRJ2T+vlkDcdq/LX8YF3dYt0QaG4H/Y5+nj6s9zrySF7Aw8l4JGiJDUXgK9WFzyneDzQnPMqAPRvtcWPzpVCuU3WF+Af0aPQob1XPMAH3CMqC9uDRkq2WR02/+9KHBZ64888GqLMokVY8TNFXWYYCJlKyIYQQQsgAwxcSQgghhLQOX0gIIYQQ0joDvYYkhCAhBOg22Ty0XuRzpCosN2pt1KHogc37etef1AuI0EWvIVYvjGvRvX3S/dAb+4E2HJsN2kUMoCKdpeecHS7HTd0MUR4wZj0utmptgNZsM8+8QZo6+GCXSWBX5AA/xRdsoHUjaad4lAS0PkG7MYN1HD0bS+oT1FFOTURRnUR1xecDDBRaIfp7rpFNq3vCbMA3FM1v5o0J0Qk2XhQ8l82Gd441bil8uIH1Fua5iNchmM08wXMFrnHR0X71poWprhN02/tMRo8L84yO34OwsD45xx54vY3r9sC6Jc+fO9ASfPpVbFSqn2H2eldvVOj9m0QLCSGEEEJahy8khBBCCGmdgZZspgllH7MDJMBNULsAlk2zLvEHuf01d7xSbWEZCZ2HVT48rlZxFzhcFPrSwUJ27zXkEq3yIDXKWIiRS2OVS5+HPkIeOuygVRtKZSjCZYibqmHjCTBJe93IYb2qKnNNC/e+dEi5tqqIqp2REVVWuYKaaKRAQhE7ZiHEJ44xYYe4TGgt726b+YGyVeZ9LZ2ofNrlW40HtOh3p9RhJeHpsqgLlbELkEQXl9KwOT1uqjfPT9VCatqtkp3jfYVuvEgyVNcUSc3oXik3CKUd++BXVQE5BRRFLuXlcYIysmOXxKDsCymUl/qj8XKA6X47o7fSQkIIIYSQ1uELCSGEEEJa56CQbAwOk5nNjk1QYLG1+SYAczFsw9O/CqsY2jxM44m2iqMiIvsy7pNnbFHkUONtgiQOl7myYlU/VJ768LJB0S1NY7iegD7AlfJonJC2gq5dqQHgzYTmPpLhMh1tdnwiT6ajWr5RlQLJquf0lWwVgCSgVRPtweXylYKZnN4ZQNYIWnXRm9HpqLemlrhXjnO3thJxCTBB4wxkE+txk0TzWLlR5y7dj0iacYDkWzQang1SqxtB8h6S6kE9Jg+SKMuiqWOckLof4vcExuNBVBpzle6qezhNtVxUMIWiOQNoISGEEEJI6/CFhBBCCCGtM9iSTZBejxQY9CgejKcMlmbidaG2S19EiyKzWs9KZofdEcojuhq0qRWs1akj6VyOjdyMQRRtFOdyGsKuQgkIfmeUKp0fVtvMZF69eR0oo9sG8opx5gCyUKa9crRMkPquHaZehkKSnJ4PnZHhIn9XeaRkWuooeZg4vJlc+eE9Ec+TACmipzkzceJeNkDlMvKNGQPbQrSzVWZ1j+leHzZGddAGHG4UsC9NS/l0E1quq28kQZoruh/1BndmXG3+VHvpwId0vQyKn5KgTighi/UcNKXB/WULw57Ej87A/8bhnaXnUzq0/xUjGfK9atBCQgghhJDW4QsJIYQQQlpnsCWbBniNU9bqhYLU6DxxjxG4twTKA70ipGTi83iAOKQFcNz0L4ubGcsHtDyCJAt43mAs0dhDU/oMIqMBdQ56EWiQ94KdPmU9Md6Ix9PDmtLjq+O1NGNM8k4ZyY4HkAC0N402y2tvmEQHBXO0PRPLcdP8Ljc2cB0rWtcmdiPNgPkEPUCMzKUjIQKpuRQ0z7YRl2Ztcw6PGzTHkXRUJSmZ50W9rAvlG5DJM816n53152HKg+cN8qCpcIdRqZnIqUAm0zkcf1p8sn2pZf33Du11Fvl75Q0aSgsJIYQQQlpnIC0k02/V+/bu6fkOLbSpCs0O8Syoa2ohgYtPK/zrG75Ez2BdZdGUfpvOwGt2b4u1bcOFadDK0dBC0i/IXAJwWUh62nD8VHEB5gqop3KczHpVvXJWh+XWv9hV2ypPNlHEHtE7sg6p8OhmkaRa9KmtLiGzi1rtrr71ljgN+sXootIqCe5bEErfVKt2+DU71yIrlIBzLm8rAHZeReCx8awWRlYNn0UVLhr1XCO4+hzkD/FQ8z3FXfPJ9Qchfhze7/jmh4taUcvIiupY2Ox8RLjai90703+r68Y5CTNxC2iZH/7wh7JixYq2u0EIIYQQJ48++qgcddRR8PuBfCHJskwef/xxCSHIypUr5dFHH5VFixa13a1nhbGxMVmxYsVz6pxFnpvn/Vw8ZxGe93PpvJ+L5yzy3DvvEII89dRTsnz5chPVtcxASjZpmspRRx0lY2NjIiKyaNGi58RF1TwXz1nkuXnez8VzFuF5P5d4Lp6zyHPrvBcvXlybh4taCSGEENI6fCEhhBBCSOsM9AvJ6OiofOhDH5LR0dG2u/Ks8Vw8Z5Hn5nk/F89ZhOf9XDrv5+I5izx3z7uOgVzUSgghhJCDi4G2kBBCCCHk4IAvJIQQQghpHb6QEEIIIaR1+EJCCCGEkNYZ2BeSq666Sl70ohfJvHnzZPXq1XLbbbe13aVZY+PGjXLqqafKoYceKkcccYScc8458sADD5g8+/btk/Xr18vhhx8uhxxyiJx77rmyc+fOlno8N3z84x+XJEnkoosuyo8drOf92GOPye/8zu/I4YcfLvPnz5cTTjhB7rjjjvz7EIJcdtllcuSRR8r8+fNl7dq18tBDD7XY4/7odrty6aWXyqpVq2T+/Pny4he/WP78z//c7iR7EJzzzTffLG984xtl+fLlkiSJfPWrXzXfe87xySeflHXr1smiRYtkyZIl8s53vlOefvrpZ/EsmlN13pOTk/LBD35QTjjhBFm4cKEsX75c/st/+S/y+OOPmzoG7bzrrrXmXe96lyRJIp/85CfN8UE759lmIF9IvvzlL8uGDRvkQx/6kGzfvl1OPPFEOfvss+WJJ55ou2uzwubNm2X9+vVy6623yg033CCTk5Pya7/2a7JnT7GZ4Pve9z752te+Jl/5yldk8+bN8vjjj8tb3vKWFns9u9x+++3yt3/7t/LSl77UHD8Yz/tnP/uZnHHGGTI8PCzf+MY35N5775W/+qu/kuc973l5niuuuEKuvPJKueaaa2Tr1q2ycOFCOfvss2Xfvn0t9nzmXH755XL11VfLpz/9abnvvvvk8ssvlyuuuEI+9alP5XkOhnPes2ePnHjiiXLVVVdFv/ec47p16+S73/2u3HDDDfL1r39dbr75ZrnggguerVOYEVXnvXfvXtm+fbtceumlsn37dvnHf/xHeeCBB+RNb3qTyTdo5113rae57rrr5NZbb5Xly5f3fDdo5zzrhAHktNNOC+vXr88/d7vdsHz58rBx48YWezV3PPHEE0FEwubNm0MIIezatSsMDw+Hr3zlK3me++67L4hI2LJlS1vdnDWeeuqpcPTRR4cbbrghvOpVrwrvfe97QwgH73l/8IMfDGeeeSb8PsuysGzZsvAXf/EX+bFdu3aF0dHR8Pd///fPRhdnnde//vXhd3/3d82xt7zlLWHdunUhhIPznEUkXHfddflnzznee++9QUTC7bffnuf5xje+EZIkCY899tiz1vd+KJ93jNtuuy2ISPjBD34QQhj880bn/MMf/jC84AUvCPfcc0944QtfGD7xiU/k3w36Oc8GA2chmZiYkG3btsnatWvzY2maytq1a2XLli0t9mzu2L17t4iIHHbYYSIism3bNpmcnDRjcMwxx8jKlSsPijFYv369vP71rzfnJ3Lwnvc///M/yymnnCK/9Vu/JUcccYScdNJJ8tnPfjb//uGHH5YdO3aY8168eLGsXr16YM/79NNPl02bNsmDDz4oIiLf/va35ZZbbpHXve51InJwnnMZzzlu2bJFlixZIqecckqeZ+3atZKmqWzduvVZ7/NcsXv3bkmSRJYsWSIiB+d5Z1kmb3/72+X973+/vOQlL+n5/mA856YM3OZ6P/nJT6Tb7crSpUvN8aVLl8r999/fUq/mjizL5KKLLpIzzjhDjj/+eBER2bFjh4yMjOQ37zRLly6VHTt2tNDL2eNLX/qSbN++XW6//fae7w7W8/7+978vV199tWzYsEH++I//WG6//XZ5z3veIyMjI3L++efn5xab84N63hdffLGMjY3JMcccI51OR7rdrnz0ox+VdevWiYgclOdcxnOOO3bskCOOOMJ8PzQ0JIcddthBMw779u2TD37wg/K2t70t32juYDzvyy+/XIaGhuQ973lP9PuD8ZybMnAvJM811q9fL/fcc4/ccsstbXdlznn00Uflve99r9xwww0yb968trvzrJFlmZxyyinysY99TERETjrpJLnnnnvkmmuukfPPP7/l3s0N//AP/yBf/OIX5dprr5WXvOQlctddd8lFF10ky5cvP2jPmfQyOTkpb33rWyWEIFdffXXb3Zkztm3bJv/9v/932b59uyRJ0nZ3fm4ZOMnm+c9/vnQ6nR7Pip07d8qyZcta6tXccOGFF8rXv/51uemmm+Soo47Kjy9btkwmJiZk165dJv+gj8G2bdvkiSeekJe//OUyNDQkQ0NDsnnzZrnyyitlaGhIli5delCe95FHHinHHXecOXbsscfKI488IiKSn9vBNOff//73y8UXXyznnXeenHDCCfL2t79d3ve+98nGjRtF5OA85zKec1y2bFnPYv2pqSl58sknB34cpl9GfvCDH8gNN9yQW0dEDr7z/rd/+zd54oknZOXKlfmz7Qc/+IH84R/+obzoRS8SkYPvnGfCwL2QjIyMyMknnyybNm3Kj2VZJps2bZI1a9a02LPZI4QgF154oVx33XVy4403yqpVq8z3J598sgwPD5sxeOCBB+SRRx4Z6DE466yz5Dvf+Y7cdddd+b9TTjlF1q1bl6cPxvM+44wzety6H3zwQXnhC18oIiKrVq2SZcuWmfMeGxuTrVu3Dux57927V9LUPn46nY5kWSYiB+c5l/Gc45o1a2TXrl2ybdu2PM+NN94oWZbJ6tWrn/U+zxbTLyMPPfSQ/Ou//qscfvjh5vuD7bzf/va3y913322ebcuXL5f3v//98i//8i8icvCd84xoe1XtTPjSl74URkdHw+c///lw7733hgsuuCAsWbIk7Nixo+2uzQq///u/HxYvXhy++c1vhh/96Ef5v7179+Z53vWud4WVK1eGG2+8Mdxxxx1hzZo1Yc2aNS32em7QXjYhHJznfdttt4WhoaHw0Y9+NDz00EPhi1/8YliwYEH4n//zf+Z5Pv7xj4clS5aEf/qnfwp33313ePOb3xxWrVoVnnnmmRZ7PnPOP//88IIXvCB8/etfDw8//HD4x3/8x/D85z8/fOADH8jzHAzn/NRTT4U777wz3HnnnUFEwl//9V+HO++8M/cm8Zzjr//6r4eTTjopbN26Ndxyyy3h6KOPDm9729vaOiUXVec9MTER3vSmN4Wjjjoq3HXXXeYZNz4+ntcxaOddd63LlL1sQhi8c55tBvKFJIQQPvWpT4WVK1eGkZGRcNppp4Vbb7217S7NGiIS/fe5z30uz/PMM8+EP/iDPwjPe97zwoIFC8Jv/uZvhh/96EftdXqOKL+QHKzn/bWvfS0cf/zxYXR0NBxzzDHhM5/5jPk+y7Jw6aWXhqVLl4bR0dFw1llnhQceeKCl3vbP2NhYeO973xtWrlwZ5s2bF37xF38x/Mmf/In5g3QwnPNNN90UvZfPP//8EILvHH/605+Gt73tbeGQQw4JixYtCu94xzvCU0891cLZ+Kk674cffhg+42666aa8jkE777prXSb2QjJo5zzbJCGo0IiEEEIIIS0wcGtICCGEEHLwwRcSQgghhLQOX0gIIYQQ0jp8ISGEEEJI6/CFhBBCCCGtwxcSQgghhLQOX0gIIYQQ0jp8ISGEEEJI6/CFhBBCCCGtwxcSQgghhLQOX0gIIYQQ0jp8ISGEEEJI6/z/nKO/FjYUkTEAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "im1 = np.asarray(PIL.Image.open(\"4.0.png\"))\n",
    "im2 = np.asarray(PIL.Image.open(\"window_back.jpg\"))\n",
    "plot_in_range(im1)\n",
    "plot_in_range(im2)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### First, we use the Laplacian operator to detect sharp color changes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[[  0   8   0]\n",
      "  [  0   0   0]\n",
      "  [  0  12   0]\n",
      "  ...\n",
      "  [  0   0   0]\n",
      "  [  0   0   0]\n",
      "  [  0   0   0]]\n",
      "\n",
      " [[ 16  24   0]\n",
      "  [ 12   0  12]\n",
      "  [  2  18   0]\n",
      "  ...\n",
      "  [  0   0   0]\n",
      "  [  2   2   2]\n",
      "  [  8   8   8]]\n",
      "\n",
      " [[ 16  24   0]\n",
      "  [  6   0   6]\n",
      "  [  0   8   0]\n",
      "  ...\n",
      "  [  0   0   0]\n",
      "  [  0   0   0]\n",
      "  [  8   8   8]]\n",
      "\n",
      " ...\n",
      "\n",
      " [[  0   0   0]\n",
      "  [  0   0   0]\n",
      "  [  0   0   0]\n",
      "  ...\n",
      "  [120 214 186]\n",
      "  [  0   0   0]\n",
      "  [ 76 100 108]]\n",
      "\n",
      " [[  0   0   0]\n",
      "  [  0   0   0]\n",
      "  [255 255 255]\n",
      "  ...\n",
      "  [255 255 255]\n",
      "  [184 255 240]\n",
      "  [  0  60  32]]\n",
      "\n",
      " [[  0  40  16]\n",
      "  [  4  12  20]\n",
      "  [ 92 104  92]\n",
      "  ...\n",
      "  [  0   0   0]\n",
      "  [  0  48   8]\n",
      "  [ 48 255 208]]]\n"
     ]
    }
   ],
   "source": [
    "img = im1.copy()\n",
    "laplacian = cv2.Laplacian(img, cv2.CV_8U, ksize=3)\n",
    "plot_in_range(laplacian)\n",
    "print(laplacian)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### The high values are then smoothed out using a Gaussian blur to get blurry blobs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "blur = cv2.GaussianBlur(laplacian, (0, 0), 2)\n",
    "plot_in_range(blur)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### We then convert the image to grayscale and threshold it to get a binary image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gray = cv2.cvtColor(laplacian, cv2.COLOR_BGR2GRAY)\n",
    "ret, thresh = cv2.threshold(gray, 80, 255, cv2.THRESH_BINARY)\n",
    "plot_in_range(thresh)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### We then use the closing operator to clump together small groups of blobs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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AAHMEEgAAYI5AAgAAzBFIAACAOQIJAAAwRyABAADmCCQAAMAcgQQAAJgjkAAAAHMEEgAAYI5AAgAAzBFIAACAOQIJAAAwRyABAADmCCQAAMAcgQQAAJgjkAAAAHMEEgAAYI5AAgAAzMVZFwAACL9szzDrEoAfxQwJAAAwRyABAADmCCQAAMAcgQQAAJgjkAAAAHMEEgAAYI5AAgAAzBFIAACAOQIJAAAwF/JAcurUKRUVFSk9PV2JiYm69tpr9dRTT8lxnMAYx3E0b9489enTR4mJicrKytLBgwdDXQoAAIgQIQ8kCxYs0NKlS/Xiiy9q//79WrBggRYuXKglS5YExixcuFCLFy/WsmXLVFFRoa5duyo7O1vNzc2hLgcAAESAkL+XzUcffaTx48dr3LhxkqR+/frpzTff1I4dOyT9b3Zk0aJFevzxxzV+/HhJ0htvvCGXy6V169Zp8uTJoS4JAAC0cyGfIbn55ptVWlqqAwcOSJI+/vhjbdu2Tbfffrsk6dChQ/J6vcrKygp8TnJysjIyMlReXh7qcgAAQAQI+QzJ3Llz5fP5NGDAAHXq1EmnTp3S/PnzlZOTI0nyer2SJJfLFfR5LpcrcOxMLS0tamlpCXzs8/lCXTYAADAU8hmSt99+WytXrtSqVatUVVWl119/XX/729/0+uuvX/I5i4uLlZycHNhSU1NDWDEAALAW8kAya9YszZ07V5MnT9aQIUM0ZcoUzZw5U8XFxZIkt9stSaqrqwv6vLq6usCxMxUWFqqxsTGw1dTUhLpsAABgKOSB5MSJE4qNDT5tp06d5Pf7JUnp6elyu90qLS0NHPf5fKqoqFBmZuY5zxkfH6+kpKSgDQAARI+QX0Nyxx13aP78+UpLS9N1112n3bt36/nnn9f9998vSYqJiVF+fr6efvpp9e/fX+np6SoqKpLH49GECRNCXQ4AAIgAIQ8kS5YsUVFRkR5++GHV19fL4/HoD3/4g+bNmxcYM3v2bDU1NWn69OlqaGjQmDFjtHHjRiUkJIS6HAAAEAFinNNfQjVC+Hw+JScn69sD1yipe/he/T7bMyxs5wYi0abaPdYl4BLxfNZxtLfHqe+YXz1+9oUaGxt/9JIL3ssGAACYC/mSDQAAodLe/reP8GGGBAAAmCOQAAAAcyzZAPhRTJkDaAvMkAAAAHMEEgAAYI5AAgAAzBFIAACAOQIJAAAwRyABAADmCCQAAMAcgQQAAJgjkAAAAHMEEgAAYI5AAgAAzBFIAACAOQIJAAAwRyABAADmCCQAAMAcgQQAAJgjkAAAAHMEEgAAYI5AAgAAzBFIAACAOQIJAAAwF2ddQHu2qXbPOfdne4a1aR0AAEQ7ZkgAAIA5AgkAADDHkg2g8y/PAQDaBjMkAADAHIEEAACYI5AAAABzBBIAAGCOQAIAAMxxl80l4I4MAJGG5y20d8yQAAAAcwQSAABgjiWbS8B72aAjibapfh6/iGTR9ng8HTMkAADAHIEEAACYI5AAAABzBBIAAGCOQAIAAMxxlw2AH3W+u1Ki+Wp/AG2PGRIAAGCOQAIAAMyxZAPgkpy+lMPyDYDLxQwJAAAwRyABAADmWLIBcNl4fxgAl+snz5Bs3bpVd9xxhzwej2JiYrRu3bqg447jaN68eerTp48SExOVlZWlgwcPBo05evSocnJylJSUpJSUFE2bNk3Hjx+/rEYAAEDk+smBpKmpSUOHDlVJSck5jy9cuFCLFy/WsmXLVFFRoa5duyo7O1vNzc2BMTk5Ofrss8+0efNmbdiwQVu3btX06dMvvQsAABDRYhzHcS75k2NitHbtWk2YMEHS/2ZHPB6PHnvsMf3xj3+UJDU2NsrlcmnFihWaPHmy9u/fr0GDBmnnzp0aOXKkJGnjxo369a9/ra+++koej+eCX9fn8yk5OVnfHrhGSd3b/jIYpqcBABYi8Y423zG/evzsCzU2NiopKem840L61/zQoUPyer3KysoK7EtOTlZGRobKy8slSeXl5UpJSQmEEUnKyspSbGysKioqznnelpYW+Xy+oA0AAESPkAYSr9crSXK5XEH7XS5X4JjX61Xv3r2DjsfFxalnz56BMWcqLi5WcnJyYEtNTQ1l2QAAwFhE3PZbWFioxsbGwFZTU2NdEgAACKGQBhK32y1JqqurC9pfV1cXOOZ2u1VfXx90/Pvvv9fRo0cDY84UHx+vpKSkoA0AAESPkAaS9PR0ud1ulZaWBvb5fD5VVFQoMzNTkpSZmamGhgZVVlYGxmzZskV+v18ZGRmhLAcAAESIn/zCaMePH9e///3vwMeHDh3Snj171LNnT6WlpSk/P19PP/20+vfvr/T0dBUVFcnj8QTuxBk4cKBuu+02PfDAA1q2bJlaW1uVl5enyZMnX9QdNgAAIPr85ECya9cu/epXvwp8XFBQIEmaOnWqVqxYodmzZ6upqUnTp09XQ0ODxowZo40bNyohISHwOStXrlReXp7Gjh2r2NhYTZo0SYsXLw5BOwAAIBJd1uuQWOF1SAAAHRGvQwIAABBGBBIAAGCOQAIAAMwRSAAAgDkCCQAAMEcgAQAA5ggkAADAHIEEAACYI5AAAABzBBIAAGCOQAIAAMwRSAAAgDkCCQAAMEcgAQAA5ggkAADAHIEEAACYI5AAAABzBBIAAGCOQAIAAMwRSAAAgDkCCQAAMEcgAQAA5uKsCwCAaLapdk/g39meYWZ1IHKd/jsUzZghAQAA5ggkAADAHEs2l6A9Tp8xFQy0Tzw2cSna49+ZcGOGBAAAmCOQAAAAcyzZAICxtpieZ+mo/euIyzSnY4YEAACYI5AAAABzLNkAQAdwMcsBLOvAEjMkAADAHIEEAACYY8kmSpxvOpYpWABAJGCGBAAAmCOQAAAAcwQSAABgjmtIotzp15ZwPQkAoL1ihgQAAJgjkAAAAHMEEgAAYI5AAgAAzBFIAACAOQIJAAAwRyABAADmCCQAAMAcL4zWgfAGfACA9ooZEgAAYI5AAgAAzBFIAACAOQIJAAAwF5EXtTqOI0nyHfcbVxIdvndarUsAOjTfsfbxXMZzga328nsQaj/8rf7hb/f5xDgXGtEOffXVV0pNTbUuAwAAXKSamhr17dv3vMcjMpD4/X7V1tbKcRylpaWppqZGSUlJ1mW1CZ/Pp9TU1A7Vs9Qx++6IPUv03ZH67og9Sx2vb8dxdOzYMXk8HsXGnv9KkYhcsomNjVXfvn3l8/kkSUlJSR3ih3q6jtiz1DH77og9S/TdkXTEnqWO1XdycvIFx3BRKwAAMEcgAQAA5iI6kMTHx+uJJ55QfHy8dSltpiP2LHXMvjtizxJ9d6S+O2LPUsft+0Ii8qJWAAAQXSJ6hgQAAEQHAgkAADBHIAEAAOYIJAAAwFzEBpKSkhL169dPCQkJysjI0I4dO6xLCpni4mKNGjVK3bt3V+/evTVhwgRVV1cHjWlublZubq569eqlbt26adKkSaqrqzOqODyeffZZxcTEKD8/P7AvWvs+cuSI7r33XvXq1UuJiYkaMmSIdu3aFTjuOI7mzZunPn36KDExUVlZWTp48KBhxZfn1KlTKioqUnp6uhITE3XttdfqqaeeCnqvi2joeevWrbrjjjvk8XgUExOjdevWBR2/mB6PHj2qnJwcJSUlKSUlRdOmTdPx48fbsIuf7sf6bm1t1Zw5czRkyBB17dpVHo9Hv/vd71RbWxt0jkjr+0I/69M9+OCDiomJ0aJFi4L2R1rPoRaRgeStt95SQUGBnnjiCVVVVWno0KHKzs5WfX29dWkhUVZWptzcXG3fvl2bN29Wa2urbr31VjU1NQXGzJw5U+vXr9eaNWtUVlam2tpaTZw40bDq0Nq5c6defvllXX/99UH7o7Hvb7/9VqNHj1bnzp31/vvva9++fXruuefUo0ePwJiFCxdq8eLFWrZsmSoqKtS1a1dlZ2erubnZsPJLt2DBAi1dulQvvvii9u/frwULFmjhwoVasmRJYEw09NzU1KShQ4eqpKTknMcvpsecnBx99tln2rx5szZs2KCtW7dq+vTpbdXCJfmxvk+cOKGqqioVFRWpqqpK77zzjqqrq3XnnXcGjYu0vi/0s/7B2rVrtX37dnk8nrOORVrPIedEoBtvvNHJzc0NfHzq1CnH4/E4xcXFhlWFT319vSPJKSsrcxzHcRoaGpzOnTs7a9asCYzZv3+/I8kpLy+3KjNkjh075vTv39/ZvHmz84tf/MKZMWOG4zjR2/ecOXOcMWPGnPe43+933G6389e//jWwr6GhwYmPj3fefPPNtigx5MaNG+fcf//9QfsmTpzo5OTkOI4TnT1LctauXRv4+GJ63LdvnyPJ2blzZ2DM+++/78TExDhHjhxps9ovx5l9n8uOHTscSc6XX37pOE7k932+nr/66ivnqquucvbu3etcffXVzgsvvBA4Fuk9h0LEzZCcPHlSlZWVysrKCuyLjY1VVlaWysvLDSsLn8bGRklSz549JUmVlZVqbW0N+h4MGDBAaWlpUfE9yM3N1bhx44L6k6K37/fee08jR47UXXfdpd69e2v48OF69dVXA8cPHTokr9cb1HdycrIyMjIitu+bb75ZpaWlOnDggCTp448/1rZt23T77bdLis6ez3QxPZaXlyslJUUjR44MjMnKylJsbKwqKiravOZwaWxsVExMjFJSUiRFZ99+v19TpkzRrFmzdN111511PBp7/qki7s31vvnmG506dUoulytov8vl0ueff25UVfj4/X7l5+dr9OjRGjx4sCTJ6/WqS5cugQfvD1wul7xer0GVobN69WpVVVVp586dZx2L1r6/+OILLV26VAUFBfrTn/6knTt36tFHH1WXLl00derUQG/n+p2P1L7nzp0rn8+nAQMGqFOnTjp16pTmz5+vnJwcSYrKns90MT16vV717t076HhcXJx69uwZNd+H5uZmzZkzR/fcc0/gjeaise8FCxYoLi5Ojz766DmPR2PPP1XEBZKOJjc3V3v37tW2bdusSwm7mpoazZgxQ5s3b1ZCQoJ1OW3G7/dr5MiReuaZZyRJw4cP1969e7Vs2TJNnTrVuLrwePvtt7Vy5UqtWrVK1113nfbs2aP8/Hx5PJ6o7Rlna21t1d133y3HcbR06VLrcsKmsrJSf//731VVVaWYmBjrctqtiFuyufLKK9WpU6ez7qyoq6uT2+02qio88vLytGHDBn3wwQfq27dvYL/b7dbJkyfV0NAQND7SvweVlZWqr6/XDTfcoLi4OMXFxamsrEyLFy9WXFycXC5XVPbdp08fDRo0KGjfwIEDdfjwYUkK9BZNv/OzZs3S3LlzNXnyZA0ZMkRTpkzRzJkzVVxcLCk6ez7TxfTodrvPulj/+++/19GjRyP++/BDGPnyyy+1efPmwOyIFH19/+tf/1J9fb3S0tICz21ffvmlHnvsMfXr109S9PV8KSIukHTp0kUjRoxQaWlpYJ/f71dpaakyMzMNKwsdx3GUl5entWvXasuWLUpPTw86PmLECHXu3Dnoe1BdXa3Dhw9H9Pdg7Nix+vTTT7Vnz57ANnLkSOXk5AT+HY19jx49+qzbug8cOKCrr75akpSeni632x3Ut8/nU0VFRcT2feLECcXGBj/9dOrUSX6/X1J09nymi+kxMzNTDQ0NqqysDIzZsmWL/H6/MjIy2rzmUPkhjBw8eFD//Oc/1atXr6Dj0db3lClT9MknnwQ9t3k8Hs2aNUubNm2SFH09XxLrq2ovxerVq534+HhnxYoVzr59+5zp06c7KSkpjtfrtS4tJB566CEnOTnZ+fDDD52vv/46sJ04cSIw5sEHH3TS0tKcLVu2OLt27XIyMzOdzMxMw6rD4/S7bBwnOvvesWOHExcX58yfP985ePCgs3LlSueKK65w/vGPfwTGPPvss05KSorz7rvvOp988okzfvx4Jz093fnuu+8MK790U6dOda666ipnw4YNzqFDh5x33nnHufLKK53Zs2cHxkRDz8eOHXN2797t7N6925HkPP/8887u3bsDd5NcTI+33XabM3z4cKeiosLZtm2b079/f+eee+6xaumi/FjfJ0+edO68806nb9++zp49e4Ke41paWgLniLS+L/SzPtOZd9k4TuT1HGoRGUgcx3GWLFnipKWlOV26dHFuvPFGZ/v27dYlhYykc27Lly8PjPnuu++chx9+2OnRo4dzxRVXOL/5zW+cr7/+2q7oMDkzkERr3+vXr3cGDx7sxMfHOwMGDHBeeeWVoON+v98pKipyXC6XEx8f74wdO9aprq42qvby+Xw+Z8aMGU5aWpqTkJDgXHPNNc6f//znoD9I0dDzBx98cM7H8tSpUx3Hubge//vf/zr33HOP061bNycpKcm57777nGPHjhl0c/F+rO9Dhw6d9znugw8+CJwj0vq+0M/6TOcKJJHWc6jFOM5pL40IAABgIOKuIQEAANGHQAIAAMwRSAAAgDkCCQAAMEcgAQAA5ggkAADAHIEEAACYI5AAAABzBBIAAGCOQAIAAMwRSAAAgDkCCQAAMPd/AS21lcHSMxEwAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "closing = cv2.morphologyEx(\n",
    "            thresh, cv2.MORPH_CLOSE, cv2.getStructuringElement(cv2.MORPH_RECT, (15, 15)))\n",
    "plot_in_range(closing)\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### We finally find the largest contour in the image, which should be the opponent"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "contours, hierarchy = cv2.findContours(\n",
    "    closing, cv2.RETR_TREE, cv2.CHAIN_APPROX_SIMPLE)\n",
    "contours = sorted(contours, key=cv2.contourArea, reverse=True)\n",
    "largest_contour = contours[0]\n",
    "M = cv2.moments(largest_contour)\n",
    "horizontal_center = int(M['m10']/M['m00'])\n",
    "vertical_center = int(M['m01']/M['m00'])\n",
    "\n",
    "# draw largest contour on original image\n",
    "mask = img.copy()\n",
    "cv2.drawContours(mask, [largest_contour], 0, (0, 255, 255), 1)\n",
    "mask = cv2.circle(mask, (horizontal_center, vertical_center), radius=2, color=(255, 0, 0), thickness=-1)\n",
    "plot_in_range(mask)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "'NoneType' object has no attribute 'copy'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[44], line 18\u001b[0m\n\u001b[0;32m     15\u001b[0m thresh \u001b[39m=\u001b[39m cv2\u001b[39m.\u001b[39mmorphologyEx(thresh, cv2\u001b[39m.\u001b[39mMORPH_CLOSE, kernel)\n\u001b[0;32m     17\u001b[0m \u001b[39m# get contours and filter on area\u001b[39;00m\n\u001b[1;32m---> 18\u001b[0m result \u001b[39m=\u001b[39m img\u001b[39m.\u001b[39;49mcopy()\n\u001b[0;32m     19\u001b[0m contours \u001b[39m=\u001b[39m cv2\u001b[39m.\u001b[39mfindContours(thresh, cv2\u001b[39m.\u001b[39mRETR_EXTERNAL, cv2\u001b[39m.\u001b[39mCHAIN_APPROX_SIMPLE)\n\u001b[0;32m     20\u001b[0m contours \u001b[39m=\u001b[39m contours[\u001b[39m0\u001b[39m] \u001b[39mif\u001b[39;00m \u001b[39mlen\u001b[39m(contours) \u001b[39m==\u001b[39m \u001b[39m2\u001b[39m \u001b[39melse\u001b[39;00m contours[\u001b[39m1\u001b[39m]\n",
      "\u001b[1;31mAttributeError\u001b[0m: 'NoneType' object has no attribute 'copy'"
     ]
    }
   ],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "\n",
    "# read image as grayscale\n",
    "img = cv2.imread('red_line.png')\n",
    "\n",
    "# threshold on red color\n",
    "lowcolor = (0,0,75)\n",
    "highcolor = (50,50,135)\n",
    "thresh = cv2.inRange(im1, lowcolor, highcolor)\n",
    "\n",
    "\n",
    "# apply morphology close\n",
    "kernel = np.ones((5,5), np.uint8)\n",
    "thresh = cv2.morphologyEx(thresh, cv2.MORPH_CLOSE, kernel)\n",
    "\n",
    "# get contours and filter on area\n",
    "result = img.copy()\n",
    "contours = cv2.findContours(thresh, cv2.RETR_EXTERNAL, cv2.CHAIN_APPROX_SIMPLE)\n",
    "contours = contours[0] if len(contours) == 2 else contours[1]\n",
    "result = img.copy()\n",
    "for c in contours:\n",
    "    area = cv2.contourArea(c)\n",
    "    if area > 5000:\n",
    "        cv2.drawContours(result, [c], -1, (0, 255, 0), 2)\n",
    "\n",
    "\n",
    "# show thresh and result    \n",
    "cv2.imshow(\"thresh\", thresh)\n",
    "cv2.imshow(\"result\", result)\n",
    "cv2.waitKey(0)\n",
    "cv2.destroyAllWindows()\n",
    "\n",
    "# save resulting images\n",
    "cv2.imwrite('red_line_thresh.png',thresh)\n",
    "cv2.imwrite('red_line_extracted.png',result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'img1' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[43], line 9\u001b[0m\n\u001b[0;32m      7\u001b[0m lowcolor \u001b[39m=\u001b[39m (\u001b[39m0\u001b[39m, \u001b[39m50\u001b[39m, \u001b[39m80\u001b[39m)\n\u001b[0;32m      8\u001b[0m highcolor \u001b[39m=\u001b[39m (\u001b[39m16\u001b[39m, \u001b[39m255\u001b[39m, \u001b[39m255\u001b[39m)\n\u001b[1;32m----> 9\u001b[0m thresh \u001b[39m=\u001b[39m cv2\u001b[39m.\u001b[39minRange(img1, lowcolor, highcolor)\n\u001b[0;32m     12\u001b[0m \u001b[39m# apply morphology close\u001b[39;00m\n\u001b[0;32m     13\u001b[0m kernel \u001b[39m=\u001b[39m np\u001b[39m.\u001b[39mones((\u001b[39m5\u001b[39m,\u001b[39m5\u001b[39m), np\u001b[39m.\u001b[39muint8)\n",
      "\u001b[1;31mNameError\u001b[0m: name 'img1' is not defined"
     ]
    }
   ],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "\n",
    "\n",
    "\n",
    "# threshold on red color\n",
    "lowcolor = (0, 50, 80)\n",
    "highcolor = (16, 255, 255)\n",
    "thresh = cv2.inRange(img1, lowcolor, highcolor)\n",
    "\n",
    "\n",
    "# apply morphology close\n",
    "kernel = np.ones((5,5), np.uint8)\n",
    "thresh = cv2.morphologyEx(thresh, cv2.MORPH_CLOSE, kernel)\n",
    "\n",
    "# get contours and filter on area\n",
    "result = img.copy()\n",
    "contours = cv2.findContours(thresh, cv2.RETR_EXTERNAL, cv2.CHAIN_APPROX_SIMPLE)\n",
    "contours = contours[0] if len(contours) == 2 else contours[1]\n",
    "result = img.copy()\n",
    "for c in contours:\n",
    "    area = cv2.contourArea(c)\n",
    "    if area > 5000:\n",
    "        cv2.drawContours(result, [c], -1, (0, 255, 0), 2)\n",
    "\n",
    "\n",
    "# show thresh and result    \n",
    "cv2.imshow(\"thresh\", thresh)\n",
    "cv2.imshow(\"result\", result)\n",
    "cv2.waitKey(0)\n",
    "cv2.destroyAllWindows()\n",
    "\n",
    "# save resulting images\n",
    "cv2.imwrite('red_line_thresh.png',thresh)\n",
    "cv2.imwrite('red_line_extracted.png',result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "None\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import math\n",
    "img = im1.copy()\n",
    "laplacian = cv2.Laplacian(img, cv2.CV_8U, ksize=3)\n",
    "plot_in_range(laplacian)\n",
    "blur = cv2.GaussianBlur(laplacian, (0, 0), 2)\n",
    "gray = cv2.cvtColor(blur, cv2.COLOR_BGR2GRAY)\n",
    "ret, thresh = cv2.threshold(gray, 50, 255, cv2.THRESH_BINARY)\n",
    "plot_in_range(gray)\n",
    "# Convert the image to gray-scale\n",
    "gray = cv2.cvtColor(blur, cv2.COLOR_BGR2GRAY)\n",
    "#cdst = cv.cvtColor(dst, cv.COLOR_GRAY2BGR)\n",
    "# Find the edges in the image using canny detector\n",
    "edges = cv2.Canny(gray, 50, 150)\n",
    "plot_in_range(edges)\n",
    "# Detect points that form a line\n",
    "lines = cv2.HoughLinesP(edges, 1, np.pi/180, 100, minLineLength=1, maxLineGap=2)\n",
    "print(lines)\n",
    "# Draw the lines\n",
    "if lines is not None:\n",
    "    for i in range(0, len(lines)):\n",
    "        rho = lines[i][0][0]\n",
    "        theta = lines[i][0][1]\n",
    "        a = math.cos(theta)\n",
    "        b = math.sin(theta)\n",
    "        x0 = a * rho\n",
    "        y0 = b * rho\n",
    "        pt1 = (int(x0 + 1000*(-b)), int(y0 + 1000*(a)))\n",
    "        pt2 = (int(x0 - 1000*(-b)), int(y0 - 1000*(a)))\n",
    "        cv2.line(edges, pt1, pt2, (100,133,255), 3, cv2.LINE_AA)\n",
    "        \n",
    "plot_in_range(edges)\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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KuxBHlpAME4ZNwRi3iCSCkCE+BNhanRQErmouSixcO5SC0AyNc2UNurwWuCKaH3PqoovgpXDJDFkEUpIEy1n6076ySJvELZddl17eVI3RKjFiZMTBwHOriBKJBBLF0kFdSlFmACnWlYHt9FqBCdtF/nWujyQcqXOlhUNdoje8dsTNPTln/7hxnYcykEzSuSjn5QcqaeI2SlPumiRfLZE8o11f4TmH0U9RlgD5gSYqBPzwJQkJsZy7vUiUY5ShXF1w7fB5gd8ZrjiMTS951ruo2SQJIZ7rYr5MwDAVbXS9hzHGezx9viPO3RmvETneuYgfKV+WNFMWEiGEEEI0jl5IhBBCCNE4Yy3Z9Na0rDfV8iZfNC9N5iWDABHtBlYUPwomQUxW5Lw7iCcOJBuKaP6GegyS3QX0/kCJIXUbaKHZG1eyQzn0iphiCcmwCZCdcD+Y9yImu+v5gYrYdjdnokthZnUYs4m8ZOCT6OVNzTFNSOiSphHZBc3CGKUUx5jlC8M51yZjnAZhLJEZSMTJYCSZIZVsYHeXSAZmXjLDPrHInDj8OOYkWZszQS8WSCgdH1E5TOa90nwhJtn2N50nXjdvkveRU6vag7mJlwUSTuKZRvSSI4kAg+sHNpZPZBc6/tHtpCN2vZncAb11/WYyN/MwMSLxJN1wcqDzlMEyGD0Wwouu6ktsLRJ5NqJrDCalTBJwOo+YwMYfi2B7KDOSBHzOrY5JnakHF5FmApFsmbcZzmXiwem9I3v5/ZZ6maEXEIm4W5ZHL4ssJEIIIYRoHL2QCCGEEKJxxlqysfbhf2AKDtMYoAX2T2IWPXgPOwABYczMVvXNg+4YluxpEk1sIPHAynAf5AdX6KNZreJSoAKD5re5R/vt4X40c6NZDSQRv5IfTbCwf5KY2M3M5UoKxHSKSf4WifkSkxNimWkYDxIAzQd38/3zq8aJDXZh+ZXfzkzrvDbQLIyr76EP6et+N//+78zkTH6kCRDzdTqJEuXDNAlhVX+X6gJpwSlHLLgWkXuI94I7NEksGeNs/w80Q+MxLggZ8VBBmQCnA/FqcB4IqRzoFEqStA9p5SXAxPWiv9t5KaEsCfdKet2d9JH3LkR5LmKwPPT6wIBwIX/f+QCBcH0gIWPqmeQ9YpjXHLqVoZwC/cCgeyCRocQYIjy3Q0FSSrOKe414ujhvRHgWLBBPS6weZeo0XphLyJeX69x54zOlnfcCcnPIPTJhv5sDScZZ6hFI9uP9deTYQu85WUiEEEII0Th6IRFCCCFE44y1ZBMePRRPLIJM4zxP0AzVzcs04UBf9jAzs0cPLG3GKZYzBE3mxEzr8oL0d6Op1OeyqPDAQO8TNGuCJOK8E1AqmQIJCkx9PRIgx7WFktIsmGbNfK4EPA/sRxvykKCpnwTJccbvbt6UjjkynJdHKzURk9X7LkATHg/FnYkz74HgpA4XXAztlcncYBJCj5hjaQ4U2GZeVC7wHZpvk3JsXrtLRFbWo1zh+kEC4rk6iUdL6gixSCQsvEXm83IFxd1qxMOEBAszM+uxfEiQY8TJX26MScA6N34o38Rsce/BYeYGlzxKXD4vfDZ2iKzB3GzYPcQVXj6XmXzWgw/m4dlzcD90D/uHzx3wypnP5wE7VI5IuQjmfkIpzYgEBTJ/gLYj5ulxDSTPesyHhIR84EEXbNDge408huglArlnwBvJjXN+njo5G58LR6rtpPM1jywkQgghhGgcvZAIIYQQonHGWrKx4zpmUx0LaF7F4EtTcHoYkOwgmNImkhXFaI4F+Sd20HRKYvi7nC4YNArMwuhFQEzkA1Z1dASCPmGKeJ9vBFNV4+ppXO1PAvCgKXceG/bmzojjibIVBjSCFOcuK/ckyVnDvEdwLCfyK/9jErgN03J7yQdXlmO3ScAgd25YBtpiskmKG0LinRFJGZZbhq6AL+yTs+0SDya2Qp60HZlHhpvv+bEME74tL+Plg0BFlF3Qk4RIK877Dq3LLlAZNpyY+vGcsL9tYrYO7Pouu9tLQu4hkcqezCMG7ke8RSbhPk+fgUfKk7/8zCVzoMqBjUk+LEgdOA2GOXh2kzxMgQQ5i6kU0XYf9rfnIOcP7segYhhwLSdRWDJOLczjRCRyMwso3TMvGwyo6eRO9KIikjpKgK38mKF35KEdTvfrH4M3LnoLOS+sw2UXUneiPLKQCCGEEKJx9EIihBBCiMYZb8kmBLMQvFV4Faxyxg8wANoJfRtgSFOUO3Mimvrzq4SDjzTTr8algoYD0DqKsXUqVkK71fEdXE2P9jq4lOBZ43LF4Dm088uwI5orF8iK77SPuLIcTZaYwwOCh0Uw3zlTeod4mLi8KiS4WDvZ7/LLoPwDx0AJJzPgeUN7zroM5tEwgf2DwHAVKb0Di0LGvLbQ9I5jRpvI56kYcHByJmMsR2zurEFXHrxEumQ/CRaYnr/3YskHrAqkLi+74GZe+qEiF7tWZi5nlQtA5wKaYT/Y9SXyHGgfLpBVlYxE2nBSwdzBfvHubKZ0Iqe6wGtM3qzwFGRyLAka5wK6gZtiRBWZzUW2P5Ee6X3UxbxWOJYghTN5jnibROLNFtKgjZ2aNgIs3sGAmHhP5e8J98zruk98G84bEecEjBN+t+S82EJZghtZSIQQQgjROHohEUIIIUTjjLVkE2M8ZHbqELPzI2CKxCzmLcxD4s2bEVc5g+dGYKZ0lqoa+4TmOiyPeXBQ1klMjgFMiMF5j4DJcQJOEPNUUNN7PpBVwHwUKAl1EzNeOy+D+Fw7cFJTbVIeJbK83OECldFcIAk09wuRctpwK+Cx05A/xJlBwXyLHguYBn7Om8IDkzVc9Kq81xGmVHeeKAvkNwUz26dziwUbc7lm8BiXWClb3Jl4YT7FNsqpKMXAfO0kj6QCs7wLvub6Qe67kJ/7PihYhYZKpAkWNC60QDYtCdyGMpBz1eDHunxDTB6A7Z6T8dDrCJ8vTFMm23gvp/MPhwyDV5JcMV5OgH7g86Wdvw5eroDqE3kevXSclwkGsgRpLLD54TwWYSzhu6U3C0HLsJpu8nzG45kEVpIXxqn5KJUSacYF1kyWJ2C+MfTCBGk7gCuoD3x5uO1QEITOZCERQgghxOMAvZAIIYQQonHGWrIJ7XBotTOa4TF3Aea4WVV2qm7xeoRjnMmSmBzR/OZMzXnvAJZhO875IDIB8gxElJjamKcGgqQtEtMnmuXQ7MeC1vSY2d580Dln0Yc2jseIRgXeGZhfB4o4MyPzoiD5cQbbQ+8HHFcYg6lpy4JB6VACJIGeBkQTDKyEOXkm8r8L8Fo7czPz1HAwKSdpAyahyx/kqsL5hDkvCoK1gYdEYIG9es5GnjSO5mMM8gdmZOc6lZc0fVC2vKeaD+ZF6jHz0gQGl2qhDIc1YV3YCI4HCZKIJnwmTVkaQC2PeyI5WQ0+aOWfTw62v0JSCsRDynmxpPLFEVDKxTqJ91x0znp8XNy8wVwuLlYg8TxzHjrwXIAymLcsYEIzl4vGnzP1golsHuA9mI/KFmZxN0rhZGwSecV5EeI1xufWBHwXtQblM+eBVoEsJEIIIYRoHL2QCCGEEKJxxlqysbaZdYLPUQB5alwQsXkiS6TeM857JOT3Y1AxlEFKUscDbkX7wb5dLaR5WdBjBz06mLQAqa69GZkE8+nB2KC1Dk3Tk0lQIfcHmA2PO66/DYF6ArP/0lwn+eIsv0NM6ydSkE9eAuOEUg6YIp0JFecAyzHS48HkMIeK9wZBSYQcjGbQRdcr0icsUjEXnambeU/AbjcG2AaJMObyhZD6YZ7E6AMoxTkcELy/8NEF9/wktgEd7xGPESPmaAxsmOZxosMJ88l5hhHp08k3zoUDNvH+xXNIvKWwqjYzxePzDD0n8veUqwVvL6e+YJ/wPktu4Pl8oC5bIBMepw165TjPOOIxh1AvMqv20jtSxAUxw3Mi978LlIfdgz+mUMpOr1V+DnlZmDTtBg3mH3jNMLmHLjGwRF7GrxziZJeTbGjAxwRZSIQQQgjROHohEUIIIUTjjLVkExe7FhcWLTyMwbxwBT2URdObS1ufmBYh/wouNo5E8XG5LHp5k68LVNbKm8JtHoLMrOIp2NGzxgfIwSA/sNuZHFESgaQQLi9DXt7A9NkDYM6a+Uf7xywczBS26pwXS7s7+e2AQaYwgJRfGR5RtkJJCZtbIKnMSbAr5w3j4kflAzcNGCmxLpQ+WKAt5oVFvHpc7hFqIa3IMcLUJuIBQgOMuSBO7FjYhOs7kCI+kqBMsB89B2ggKzRno6caCzKFwczSMi7VEfaplS+EwRbx/FxALTjUySBYHp4RqaaJ9yrxaHAeJ230+oBCLSITkG+KgOcDcmXsJpMJ7kf3zCVecxAHMPGUIVKJYfDIfGcHAqMtEBnZefXli9CcZ+28/GUoRfbQ25HUn/bDyaD54GnsuRAm80HJAvsrlcu7+Xr9pSDzpiaykAghhBCicfRCIoQQQojGGWvJxmLXLHYtTqOXA1mNPJWPwe/yKlgS28etDEbzKgZlgne6Tj4FswtC5FLbg+kNvFjStPUuT81EfoV2XASTIJxrQN3JSQtg4kQTGwZVa+elEjOziDlbcNBQsgBZIrLAVJaX2GwexxL0Msy74TyCkgBDzhyezw/jTdIkCB4NHkQC4rX5dXQyj/PkgWPgvANeawTzpLCcSSjlkGmc1uWvBT4aMPgS5vaB/S5/EglY5drF2pn3kiXeNCwnB5qw0RwOjTiZpsAbrkW8g8x7uwT0ImqRbdTbMBBWAPmVuU64AQRpKw1CxuRi9PrCMvPg1YeBr1pEzorkGuH1AQ/AASUMJQTi6eaC9KEM7OQfEvwLpBLMjxUmQZqqip3ongWYj4aUwcvbZmXQ0wWlXJRvfDec2lZTBnGz1N3/BV5XeJ6pwuO8fUhwTawLlz0cfq6GQhlHFhIhhBBCNI5eSIQQQgjROHohEUIIIUTjjPUaktiOFjvR6+i4JuQ4iBSKr14Q/TGkYucJEIoOor667eNX9/uA7qVzoHVCBFeMlGez/fUQAdaTuPUGabI1FCldBFJoz7kNYpRI6N8suOGixohrIBZQH4c1DGkE0lk8V9SU0b0PutTKFvFrKZwXHq6HcD6i/WPRZbCdjBn+SddWFKwtcUsVMhEIzZJ1M7jeIl0Pga6ZeddC75pJXHJbZD2Ea4tERa2K2orE/LoCF+kRdXTXNknuiGtfYG45jTtZq+TcUN0inPy95sp00Z0475YcWCTPXsWjsdu/j1xSRjbmCLlPjbipF/9kxCUvuIaCrAlxzxu8//Few/VC7h7Hht0iC9hKxs+tU/PRePt9xfV48BzGtRi9/BoSnA7uQRLJXEz7RBaYuGeMa5CUwfUxmIzTyHdUevu6wLf4nQDrArEMrndxzy0SndWtC4KK2snYIO75waILY/nMeqbCx87ILSQ7d+605z//+XbCCSfYKaecYi9/+cvtrrvucmVmZ2dt+/btdvLJJ9vxxx9v559/vu3du3fUXRFCCCHEmDDyF5KbbrrJtm/fbrfeeqvdcMMNtrCwYL/4i79oBw4cWCpz6aWX2pe+9CX7whe+YDfddJM98MAD9opXvGLUXRFCCCHEmDByyeb66693f3/yk5+0U045xXbv3m0/93M/Z/v377c/+7M/s8997nP2C7/wC2Zm9olPfMLOPPNMu/XWW+1nf/Zni9sKoWshdL3VkERexARNAU1mq3wE0kByRdnaNf3tKTD5zoP5cdVxlgWS1wWItmhrqpIswUcYJpYkCcRzom5ekUQUxQRXE2BDBNPqQG48NOO7SKiY/AojqaJmQ8ygJGGdSzZITKWVBCI/oKmfJaOadLZw2MY60fxNXCjNfKRcdJnFeYZynZNvYP9cXzLoOYkDzbFk/0CSq4KkZO54p4X1myuRQdCUi5F/XUjk5H5swxzEcXLmaYzeixOERPh0CSfzRVxSwAFrPnEbxnPF6Jb5gMqJ6ziOJXGRJVLEADBPI3Mhdm7Jy0sX7ro72QnrhLHopPMKXbDzkVrjIkZbxXmAUh+2Qb6+2sRdPh2zCRc3oL+J97/l3WdRdg49vHYo37BuoCzeST7DeYPPC7imxF3XnZ1T2PGTfHRaNwUGXO/J3EyjnOf6cfgeLH1UH/VFrfv37zczs5NOOsnMzHbv3m0LCwu2bdu2pTJnnHGGbd682W655ZZsHXNzczYzM+P+CSGEEOLY4ai+kPR6Pbvkkkvs3HPPtWc84xlmZrZnzx6bnJy0devWubLr16+3PXv2ZOvZuXOnrV27dunfpk2bjma3hRBCCPEYc1S9bLZv327f+c537Otf//pQ9Vx22WW2Y8eOpb9nZmZs06ZNFuYPSTYRIkOG48B8iyvGXdIzNIsnEUjRhIiRMtEE6fQLYs7GxE0oDaxZBWXAruaSVKX2rXomVZfkz62mz3ssRIjU6IJ6LlSYiMHU6MyMYO50JnY09bkwnRjVk8g3E3nzufdU4TZBd01xnHA/mlo7bLwx6i1EI/SNQZkk4m6HyCgYibKVj0yKCdoiSlhEIvOJ3pAkcSPKGoEdj/cUngOa3rEeMn64fxKjAKOEkkTcdTIUkWPwmjpPD1/T0hZKPPkiLlnjgGMSJrhkMmMHPVfA7O9M5vlsg84jkHmCtZL57u4FHFv0tgB5GW5OjGqMHjrOA4TInviMdZc9vR+75N5215TJt1gPGT/0AnJeecRr7dCH/a1eXyKKIOMH5kGDwLEsWqqTpkDmj4nzYuiR83bjQWQdhDjfsTqdxyHJOWhm3kNoksh13cw1LZRsjtoLycUXX2xf/vKX7eabb7bTTjttaf+GDRtsfn7e9u3b56wke/futQ0bNmTrmpqasqmpqexnQgghhBh/Ri7ZxBjt4osvtuuuu86++tWv2pYtW9znz3ve82xiYsJuvPHGpX133XWX3XvvvbZ169ZRd0cIIYQQY8DILSTbt2+3z33uc/bXf/3XdsIJJyytC1m7dq2tWrXK1q5da6973etsx44ddtJJJ9maNWvs9a9/vW3durWWh42ZWZyLFi1aWA3mNlwdD6ajFsbimSarsM3MZsG2tBqlArCtYfCwSQjgA6vEY4Dyk8f39+OITxaumsdEdoso8+RNgsbMrhD8JrhjyQpu1FySwGPOswaTnnVQEoEymMwPAtY5U+bDj/T3d8AM2sqbxdHcGVO7OjHve3M4jAdJnMWCpMUeJickAaeIx5eZX6XfQ88ftOLDGMRF8K5CTx6Qb+JCPrhWxPFLJMpgmLCNmYshQJZLqIXSAPaJePUEOB/0yqlIehadlAHnRDyevDdY3hsmOikMiruAbhVyoPsbJRUyli0iSzgZMxNMysyfUIvJPckxbjcJiofnihcApyzbdsHuWMC0it+6VJohx5AghBgkzXlOBjLe6XWEe5U9fd29QzzgfHBN4o3klNEKaQq9+jDB6ATKhOghOdffvzALZfBeyXvr+ecW9jWd73hvw2f4nYpj4IJuHnpOxtm8d2jKyF9IrrnmGjMz+/mf/3m3/xOf+IT99m//tpmZfehDH7JWq2Xnn3++zc3N2XnnnWd/8id/MuquCCGEEGJMGPkLSUlsiOnpabv66qvt6quvHnXzQgghhBhDxjqXTVg1aWFq0q2KxhXCYQ5sSseByQtNvI8kpqQTsBxIMyDTxFXgKQMNxnkwnxnIEi1og+UScUFmEnMsk2kQlFTQHMtSDziPDPAoQDmqark1Hg+r111OmQUMdJTvBwYhw5w6rVUFUxNXwKeeSRisCGUkJzmQfD7O/Jv3EnFBzpw5lgQ2My+peO8OIhehR8EcmGNZ8Dk3sMwUXuFlw7wT6G8MmJeohaFJGvPXTJBgaC4/U9oGenTgzQ3Hu/wczFxPZCsXOw3Lw/zr+fsgxtXwGWyH/v0fWuiF1b//fWApHD8i3zppCvtamBwkEEml5Hg3N3A/k0GIp4WZGfVsdBXDbhJ0ix3aIvPPeYKlteWlCOfPgs8YzD1GPMxQsnVefCgPoQy02gcCZB5ITuZBD0eXOwfmH05x5+EE26i4zuE9mAzUJLlfSAA5ZOl6tSt0WUDZfoUQQgjROHohEUIIIUTjjLVkEycnLU5NuiBOYQ7kkWkwh0FQqjgLUs4kD4yGNr442ZdgnJQB7QU0W2MwLwzI41Y854M72aI3b0WWMhplhgU0IaJZmKwkJyvRQ5ekdU+8bNwoQTknnaDEMQVTDccYZbVp8FjqEA+JBWL6S+UR7BMGwnJjA4djQLJWXrpwuSxYcC306BkIJke6joeDeRU9a8IU5knKSzDuWNLYQHAnDErmAuo5FybsYWbLS1ixS2QCvKYLzDujwqMFzfh4vSKrCzuYDzKXJPGAOvGeA7nMzEKLSJmBefWAxxiWQY9A9ICLxJumKueMy3lDZAqUZsGDo4W5fTANfSDyI14Hen/wfCjuWTcg7Rwpn/dEwfxTsQX3BI6lGycMOFkhhaP3HgtoxjyNXI6b/LE+WCXmx+FrLl2uLZBvURaOzJPPjTf0CXOvHYfjil5XybMDg87h84ZI2xhUcEn+YQHfEmQhEUIIIUTj6IVECCGEEI0z1pJNaLcstNsWUeJAaQHMuhFWEcdZEqTLEpM2ygNYDD1D0JMEAlk5kzdbDe4WalesUHfBjYiM4jxAMAAVFHF14nliEDcoT/JXmPm09zR/A7aNZsZu3owaIHeQC17lG+hvYn6h1CSIK9+dBRL6wfOD57fR4YGZ7bGnSf1uDFDawXN1geXQPI23aj63D5qtQ4Sx7EI9bb+qPy6ugz7h8Qfg+L5pPMIjozV5HxzbD/5nATxMwqOWxeXvYfJQAkbCa7mJioX6m+y+c7/D4F5216QCNLk7z6T+uaJnjfN6w3paRFpt5WUTZ92v+inpgnah2R/73d8dXR4YqMc9X6AeLB/Qky4fgGugYhe4Me/lFfPqVyIBwvMdAykyb6xUxcRbwUkwBYlXApF4WK4d9xxB7xSPUwqdYoZB+8jxbXxGkHxr7jqgdISdSJ9t6I4D3zNOUgJPsqwMKi8bIYQQQowJeiERQgghROOMtWRj89Es9HyAodX9wGaYyjk6bw4wZ6evZHNggpxCnQYDZ4H3w2oIktYhw+mseMR0mQajATDoDJrDvEdLPrCNC87TzstFhmnJnaMBzzMRnJkX2wZzIgSsQ7NmXMT2QCZoEzllDgLOtdF0idKK655fjW/1oOXRjIxjg/IQ8yYws4jzA+XESCQYDFKHeSew0AJc6zaRvDBXjnmJMvZILqbYn9dx4ZR+GZBjYutJ/e35TVAGPDimf9TfD9IRBg5Ds/9AACU0/06Q4IFtlABh/J20QPKhkLw0GCgvBEza4U3mPhEPjD9KBWhiR3mKeVs4kzm0jfdyagJH6bNF6nVeSngszg8mL5Hgc0ibaSvmdRcS/AslFJ9bCj3X4NC5mf7+eVK/y9GS9Kmdf0bgvebmkBsDrIjkbnK5bMg5Yy4aMx/UjXhnssBt2L+A0hHzWMJ6UH5ZTK4vSvosqCBOWbwfj/R7QAbKIwuJEEIIIRpHLyRCCCGEaJzxlmy6C2bdYAHz1KC1CAOHYWCuSbA1LXpzrFs57CQBDC6DZnJmGkPPBrJaHR0FsBOpyQz64YIYkSA8LuAPnt/cQdiG/VPQJ/B08d49vkvG5CKXswaDvYEUhufXZsvpAWd2JubbTvJuDblwgvPAQfNqQQ4UEuwKg9dFdmwqw81j0DnYjyvou3mTqjPlLuYDgXFpCmSWJOieLaAkAPOjB14zzvMCA7dBmS7Y252pGecoeLTAjRqqzOrO7O00M9hEbwvM/4G5ivJeIgH6HXG7B/JL7wTfp8W+zIVyW2vy/n6ZNjyTDAOrofcNM2OjXARyIJrk04vddqJDfxPHP6B0hLmAUKapCL7W7xT8gQG1Yr7IQJ9idjfKj+hphF5okQbKI0HccC4OdArG2XWV5LViRDJmLp8MFMdn5KKfA6GFrj95z0sXvA6vFwTvNPQkxWsEcz+S4G4Drj84zhPEow2/N1DmOuKpqlw2QgghhBgX9EIihBBCiMYZb8mm1TJrtbxVEjwTnFl9FcmfkOZGmSJD8kjf7OpWgGNaeJcaAYMToUl++SBuPkqNmVv9z+KFAc7IOAHSBXqDoBcBCZzj8qG0U1M6jiGYgk+AdOy4sno2s/I66Z+XeLyUlsOdQ5rTAVeGu/HLeyD5YFL5kXWWWfCYcflJIpGE0r9d6iE4DwgY5iQ5J4VhpRjMDOo0EqApNcO3Z/MfoUdMG2SGNgQ664HE4azWxLslgCQU8+Z5l5/JLAkSSHLqtPIyV494OYSA/UaPDLwHUc7zz4TYxTkO0mwXpJ3YDyYXWv0xRu8n3B8mce5DeUzxPgUeUTG5PyJeI/TawqBzfY+O2MXj8zKo95bIy0sBPZZQShgIjEZgEoyx/QCqjRhkjniVDEg2Lq8Y6R87DVZvC+9HmKOT+Tka2bml9br7GaUxliCL5Q4iuXZiXtYxM7N50keUf3AZA954R57v6X1NkIVECCGEEI2jFxIhhBBCNM5YSzbBFg/JDbCi2AdogbK40L1XYVpErwM0+y+gSRRNYJbfj14faBpzQXvQPjpP9hsNvOXMzcy7A02tKHFgX1FxMEIiY2Cqe5RLnHRyEPMbkJXvbdI4C6Tjky7Apu95nO2bpwOa/SOamNnKfCK7oKzmZBrMOUM8qtK6jMk3mBuEBHdDjRI9TNx1x2BGOGYoZZnhvPMeHXAfYDCvFkg23fX97QmQH6BMmHwY+oHtEvegAS8bJkyiTks8B3Cc0EsB5A43ZhhIMaIcmHhCtIknGowTyjHmgsBVeX0cBuVANH9jHqL0UHT2axEZFNPQu+cWkzvQWw+uI8n7Eg7ifnzgWhKsjASHQ+nSPQvy19rJAMxbb7JivLFalCyclIHPXvKMZd6O+CjA245d9xSWX8fd/8QLC6txTWO+oLz3UkjsFC5oGp437A+41OHhR2yAueUleDNZSIQQQgjxOEAvJEIIIYRonLGWbCx2zWLXeUXgCmFqGEOzVVoI89TMYg4VKIOvcWjqc44NGMgqvx3S1cyZOs0SaQE7TN1soA3wgOmhZDNBVl53YT94JsVeYrZGz5oTj7MsGMQNA2FNEKlkIZ+3w5s40ZSO5lE/Zk4aA/nMrUpnQc9Iro7oTM15Lx5nEq1I3xADXlM4fgI8KVyfSDAqsng9OjM33OZJgKJg6HkBJthOxuxqZhagfAtkMcj3Ejr7oc6T4GAig+B2SE4I512LnCzmbvLR5Mix0I8OyjckWFuCyxOEwcY6IGu04J5wZnx6waAMmtXhmoS8HDBwPD7V0VsI5Z9OX3YKbecemN92+XvyXlHBSahJ97qsXpQKYrYIehShtOACsTknPvgOmK2QbFiQMHdroncW+f2Oz7Oe04Hy5alnUfK385ZCyQuvBZmzkyDvwXeaA6+JCy6YyqbofUbmL/YVcsXZ/OFnBBuLBFlIhBBCCNE4eiERQgghROPohUQIIYQQjTPWa0jiXPfQ2gTmGoguby4SIibHS7QtcPXFJEgukqJbGwD6P2pnqFfOgO4O9cRpSMCF0uOsd5kLPVynAussXOKnfDRSjGaISQidi51zeW3nyyRJoFyCMrLGA92SA1mXgfpm7EFnnTs2aL2z6JaN6wsqXOncehJ014X+oQscK4/zySXzK0jslbbXItq+i7AIx2JSPNSy8Vq7RHbYPbfoKekTuKo6F0e83ri2B85h6kC2aYP9ARLT4bqZiNFBnWif9C+Qc0JNuk3WJ7h6cJzgPN21y68NiTFxYW3NZ7dDC58dsKbGrRNAd2x0nSdrmFr5e2vgfgpkDjk3TYygiWuVMDQARnYl63y6eZfw2MWFHOn9ztzh8+vAAnV5xfUX2D8obvnrm0ZgxkSCAc8V3a5xvdYCuLzjd8j0KssRyTMPzy3Nr+jWqSE9MgatioVqOfB5MQfHYtK8mNgp8Pkxh/MXjp+E+TTdj2Tc238oOnNvTpFahRBCCDEm6IVECCGEEI0z1pKNdYJZJ3gjtDPlEvMeRu5Mkv6EBXQJZK5K6BqLURvRDA/HToLrHiSTc+bEHpiBE7crZ75Et7dVYFpk0fTQFHdc36zmnEgLTIs2kUYdheMPEjMjJt4KRL5ZJLILWiJJsqwwCWNZ5Vbmxg9M8VhmkbgHOhdHlBywfhLlNTV9oqzWRlMymDvbxHSPLYLJ23kPowtmh7g0J1GAnTSDfXIyDbpdgjthRLkCZVCUBsAtMRK3biazHOoIdha2e/ltdywxQzsXapzXIKGitBKT+Y2ulhDp1ilK6N6L2yiDkrxoTjJ0UwCjiSbnjNMD95MkmNYhkXxdxFOcv7AfpR8ME9Alz9hDHc5vkzIx5McMnxdpRNEsWCR1Z82rYfS5FyDJYpw7iAdkm3ZyD0akxULpoS5aLZwrSEROkn8kH7XVRfVFudeFSsDnAvQhTYTXI9fCuSLnXYhDu3P4f7n9CiGEEGJM0AuJEEIIIRpnvCUba9nAOxWazxYTE91h0HobZhPzFJpRWRK9aRg2ZwaE1d2QWM6bz2EbTZw9vkI9OukDzfXEMwStoxOYqCtv2nYeHxhpFMukFmLyKovmRFcvTDWXyAmjAHbzZvi4iGZukMhA3gjp6nSsy1nu+3+0XMReFhV1+WRomATPrUhPwgA72arHJCJirsdrh3etMxej/IKFSCTJQx2BpsEsjHVhojlMQIdeHwGjQaJ8CLsjeHmhC5ubSwM27GxfUVLp/NQdlsNFzYU5171/S78MJkbE7YNw36SX3WVKA2+aVt6Dy0kDTFrEMXDJIPFYy+9Pj2dJ4JxUiiZ2ciyT1dAjhW0PzDM2HgXeFy4RKInsjNc6TU56ZH/yXHVeN1Cvkz5Rqu4QjY1EVw0RJd4yLxMXFRW/W/C5CmOGCqq/N4FOv5CLZE7GadDTDSUsOCeU2xcPwAHo3Xr4fMh3T4osJEIIIYRoHL2QCCGEEKJxxlqyCe2ehXZvwDTeB0xbYIZrzRJzpRlNuOSkBdx2q5MhyBTW44JgQf8XMFlbWYAb58GAXhEY7MkFu0IzLas17/2Bq6hjElSIWlqdkwmRL1zSPQClDxc8CFabr+p7pDiZ5Sf7kn5gcLO8VOICv8GhGDApzsOgTeQD3znTJXogpMHaMJBdGjRtqTJio8d6AylDvJGcZJVEYnJB7VpEE0D5C83Ibs6iVwpIH+CFYj0Yvx7Ymnt503TaDeug2RpM48SDga7rd946uA11TuJchL6mtECGwgSDKGFB8DCXVDBgIDWUO8DbhwZM891wU4IFFWPbrg2oB+9fJ7/iM4IkXltIHhB4XfG+QzkaH47unspLWEzN8kEbaakE566WL4KSKwZSxGcVPofdsxTvD+jHRNKnLj7HcWxhrriAk+R7xnc8v+0uaZkXjAvmx5IEuufqofuo1SNyV4IsJEIIIYRoHL2QCCGEEKJxxlqysRAOm5yJuQmdW1zQnXzQMjPzORHAfGaTGBAqnxcDzYwRg6HhMOPKcMjd4ozlaX4DDM5DPH8i1jtFVrQzacsF42ERltKgQnkJxvXPWQqJTOPyCkFXIdhaWAVjj2bJecypkfRvgrxrs3wyKH/hdcRzm0SPDJTCYHs1yBLm5xbG13IeTy1iiu+xa0ECFTnvinzgq5BOLpQf0RyL/XaSY361vzPXB/TswjGD1f7d46AFEvDMzMIE5pEBs3WYg0LLe0L11kIekh/iXESPICIxpvcNC+zVwbElXilIICZvzAXkJAdyrS19vuU9p1zctwjjh+czD9cFpy96/jBPnApJyQesRFkj75WC+WSMPLtbTlKC4H3MY6705zeeB44Byr34fMH733ldYqBBlMWxrfS5mh9n/D6xReZdSa5FGyWy/m5UUcIiOee0rpA/PxcMDft9ODBi7JYNviwkQgghhGgcvZAIIYQQonHGW7KZj4dMeL28mcvJD7Ngq1pVcdrOuko8a5A5MH3CimmXZ2HRaSvQVyKhpCvoJ4j5soUmRDS9V6RzX4J4mOD4oXdFKolgG2hudgGhwPbXJnKAC8YFJs4OMcPjNqZBHyC/Ct7Nj4n8ObhV8xAMyZla8ZSnwFzpgsx52yeOZ0APMOLA4ORDJyFgpXkvEd8wyDepd4/zWiDB+dz4oakf6nG5KsDDBIKhuXwrHZRcUIpIJSX0XOuX6zz1W/0yLgZehWyQbSMvPTr5JpGEUeYJTj6DexC9Ztx9TtzTMMif6yvxG0qDJ7rAWXgEPg/xAGKinz6QL8PGkj1fKpwqAjvmkeU9MWjwL5SdnZRDJI2qPmLQOJbnC+5tJ5vgLcSCKqI3ZuIZ45RP4iEU2feGqygvKcc0n88R2PO2slz++zHid8NS/qSyVw1ZSIQQQgjROHohEUIIIUTjjLdk044W2tGiCy4Dpq05ErDKBXdKTKi4Gvj4fCAsW4SU45iKHE1YaGIHjwe3AhkDhGFfp9JATLiqGnajWW4VmMZpbpW8yTfN8bC0fyEvY6S44Fos7b0LooO2exh/DEKG59Ah0xS9Ryb9mPm8MflAeFWpQZb2g8k3EEUjTE/iAbxSnDcoN6EHg/PUIPqNCyxXckIsb0xyjANzJmEwOZIjBzxJ4txJ/e3Z/naY2NcvP/GT/jYGTGs/4ruB+UAW83M2pHLiUr1Qzff+j/4fzpsIpTMSvGrAEQIvPgl61oJcVjhx2vi8IV45LN/NCggl5n3qpVjiwUHarcqHwrp0PJFgSdAuX02bfsKBeg8yTxmsFz3XnKtMrkavzjkXQjjPdJzw/sS5MtUPCOnPDu9/vB/hWMyZZuT53GPlE1DGd/nDMIAkSvWH+9Qum9OykAghhBCicfRCIoQQQojGGW/JZq5r0bqJSRmlASg7nZcu0kX9Ec3vbtU9VHYAzLEYhAzbI3k+3AppLJ8zcy01Qkyni3kTsZOdUEJxZmjiXYD7Mbhbavp1x2PgMlhtzXLZ4DmgXNF9uF+9M/GB2R7NhGBajGkgNBx+5zVT4IHUyY8NXjuXT6JDPJy6vv64CEG+MCBUB7WFfM4K99sBLdvEMySiiRi305wSKCE6bxUiC+HAuuvbNylbG2SMyYdhPwQnc/lJYFzSGxLknImfvsOykOvYPQk8ef4Fy+e9wpj3x0A6e5RpAgbny+ev4XIMSkcFgceYkpB+VuGN0+8f24/V1PegYTgJteQAmoOGmf5ZrQVjYWY2jX/07+fu/TBnz1rVb60FXjaoCP8g773opEf3HEn6hFNzFgJnooSN225ukTFA6Y15baHsiTm7LHkW4HXEZx1OHHwuH3leFMqQspAIIYQQonH0QiKEEEKIxhlrySYeN2FxasLnEnCeNfnjXMCvduLRMkEOehTMymhuxhwt3XxAnRaa95xcgX0lq5/TY0CmwdwqgdQbq1ZMk/Zy+2MqI2GgOLKCOmAa+nZ+VXpAbxM066GEhfsX0ash39dDLRSYCN2YwX62cN15dsC86aHEkw+AdKiLxBvJrXzH4HBEdsGU49gAS0vuApglXmWYm4bU5b1pUP7BevteXqENwbUmwWsmgPnbgZJc0r82yCDYQyxW8LMqtMCbhsQmc/VjIL/WYlIObfT5oG4uz09wWi5pmsk0aFavkB9c+hYiQ+VvwUSmyXevLrHqmjDppMisz+SbAimn1PmG8U2Ub8DrBcf+qdDcfXgw3Nd0/nmvPud1eKDfdiRLDvDWDER2dlJxibxuyTIDIjeFXr69I8+8UPI9ZI+BheT973+/hRDskksuWdo3Oztr27dvt5NPPtmOP/54O//8823v3r1HuytCCCGEeJxyVF9Ibr/9dvvTP/1Te9aznuX2X3rppfalL33JvvCFL9hNN91kDzzwgL3iFa84ml0RQgghxOOYoybZPPLII3bBBRfYxz/+cXvPe96ztH///v32Z3/2Z/a5z33OfuEXfsHMzD7xiU/YmWeeabfeeqv97M/+bHkjrY5Zu+M8LwJKCyCtONMleiOs7q+cPrynv7mIHh2wjeYwlIvQ0gpeH94MB3JKm5jnE5OeW4GPkhJ6gKC5Dr1sWG4fMP+iF4ELMsXM+WYWMaU6SlUQ/MvIynpnAoTxCNMgg7hAdHB9FyHNuDNBJyZbZ6oGM6OTVND8CCZ94tUUYDwi9tX1AwMMVeXawQBDZLW786LCXBHYYH4+oM08BD63UDpyXj0o/5B07hjcLUBAN3cpXJ4jbBw9k/D8fQcnnvwP/T/Qa4l5qyH/9FPQbQxOBmWgT17mwvNPvKUwOJyTaVgANDIGTKIIRJZgUk7yp7O4V90jy+13P1dJP1bwk5ZKSpFoKlTKqavB1A+YFgJ5RnyjL6GE566GJvrle0/OT8zWD6Cl9Nzw2qPn4AS5n3FpgKsHA71BeXimRHhWB5LLy8z88wlB71aXHirz7JhF6ZVz1Cwk27dvt5e85CW2bds2t3/37t22sLDg9p9xxhm2efNmu+WWW7J1zc3N2czMjPsnhBBCiGOHo2Ih+fznP2933HGH3X777QOf7dmzxyYnJ23dunVu//r1623Pnj3Z+nbu3Gnvete7jkZXhRBCCPE4YOQvJPfdd5+98Y1vtBtuuMGmp6eXP6CAyy67zHbs2LH098zMjG3atMnCvlkLUz3vCgEmX+dNg6uRjwOZJkn/7GxPB8CzBmPFOOslBt3C4URpABvHFcsFQcvMzB452N8GucjnMYH9zoMDZR0MopWXYyIJGjW4ih3Mci1mM897gwSUSgIzw6NXBJrVwURuGJwoNTNi2nq4Ll00TWKKeDTT4qr0/qYbbxcMDdvN5zkxMwvtvMnYSU8umBrmboHzxjxETvohgYrcJU0D3LGgaSRYHkhH7nzQKwW9vDBwmJsFeE+g7JFE3WKeJSSnU3f/RugTzhsiDbhzg3NYxDnqxyxgADTnTQPnRPInuecTC5hGpFXnMJIqlE6lJRIgwgKP0XHKFx+ZW85An+oywn4A4TSY7/B12ftB/7shgvcNyn4YSA3pPaW/v3Uv8zxLpBP08kw9Ho+U76AHDXqu5QNDBnw+M7nMEg8a7FOHHJNzqEkDMhJGLtns3r3bHnzwQXvuc59rnU7HOp2O3XTTTXbVVVdZp9Ox9evX2/z8vO3bt88dt3fvXtuwYUO2zqmpKVuzZo37J4QQQohjh5FbSF784hfb3//937t9r33ta+2MM86wt771rbZp0yabmJiwG2+80c4//3wzM7vrrrvs3nvvta1bt466O0IIIYQYA0b+QnLCCSfYM57xDLdv9erVdvLJJy/tf93rXmc7duywk046ydasWWOvf/3rbevWrfU8bMwOmYnbPYsYpApN6c7TgpgiZ70nROyiqT+fIycsoKkV2ptCgxOYZuf6x/ZYcCw0wz8KEo2Z2QKmqyY5IZzZH4sTzwm0LoNZl3lUDIA5UHA/mvHa6AGCcgy0dxzIetg2mP3Rs8aZK1Euq7LY4jAfTINcZfrnzg32T4MJFgO9BeIxs5iMH/Td1etkGpQfBwMMmSXylJM08oH58NxCahQN6PVF5DMcQJRBMTge5hjC9mC/C1bnAuX1y3Q2/JPvn/PYycsrjpI8MC0mSwJEkTu0g5iwSSy5wAJ4MemjQLpIA4/RAGhOFnIHsJqXbZsFUmO5gIphUtpQgdRKqZKnB9trPQU0fNLX3h39AIHOEwfobT7ON3E/PPvRU3MuL1s7yXuR3b/QPfxuwHbxuZpIQk4KgnvQedZgmZB51hfOjUYitX7oQx+yVqtl559/vs3Nzdl5551nf/Inf9JEV4QQQgjxOOAxeSH5u7/7O/f39PS0XX311Xb11Vc/Fs0LIYQQ4nGOkusJIYQQonHGO7lemLAYJs2m4TQ6RONimnOqF05BRMyY18WcixRJShQxIh5GCsUodrAWBRPzhUd8VLuILsd4jNOK8+tAXHI4dPMiuevcGoE2WRtxqLIsEdbLhO5cfz+u0Vjd102dSy6+Hs/jIhdYn0D02jS6YJiEyhbzUToj06zbxH12EteQYLRZXJMAa1+m/O3lEwwS3JwlvxfckgR0bc9H6PVuv2lyPVyzQtY6sORr6KLbcqEaoXh+bYlrawGvdcW6JXYP0wimJeshyLoblnCyqj3XNtynsNfXiteCjTepPx0L2g+CGyay/sS5AJO1LwVLPdJDyuKu1ryOkcz90rU5PXLti6Lpkv348N0N7r1n83AY8cn5z8JdsI6uk3/W0/vDPdNx3V3+nEOaXA+fs+S5YrNYBvt0aDsukrV7CbKQCCGEEKJx9EIihBBCiMYZa8nGZsMhE68z9ZPoh+iOita91MzlrK5gdsXkRhj9FBOuoam/hdoARPtDMxeatg723b3iiYmLGLoHo/yDrrHozoVusvNoKiNmSTT7L+TNwrHjx8kH1MxH//NmZCiDCQ2ZeRqTGVITOWwuJlIEud6YUM9JIng+xOU1gOQSWUa3+b7cFicTiQbdxTtELsL9JJlcmED5EBM0ojRY+FvD6QnENb5L+opNuGPz+92wwo3Q3ngvtJX0r0o6OUzvSTBXHkHzNBQqcDvEJHoD0haWc38QWaMEbKKmTDPgYuuiBRfUizAlkV1rUk+ocNWN2HdWjib/c63kP2DSCpMbU1CCdUoa+d4g1aC80drc19p7/6v/fA+QmM+el0RzJfdg/Jn+d0K4H7/X4Ct8AVyG5zGcBdHYWvnrENPovpFf1yVcOIZM6AIazdsjC4kQQgghGkcvJEIIIYRonPGWbBZah6SAfcQbhK1KR9MsBHk1s8SUjqvPQb5hSYXQbMVM8i6KHfYPbNVTyUprkGxcxNj2VL8MmtIW4aTa/aRM4Thw10HT+AJE03zkkX55F+HT4xLNEa+UiF46ONXQBAgeFhH6EebA06hDTIYYmTC9JiiloTmyDWMTiJ0b6z2hb1JFSc5JZBH6jV4lycLySKLpum1nbsfIrvn9Lqkik+Sc6Z3/BnHGcBe1Fc8JriOu2EeLbRfnKLaNcmo+8eWARIOyVS9/b7qxaedNw6HEUyPkz4epc+kx/nkDZXDOYl1OUoLtEpkhvYxM5sHjSzxoGK5/6JGBpn4Yv+TwUOKOk4vwOdC4r3V5Cj2naH5QvHZkzlGPm/x4uISs34CkeSko50AbvU397da/wncAzgnnWYgRn+EcFvCABSiTetlAXbMoSfe/T5yECB41caJzuC152QghhBBiTNALiRBCCCEaZ7wlm27v0D/npQDmKRpXCoKQLXhzYMTFyR20Q6OJM+8t4UxxGAiGSTzoubKuL9PESs8CXMEM5dDLZA7NbyAntPsrtSPYyeMjUB7lFxzAdCxZ4jxwv3FmvFXHQ3mM9AZgILEOSitoNkWzP14sb3ONrhzMCYyDRRKd+SRw/esS0GSLCQ8X+2bMAJ416Wr1wGQU4uXgnVXyYxCZ7IQmb+d4lphjUfJh/Yvk/nKSJpaH+YSJwJxkgx5VFUGwqEcGFMGj0UzupLp8+SIGPDgKvDucHIt14aEoARCZpUIGcTCZpyAWX4knk4eMa6mTUcg/M10RlzSSed/UlJpWVHD5+5TKPVXJSWkv4LtpN3jNPO84V2qp6ZOTRKyHaf2vfNtOasfvJZRvOv5EnQJI5B9bhd4+KMce2ZaXjRBCCCHGBL2QCCGEEKJxxlqyCZ1FC52WN8mDTd5ZeHFleBp8yQGmpXk0SWPDsH+B5ADA4DA9l0Clv7kajoUAN042MfNeH2hCRNMY5gMB944wAdIHyhjo0dIFjxYM6OZMq0ZxgeJc3gOQbzrgOdTOSwPOyDixvK01VgWlcpJA/oI7Uz96huCxixCwDq2OczB+LZQl8FqnAYbIH4VeMEvFO0ROcYXyHgupHOj+coHp4Driin3sHj49QI5BmcZ5vaBj1vQPoV3SbzM/92FoextAMrt/Q/9wvH+hf+6erxkwbdBlpMRDhUgwRBoMbD/WXxmcjD2rcB7krwWFnRvNC1ZVFZFmSjxuStqu8tTqd8L/zbycELznq/IsZduG67gFpF8snigZPiUPdOqh/vOmd1L++wT719vU99Bp3Q+B2ALetIUeSPiMnup/n7gAnPgdh18hc4cuzEDgSoIsJEIIIYRoHL2QCCGEEKJxxlqysXUtC1MtvhLfyQFgtgYTNHpOmJkFTNV8EDxlZvMmJ2eix1TuKLuAZBBXgbw0CUFtOlXL4QtWmS+Ap0cHvRnA6wPH6dG5/v4uFi+QA5LPXL0YAAc8mGJvf3//BAbXAlkHA4Fh7iCUMVrEZSGVuZA2GVswIwYWaMvFIMNAbG7peX+zSnLB9lowBjDnYhfMoDj+mEfHu5VAX/F2zruVDFzRkB9DZzo2WMk/RfKboM28RSQy55GRl/kqvUKw3J710B67P2CbeaEwScSVr5DeSn7SMYkYLe8oGWJTBflTKimRfGrnuCGeTBUuLSHNj9L/pL9Jg5ORZxKbNyX1mHnvrjbpH86tlchCR4oXBqJLveCy3A7BK88Gz0lyH/Q2g3yzB6V6fIZzzzGfXgf651YJwB/4XXZEXmaepgmykAghhBCicfRCIoQQQojGGW/JphcPByDKm+6Cj0LU3wQ5YMB8hiYzSPOOXhXWxZwrkIsg5j104jQEAlu7pr8fpAufCyDpE5MBunlvBuf1gmb82b5MYwdB4pnIm+Fiu0ISQakKvH3iQQzQhjkQMIgZgIHlYLcPKob5cfKBfVLPpIhSEEpEuM28W3Cbxexy5WE/jlk3MX12STnnDQLzhgQhiwv9ORfnYLyn+uZbJ1NhP1KPIxfcDOXHfqdckLk5uI+YtwqeA4xTZ/J+KE5MuKm8gbJrFwYaY+uVmMNpvpH8bp9TqMKjxQrado4N+fLeywa65/qRr34AOgakPJO8WXEMLugc5lYgKhXJNGSM2Xi4/YUeQT0mBeEzkD0M8rh8V/i95KSSFYwZyuV3gpz6HPBkJB5Bvf8t/5XfegAvanJRQILBtFYux5qby9C/Jckm2+xgP8qKCSGEEEIcPfRCIoQQQojGGW/Jpt2x2O44L4Uwj6Yn8G6Bw5wxK1392yIyxWrwiFkEe/E02OVQypnvSxRxFZjSpiBlMzOrV8GCm/WgH5NwWdH8CJ41NgnnNpEPhobm85B4ATnpBFdYk0BWbixxG6QfNwIhL+U40Iunm0YYgmsfwaOoR2oj3lmur2i6PAFSgx8PwefQW2LgmrqoR/2mUU6E6+vmh3Muynvf2CSWx3EFr7K0S2BXdh4+zuMEvSqgDI6/C5iG84mYdXvMay3dgdsFZnyXj6eeiZ0ycChru8DbB3BPHpwaTKYpaSuF/eRkUkFB0DgvMzAPxxX0ryR2FpNj2BwoBQe9tbyERVtwuaHy1a8gxU3SBtx3eNoo36Ds8lyQchGUVjf2n2HhgTlXzN2TOD/wPu/1v4vcfX74+TkQ7JMgC4kQQgghGkcvJEIIIYRonLGWbOKT1lqcnnKmPmdgc/IG5rjB5c+JSc4F9gJJxNnGcBM9MvomrN7xfZkmrgHzPnq9oGkQc9GkXjU0Bw30FevCFdYHwQsI28B00S6IG0gGKGclgY18QCQg5vsUYt4O7fKkBLRbo/yQz33D8u6YeS8dXPXt+o3j2sufjwucB3IUjo1fYU7qt0T2QpnG8rjV6szOy7yGAko/FSvosT0MTOfMrpinIj/mLmicU5oe6v+BOXUsf02q7Nndp8DcehCD/+XzhzjQU4amiy/w4LDketVzUCmD5cppr6CBEi8d5vnj8lLh/uW9RAaUQdo01Nti15GdN3kuFFMg3xYcybyLfIA7Iv0kXmVMtvbP23yUP3eN0CNtN+SyOQvkGyKL9zbAEgMza/8r3Hc5DxozC7P4/TMo5bJcRimykAghhBCicfRCIoQQQojGGWvJxtrTZu0pH1wLvRTQZN4mZtDU3Bbzpl1mcopYCINOLYA3QocM8yKRjtK2eqQNbBu9KrD8PJjbiHeLD5wF1a+qkESc1NL/rHXiKthdMGbgFeU8k8AzxhZZgDY8n9RsSrx6Fsm1h2BFaDqOIHG0MPX2BLHVo5dN6kkyjTIZXtO8/ODnHJwDVotzK7pkG/n+xYrAaNBGwLxMKCHiXEEzNJZZwOCClse5IGD9SffcH8SDBmU1KkvANst9Q9oaSBFP5nWRasC86UpM2lUBzNjxLIcP0s6XYcW9fAP7805kmQqIXFlk1q8p35TqaC7vGWmZfQcwTxyXF8wd0N9M5mtgAdqA1k/3PT5794Akv0h6jvfaN/t5cOzZx/XbxXswuT+6J/UnSPsneN/BMgjXHvVpXRZZSIQQQgjROHohEUIIIUTjjLdkMz9/yFSPeUucdwZ6tLB8MNykF4m52XkFOE8NDDyWX3XszKOLKCmxgE7mzew9lILyZsow1y/TQ/PoNJwQmgbT/CZZErs1KjaQG8jlCcL33Yn8VAvHQz/QiyXkJQ2fEyIfBM8sNauDiXQRg4ThfiJbYRurwFsKzw3L9Mg1PfRhvhx6dgVySxJPFO8JAeXdOeDF4nKgM7S2+ivtw2pYme/mCgRVg3ra8UGon3gvseQtHd+/VGHqf5D3eivKTVNiRWbjemjP8oeXNIemcfdMYd4jFe3SgHCkPYSqIDjPoLgL0se75CCyEJVUqDNYQYMxf+9XlkNnSeaZhE2XBHHr5aXYKnnIPd9IPho/V2rKIyjN3AneN8+Gezy5JuhJ1V0HHYyQi+3+h/vb8DhbqqnkK8ZkIRFCCCHE4wC9kAghhBCiccZasgkP77PW/GRi1mTJESDoU2kDkyBxtGEbpKDIAkV1IPcN5giZnyddRXN+0g8MhuZcf0CqAlN6RM8V9KZhdkk00WHwLjSzpfID2uUe7udQiHg85MgJsz4XTr9e8k7chqkJOVoCk4GS/jlJwOViQQkBxmkhL6e4HDnQHk0b3i0McIfmc5TuMM6ZC/iHxxL5CwNW4X7D80nlQCgHYximIedSB3MxoRcQyF8o38BCfrxefuwx8BqUT8zU3S0wng+enO94yc+qAs+aUKg/uLEl+VtcHiM3Fws8QJyUwMzzCYGMB/N4qOmJ4jxoaBcq6sFnCRYbkDUPQ69XicTDNLyK/jEJpkSaQZzUx/L85O9Ts+QewTFHh0z0avxplJFrgqlovnWg39YzkzqJXIz3sJ16Qn977wEoHwfrqEAWEiGEEEI0jl5IhBBCCNE4eiERQgghROOM9RoSi12z2HVR5jCJkXctBL2buCKamQV0wfzXn/TLLcL+edDLn3Rif/uU9VARukfBsT3i+slcic0s9KDvsObCu3mCyIjLNaZI8jUE13HgGhDc3/ZrQDARm4tASs7JrcXA8Wd+nZg48FGWXA8juCZrVPAzdPUtGAM3J9r9tRRuvRCu+5hHF17Ynk76tIh/5CPdFoFjH8haBewfzv3kJ4hby4FzcGEeyvRd+qyTT4DYmr8XykP9xJ3V3bMVrvfuXImbZhJDOFuGufejTh8LV5elkVv7FeA8LaoqT0kk2YGfkmStBJtbTNNnUWjztZe5NKfkPcd5i0WRdQtCzA4cM8xFgmowaSSZHCwibboWDf9OE+8t7WdRvckyPRqZHG+Vn4F1IxC9wsws3g3uwU+D6K5YCJ/pp0CZHx+0OshCIoQQQojG0QuJEEIIIRpnvCWbXjDrBYtgLgqYRA8TwGG0zwpTHUoLYaLv6ovusxGiScbjjoeDiUnfd7q/GZhk4211ARPkrYLoeEwSoW7QgHP1JUnqqupB+QLGyUlHVI6BMWZ9miASCmMgSSL8PUnqKnG77ID7KykTccxgLFN5yMkXmIQPdRR0CXRuwjj+LlxtfxunAA1x6nGmeCftYPRYvKZwgIsoitIPmrDRpMyl0qVjkzELe9fAH84POouLIopliMRTFLS1qg2sy0WDLZBKShO/ZetMjmVRX+vKErR/cH1h1Gj03Yrp52R1VojKYuzCl1zVAYG+4rNlSjg3XNhPoqv6xINEJq1snRUpcGseVprCc/1uX74JZ4LMQ6JtxBMPhQyIB8tsH7KQCCGEEKJx9EIihBBCiMYZa8kmThxnvYnJRLpYwBKwiR4IUKTrXB+8iQ5X5oP5vDcNiYgmIIolSivOfAn7FxegCEa97LfVWkzsnRP5RH3OpI+eHqv6MoP3RCGJ79pEMsA+pAn40DQJwWdRKoiQ/M9dIzRZhrypNS7CsRP592YaCdGMnzc7BqNgsiibJBqmk9RYW4casSwT6JEF+4lHi5NvXAIvp6fk+5F6AbjTQ88G4p3FLONYrZNQYT/KCiTy5OJP+3nW2ovXCD+wLMFrCNBITXkExrjSrF5bWqjZD8R5kqQRd5lkQ8aPJHhzjkLk3jSyN5I6B48pibaK+2lsWGydlOHjjf0ouirEy8vJWa18XyObl5UFYTfKXHQ8CHXLp946xHsnfne236enH4+f9DePjBNLbpsgC4kQQgghGkcvJEIIIYRonLGWbCx0zFoTFkEScWZGSHCHQa3CoxD0aZV/JwuY1A09czC41ly/vfjQQ/3ybeKt0gOZBq3zzPSe2i5d4B0MXoWm8bwE4wPtwPm4+tETAspjQsGYmP06xByOCf/IKn3rsSBk2Cc4cp4EQHOyTOplg2ZrJqNg65gUryAJGdvuoNThza/uT+wvjiUMgnMq6bBblcwh9LJByWvAZYTUhRIdqigwZ1vhx/39Ts4iY9xd3uzfenAd72BJ8KsSmcZJU7i/4PoOtEf2l/SPSTC0PZzv/DPvDYaby3u3hPQ+rwGVYlLqSghFckxBncm4RnbtcTeTuWpKcisa1boyDSuDcwWlUnTWq6g2wpwITgIEyevvITkfBE9baq/M6U8WEiGEEEI0j15IhBBCCNE4Yy3ZTP2bl9rU6tXOTEZSMXCS8rM3fBb+AmnhAKwoBq+XAF4zThoAx4vognyhlINN9cv0eqmpH71p8qZddwR6fYDDjQue5iQX4s3hzJXGaRGpCs10aKqewN3EDE28cpy8hCbDNBAdeiox8yrKXFjv6r7U53OpsOQShflCUFJBc6nzbCIeMQED4nnPsKVjMTgZyf8xsNflJAJTK3qPMXoPwjYLCLV8bg7vfZN6S5FjaudoYVJJQZ1VbZRILU5GynvMucBy2JS7juQ+SLuHTbuAcNgeO7im9FH6k9bdnqSNQM6Vte0/gHqIB1FVXey8naNRXsp1z6eCLyCaC8lSiX3ZqpKDiXcge2w5KZb3uw15bnp3HYBP8vJo/O5Mv8T/ftgjNfXSJBwVC8kPf/hDe/WrX20nn3yyrVq1yp75zGfaN77xjaXPY4z2jne8w0499VRbtWqVbdu2ze6+++6j0RUhhBBCjAEjfyH5yU9+Yueee65NTEzYV77yFfvud79rH/jAB+zEE09cKnPllVfaVVddZddee63t2rXLVq9ebeedd57Nzs5W1CyEEEKIY5WRSzZXXHGFbdq0yT7xiU8s7duyZcvSdozRPvzhD9vb3/52e9nLXmZmZp/+9Kdt/fr19sUvftFe+cpXFrcVetFChemyrBL/5/T/eQH9bKWgNXD2K5/u/wFSDgbUiZOF74m9vLnYBR7D8i49PQZYAwlgAWUd0FaqAts4zyYSXMvJOiBhoVyUesocgVn7QAIJ7cQOOtFv23lIOQmm315vkXhq+Uhb/c0F6FQHPX+g+ECwNpRUiCeUsyLjWGK/mTcMbKNJ2dWfjFOEa9TOnwce31r45/4HKNOgybdFchURE+/iU+HQvb57RQHGWsT0XjdvzEokG3Y8DjNzBiEB52LdflfhxoP0w0nHWAgnQU2ZJpUlSryL/AGwTaQIBj4Lce4PHEvGv6RHzJuGzb9CXABJ9Hhk8je24Tyv6s6hwmBt7rri8wLXKMDmYYknzmHAUs7ILSR/8zd/Y2effbb9+q//up1yyil21lln2cc//vGlz++55x7bs2ePbdu2bWnf2rVr7ZxzzrFbbrklW+fc3JzNzMy4f0IIIYQ4dhj5C8k///M/2zXXXGOnn366/e3f/q393u/9nr3hDW+wT33qU2ZmtmfPHjMzW79+vTtu/fr1S5+l7Ny509auXbv0b9OmTaPuthBCCCEaZOSSTa/Xs7PPPtve9773mZnZWWedZd/5znfs2muvtQsvvHBFdV522WW2Y8eOpb9nZmbqv5SsxPJZM+5OCat+6bdGU1EFs3/3mfwHMW+ODc5bBcpMOncYXxd6sSxAMhu0zHUggBzKFV14D54CNyDcjx4pmJ/ImSixf2mkKKhrArxmXOwwkGmYJMW8A9BjCc+BpZYx87mRptBTC8YJ5JiIkpczm+ZX+GMeIfQgChUSQHS/STBqHzGZo8TjbhDYxjnkAgTitSPBllLzMpM4yHj4Y4mkhDBzdJU0wD5zc6Vu4Cw01cP+FUgA7qow+Zbmjcn/4Ty4aDcKvHjMfIA8khPGV1vz4c3mSXKLe2msStopx/WU5fYpPJ/g8lTl6+XeUjVlLtdw4H+7yJ74MM17fC4tRSA5flJGbiE59dRT7WlPe5rbd+aZZ9q9995rZmYbNmwwM7O9e71YvHfv3qXPUqampmzNmjXunxBCCCGOHUb+QnLuuefaXXfd5fZ9//vft6c85SlmdmiB64YNG+zGG29c+nxmZsZ27dplW7duHXV3hBBCCDEGjFyyufTSS+2FL3yhve9977Pf+I3fsNtuu80+9rGP2cc+9jEzO2QOu+SSS+w973mPnX766bZlyxa7/PLLbePGjfbyl798tJ0ZcoE6rauuBayoH5UhfPKQPk3//KtrHTosc1/pe1RF8Dhx3XPmevgAPVRwJfk8yDQP/6S/DfKGTaGHSDKVp/oyTZjISypOdkJ5ikkAzNRKchLFXlUEpBLvEZRs0AwNXixYHqUtlLNcn5J2u325LUQIeoQBtVqwiLxFzMVohg95Uzh637CYVAM5QgqDN2WJBRICXuu6wdbMuFcP8SqhOVBK2kPPqcTzLJBtVy3Kpsv3wtcfyfUt9eYokbmG+XlckMModTDzg4Zeivl6XT6Z2hE483WuaMzqtjFMPSkoVaN645pGafvwdmH+opG/kDz/+c+36667zi677DJ797vfbVu2bLEPf/jDdsEFfXfat7zlLXbgwAG76KKLbN++ffaiF73Irr/+epueLogOKYQQQohjjqMSOv5Xf/VX7Vd/9Vfp5yEEe/e7323vfve7j0bzQgghhBgzxjqXTZZRahFHnRWY0gpSObBq41BuQ2n5fl1Tv/xaUq4kxBBATLZzn//Q0nYP8gi1wJMkTidTebJvT3RB59ADBE3pKP9Moi2SeI9gGQhI5s44zY8BK9TjIgl65ryLMDcS7AepyXkKoTk1gOcO1rmYXhOU0kAOcx4q6L0DR6Js0Iax7DGTdP98ultQdioNBFhQhnkglBzL2kqna4k3TQEsuJZvK3+vpFZ46k0TC+SiFnkulHodZctUlMf28Pxg2z1FqoINLre/Cpq/Jr8/FkiAJd40lcHahg2EtxxF+ZZ4H1pnrl7a7n2vL/HiM9bdEp3Df6Q5qlj9RaWEEEIIIY4ieiERQgghROMcG5LNYy3T1G2PqRgsDfpRIhA740ibZqvPWZ4P15H8sVOvvHT58mngHWKFZuc6t+v/hfJkhfoqlFawPQxClg9aZmbebOn6ji4txMQe+x40ESQUHzwJJCFsi22b+dxDmAvnuL45NqIpHbfdvCbmehL0DM+t9aPjjRFZ0DSaNyYfCMtdF9aYky74vemt20xCgG2X8wfryQduq5vO3sxcSnsXWM2Xyh9cN/iak3Lyc3dADonkhsSfxHgO5Kcyjllk84G2Wx/vWQPVsvw/7No5SQ0rKpTOhzlXKtW5QlB/ejzswPQ1IN9YGpfyMEuyTuF5ykIihBBCiMbRC4kQQgghGme8JZto4+FV0yPmNmchHiL3QNPU7W7JqvmidqvyjdTabdPn/F/9LtWttJDZ2/4GqmKBi8D22Ub7aP9WDdQTguX/6Qc/i/secX2KB8Bjp93fbq9G75vlZRPmvxVdjhD4oO0K9beTn0iByQPYJRIwzStKBVIiO3Yg/w/gcjRhe3nZKrLgWt38bmYKT88muPw3BfcUkUq8FEb6WhTkLNW58I8SCaEA4hmC5x9Z+fQYtxuOZ+dKnLl8/UTGLH3klXwPlHjN0GML+0HbW146OiLrtA7O58smyEIihBBCiMbRC4kQQgghGme8JZs6pDk8jlCYFrmIYVZCl+Y3YMe4NrBMQTUFTcVRamMl5/e4lK2GG4PpF7x0RP1Yntlv37S0HbuYy8dLNt6TB36fYNA56iGQb9vJI7Dd3YKFYrb8gCcYqjSYw8c1mO8HM8n7vi7veRYS2YR61pB083TWoJxFfxoyT41C2HMlFmgOLk8S7C/JKVQZiC7vXVQlk/UL5T2+3E9rdh3SOpnkGPNjTuWbkjqxH8vXMnBMSXvUw4ddi2Gfsc67iJQ54gVYldcLqxyuR0IIIYQQw6MXEiGEEEI0jl5IhBBCCNE4x94akliga7mkWytYF+C8uZj7JtFonQsw7D9aSZVqridhVB5aEaAxX9kQ7mzD1Dk0K1GCR9QcUjCvp5/187B/yL66wJL9P+bu+LNckYG/lo6Fue8DfBK3YjO/HqBgjZbbW6DnuzUMvXz5dO3BQEK0I+Bak26+CF0rMux8rxulk40l6TelKGFfFQURdF1zLIptybq0sh655TW4zoeVZ82RqLI02mxVF0vWGNLvn6P0rKLu33UzWfaRhUQIIYQQjaMXEiGEEEI0zlhLNvt2BpvshMTFiUXWy5u8TnznQMxD2C5xb8MokyRpkkuihRmkViIXFbgTOxmpfhN1KZJp6kaiLYiQOEr8OTDX1gJHvqr+DWM5LZLeCsy0lebb5QcXZZOp5/0OfLD8sVPsg5NhO/mJNHvnZ+GzvIk+FJizmcwSyPPC7WXPlIE+4X5Sl5Fn1WPhCl83gmtRWIG8C+9gKNmafS+RKEjUUBaptsptl0e3xec7+f3O2ivYP9CjuvOgS/bXlWmq2mV1uUi+ZLvmd5wsJEIIIYRoHL2QCCGEEKJxxlqyWZYCM+FP3pWUYSuVqeme0Zdm1r2z/94XUNYp9bKpawJ7vCfqGyqhHv0jbaSw3OESzlOoaL1/neqXaXxEZdi8LO4fmqeXr6C+zxGTU7CEb2v6Of93vmAouL6uuXyZ2W9/pv8HkWbS5H1O5mEmc4TKOmQ/1lklF7m6YJvdXyRRn0EE3OL2cm1hv9tJPe6z/H7ufQJ1sXPABIZM7S30qGTSDpN1ipIZMkqfz8yjiHl8lnSp+LuhYF5zV6NabclCIoQQQojG0QuJEEIIIRpnvCWbGA/9oxFriAm61MLGpA9qCs5XvO9dJYFiuEkLzdjMo+DEd1l2/6gCow30qW4AtJGZNR+DgGSs6WF7MarxrzscOPdTkzwNYLV8Z9G0XeRoVbK/IjBa8sHyFVNJtP/B9LMuyJdfCQXXYvbb4DVEg4phnfDsqLqf2A1ZlAiPSCLdAum35bIf8v5gAkV0NGyD1ALtVQUPyxHYb2t3bNld61XhepMikvP0mnChN1Ik24F9Lw3hWbMS0wTzJGVtFCALiRBCCCEaRy8kQgghhGic8ZZsWof/sRXZK4HKNGBadK2R4DesR858XtalQE3PfX7yrnwRdyxrj/UJDj7x3Y9xPgR+wAoaYR4xBUGxWD0j8zwZkrreNwM/Qeq6+IBJGu8J5zxGxqagqTjQvwI9psTjptSjbRjo+fXbm342eA3Vnsu831jTwTs/ky9UIhFZgRm+pM40nwnxjnGXBcpEPFf00HG5dkDWwfpjfo5WQrxYnFxOno2uPTwhVLNc4LaQLWNmZd8JRXo5UHQdqz577Lw2ZSERQgghROPohUQIIYQQjTPWkk3sHfrnTMRMflhJRmQWCIeVZ/oImtiwHyyYUWqSYym3Sb10xTmTHFjQN9j8yeXpqnnSBGuOrcYH1r2HHbwCagcSqyddFFWfFqp7SnWtoyUeFZUmVzYHlw+4xmQalGBcmaFlkyKfHQCfERX3Wq06h4XNP+KRQvPj+D2rznp1QdsgdxScX5EkVAULOhcKHsx43jh/oU700PGB1Li3jpccS7xEcMzyfcKxdDHLsM5S2Z550BRI7D6/W83nQnpvlniojkgGlYVECCGEEI2jFxIhhBBCNM5YSzYhhExa8cc2cBb1tmArqdHEthIzV90V1owSr4NilxEamW7548G0uO9y3E9kLnJsKV4WKjlBVmYFK9frNlcC+0lR4PFRSV3nG3at0axO8jiFkDdzp1UVUVtLK7mmpRdlmGcPmtiHPL7gdvTSb744q2bVcwskoZUMGfRp9o7/SsoTb0emuDCJ3CyRHMnxJCAmnSk0kQ6RCavGiV2jup44dYPmpYPZKzhxdrwCowkhhBBi3NALiRBCCCEaZ6wlm6VcNkfttarExl4gS7DAbXSFdOrRkjfncmMzmDVdTJsCe1vdFNZpQRqkipXBIsSUWZJavZB9b3cNLn8A7Wt+/9r3VIxxwdAcFYaW3gg49ZkcQw7AQFFVgQZDgam7bPjyspB3JqrrdZWy/EAX1eoCahUeO4TEFtgFW7kTWjkh/8f0c39rBZUdAT1Squ5HlIg+nS1Cn5kk1w5tzT3rcbvw5i/xzAn5e4oGpXOx4IgXz0BtBc/uIQKpyUIihBBCiMbRC4kQQgghGme8JZs6rCCHDJUZ6nq6UHNdSTAeK7NJF60GxzIFg1Bp7cT8DQUrumkbxEY8ShljGGcaI/vJae5/e9WK9Jr2cDI/1r53mJOoOKQkcB6Zv76amiZbllo9/YxQ99Ysc3DKe3PkSmYLHgVnuOEpmRMrN7cPPQCjGj/qMsPPfziJaHkO3tn3Ggq9whNlcg6VeeCZ7O6pfBvoQRSqPGOGketqPsdlIRFCCCFE4+iFRAghhBCNc2xINlXBb44Qq0zpUAy2vRmambALzOTU9FnfxM5yKNCAQSVtuP6xFfep9wMx8dHxL5SnVko6xi43UFEF2c2iaEikmsrAaEWB1fLm8/1/iKvpmTcHuaYD4028ha4gd0Ig40FMxMxxyuURcR43qciYby9WyTyZ9syWHzNW5eCVKjg+W2JIhq6USYOsfInHXMmxhdDnZInEUc8bbrAc1DtCr74jrDrrNaTdFVRGhmP2TvAUKshl40ayxT5YAUME75SFRAghhBCNoxcSIYQQQjTOMSHZRMyF0WN2V2K2TpxNnBThjq8Z8KtuWvMqMyHUFZy3UL7tQANI9WB3gemzypxYkmfBmQGHMH2WSHLDUmKaHdaUWSGB9csURPxygZgK5njVhSRTef9bsQyRA6kMSuYfeHatvSKf07zSMQl3szwckZyQqzIv39RV1AbqHaVnWI5K5eIouPggNR9nAweUeHMN1fgKWFEQyFH3Ifm7yKMyv3v6LOIpNMrhg/45iYhxZIwLPbZkIRFCCCFE4+iFRAghhBCNM96STYhmIVmXXzP3SFVKah5BiUgzNM0zqYdRJfdQ+YKYH515n6wkL7ETpnHUWBePxituyEsAlTLLECmwy2z3K1j5T1a7u3wbdU3Hdc+zykRcEKjPD03eOyYQ2QTl0P1vLY5OCG2XeIn021t7BfSPKFsjFQPYs6NEnjtqjbMyJfXgbjZH2bkVNFV1/KgibZXCJOixouD+GJVXo1VIRLkuPHLAzD61bDlZSIQQQgjROHohEUIIIUTj6IVECCGEEI0z8jUk3W7X/tN/+k/2mc98xvbs2WMbN2603/7t37a3v/3tSxpyjNHe+c532sc//nHbt2+fnXvuuXbNNdfY6aefvrJGS5PUleCk7XrRSIuc2ZiYXSqpM62zRI9eUYJBgotsOIwuSUaNJSRk13QlCaFKuoTb9PWdXZPS9gp0dEyGOIS7YmXw2CH0Zed+zC7eMB7ySVUl7HtLQYTKgkdHSO4tTCy57krSeMmSjroUn/+IGmf3HXvuDN2/Ifq9kvt9hOspRkZt9+qSD/AarWRtXck6n/w6szTy8nKM3EJyxRVX2DXXXGMf/ehH7Xvf+55dccUVduWVV9pHPvKRpTJXXnmlXXXVVXbttdfarl27bPXq1XbeeefZ7OzsqLsjhBBCiDFg5BaS//k//6e97GUvs5e85CVmZvbUpz7V/vzP/9xuu+02Mzv06+LDH/6wvf3tb7eXvexlZmb26U9/2tavX29f/OIX7ZWvfOWouySEEEKIxzkjfyF54QtfaB/72Mfs+9//vv3Mz/yMfetb37Kvf/3r9sEPftDMzO655x7bs2ePbdu2bemYtWvX2jnnnGO33HJLvReSGA7/YwWYG9QK7MXETO6tlyTKK8KS9FXh5CKUNZibMXYQo9Ji+QJX2ir7mYsSW1FuOZj8UNctudidlV2X5ZsoapxGpLQycykrwyS5mt6e1ZFQl9cvIjm/wJLr+YrK+uS6VHC/1B2aovla5Qba37HvLfmK8VkQmds0S2x4ZT6Krac0xOeIXIuLTP2lN9Fj7NJ7rFE3EsEopanaj9KY3csY+QvJ2972NpuZmbEzzjjD2u22dbtde+9732sXXHCBmZnt2bPHzMzWr1/vjlu/fv3SZylzc3M2Nze39PfMzMyouy2EEEKIBhn5GpK//Mu/tM9+9rP2uc99zu644w771Kc+ZX/8x39sn/rU8kFRGDt37rS1a9cu/du0adMIeyyEEEKIphm5heTNb36zve1tb1uSXp75zGfaD37wA9u5c6ddeOGFtmHDBjMz27t3r5166qlLx+3du9ee85znZOu87LLLbMeOHUt/z8zMrOClhMgVlX4Hy5tBAzON0UOJ6bPKY8bJNDWlEiZJueEgbiXdij4xeYpFqKSeULDtnDMK5KgqqqST5XAeRCX1FNZfYjot8SJi151M3apWQ8lBcC3olKO3F1t9XwiZQ14GWX6Ol3gT8avLextIuVjQBhvL/W8hLnBOafb11xVm1jrvIDZ+RDoa5t5a8TFPRGq67NHsjuTOY5G+U5hHJv0KyNVVNkNHbiF59NFHrdXy1bbbbev1Dp3Vli1bbMOGDXbjjTcufT4zM2O7du2yrVu3ZuucmpqyNWvWuH9CCCGEOHYYuYXkpS99qb33ve+1zZs329Of/nS788477YMf/KD9zu/8jpkdWux1ySWX2Hve8x47/fTTbcuWLXb55Zfbxo0b7eUvf/mouyOEEEKIMWDkLyQf+chH7PLLL7ff//3ftwcffNA2btxo/+E//Ad7xzvesVTmLW95ix04cMAuuugi27dvn73oRS+y66+/3qanp1fUZu2AZI6K1erURFxoD6/Tj6oAQ4GYS1myNizUht1dEpnK9Y/0Y0CyIZ48LAhPXTmGmh8JlcXZmLfyRep6+NRt16zMe6RKxlvuYHcZK8ylTFpg3jREB4kFcqWfJeiJUyGJFKgG7t5k92wg8xLbKlRQmRzjipEghEWXmpUp9EwqedLtR+8gJouBZlvXMWntH5ccsAJG5DQ0ftSUb+ixAE3UmpSnATVBohzRhQmR3V2PY2ZmZmzt2rX2W+f+N5vsrC58IWGFVvJCcjQofCFBqLZH1kDgCwkT60rqHOhTwRUoeSFhL14lDPtCUnpz1uIovZDU1vCHfSHBmgpeSIp6tJIXkvz6Kz9MBS8kjBW8kNBaC15I2Jqaul6dVeWQsmdj/rrohaQJ6l7JIZ5VLTYbE9j3wzLhM+YeOWAf/blfsf3791cuuVAuGyGEEEI0zsglmyYoeml2L4Cltk/8heWWuBe0R7xpmLWjKpBNiekey6BMQ9suGbUqM3dN43ObjAdpjnroUKtBtS9J9ngWcI5Br0Pt36Rlh5RYQoo8maosT/njA/2FnzcjBJbfKda8b9LjiYk4sPsLYFJViTWHWVrM+Lm6X48FMs0K/Y6WZQWjnK/HSa4klxJpeP+ba3eitihx1KwwI6Om18vAZ8NYQurOreHm36hmsiwkQgghhGgcvZAIIYQQonHGXLIJh/8VeK6UyCZLdQ5u1vemYftZNJkKszqTGep605RIIjSNRrKaiS7KLJAW6ALSmrixKF1AiudaMP7Ug8jy+3tkXM28GR+uV3C6BBvXUnnqyLFM8iqcyN388UVyAFr3mQmaeAENyCPs2tHbpebiX+ZBgHJtOkfZ/KXeCKRLBYtGSz2Tiq4Lu9e6ZD/Ja+UWu5KFxtwrjEsz9DqSY/f/AfuEUOq5B9du7QdKRnaUfiEjqqvu85ktVrWyr8FYUqgAWUiEEEII0Th6IRFCCCFE44y3ZBN7h/4FYvhjeV+YGb6yXE1ChQ1sOaqaZZ4KJcHJLF+EN14xTlQuqemtgmkGIlnJP6wV07VHyjDzPptbK5kb0LZXfGqea20vL7J/oN6a51QgUZRJUNnNwWNoML56UC+ZEk8hMwslHlm89X69zLuFbNeOC5LCUuTgvCTyMJ1yhTINvaVoULYRURWwr+Dn+L43kzEvkZ3pePfrXPdHVa0PoYO4cSU6fKHkXdZyfpxiZqsKWUiEEEII0Th6IRFCCCFE44y3ZBNCecCuUrN1XVi9NCZOiZdNlTyCdRWYwZgp3VnxCryUBiCm0BIpCD2CXMAl1qcS2Sn1aCGeQ7R7bAxcoYI+oStNUieVUcg2866ieVkqzNPZ8hX1xuXnZiTeNL5pMOWSuV8Zt61VcD8XBEALrN+t5ctX1hvZeZNjcTxK5iXpa1U5I+eE4DRl8RIjkxiZp1qVh5lzlor5YkWPuarJUpOCZyOVaRDmOUkkTZwz+99Uqc9XfJaB3L9rP1jgKVjiiTPYYPaY3HCUXipZSIQQQgjROHohEUIIIUTjjLdksxxDKzM1VzkT+cYHEor5/a6eirYCMYsWSTPkfIoyoVbIDzTzbwkFMkNRNcnBJZJU3XrrzqfS8kWSWcn8K9CBer4eltYpkp8qAY5nsgbLIeMbxvJ8LX4gOWG8fEFkCac6sXsNgr6hxdtJJVXyTX6/O4JIKDwWHxvXfD3phwEDnTHPoYLry6O1EfM8KX6o3Gj8ZrwcUFNqLpXCCwLf+Tut4NzYfB2ZO5HR+9/LQsN5qjkZD+bK2g+Q8sH/vxyykAghhBCicfRCIoQQQojGGXPJJhz+V9MMtSIvm5Ll4JYtw+QYZ9peiUkTTbPMQ4Kkb/djVtMjJYV5GpUEmSvxfmL9ixXB5+g8qBsori7DVlQSfI2tmicSXoU3Eo0H5/aX+Y9ku0fnVg+KkLlo9Ex9XiDSo+DMy/ABMZ8zr6G0ASr/MI+dgjlR5KhGr2lyfph7yE2nlesD/jaF+ol3RpVEwx3xmEcWq6jgXql61tPnTV5CdCIozj/mlVNCqedUXUqevSuplvRp/5uqj5tfLKtfFhIhhBBCNI5eSIQQQgjROOMt2fTCoX/4WkVXhpPt0uBfRaZ+Vp54tJAUA8WwgFoluRVKlz3n6j9UAamrQNqi40/Gj3nMlJhs07qYKZMeXiLVlb7XLx9sjAcnK+gSnYvGClW5epDDSf8CsVsHVj9WyeWREiM4lwDIfiJvuA8g4FeVR0vJfVQilYSa9+NAeXLt6lrrmfzgVbjlJeuq83GB0ei1wLaJRIZlWD6eFRBRkkKvI+Jxw+XAAkplGZY3inlR1l26MEJZZxhkIRFCCCFE4+iFRAghhBCNM96STTsc+lfiUVGcupxJM2AnY2ZGZv5mNkTqRFG1MpyYEEvkAJounpjMWZKLtA2EyStFMllNE2KpmXGoFeclgdHqnmfh8ZSCeql8U9FAkTMNmRNOwQMTO51zWGWRj0l6VPYYl7OGecMQd4lA5slAj4jERPPGZPd6RhU4zKzC0c0K9pd4jwwjUVgi59SdymSc6nuFGb0/Ay3DvBdLnp/ASrxn2DHM86pEjin1TMJyJdLREN5BspAIIYQQonH0QiKEEEKIxtELiRBCCCEaZ7zXkPS6h/4hTDsvXjuAawaIayvTPdskUmZd0tfEuhogw2mBJe65ZC1K+nftNRpDRG1diX903XEqcb115VfQD3p6y7tUFtVffHDFNc7WC2s00D0SSzDdHe4nFvlzwMPW+5vCBy3Yjdo+W8dlIyMWXMeiy4XlfdY4Uml+fUxVe7VX55T8RF1RNGc2zwrW4CHsuUqeR24902CnMltlrsi+bayybqiIqnoL1qCUrBUh6zv4GqGkHna9S/bX/B6UhUQIIYQQjaMXEiGEEEI0znhLNkeS65WYwFbiTVg7+R0znxVEHbWC/SuhboK22vVY/Yh/TJopukbDSEVV1bJooQVmV3Y+A/pDwfxg5+SqqivrFI4NNTejPEKaK5lm6J5Lmh10sYUP2/noqdTVN5Zc07r3eJk8UhcqLZBzGOgqMZOXuF0XHVuT1I05sMniJDaXnTBfMZUVsUxJD82fK+5nEbQju+mx7ZrP0qryzK2WhXvAqkquNaM04d9RMGfIQiKEEEKIxtELiRBCCCEaZ8wlm3j4H1vVn98fY950nN+xDCWR8pypfhj3m4S6Uklx5NDcscnfNRWssvLMu6XQxFmXyqRumQ9oVN7C60C1iQIJZoQqXhEFihI3q+dN775KvAehTGrqJ1GLWT+8twqJqMoia5Iom8VOEYXlVlrekf6UPMqmdAeMMYswu7JzIxdjCE+XwK71wEFYDKP3Ek9Ld0CBfFP6DCt4jq9EncrhPWsqCrrktTVbbyX/FxYXQgghhGgMvZAIIYQQonHGW7I57GTD7dl5O1SxmYsmxSM2bHy96xLJYZSvgMMERqvdVvI3mh2ZbMXKFzVCgriNUrooiiNW0yhaJbPUXYFfdOwoB4TJHcxMS4JRgSwZihLcVZzDMPcL8UxyzbXIuNaVQ0up6/1QIhlUHV9QJtRVkSMZS/R2SqU31gaT2ErmNZNBCqUSotDxIHV1pRnqRYnH5osMHgMSZ9EzAj2ZYHfdIGeVbQAjkgxlIRFCCCFE4+iFRAghhBCNM96SzZJmQyIGVZk4aZUFMg2jyKRH2sL6S18Th8nRUlJnqQmV9beuabJuoLjK0y8INjaUClJXgkr+rOs5UFSoSIOq3wgxxTvTsZs2xHwe8uUrhxukT5p7A4ikDe/4g5JSyBWvdMBixxR55gzzEzAQM3xa76g8bmoGUkOKn7wtInfQ8rDdpaWgI7wnOH9pwL8SOav2c3iIY1NYkDR2BTAQ3YpyEuXv55J7swRZSIQQQgjROHohEUIIIUTjjLlkswwl8k3VCv8S7xFW3jeSr4dZ29O+Mi8d6ulSIH0wU2axd0HNuo42aVuRXHu6Ap8ksKDaANEcqs6Zts0PyTfiKl2++IquQ9786wJNMUmPTpv8+Xuvl/SQkC+HLTOpxMk0JHgampqZBDXQIH7G3Oz6N2R040cqcrtXYMYfJt7iEOniHVVzmrZBjiEOd5HlnykJKJbMLZpGa1SxK2nencLrS6X+/ED51QAFz2f3nVEarC1/vUb1pJeFRAghhBCNoxcSIYQQQjTOmEs28dA/ZsuleWYKZRqahpoF5Cl4vyPWr0oznutHgRTxWCc+qZujhQWmqtvtlchLrJizBQ8RFKtSiikwT5cEQKOL6VGKYKnck/OhQZ1g062gL3WPyUHma89NCH9IC64L8+gguVV4ULaCc4C2qkz9ESJ+MbN/qHtvUgm08LlVl5JjneRS4MFWVac7PxxMGj2tX7pkzpHxC+nYk2schrn/j1ZAPfZYYBJWXRm9SuKhx5A+5c67cH7KQiKEEEKIxtELiRBCCCEaZ7wlm3BYronETIamJia/DNRZICEUBHuqXf9KUlKHClN8th7m4kOoG7SotB8luSZK2qsqM8wK97rB0wq8AwYoGtu6khyrs6IjBXJbXW8GuvzemfTRRl4RVSmS8yb3js+tUiDltkHuITILzR1iicdOgQk7tsi4MlBWqPJqKPlpybwqSgJ1lXiqVbldlOR4qQvz3GHPlF7SKfIYr80w3weDlS1fpOSZWTLGLIBhaXuuDKm35rWWhUQIIYQQjaMXEiGEEEI0znhLNksURGgpMUVWHVMUSIxXla2zNP+Es74zGYrJOiXRhpj3A68+MDNlUW4VUqTIhr2CEDzD5JooKlNosl2JXLdUngwUS5VOvXiSyRUrLnL2eNIekwMKTPpOxuiVXSt/2mwJP7tnYRtlmhK5x4wHYiP1FsGkHyYdlWoMTsrA7VZu03mi0LxFdT3pzPhP35LrTY+FbSoDk+fcoQ+z1UYmVzJPIxYk0TVVKiEvL0vWpsCTznsArmD5gPsuynyfFPa/toXk5ptvtpe+9KW2ceNGCyHYF7/4Rfd5jNHe8Y532KmnnmqrVq2ybdu22d133+3KPPTQQ3bBBRfYmjVrbN26dfa6173OHnnkkbpdEUIIIcQxQu0XkgMHDtizn/1su/rqq7OfX3nllXbVVVfZtddea7t27bLVq1fbeeedZ7Ozs0tlLrjgAvuHf/gHu+GGG+zLX/6y3XzzzXbRRRet/CyEEEIIMdaEGFe+5DmEYNddd529/OUvN7ND1pGNGzfam970JvuDP/gDMzPbv3+/rV+/3j75yU/aK1/5Svve975nT3va0+z222+3s88+28zMrr/+evuVX/kVu//++23jxo3LtjszM2Nr166133rR/2eTndX+Q7qSvFCyKZFBqmSe5dqjgdcqVjzTQGwjWrnOZKDSXAfIMMvVS1b715WEitseQmoqlZFY7iE257BMp0DuodJFVZ9gu8fmGekfrQg8V4qUvQKvpgQ/BOxeW/4caNr0Erm2tH91Dy6472JyzoGqVjVlQnJ9vaxG2ho36NjgdsGzoLY8R9pK++SOqes1Q54jJQx8/+BnK+vT/OIB+/RNv2L79++3NWvW0OIjXdR6zz332J49e2zbtm1L+9auXWvnnHOO3XLLLWZmdsstt9i6deuWXkbMzLZt22atVst27dqVrXdubs5mZmbcPyGEEEIcO4z0hWTPnj1mZrZ+/Xq3f/369Uuf7dmzx0455RT3eafTsZNOOmmpTMrOnTtt7dq1S/82bdo0ym4LIYQQomHGwsvmsssusx07diz9PTMzc+ilJIRD/1jOGmYKZuXTYxh1ZQnXHuYYqVfNQGXU+6ZgpTbz9kGY18bA8SVmRlbmMZBgauejIfXUbWvg0IIxZ9Idy/0ylDZgXKYpybvDoJ4hRF6qcFTzXizo9UFOturePtIGkWm8CgfnUGHyZnUN4RORyKbo9VLRp5IAWaTeEqi3CTKslFNXrhhG3jCrCGSHbZAy7lxrenlWycNUni94npV4+5Rcu6qbcKW5vQqPG6mFZMOGDWZmtnfvXrd/7969S59t2LDBHnzwQff54uKiPfTQQ0tlUqampmzNmjXunxBCCCGOHUb6QrJlyxbbsGGD3XjjjUv7ZmZmbNeuXbZ161YzM9u6davt27fPdu/evVTmq1/9qvV6PTvnnHNG2R0hhBBCjAm1JZtHHnnE/umf/mnp73vuuce++c1v2kknnWSbN2+2Sy65xN7znvfY6aefblu2bLHLL7/cNm7cuOSJc+aZZ9ov/dIv2b//9//err32WltYWLCLL77YXvnKVxZ52Dh6ViPNdWnglwKPE7Q+tQvKlAQSonlI0mIlAYBIeQecXI+Ydav6zayOdb0TSoJ5OUrNsTXrpYHHcHeBh9NKzLGuDGzjteguf94R5EAaLKyX/AaBY9ypthdrte3NxdC2k/PIDYLDUvETid5SJd5g0L9ATNCB5npK535eOvEeRQXyXE2qcuoUBVwclXcMG2+UikvbIp4uXrkskKOYYFYqNzBvJveILdB43PdHwfOvwmOTzvdhpKqS67KSZQwjovYLyTe+8Q37t//23y79fWRtx4UXXmif/OQn7S1veYsdOHDALrroItu3b5+96EUvsuuvv96mp6eXjvnsZz9rF198sb34xS+2Vqtl559/vl111VUjOB0hhBBCjCNDxSFpiqU4JOf+t8E4JIzKEMKEo2IhYRSuHCyJk+KqLVhMSn/NlU4NZrWpubRvmMVTxfXWPQB3k4qoRWoFFpJuzV9YWD0usFyJhQR/WNa2kLhK+5stNmakzlILSUmGb3cwmeORPRfKLCT0V/2oLCQrsWqw59YwlMQnWknsi5KxxPJFcXDI7oFjyaJRPATDyNfNdF2S0bvK6FWwVtYfMKJnZlUcrBUyv3jAPn3zSx7bOCRCCCGEECthLNx+l4VZP9yLnftZVFZvF9sYxj21tt9kxeFEtK77asnCZrJfFAM/LnCcyZizXwilbYwK9uu95JpG8oc7n9LBL1g3Esg1LfiVEnC+urFHM15SD0QzDcM8DVrs+mIHSZkqcI0H7i9Zw1RU/wqcdWkTJa7IOP8KzAhHy8W2xIpSMq1XEGWXHg8V0Ki+1P21wEq2gl/+tU/JLZkiA1v13MH1SbSNmpaouhaz0nvoKFjiZCERQgghROPohUQIIYQQjXNsSDYIjXTnCvU3U1MTc3tlJsS6kUZZQidWxizxLSw4xi2uLVlcV3CivaRPLbeCMr/NTKp1DaHU9ZaUSaHlCmQaal5l59DLbh46BKQT6ioN+1GCaeO8IeFI6dxi18HMOhE+6dfL1QR23jhXmCmd1VkBm9clixgR7NIok40VNF108ND0W3cLMVkCz5JIrSwBpJH9KzLb5yUzTB5Ye1ErfVZXrSAlx7gmShapku8f5q5cmkjVFSGyDjvXosSLK5iXRyHJoiwkQgghhGgcvZAIIYQQonHGW7IJ0QYS3TFnGubNMWAWI6auDjFvMdMnDWnATH0VHjNFEfiI9w2DSU1YDxZBRw0z83oCbWT53SURS9kq+yoposh2j7uJFFQk95C5lV6HElMwawK9ZrpsLrODSawIM7PYzZWqgJmksTlMIIlzi5ig3dCnXgc14zeUxDcpkX4q2yqQgun0K3gOlSTvTJ8R8BziCQ3z7VF5ZBjvm4H+sYL5c2VeNrHEC8VVXypF1PT2K5Gqho3fQY4PRTJyTWl7WPmG0Ur+LywuhBBCCNEYeiERQgghROOMt2STgzggUDNUah51x8P7Wkn4bEZRiPcK+aEkoR71PmG2z/xuHh497ZPlKZFjGDRZFmlgJeZYtpuZyXtsjJc3hdc+fzN/TigTdonLA5Vp2Kr+tMGi6Fe1dnPvqrzH10qcb2qbqnsFc6vUI6NEYitN5pltj8g3VV4NRXEf0aOqoE8sMB/1fBqSEjW2RApjRdKsCcP0vbbnCpP5KqibRK/EA6l0jrN+1E1XcqR4YboWWUiEEEII0Th6IRFCCCFE44y3ZBPCoX80kyc5rmqFdFHgrWFMYMybYyVSRM22WU6NFmm7VH5xbaOHBSnPzrXE3MmuQxX0PErMj2Q/8RgZJv7boWMKAoG5Oc5STLN+VHj+0DlUYAp2xYk9u83ODassDBRF5jLPkEpkq2EdCti5ujJ1vWaITONkjOS3JHphBeIBhzIZk7CYdMnuf/YsXYkcUiDZlgVJwwPAKyf1iDwaWZHrPs9K60LqSiij9Pahwd6gfEmWY4IsJEIIIYRoHL2QCCGEEKJxxluyibHaJFQzQNDg8aScM1UVRdEiRchS8opYbbUJBf0rMQ1WwYKsORM9c38qMe+toH/U1I/yHspLJCAcjZJG+lE1H5nXQl2oFwvZXSVTlazMd7sLzNAtFhiNNEUTSJm5AHzU6t3/IJTe27lKCz0BimSaurC8MU5WKPTUcOXwevXy+x+XFMxrJrm4/RX32VG4jI7a3jApRFanwThLnkPkWVD6Pcjaox5ty9SRIAuJEEIIIRpHLyRCCCGEaJzxlmwOE8DUinkZ6gYLqqRHbIXMTNZi3ibMTEZWLJdCvUFIGRwbXJSPweAqJQa2wpoMeoHyUfu8S1eus+uCuEtBTN7MS8kK9qf9KKI0uFmdfhSa6tHsj6vmnRyQt3lj0K0ypyY8zyo7ek0vNlZXXWlwICjgqOQOMjhsnlV5RNUMDDaQMyjXNlIijxwNr5UqqExTeHzJMaPK8UK/J5Jy7Hk97Ln2G1++T+n8ZvcwvQ1W7mooC4kQQgghGkcvJEIIIYRonPGWbHqH/sUWM7UWmslKwLqcyQxXrucTdEQwHTsvgBX1g31QYH5jEoxzchgyQFuJibko4A9+UBCsrdiMXtMrpUSmoU2lpn7YLjGN1w20R/tRUI0ZnyssOFer3d9uYxk4gAWyI14y5X0l3jG1g56VeMatQKJhAcaYRxqj9B6kKhR4INU9DSoNMK+1mvWbjU4SQVi/0wGAvjs5y833esHXanvWlEouRc/GmuNXJdPQfpDjlytfWL0sJEIIIYRoHL2QCCGEEKJxxluyOZLLpiS4EQuOlZqqSkzmTiogJrMuMZWyV8CqhcmuG6QCZhrH/WwFN62nEDTXOwmLtMf6WrCben9UBfxiuRXcmMO4lphR2dwo8uyqqBbmk1c1cM6RwGPME4cGeqvAzVlyIl1sr9+nwHLLsKFfUe4mFvxrRGZ/xwoiFZYEWWPPke4KTOlIXS+MkjIluXaKj8e2R3S9mBcKUjE3iMMYp1QWWmoby1TUWzc3DfX2W8E1on147ILoyUIihBBCiMbRC4kQQgghGmfMJZt46F+JFOGOW0HwKuchgV4EIb+NB3SIOZbWn/avMIfFUj9g2wW1gg/aKFHQqECFjWB7JR4ThcGelq2/onxdbwtmdsVjqamUTMCB1308Pl+Xd85gQeqIFwud1xXmW+ZZUxKUjcmbdLoSbzMmv6T9YPuHClhV0FTVBCqRR6jHUoH32GNNUX4YcqzzREzGrERSGQbmGeeoel4UyH51vQDZsVUMIz+y+VRyKOuDpdLxCvtUeJwsJEIIIYRoHL2QCCGEEKJxxluyOQI1NYfc3sTpoMKUxFbKM/Olk0Tg2EVsj63CLpRHSiQO54UB+2kKa2pnLChjGYkp056jwFRNc7cQs+mApZ+NGZMHCrx9SoYJ8wJ1qqTBmo1Qb4R8MD6a56ed9IkGrGPjz/bDibMgWkbGvlihIJKXK8LcekpM4bWjqo3Oi2WUnkLDeIwMs7/U+6Zu/4YJPFZKXe+WUdWffh+UzE14vkeUQev2iUnFVarpUfZok4VECCGEEI2jFxIhhBBCNM6xIdkwMMgUmpq6VfYpgEkzXVzRXRCIra5nTFqnCwCGHhZE+mihGb9ANinpVJUZjwaTYyZwsr+ufFNpPizwOGGyCetqyUr5FptnluQMwi4R7x0mfVDZr0CGqzKz1vb0IAPF7jXMfYOEqn4TLzZ2Gm30aCNlanuxFEpvTFosyQ/F5gAtn/zdIu3VlUdG5Q0z7E/dusHa6p5nFSXzgz7OSp6rFfOYXnv3BdEvXlc2WcncKv1sBMhCIoQQQojG0QuJEEIIIRpHLyRCCCGEaJzxXkMSw+F/LIKmK5wvk7rbssimSbNLVRFZvHaESexTJxFEXXTHmto+y2jG1r7g+ZRG/mNRZrGvbbI2wunAVVFOM/1w0U4r+ueouPbLUbJmpzK5XoEAi2PTZnovDZW5/O70/mDzAE8V+hFiTbGeRZgtdd8u8rUG3PnUPJZd09K5T9dcMffyEtd7Uk+6NqzkXh3lOovHErbWgbqXl7rYDtEnV09BRXTtxlHqUwkrceEtWr+2cmQhEUIIIUTj6IVECCGEEI0z3pLNEUrctNCUW+WSyyJiukMKZBdfaX43tXKl7qI13WRp4jF0wawd14+DTTjJhyQhLEjKRpPalbjzDnxEZJq67p9oJsfkhCzZ3WAF2Kl8P1wR4uJdApMl01NmEh0UDGwOuS4VRHZlEZVXRMmcKDAvBzIfiuZc8hFLrllXmqHXesgxq+smW5Is8GjB2hgmyuvAZwXH1060V1BP5XNniKi0NSPaRozUyuo5Wv0gyEIihBBCiMbRC4kQQgghGme8JZt4+B8znzGpY6AScgyN2Emq6hFzdsTIqShdFEbKc94quJ9JMNgPZq5fQZQ+R83V1iXRDKmVm3ixuHbTuticwGPA/ssipGJ5SJIYISJoZaBR1ydSjvWvpCI6F3GeVUTurSsP1DVPl1DlBVSXkrbZPY7UNckPFKw7x8n1gjnq8wZWdOpoJECjMuuQ12tUkWGpF2V97xEq1rE5UdfzpGr86nrs8EJYaXaTR70ubI+N8xBzThYSIYQQQjSOXkiEEEII0TjjLdmEMGhOYtJAKPD4MPNmfGfaJSZ9as4q6BN+0KoyecHfmNiPyT91g1chVOVKx7nAbFgiZdT2dGFmwop5wKSxEpmGeAEFJs8haZ/YeJZ4n6AEgwHTsAnsEzuHAS+yinsh1yfmzVUU6GwFHlKu2IikAjYvSxTe9MMST6OS25F5V0Gdoep+RHqkH1TixWNJncQMH1n/Sq/P0fhJTBMVJsUKlE+Ke77j/VWznoFhreu5UnAS5J6lsl9lALmakpK8bIQQQggxbuiFRAghhBCNM+aSzeF/PWKKDAWmrSqTkjO/EXM4M5NjeReUjeTIcDlgkvfEFjFBOtMYeozku+EpWIVdGBuK1ls38BCVv1CyYs1WmBmpdxExbbNzaJMxK8mfZGY0KBvzsumx3C8l84GcZ2qqd+oAeuNgn3AuwwE94v3ExpsFwas0Aw/htcWqKblcxZJQiVcPbBflX6H6Jm+DekwQWXNEzjehVOcamTfN6GASEx3lulIJb7nuAYXecDXlmxVJoOR5s+ycLav/cTI1hBBCCPFEZiwtJPHwm9384oFDO4osJLSyis/IWx37xTOMhaTqF1+L/Mpxb6hoISlYcFnyy6bqF+NQ8QfYr+aCX3DsmlSGiC749UnPtWTVY2EcgpKw9dQaQRafspgapQvWSlIq1O2ToyAGQuUvNXJ8i/zSK+hG0cLtyvldMJ+KQp8Xr6LNlC/8aFRxSNiztPQX96gsJMOEjq8aiqJYImQSufujqFMVnw1xveo+k0stJEUOCdXP1fnFRw83WX1+IS5X4nHI/fffb5s2bWq6G0IIIYQo5L777rPTTjuNfj6WLyS9Xs8eeOABizHa5s2b7b777rM1a9Y03a3HhJmZGdu0adMT6pzNnpjn/UQ8ZzOd9xPpvJ+I52z2xDvvGKM9/PDDtnHjRmu1uIlsLCWbVqtlp512ms3MzJiZ2Zo1a54QFxV5Ip6z2RPzvJ+I52ym834i8UQ8Z7Mn1nmvXbt22TJa1CqEEEKIxtELiRBCCCEaZ6xfSKampuyd73ynTU1NNd2Vx4wn4jmbPTHP+4l4zmY67yfSeT8Rz9nsiXveyzGWi1qFEEIIcWwx1hYSIYQQQhwb6IVECCGEEI2jFxIhhBBCNI5eSIQQQgjROGP7QnL11VfbU5/6VJuenrZzzjnHbrvttqa7NDJ27txpz3/+8+2EE06wU045xV7+8pfbXXfd5crMzs7a9u3b7eSTT7bjjz/ezj//fNu7d29DPT46vP/977cQgl1yySVL+47V8/7hD39or371q+3kk0+2VatW2TOf+Uz7xje+sfR5jNHe8Y532KmnnmqrVq2ybdu22d13391gj4ej2+3a5Zdfblu2bLFVq1bZT//0T9t//s//2eW6OBbO+eabb7aXvvSltnHjRgsh2Be/+EX3eck5PvTQQ3bBBRfYmjVrbN26dfa6173OHnnkkcfwLOpTdd4LCwv21re+1Z75zGfa6tWrbePGjfZbv/Vb9sADD7g6xu28l7vWyO/+7u9aCME+/OEPu/3jds6jZixfSP7iL/7CduzYYe985zvtjjvusGc/+9l23nnn2YMPPth010bCTTfdZNu3b7dbb73VbrjhBltYWLBf/MVftAMHDiyVufTSS+1LX/qSfeELX7CbbrrJHnjgAXvFK17RYK9Hy+23325/+qd/as961rPc/mPxvH/yk5/YueeeaxMTE/aVr3zFvvvd79oHPvABO/HEE5fKXHnllXbVVVfZtddea7t27bLVq1fbeeedZ7Ozsw32fOVcccUVds0119hHP/pR+973vmdXXHGFXXnllfaRj3xkqcyxcM4HDhywZz/72Xb11VdnPy85xwsuuMD+4R/+wW644Qb78pe/bDfffLNddNFFj9UprIiq83700UftjjvusMsvv9zuuOMO+6u/+iu766677Nd+7ddcuXE77+Wu9RGuu+46u/XWW23jxo0Dn43bOY+cOIa84AUviNu3b1/6u9vtxo0bN8adO3c22Kujx4MPPhjNLN50000xxhj37dsXJyYm4he+8IWlMt/73veimcVbbrmlqW6OjIcffjiefvrp8YYbboj/5t/8m/jGN74xxnjsnvdb3/rW+KIXvYh+3uv14oYNG+If/dEfLe3bt29fnJqain/+53/+WHRx5LzkJS+Jv/M7v+P2veIVr4gXXHBBjPHYPGczi9ddd93S3yXn+N3vfjeaWbz99tuXynzlK1+JIYT4wx/+8DHr+zCk553jtttui2YWf/CDH8QYx/+82Tnff//98clPfnL8zne+E5/ylKfED33oQ0ufjfs5j4Kxs5DMz8/b7t27bdu2bUv7Wq2Wbdu2zW655ZYGe3b02L9/v5mZnXTSSWZmtnv3bltYWHBjcMYZZ9jmzZuPiTHYvn27veQlL3HnZ3bsnvff/M3f2Nlnn22//uu/bqeccoqdddZZ9vGPf3zp83vuucf27Nnjznvt2rV2zjnnjO15v/CFL7Qbb7zRvv/975uZ2be+9S37+te/br/8y79sZsfmOaeUnOMtt9xi69ats7PPPnupzLZt26zVatmuXbse8z4fLfbv328hBFu3bp2ZHZvn3ev17DWveY29+c1vtqc//ekDnx+L51yXsUuu9+Mf/9i63a6tX7/e7V+/fr394z/+Y0O9Onr0ej275JJL7Nxzz7VnPOMZZma2Z88em5ycXLp5j7B+/Xrbs2dPA70cHZ///OftjjvusNtvv33gs2P1vP/5n//ZrrnmGtuxY4f9x//4H+3222+3N7zhDTY5OWkXXnjh0rnl5vy4nvfb3vY2m5mZsTPOOMPa7bZ1u11773vfaxdccIGZ2TF5zikl57hnzx475ZRT3OedTsdOOumkY2YcZmdn7a1vfau96lWvWko0dyye9xVXXGGdTsfe8IY3ZD8/Fs+5LmP3QvJEY/v27fad73zHvv71rzfdlaPOfffdZ2984xvthhtusOnp6aa785jR6/Xs7LPPtve9731mZnbWWWfZd77zHbv22mvtwgsvbLh3R4e//Mu/tM9+9rP2uc99zp7+9KfbN7/5Tbvkkkts48aNx+w5i0EWFhbsN37jNyzGaNdcc03T3Tlq7N692/7Lf/kvdscdd1gIoenuPG4ZO8nmSU96krXb7QHPir1799qGDRsa6tXR4eKLL7Yvf/nL9rWvfc1OO+20pf0bNmyw+fl527dvnys/7mOwe/due/DBB+25z32udTod63Q6dtNNN9lVV11lnU7H1q9ff0ye96mnnmpPe9rT3L4zzzzT7r33XjOzpXM7lub8m9/8Znvb295mr3zlK+2Zz3ymveY1r7FLL73Udu7caWbH5jmnlJzjhg0bBhbrLy4u2kMPPTT243DkZeQHP/iB3XDDDUvWEbNj77z/x//4H/bggw/a5s2bl55tP/jBD+xNb3qTPfWpTzWzY++cV8LYvZBMTk7a8573PLvxxhuX9vV6Pbvxxhtt69atDfZsdMQY7eKLL7brrrvOvvrVr9qWLVvc58973vNsYmLCjcFdd91l995771iPwYtf/GL7+7//e/vmN7+59O/ss8+2Cy64YGn7WDzvc889d8Ct+/vf/7495SlPMTOzLVu22IYNG9x5z8zM2K5du8b2vB999FFrtfzjp91uW6/XM7Nj85xTSs5x69attm/fPtu9e/dSma9+9avW6/XsnHPOecz7PCqOvIzcfffd9t//+3+3k08+2X1+rJ33a17zGvv2t7/tnm0bN260N7/5zfa3f/u3ZnbsnfOKaHpV7Ur4/Oc/H6empuInP/nJ+N3vfjdedNFFcd26dXHPnj1Nd20k/N7v/V5cu3Zt/Lu/+7v4ox/9aOnfo48+ulTmd3/3d+PmzZvjV7/61fiNb3wjbt26NW7durXBXh8d0MsmxmPzvG+77bbY6XTie9/73nj33XfHz372s/G4446Ln/nMZ5bKvP/974/r1q2Lf/3Xfx2//e1vx5e97GVxy5Yt8eDBgw32fOVceOGF8clPfnL88pe/HO+55574V3/1V/FJT3pSfMtb3rJU5lg454cffjjeeeed8c4774xmFj/4wQ/GO++8c8mbpOQcf+mXfimeddZZcdeuXfHrX/96PP300+OrXvWqpk6piKrznp+fj7/2a78WTzvttPjNb37TPePm5uaW6hi3817uWqekXjYxjt85j5qxfCGJMcaPfOQjcfPmzXFycjK+4AUviLfeemvTXRoZZpb994lPfGKpzMGDB+Pv//7vxxNPPDEed9xx8d/9u38Xf/SjHzXX6aNE+kJyrJ73l770pfiMZzwjTk1NxTPOOCN+7GMfc5/3er14+eWXx/Xr18epqan44he/ON51110N9XZ4ZmZm4hvf+Ma4efPmOD09HX/qp34q/uEf/qH7QjoWzvlrX/ta9l6+8MILY4xl5/iv//qv8VWvelU8/vjj45o1a+JrX/va+PDDDzdwNuVUnfc999xDn3Ff+9rXluoYt/Ne7lqn5F5Ixu2cR02IEUIjCiGEEEI0wNitIRFCCCHEsYdeSIQQQgjROHohEUIIIUTj6IVECCGEEI2jFxIhhBBCNI5eSIQQQgjROHohEUIIIUTj6IVECCGEEI2jFxIhhBBCNI5eSIQQQgjROHohEUIIIUTj6IVECCGEEI3z/wNrhZx/3kvGPAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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AwBxBAgAAzLFkA8QZloWA+MLD5M4PV0gAAIA5ggQAAJhjyQbAaXiAHBBfEuFhclwhAQAA5ggSAABgjiUbAI2OdwoB8e2HfH+FDofV5ifnPo4rJAAAwBxBAgAAzBEkAADAXMzvITl58qT++Mc/6pVXXlEwGFQgENC9996rJ554Qh6PR5LknNPkyZO1YMECVVdXq2/fvpo7d646d+4c6+EAaKK4TwWILzG/QjJt2jTNnTtXzz//vLZv365p06Zp+vTpmj17duSY6dOna9asWZo3b54qKirUsmVLFRQU6NixY7EeDgAAiAMxv0Ly4YcfauDAgRowYIAkqVOnTnr11Ve1fv16Sf+5OjJz5kw98cQTGjhwoCTp73//u/x+v958800NHTo01kMCAACXuJgHyY033qj58+dr165d+slPfqKPPvpIa9eu1YwZMyRJe/bsUTAYVH5+fuRzfD6fcnNzVV5eTpAAiBsNsSzEMhCaqpgHyfjx4xUKhdSlSxc1a9ZMJ0+e1NSpU1VYWChJCgaDkiS/3x/1eX6/P7LvVHV1daqrq4t8HAqFYj1sAABgKOb3kLz++utatGiRFi9erE2bNunll1/WX//6V7388ssXfM6SkhL5fL7IKzMzM4YjBgAA1jzOORfLE2ZmZmr8+PEqKiqKbJsyZYpeeeUV7dixQ5999pmuuuoqbd68Wddee23kmJtuuknXXnutnnvuudPOeaYrJJmZmbpZA5XsSYnl8AEg4bEshMb0nye1fqaamhp5vd6zHhfzKyRHjx5VUlL0aZs1a6ZwOCxJys7OVkZGhkpLS/9vsKGQKioqlJeXd8Zzpqamyuv1Rr0AAEDiiPk9JLfddpumTp2qrKwsXX311dq8ebNmzJih+++/X5Lk8Xg0evRoTZkyRZ07d1Z2drYmTpyoQCCgQYMGxXo4AAAgDsQ8SGbPnq2JEyfqoYce0sGDBxUIBPS73/1OkyZNihwzduxY1dbWasSIEaqurla/fv20cuVKpaWlxXo4AIBTNPRD41gSwoWI+T0kjSEUCsnn83EPCQBcgggSfJfZPSQAAAA/VMyXbAAATRu/RwgXgiskAADAHEECAADMsWQDAIg7LAslHq6QAAAAcwQJAAAwx5INAABnwAPkGhdXSAAAgDmCBAAAmGPJBgAAA7xTKBpXSAAAgDmCBAAAmGPJBgCABBVPy0JcIQEAAOYIEgAAYI4lGwAAcMHOtSx0wtVL+uyc5+EKCQAAMEeQAAAAcwQJAAAwR5AAAABzBAkAADBHkAAAAHMECQAAMEeQAAAAcwQJAAAwR5AAAABzBAkAADBHkAAAAHMECQAAMEeQAAAAcwQJAAAwR5AAAABzBAkAADBHkAAAAHMECQAAMEeQAAAAcwQJAAAwR5AAAABzBAkAADBHkAAAAHMECQAAMEeQAAAAcwQJAAAwR5AAAABzBAkAADBHkAAAAHMECQAAMEeQAAAAcwQJAAAwR5AAAABzPzhI1qxZo9tuu02BQEAej0dvvvlm1H7nnCZNmqQOHTqoRYsWys/P1+7du6OOOXTokAoLC+X1epWenq7hw4fryJEjFzURAAAQv35wkNTW1qpnz56aM2fOGfdPnz5ds2bN0rx581RRUaGWLVuqoKBAx44dixxTWFioTz/9VKtWrdKKFSu0Zs0ajRgx4sJnAQAA4prHOecu+JM9Hi1btkyDBg2S9J+rI4FAQI8++qgee+wxSVJNTY38fr8WLlyooUOHavv27erWrZs2bNignJwcSdLKlSv1i1/8Ql988YUCgcA5/9xQKCSfz6ebNVDJnpQLHT4AAGhgJ1y93tdbqqmpkdfrPetxMb2HZM+ePQoGg8rPz49s8/l8ys3NVXl5uSSpvLxc6enpkRiRpPz8fCUlJamiouKM562rq1MoFIp6AQCAxBHTIAkGg5Ikv98ftd3v90f2BYNBtW/fPmp/cnKy2rZtGznmVCUlJfL5fJFXZmZmLIcNAACMxcW7bCZMmKCamprIa9++fdZDAgAAMRTTIMnIyJAkVVVVRW2vqqqK7MvIyNDBgwej9p84cUKHDh2KHHOq1NRUeb3eqBcAAEgcMQ2S7OxsZWRkqLS0NLItFAqpoqJCeXl5kqS8vDxVV1ersrIycszq1asVDoeVm5sby+EAAIA4kfxDP+HIkSP617/+Ffl4z5492rJli9q2bausrCyNHj1aU6ZMUefOnZWdna2JEycqEAhE3onTtWtX3Xrrrfrtb3+refPmqb6+XiNHjtTQoUPP6x02AAAg8fzgINm4caP+53/+J/JxcXGxJGnYsGFauHChxo4dq9raWo0YMULV1dXq16+fVq5cqbS0tMjnLFq0SCNHjlT//v2VlJSkIUOGaNasWTGYDgAAiEcX9RwSKzyHBACA+GDyHBIAAIALQZAAAABzBAkAADBHkAAAAHMECQAAMEeQAAAAcwQJAAAwR5AAAABzBAkAADBHkAAAAHMECQAAMEeQAAAAcwQJAAAwR5AAAABzBAkAADBHkAAAAHMECQAAMEeQAAAAcwQJAAAwR5AAAABzBAkAADBHkAAAAHMECQAAMEeQAAAAcwQJAAAwR5AAAABzBAkAADBHkAAAAHMECQAAMEeQAAAAcwQJAAAwR5AAAABzBAkAADBHkAAAAHMECQAAMEeQAAAAcwQJAAAwR5AAAABzBAkAADBHkAAAAHMECQAAMEeQAAAAcwQJAAAwR5AAAABzBAkAADBHkAAAAHMECQAAMEeQAAAAcwQJAAAwR5AAAABzBAkAADBHkAAAAHPJ1gO4EM45SdIJ1UvOeDAAAOCsTqhe0v/92302cRkkhw8fliSt1f8ajwQAAJyPw4cPy+fznXW/x50rWS5B4XBYBw4ckHNOWVlZ2rdvn7xer/WwGkUoFFJmZmaTmrPUNOfdFOcsMe+mNO+mOGep6c3bOafDhw8rEAgoKensd4rE5RWSpKQkdezYUaFQSJLk9XqbxF/qdzXFOUtNc95Ncc4S825KmuKcpaY17++7MvJf3NQKAADMESQAAMBcXAdJamqqJk+erNTUVOuhNJqmOGepac67Kc5ZYt5Nad5Ncc5S0533ucTlTa0AACCxxPUVEgAAkBgIEgAAYI4gAQAA5ggSAABgLm6DZM6cOerUqZPS0tKUm5ur9evXWw8pZkpKStSnTx+1bt1a7du316BBg7Rz586oY44dO6aioiK1a9dOrVq10pAhQ1RVVWU04obx9NNPy+PxaPTo0ZFtiTrv/fv36+6771a7du3UokUL9ejRQxs3bozsd85p0qRJ6tChg1q0aKH8/Hzt3r3bcMQX5+TJk5o4caKys7PVokULXXXVVfrzn/8c9bsuEmHOa9as0W233aZAICCPx6M333wzav/5zPHQoUMqLCyU1+tVenq6hg8friNHjjTiLH6475t3fX29xo0bpx49eqhly5YKBAL6zW9+owMHDkSdI97mfa6/6+964IEH5PF4NHPmzKjt8TbnWIvLIHnttddUXFysyZMna9OmTerZs6cKCgp08OBB66HFRFlZmYqKirRu3TqtWrVK9fX1uuWWW1RbWxs5ZsyYMVq+fLmWLl2qsrIyHThwQIMHDzYcdWxt2LBBL774oq655pqo7Yk472+++UZ9+/ZVSkqK3nnnHW3btk3PPPOM2rRpEzlm+vTpmjVrlubNm6eKigq1bNlSBQUFOnbsmOHIL9y0adM0d+5cPf/889q+fbumTZum6dOna/bs2ZFjEmHOtbW16tmzp+bMmXPG/eczx8LCQn366adatWqVVqxYoTVr1mjEiBGNNYUL8n3zPnr0qDZt2qSJEydq06ZNeuONN7Rz507dfvvtUcfF27zP9Xf9X8uWLdO6desUCARO2xdvc445F4euv/56V1RUFPn45MmTLhAIuJKSEsNRNZyDBw86Sa6srMw551x1dbVLSUlxS5cujRyzfft2J8mVl5dbDTNmDh8+7Dp37uxWrVrlbrrpJjdq1CjnXOLOe9y4ca5fv35n3R8Oh11GRob7y1/+EtlWXV3tUlNT3auvvtoYQ4y5AQMGuPvvvz9q2+DBg11hYaFzLjHnLMktW7Ys8vH5zHHbtm1OktuwYUPkmHfeecd5PB63f//+Rhv7xTh13meyfv16J8l9/vnnzrn4n/fZ5vzFF1+4K664wm3dutVdeeWV7tlnn43si/c5x0LcXSE5fvy4KisrlZ+fH9mWlJSk/Px8lZeXG46s4dTU1EiS2rZtK0mqrKxUfX191NegS5cuysrKSoivQVFRkQYMGBA1Pylx5/32228rJydHd9xxh9q3b69evXppwYIFkf179uxRMBiMmrfP51Nubm7czvvGG29UaWmpdu3aJUn66KOPtHbtWv385z+XlJhzPtX5zLG8vFzp6enKycmJHJOfn6+kpCRVVFQ0+pgbSk1NjTwej9LT0yUl5rzD4bDuuecePf7447r66qtP25+Ic/6h4u6X63399dc6efKk/H5/1Ha/368dO3YYjarhhMNhjR49Wn379lX37t0lScFgUM2bN4988/6X3+9XMBg0GGXsLFmyRJs2bdKGDRtO25eo8/7ss880d+5cFRcX6/e//702bNigRx55RM2bN9ewYcMiczvT//PxOu/x48crFAqpS5cuatasmU6ePKmpU6eqsLBQkhJyzqc6nzkGg0G1b98+an9ycrLatm2bMF+HY8eOady4cbrrrrsiv2guEec9bdo0JScn65FHHjnj/kSc8w8Vd0HS1BQVFWnr1q1au3at9VAa3L59+zRq1CitWrVKaWlp1sNpNOFwWDk5OXrqqackSb169dLWrVs1b948DRs2zHh0DeP111/XokWLtHjxYl199dXasmWLRo8erUAgkLBzxunq6+t15513yjmnuXPnWg+nwVRWVuq5557Tpk2b5PF4rIdzyYq7JZvLL79czZo1O+2dFVVVVcrIyDAaVcMYOXKkVqxYoffee08dO3aMbM/IyNDx48dVXV0ddXy8fw0qKyt18OBBXXfddUpOTlZycrLKyso0a9YsJScny+/3J+S8O3TooG7dukVt69q1q/bu3StJkbkl0v/zjz/+uMaPH6+hQ4eqR48euueeezRmzBiVlJRISsw5n+p85piRkXHazfonTpzQoUOH4v7r8N8Y+fzzz7Vq1arI1REp8eb9wQcf6ODBg8rKyor8bPv888/16KOPqlOnTpISb84XIu6CpHnz5urdu7dKS0sj28LhsEpLS5WXl2c4sthxzmnkyJFatmyZVq9erezs7Kj9vXv3VkpKStTXYOfOndq7d29cfw369++vTz75RFu2bIm8cnJyVFhYGPnvRJx33759T3tb965du3TllVdKkrKzs5WRkRE171AopIqKirid99GjR5WUFP3jp1mzZgqHw5ISc86nOp855uXlqbq6WpWVlZFjVq9erXA4rNzc3EYfc6z8N0Z2796tf/zjH2rXrl3U/kSb9z333KOPP/446mdbIBDQ448/rnfffVdS4s35gljfVXshlixZ4lJTU93ChQvdtm3b3IgRI1x6eroLBoPWQ4uJBx980Pl8Pvf++++7L7/8MvI6evRo5JgHHnjAZWVludWrV7uNGze6vLw8l5eXZzjqhvHdd9k4l5jzXr9+vUtOTnZTp051u3fvdosWLXKXXXaZe+WVVyLHPP300y49Pd299dZb7uOPP3YDBw502dnZ7ttvvzUc+YUbNmyYu+KKK9yKFSvcnj173BtvvOEuv/xyN3bs2MgxiTDnw4cPu82bN7vNmzc7SW7GjBlu8+bNkXeTnM8cb731VterVy9XUVHh1q5d6zp37uzuuusuqymdl++b9/Hjx93tt9/uOnbs6LZs2RL1M66uri5yjnib97n+rk916rtsnIu/OcdaXAaJc87Nnj3bZWVluebNm7vrr7/erVu3znpIMSPpjK+XXnopcsy3337rHnroIdemTRt32WWXuV/+8pfuyy+/tBt0Azk1SBJ13suXL3fdu3d3qamprkuXLm7+/PlR+8PhsJs4caLz+/0uNTXV9e/f3+3cudNotBcvFAq5UaNGuaysLJeWluZ+/OMfuz/84Q9R/yAlwpzfe++9M34vDxs2zDl3fnP897//7e666y7XqlUr5/V63X333ecOHz5sMJvz933z3rNnz1l/xr333nuRc8TbvM/1d32qMwVJvM051jzOfefRiAAAAAbi7h4SAACQeAgSAABgjiABAADmCBIAAGCOIAEAAOYIEgAAYI4gAQAA5ggSAABgjiABAADmCBIAAGCOIAEAAOYIEgAAYO7/ARGfqY+0PGE8AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[[ 93  69 159  77]]\n",
      "\n",
      " [[  0  67 159  87]]\n",
      "\n",
      " [[  0  58 100  70]]]\n",
      "64.66666666666667 88.0\n",
      "Trun around parameter 1\n"
     ]
    }
   ],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "import math\n",
    "import matplotlib. pyplot as plt\n",
    "import PIL.Image\n",
    "\n",
    "def plot_in_range(image, scale=False):\n",
    "    if scale:\n",
    "        minValue = np.amin(image)\n",
    "        maxValue = np.amax(image)\n",
    "        plt.imshow((image-minValue)/(maxValue-minValue))\n",
    "    else:\n",
    "        plt.imshow(image)\n",
    "    plt.show()\n",
    "\n",
    "# reading image\n",
    "#img5 = cv2.imread(\"camera.jpg\")\n",
    "img5 = cv2.imread(\"17.0.png\")\n",
    "plot_in_range(img5)\n",
    "#plt.imshow(img5)\n",
    "\n",
    "# changing to hsv for better processing for the colors\n",
    "hsv = cv2.cvtColor(img5, cv2.COLOR_BGR2HSV)\n",
    "plot_in_range(hsv)\n",
    "#plt.imshow(hsv)\n",
    "\n",
    "# masking lower and upper bounds BGR\n",
    "# These are for RGB\n",
    "lower = (103, 127, 157)\n",
    "upper = (179, 234, 255)\n",
    "\n",
    "# changing threshold to BGR\n",
    "#lower = (80, 50, 0)\n",
    "#upper = (255, 255, 16)\n",
    "\n",
    "mask = cv2.inRange(hsv, lower, upper)\n",
    "plot_in_range(mask)\n",
    "#plt.imshow(mask)\n",
    "\n",
    "# edge detection ( this is essential since the hough transform only able to identify gray scale image)\n",
    "edge = cv2.Canny(mask, 50, 200, None, 3)\n",
    "plot_in_range(edge)\n",
    "\n",
    "\n",
    "#line = np.asarray(edge)\n",
    "\n",
    "lines = cv2.HoughLinesP(edge, 1, np.pi/180, 50, minLineLength=10, maxLineGap=4)\n",
    "print(lines)\n",
    "#print(lines[0][0][1], len(lines)) \n",
    "\n",
    "number_of_lines = len(lines)\n",
    "\n",
    "# Just y position indicator can show us the correct position\n",
    "ya_pixel = 0\n",
    "yb_pixel = 0 \n",
    "ya_max = 80\n",
    "yb_max = 80\n",
    "turn_around = 0\n",
    "\n",
    "if lines is not None:\n",
    "    for i in range(0, len(lines)):\n",
    "        for j in range(0, len(lines[i])):\n",
    "            #print(lines[i][j][1])\n",
    "            ya_pixel = ya_pixel + lines[i][j][1]\n",
    "            yb_pixel = ya_pixel + lines[i][j][3]\n",
    "    if ya_pixel/number_of_lines > ya_max or yb_pixel/number_of_lines > yb_max:\n",
    "        turn_around = 1\n",
    "        print(ya_pixel/number_of_lines,yb_pixel/number_of_lines)\n",
    "        print('Trun around parameter', turn_around)\n",
    "    \n",
    "if lines is not None:\n",
    "    for i in range(0, len(lines)):\n",
    "        rho = lines[i][0][0]\n",
    "        theta = lines[i][0][1]\n",
    "        a = math.cos(theta)\n",
    "        b = math.sin(theta)\n",
    "        x0 = a * rho\n",
    "        y0 = b * rho\n",
    "        pt1 = (int(x0 + 1000*(-b)), int(y0 + 1000*(a)))\n",
    "        pt2 = (int(x0 - 1000*(-b)), int(y0 - 1000*(a)))\n",
    "        cv2.line(lines, pt1, pt2, (100,133,255), 3, cv2.LINE_AA)     \n",
    "#plot_in_range(lines)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "def line_detection(image):\n",
    "    import cv2\n",
    "    import numpy as np\n",
    "    import math\n",
    "    import matplotlib. pyplot as plt\n",
    "    import PIL.Image\n",
    "\n",
    "    def plot_in_range(image, scale=False):\n",
    "        if scale:\n",
    "            minValue = np.amin(image)\n",
    "            maxValue = np.amax(image)\n",
    "            plt.imshow((image-minValue)/(maxValue-minValue))\n",
    "        else:\n",
    "            plt.imshow(image)\n",
    "        plt.show()\n",
    "    \n",
    "    plot_in_range(image)\n",
    "\n",
    "    # changing to hsv for better processing for the colors\n",
    "    hsv = cv2.cvtColor(image, cv2.COLOR_BGR2HSV)\n",
    "    #plot_in_range(hsv)\n",
    "\n",
    "\n",
    "    # masking lower and upper bounds BGR\n",
    "    # These are for RGB\n",
    "    lower = (103, 127, 157)\n",
    "    upper = (179, 234, 255)\n",
    "\n",
    "    # changing threshold to BGR\n",
    "    #lower = (80, 50, 0)\n",
    "    #upper = (255, 255, 16)\n",
    "\n",
    "    mask = cv2.inRange(hsv, lower, upper)\n",
    "    #plot_in_range(mask)\n",
    " \n",
    "\n",
    "    # edge detection ( this is essential since the hough transform only able to identify gray scale image)\n",
    "    edge = cv2.Canny(mask, 50, 200, None, 3)\n",
    "    plot_in_range(edge)\n",
    "\n",
    "\n",
    "    #line = np.asarray(edge)\n",
    "\n",
    "    lines = cv2.HoughLinesP(edge, 1, np.pi/180, 50, minLineLength=10, maxLineGap=4)\n",
    "    print(lines)\n",
    "    #print(lines[0][0][1], len(lines)) \n",
    "\n",
    "\n",
    "    # Just y position indicator can show us the correct position\n",
    "    ya_pixel = 0\n",
    "    yb_pixel = 0 \n",
    "    ya_max = 80\n",
    "    yb_max = 80\n",
    "    turn_around = 0\n",
    "\n",
    "    if lines is not None:\n",
    "        number_of_lines = len(lines)\n",
    "        for i in range(0, len(lines)):\n",
    "            for j in range(0, len(lines[i])):\n",
    "                #print(lines[i][j][1])\n",
    "                ya_pixel = ya_pixel + lines[i][j][1]\n",
    "                yb_pixel = ya_pixel + lines[i][j][3]\n",
    "        if ya_pixel/number_of_lines > ya_max or yb_pixel/number_of_lines > yb_max:\n",
    "            turn_around = 1\n",
    "            #print(ya_pixel/number_of_lines,yb_pixel/number_of_lines)\n",
    "            #print('Trun around parameter', turn_around)\n",
    "            return True\n",
    "        else:\n",
    "            return False\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "16.0.png\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[[  0  40 157  56]]\n",
      "\n",
      " [[  3  48 149  63]]]\n",
      "17.0.png\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[[ 93  69 159  77]]\n",
      "\n",
      " [[  0  67 159  87]]\n",
      "\n",
      " [[  0  58 100  70]]]\n",
      "Yes\n",
      "18.0.png\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[[  1  80 131  98]]\n",
      "\n",
      " [[ 50  99 159 115]]]\n",
      "Yes\n",
      "19.0.png\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[[  4 109  64 119]]]\n",
      "Yes\n",
      "20.0.png\n"
     ]
    },
    {
     "ename": "TypeError",
     "evalue": "Image data of dtype object cannot be converted to float",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[2], line 15\u001b[0m\n\u001b[0;32m     13\u001b[0m \u001b[39mprint\u001b[39m(file_name)\n\u001b[0;32m     14\u001b[0m img \u001b[39m=\u001b[39m cv2\u001b[39m.\u001b[39mimread(file_name)\n\u001b[1;32m---> 15\u001b[0m \u001b[39mif\u001b[39;00m line_detection(img):\n\u001b[0;32m     16\u001b[0m     \u001b[39mprint\u001b[39m(\u001b[39m'\u001b[39m\u001b[39mYes\u001b[39m\u001b[39m'\u001b[39m)\n",
      "Cell \u001b[1;32mIn[1], line 17\u001b[0m, in \u001b[0;36mline_detection\u001b[1;34m(image)\u001b[0m\n\u001b[0;32m     14\u001b[0m         plt\u001b[39m.\u001b[39mimshow(image)\n\u001b[0;32m     15\u001b[0m     plt\u001b[39m.\u001b[39mshow()\n\u001b[1;32m---> 17\u001b[0m plot_in_range(image)\n\u001b[0;32m     19\u001b[0m \u001b[39m# changing to hsv for better processing for the colors\u001b[39;00m\n\u001b[0;32m     20\u001b[0m hsv \u001b[39m=\u001b[39m cv2\u001b[39m.\u001b[39mcvtColor(image, cv2\u001b[39m.\u001b[39mCOLOR_BGR2HSV)\n",
      "Cell \u001b[1;32mIn[1], line 14\u001b[0m, in \u001b[0;36mline_detection.<locals>.plot_in_range\u001b[1;34m(image, scale)\u001b[0m\n\u001b[0;32m     12\u001b[0m     plt\u001b[39m.\u001b[39mimshow((image\u001b[39m-\u001b[39mminValue)\u001b[39m/\u001b[39m(maxValue\u001b[39m-\u001b[39mminValue))\n\u001b[0;32m     13\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[1;32m---> 14\u001b[0m     plt\u001b[39m.\u001b[39;49mimshow(image)\n\u001b[0;32m     15\u001b[0m plt\u001b[39m.\u001b[39mshow()\n",
      "File \u001b[1;32mc:\\Users\\amirh\\AppData\\Local\\Programs\\Python\\Python38\\lib\\site-packages\\matplotlib\\_api\\deprecation.py:454\u001b[0m, in \u001b[0;36mmake_keyword_only.<locals>.wrapper\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m    448\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mlen\u001b[39m(args) \u001b[39m>\u001b[39m name_idx:\n\u001b[0;32m    449\u001b[0m     warn_deprecated(\n\u001b[0;32m    450\u001b[0m         since, message\u001b[39m=\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mPassing the \u001b[39m\u001b[39m%(name)s\u001b[39;00m\u001b[39m \u001b[39m\u001b[39m%(obj_type)s\u001b[39;00m\u001b[39m \u001b[39m\u001b[39m\"\u001b[39m\n\u001b[0;32m    451\u001b[0m         \u001b[39m\"\u001b[39m\u001b[39mpositionally is deprecated since Matplotlib \u001b[39m\u001b[39m%(since)s\u001b[39;00m\u001b[39m; the \u001b[39m\u001b[39m\"\u001b[39m\n\u001b[0;32m    452\u001b[0m         \u001b[39m\"\u001b[39m\u001b[39mparameter will become keyword-only \u001b[39m\u001b[39m%(removal)s\u001b[39;00m\u001b[39m.\u001b[39m\u001b[39m\"\u001b[39m,\n\u001b[0;32m    453\u001b[0m         name\u001b[39m=\u001b[39mname, obj_type\u001b[39m=\u001b[39m\u001b[39mf\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mparameter of \u001b[39m\u001b[39m{\u001b[39;00mfunc\u001b[39m.\u001b[39m\u001b[39m__name__\u001b[39m\u001b[39m}\u001b[39;00m\u001b[39m()\u001b[39m\u001b[39m\"\u001b[39m)\n\u001b[1;32m--> 454\u001b[0m \u001b[39mreturn\u001b[39;00m func(\u001b[39m*\u001b[39;49margs, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n",
      "File \u001b[1;32mc:\\Users\\amirh\\AppData\\Local\\Programs\\Python\\Python38\\lib\\site-packages\\matplotlib\\pyplot.py:2623\u001b[0m, in \u001b[0;36mimshow\u001b[1;34m(X, cmap, norm, aspect, interpolation, alpha, vmin, vmax, origin, extent, interpolation_stage, filternorm, filterrad, resample, url, data, **kwargs)\u001b[0m\n\u001b[0;32m   2617\u001b[0m \u001b[39m@_copy_docstring_and_deprecators\u001b[39m(Axes\u001b[39m.\u001b[39mimshow)\n\u001b[0;32m   2618\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mimshow\u001b[39m(\n\u001b[0;32m   2619\u001b[0m         X, cmap\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m, norm\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m, aspect\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m, interpolation\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m,\n\u001b[0;32m   2620\u001b[0m         alpha\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m, vmin\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m, vmax\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m, origin\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m, extent\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m, \u001b[39m*\u001b[39m,\n\u001b[0;32m   2621\u001b[0m         interpolation_stage\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m, filternorm\u001b[39m=\u001b[39m\u001b[39mTrue\u001b[39;00m, filterrad\u001b[39m=\u001b[39m\u001b[39m4.0\u001b[39m,\n\u001b[0;32m   2622\u001b[0m         resample\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m, url\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m, data\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwargs):\n\u001b[1;32m-> 2623\u001b[0m     __ret \u001b[39m=\u001b[39m gca()\u001b[39m.\u001b[39;49mimshow(\n\u001b[0;32m   2624\u001b[0m         X, cmap\u001b[39m=\u001b[39;49mcmap, norm\u001b[39m=\u001b[39;49mnorm, aspect\u001b[39m=\u001b[39;49maspect,\n\u001b[0;32m   2625\u001b[0m         interpolation\u001b[39m=\u001b[39;49minterpolation, alpha\u001b[39m=\u001b[39;49malpha, vmin\u001b[39m=\u001b[39;49mvmin,\n\u001b[0;32m   2626\u001b[0m         vmax\u001b[39m=\u001b[39;49mvmax, origin\u001b[39m=\u001b[39;49morigin, extent\u001b[39m=\u001b[39;49mextent,\n\u001b[0;32m   2627\u001b[0m         interpolation_stage\u001b[39m=\u001b[39;49minterpolation_stage,\n\u001b[0;32m   2628\u001b[0m         filternorm\u001b[39m=\u001b[39;49mfilternorm, filterrad\u001b[39m=\u001b[39;49mfilterrad, resample\u001b[39m=\u001b[39;49mresample,\n\u001b[0;32m   2629\u001b[0m         url\u001b[39m=\u001b[39;49murl, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49m({\u001b[39m\"\u001b[39;49m\u001b[39mdata\u001b[39;49m\u001b[39m\"\u001b[39;49m: data} \u001b[39mif\u001b[39;49;00m data \u001b[39mis\u001b[39;49;00m \u001b[39mnot\u001b[39;49;00m \u001b[39mNone\u001b[39;49;00m \u001b[39melse\u001b[39;49;00m {}),\n\u001b[0;32m   2630\u001b[0m         \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n\u001b[0;32m   2631\u001b[0m     sci(__ret)\n\u001b[0;32m   2632\u001b[0m     \u001b[39mreturn\u001b[39;00m __ret\n",
      "File \u001b[1;32mc:\\Users\\amirh\\AppData\\Local\\Programs\\Python\\Python38\\lib\\site-packages\\matplotlib\\_api\\deprecation.py:454\u001b[0m, in \u001b[0;36mmake_keyword_only.<locals>.wrapper\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m    448\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mlen\u001b[39m(args) \u001b[39m>\u001b[39m name_idx:\n\u001b[0;32m    449\u001b[0m     warn_deprecated(\n\u001b[0;32m    450\u001b[0m         since, message\u001b[39m=\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mPassing the \u001b[39m\u001b[39m%(name)s\u001b[39;00m\u001b[39m \u001b[39m\u001b[39m%(obj_type)s\u001b[39;00m\u001b[39m \u001b[39m\u001b[39m\"\u001b[39m\n\u001b[0;32m    451\u001b[0m         \u001b[39m\"\u001b[39m\u001b[39mpositionally is deprecated since Matplotlib \u001b[39m\u001b[39m%(since)s\u001b[39;00m\u001b[39m; the \u001b[39m\u001b[39m\"\u001b[39m\n\u001b[0;32m    452\u001b[0m         \u001b[39m\"\u001b[39m\u001b[39mparameter will become keyword-only \u001b[39m\u001b[39m%(removal)s\u001b[39;00m\u001b[39m.\u001b[39m\u001b[39m\"\u001b[39m,\n\u001b[0;32m    453\u001b[0m         name\u001b[39m=\u001b[39mname, obj_type\u001b[39m=\u001b[39m\u001b[39mf\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mparameter of \u001b[39m\u001b[39m{\u001b[39;00mfunc\u001b[39m.\u001b[39m\u001b[39m__name__\u001b[39m\u001b[39m}\u001b[39;00m\u001b[39m()\u001b[39m\u001b[39m\"\u001b[39m)\n\u001b[1;32m--> 454\u001b[0m \u001b[39mreturn\u001b[39;00m func(\u001b[39m*\u001b[39;49margs, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n",
      "File \u001b[1;32mc:\\Users\\amirh\\AppData\\Local\\Programs\\Python\\Python38\\lib\\site-packages\\matplotlib\\__init__.py:1423\u001b[0m, in \u001b[0;36m_preprocess_data.<locals>.inner\u001b[1;34m(ax, data, *args, **kwargs)\u001b[0m\n\u001b[0;32m   1420\u001b[0m \u001b[39m@functools\u001b[39m\u001b[39m.\u001b[39mwraps(func)\n\u001b[0;32m   1421\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39minner\u001b[39m(ax, \u001b[39m*\u001b[39margs, data\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwargs):\n\u001b[0;32m   1422\u001b[0m     \u001b[39mif\u001b[39;00m data \u001b[39mis\u001b[39;00m \u001b[39mNone\u001b[39;00m:\n\u001b[1;32m-> 1423\u001b[0m         \u001b[39mreturn\u001b[39;00m func(ax, \u001b[39m*\u001b[39;49m\u001b[39mmap\u001b[39;49m(sanitize_sequence, args), \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n\u001b[0;32m   1425\u001b[0m     bound \u001b[39m=\u001b[39m new_sig\u001b[39m.\u001b[39mbind(ax, \u001b[39m*\u001b[39margs, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwargs)\n\u001b[0;32m   1426\u001b[0m     auto_label \u001b[39m=\u001b[39m (bound\u001b[39m.\u001b[39marguments\u001b[39m.\u001b[39mget(label_namer)\n\u001b[0;32m   1427\u001b[0m                   \u001b[39mor\u001b[39;00m bound\u001b[39m.\u001b[39mkwargs\u001b[39m.\u001b[39mget(label_namer))\n",
      "File \u001b[1;32mc:\\Users\\amirh\\AppData\\Local\\Programs\\Python\\Python38\\lib\\site-packages\\matplotlib\\axes\\_axes.py:5604\u001b[0m, in \u001b[0;36mAxes.imshow\u001b[1;34m(self, X, cmap, norm, aspect, interpolation, alpha, vmin, vmax, origin, extent, interpolation_stage, filternorm, filterrad, resample, url, **kwargs)\u001b[0m\n\u001b[0;32m   5596\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mset_aspect(aspect)\n\u001b[0;32m   5597\u001b[0m im \u001b[39m=\u001b[39m mimage\u001b[39m.\u001b[39mAxesImage(\u001b[39mself\u001b[39m, cmap\u001b[39m=\u001b[39mcmap, norm\u001b[39m=\u001b[39mnorm,\n\u001b[0;32m   5598\u001b[0m                       interpolation\u001b[39m=\u001b[39minterpolation, origin\u001b[39m=\u001b[39morigin,\n\u001b[0;32m   5599\u001b[0m                       extent\u001b[39m=\u001b[39mextent, filternorm\u001b[39m=\u001b[39mfilternorm,\n\u001b[0;32m   5600\u001b[0m                       filterrad\u001b[39m=\u001b[39mfilterrad, resample\u001b[39m=\u001b[39mresample,\n\u001b[0;32m   5601\u001b[0m                       interpolation_stage\u001b[39m=\u001b[39minterpolation_stage,\n\u001b[0;32m   5602\u001b[0m                       \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwargs)\n\u001b[1;32m-> 5604\u001b[0m im\u001b[39m.\u001b[39;49mset_data(X)\n\u001b[0;32m   5605\u001b[0m im\u001b[39m.\u001b[39mset_alpha(alpha)\n\u001b[0;32m   5606\u001b[0m \u001b[39mif\u001b[39;00m im\u001b[39m.\u001b[39mget_clip_path() \u001b[39mis\u001b[39;00m \u001b[39mNone\u001b[39;00m:\n\u001b[0;32m   5607\u001b[0m     \u001b[39m# image does not already have clipping set, clip to axes patch\u001b[39;00m\n",
      "File \u001b[1;32mc:\\Users\\amirh\\AppData\\Local\\Programs\\Python\\Python38\\lib\\site-packages\\matplotlib\\image.py:701\u001b[0m, in \u001b[0;36m_ImageBase.set_data\u001b[1;34m(self, A)\u001b[0m\n\u001b[0;32m    697\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_A \u001b[39m=\u001b[39m cbook\u001b[39m.\u001b[39msafe_masked_invalid(A, copy\u001b[39m=\u001b[39m\u001b[39mTrue\u001b[39;00m)\n\u001b[0;32m    699\u001b[0m \u001b[39mif\u001b[39;00m (\u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_A\u001b[39m.\u001b[39mdtype \u001b[39m!=\u001b[39m np\u001b[39m.\u001b[39muint8 \u001b[39mand\u001b[39;00m\n\u001b[0;32m    700\u001b[0m         \u001b[39mnot\u001b[39;00m np\u001b[39m.\u001b[39mcan_cast(\u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_A\u001b[39m.\u001b[39mdtype, \u001b[39mfloat\u001b[39m, \u001b[39m\"\u001b[39m\u001b[39msame_kind\u001b[39m\u001b[39m\"\u001b[39m)):\n\u001b[1;32m--> 701\u001b[0m     \u001b[39mraise\u001b[39;00m \u001b[39mTypeError\u001b[39;00m(\u001b[39m\"\u001b[39m\u001b[39mImage data of dtype \u001b[39m\u001b[39m{}\u001b[39;00m\u001b[39m cannot be converted to \u001b[39m\u001b[39m\"\u001b[39m\n\u001b[0;32m    702\u001b[0m                     \u001b[39m\"\u001b[39m\u001b[39mfloat\u001b[39m\u001b[39m\"\u001b[39m\u001b[39m.\u001b[39mformat(\u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_A\u001b[39m.\u001b[39mdtype))\n\u001b[0;32m    704\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_A\u001b[39m.\u001b[39mndim \u001b[39m==\u001b[39m \u001b[39m3\u001b[39m \u001b[39mand\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_A\u001b[39m.\u001b[39mshape[\u001b[39m-\u001b[39m\u001b[39m1\u001b[39m] \u001b[39m==\u001b[39m \u001b[39m1\u001b[39m:\n\u001b[0;32m    705\u001b[0m     \u001b[39m# If just one dimension assume scalar and apply colormap\u001b[39;00m\n\u001b[0;32m    706\u001b[0m     \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_A \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_A[:, :, \u001b[39m0\u001b[39m]\n",
      "\u001b[1;31mTypeError\u001b[0m: Image data of dtype object cannot be converted to float"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "import math\n",
    "import matplotlib. pyplot as plt\n",
    "import PIL.Image\n",
    "# This code uses the line_detection function in order to detect the line for test ( remmember to run the line first)\n",
    "# starting picture number\n",
    "j = 15\n",
    "# range indicates how many pictures would be in our run\n",
    "for i in range(5):\n",
    "    # reading image\n",
    "    #img5 = cv2.imread(\"camera.jpg\")\n",
    "    j= j+1\n",
    "    file_name = str(j)+'.0.png'\n",
    "    print(file_name)\n",
    "    img = cv2.imread(file_name)\n",
    "    if line_detection(img):\n",
    "        print('Yes')\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "11.0.png\n",
      "12.0.png\n",
      "13.0.png\n",
      "14.0.png\n",
      "15.0.png\n",
      "16.0.png\n",
      "17.0.png\n",
      "Yes\n",
      "18.0.png\n",
      "Yes\n",
      "19.0.png\n",
      "Yes\n",
      "20.0.png\n"
     ]
    },
    {
     "ename": "error",
     "evalue": "OpenCV(4.7.0) D:\\a\\opencv-python\\opencv-python\\opencv\\modules\\imgproc\\src\\color.cpp:182: error: (-215:Assertion failed) !_src.empty() in function 'cv::cvtColor'\n",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31merror\u001b[0m                                     Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[6], line 70\u001b[0m\n\u001b[0;32m     67\u001b[0m         \u001b[39mif\u001b[39;00m line_detection(img):\n\u001b[0;32m     68\u001b[0m             \u001b[39mprint\u001b[39m(\u001b[39m'\u001b[39m\u001b[39mYes\u001b[39m\u001b[39m'\u001b[39m)\n\u001b[1;32m---> 70\u001b[0m test_function()\n",
      "Cell \u001b[1;32mIn[6], line 67\u001b[0m, in \u001b[0;36mtest_function\u001b[1;34m()\u001b[0m\n\u001b[0;32m     65\u001b[0m \u001b[39mprint\u001b[39m(file_name)\n\u001b[0;32m     66\u001b[0m img \u001b[39m=\u001b[39m cv2\u001b[39m.\u001b[39mimread(file_name)\n\u001b[1;32m---> 67\u001b[0m \u001b[39mif\u001b[39;00m line_detection(img):\n\u001b[0;32m     68\u001b[0m     \u001b[39mprint\u001b[39m(\u001b[39m'\u001b[39m\u001b[39mYes\u001b[39m\u001b[39m'\u001b[39m)\n",
      "Cell \u001b[1;32mIn[6], line 16\u001b[0m, in \u001b[0;36mline_detection\u001b[1;34m(image, ya_max, yb_max)\u001b[0m\n\u001b[0;32m     12\u001b[0m \u001b[39mimport\u001b[39;00m \u001b[39mPIL\u001b[39;00m\u001b[39m.\u001b[39;00m\u001b[39mImage\u001b[39;00m\n\u001b[0;32m     15\u001b[0m \u001b[39m# changing to hsv for better processing for the colors\u001b[39;00m\n\u001b[1;32m---> 16\u001b[0m hsv \u001b[39m=\u001b[39m cv2\u001b[39m.\u001b[39;49mcvtColor(image, cv2\u001b[39m.\u001b[39;49mCOLOR_BGR2HSV)\n\u001b[0;32m     17\u001b[0m \u001b[39m#plot_in_range(hsv)\u001b[39;00m\n\u001b[0;32m     18\u001b[0m \n\u001b[0;32m     19\u001b[0m \n\u001b[0;32m     20\u001b[0m \u001b[39m# masking lower and upper bounds BGR\u001b[39;00m\n\u001b[0;32m     21\u001b[0m \u001b[39m# These are for RGB\u001b[39;00m\n\u001b[0;32m     22\u001b[0m lower \u001b[39m=\u001b[39m (\u001b[39m103\u001b[39m, \u001b[39m127\u001b[39m, \u001b[39m157\u001b[39m)\n",
      "\u001b[1;31merror\u001b[0m: OpenCV(4.7.0) D:\\a\\opencv-python\\opencv-python\\opencv\\modules\\imgproc\\src\\color.cpp:182: error: (-215:Assertion failed) !_src.empty() in function 'cv::cvtColor'\n"
     ]
    }
   ],
   "source": [
    "# Class to be implemented in Webots\n",
    "# Here All printing and redundent stuffes would be eliminated the only parametr out of function would be bolean and sensitivity factor\n",
    "\n",
    "# main fucntion to detect line:\n",
    "\n",
    "\n",
    "def line_detection(image, ya_max = 80, yb_max = 80):\n",
    "    import cv2\n",
    "    import numpy as np\n",
    "    import math\n",
    "    import matplotlib. pyplot as plt\n",
    "    import PIL.Image\n",
    "\n",
    "\n",
    "    # changing to hsv for better processing for the colors\n",
    "    hsv = cv2.cvtColor(image, cv2.COLOR_BGR2HSV)\n",
    "    #plot_in_range(hsv)\n",
    "\n",
    "\n",
    "    # masking lower and upper bounds BGR\n",
    "    # These are for RGB\n",
    "    lower = (103, 127, 157)\n",
    "    upper = (179, 234, 255)\n",
    "\n",
    "    # changing threshold to BGR\n",
    "    #lower = (80, 50, 0)\n",
    "    #upper = (255, 255, 16)\n",
    "\n",
    "    mask = cv2.inRange(hsv, lower, upper)\n",
    " \n",
    " \n",
    "\n",
    "    # edge detection ( this is essential since the hough transform only able to identify gray scale image)\n",
    "    edge = cv2.Canny(mask, 50, 200, None, 3)\n",
    "\n",
    "\n",
    "    #line = np.asarray(edge)\n",
    "\n",
    "    lines = cv2.HoughLinesP(edge, 1, np.pi/180, 50, minLineLength=10, maxLineGap=4) \n",
    "\n",
    "\n",
    "    # Just y position indicator can show us the correct position\n",
    "    ya_pixel = 0\n",
    "    yb_pixel = 0 \n",
    "\n",
    "    if lines is not None:\n",
    "        number_of_lines = len(lines)\n",
    "        for i in range(0, len(lines)):\n",
    "            for j in range(0, len(lines[i])):\n",
    "                ya_pixel = ya_pixel + lines[i][j][1]\n",
    "                yb_pixel = ya_pixel + lines[i][j][3]\n",
    "        if ya_pixel/number_of_lines > ya_max or yb_pixel/number_of_lines > yb_max:\n",
    "            return True\n",
    "        else:\n",
    "            return False\n",
    "\n",
    "\n",
    "def test_function_for_saved_images():\n",
    "    j = 10\n",
    "    for i in range(10):\n",
    "        # reading image\n",
    "        #img5 = cv2.imread(\"camera.jpg\")\n",
    "        j= j+1\n",
    "        file_name = str(j)+'.0.png'\n",
    "        print(file_name)\n",
    "        img = cv2.imread(file_name)\n",
    "        if line_detection(img):\n",
    "            print('Yes')\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  }
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