{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "f0f886c0",
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "from tracker import *\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ab1c0f93",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "06ef897a",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e591ecea",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "931af31b",
   "metadata": {},
   "source": [
    "video_stream = cv2.VideoCapture('data/sample1.mp4')\n",
    "\n",
    "# Randomly select 30 frames\n",
    "frameIds = video_stream.get(cv2.CAP_PROP_FRAME_COUNT) * np.random.uniform(size=50)\n",
    "\n",
    "# Store selected frames in an array\n",
    "frames = []\n",
    "for fid in frameIds:\n",
    "    video_stream.set(cv2.CAP_PROP_POS_FRAMES, fid)\n",
    "    ret, frame = video_stream.read()\n",
    "    frames.append(frame)\n",
    "    \n",
    "video_stream.release()\n",
    "medianFrame = np.median(frames, axis=0).astype(dtype=np.uint8)\n",
    "plt.imshow(fixColor(medianFrame), cmap='gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0d827b91",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5ca3d963",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e317a959",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fad2b658",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "7f3d820b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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      "[650, 118, 111, 104, 82]\n",
      "[274, 111, 27, 240, 83]\n",
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      "[427, 49, 41, 15, 92]\n",
      "[338, 49, 52, 14, 93]\n",
      "[766, 48, 28, 22, 94]\n",
      "[469, 47, 61, 18, 95]\n",
      "[202, 44, 92, 16, 96]\n",
      "[391, 41, 32, 49, 97]\n",
      "[876, 40, 15, 26, 87]\n",
      "[0, 37, 54, 18, 98]\n",
      "[944, 36, 37, 26, 99]\n",
      "[635, 36, 31, 25, 100]\n",
      "[293, 29, 22, 19, 101]\n",
      "[186, 28, 13, 59, 102]\n",
      "[1234, 14, 25, 38, 103]\n",
      "[798, 14, 17, 11, 104]\n",
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      "[1112, 1, 132, 43, 106]\n",
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      "[908, 472, 110, 248, 11]\n",
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      "[645, 455, 121, 251, 13]\n",
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      "[736, 249, 25, 25, 48]\n",
      "[886, 240, 32, 25, 52]\n",
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      "[189, 237, 37, 47, 53]\n",
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      "[97, 87, 90, 633, 85]\n",
      "[38, 59, 24, 42, 86]\n",
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      "[0, 22, 56, 19, 98]\n",
      "[183, 20, 11, 67, 102]\n",
      "[1232, 16, 12, 38, 103]\n",
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      "[1015, 0, 29, 18, 135]\n",
      "[915, 0, 31, 16, 136]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
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      "[756, 689, 12, 14, 0]\n",
      "[1120, 605, 32, 13, 1]\n",
      "[990, 602, 38, 14, 139]\n",
      "[847, 598, 49, 14, 3]\n",
      "[726, 596, 41, 13, 4]\n",
      "[595, 595, 41, 11, 5]\n",
      "[193, 557, 64, 72, 6]\n",
      "[1159, 544, 29, 106, 7]\n",
      "[1040, 499, 107, 221, 8]\n",
      "[1184, 495, 96, 225, 9]\n",
      "[1228, 553, 21, 36, 10]\n",
      "[904, 490, 115, 230, 11]\n",
      "[778, 481, 114, 239, 12]\n",
      "[644, 471, 123, 249, 13]\n",
      "[511, 464, 131, 256, 14]\n",
      "[381, 454, 139, 245, 15]\n",
      "[248, 439, 146, 254, 16]\n",
      "[1023, 380, 109, 118, 17]\n",
      "[523, 380, 79, 80, 18]\n",
      "[772, 375, 105, 102, 19]\n",
      "[647, 375, 97, 92, 20]\n",
      "[896, 372, 113, 113, 21]\n",
      "[1144, 371, 136, 131, 22]\n",
      "[274, 365, 77, 79, 23]\n",
      "[0, 356, 13, 26, 24]\n",
      "[400, 352, 95, 101, 25]\n",
      "[118, 345, 158, 334, 26]\n",
      "[900, 332, 31, 24, 27]\n",
      "[350, 331, 22, 31, 28]\n",
      "[824, 328, 17, 20, 29]\n",
      "[769, 310, 41, 48, 30]\n",
      "[649, 308, 35, 39, 31]\n",
      "[0, 308, 25, 34, 32]\n",
      "[1013, 307, 48, 72, 33]\n",
      "[208, 304, 16, 28, 34]\n",
      "[292, 299, 15, 13, 35]\n",
      "[237, 299, 40, 13, 36]\n",
      "[165, 298, 25, 14, 37]\n",
      "[528, 297, 54, 43, 38]\n",
      "[103, 297, 51, 14, 39]\n",
      "[1094, 292, 27, 37, 40]\n",
      "[409, 288, 47, 41, 41]\n",
      "[986, 282, 16, 18, 42]\n",
      "[1137, 280, 143, 105, 43]\n",
      "[857, 270, 25, 27, 44]\n",
      "[816, 267, 26, 21, 45]\n",
      "[953, 266, 26, 18, 46]\n",
      "[323, 262, 31, 18, 47]\n",
      "[736, 261, 26, 28, 48]\n",
      "[576, 258, 16, 14, 49]\n",
      "[1005, 255, 54, 41, 50]\n",
      "[618, 252, 27, 25, 51]\n",
      "[886, 249, 36, 30, 52]\n",
      "[190, 248, 46, 43, 53]\n",
      "[695, 247, 26, 14, 54]\n",
      "[458, 247, 40, 29, 55]\n",
      "[499, 244, 24, 24, 56]\n",
      "[308, 240, 16, 19, 57]\n",
      "[766, 238, 35, 32, 58]\n",
      "[1056, 230, 14, 28, 59]\n",
      "[0, 230, 22, 17, 60]\n",
      "[649, 227, 38, 33, 61]\n",
      "[690, 222, 32, 20, 54]\n",
      "[1079, 220, 35, 27, 62]\n",
      "[826, 220, 13, 29, 63]\n",
      "[222, 214, 28, 20, 64]\n",
      "[1125, 213, 151, 87, 65]\n",
      "[340, 212, 30, 22, 66]\n",
      "[935, 205, 61, 46, 67]\n",
      "[843, 197, 35, 28, 68]\n",
      "[998, 187, 39, 32, 69]\n",
      "[722, 187, 38, 33, 70]\n",
      "[765, 170, 30, 27, 71]\n",
      "[1118, 160, 126, 76, 72]\n",
      "[1032, 158, 50, 70, 73]\n",
      "[1245, 157, 34, 39, 74]\n",
      "[533, 150, 110, 99, 75]\n",
      "[886, 149, 104, 75, 76]\n",
      "[330, 143, 49, 71, 77]\n",
      "[211, 142, 51, 70, 78]\n",
      "[797, 138, 77, 81, 79]\n",
      "[444, 130, 50, 86, 80]\n",
      "[884, 122, 43, 17, 81]\n",
      "[650, 118, 111, 104, 82]\n",
      "[274, 111, 27, 240, 83]\n",
      "[763, 105, 29, 29, 84]\n",
      "[100, 87, 88, 633, 85]\n",
      "[38, 74, 24, 41, 86]\n",
      "[878, 58, 47, 23, 87]\n",
      "[818, 58, 43, 13, 88]\n",
      "[599, 53, 40, 13, 89]\n",
      "[704, 51, 53, 19, 90]\n",
      "[538, 50, 34, 16, 91]\n",
      "[427, 49, 41, 15, 92]\n",
      "[338, 49, 52, 14, 93]\n",
      "[766, 48, 28, 22, 94]\n",
      "[469, 47, 61, 18, 95]\n",
      "[202, 44, 92, 16, 96]\n",
      "[391, 41, 32, 49, 97]\n",
      "[876, 40, 15, 26, 87]\n",
      "[0, 37, 54, 18, 98]\n",
      "[944, 36, 37, 26, 99]\n",
      "[635, 36, 31, 25, 100]\n",
      "[293, 29, 22, 19, 101]\n",
      "[186, 28, 13, 59, 102]\n",
      "[1234, 14, 25, 38, 103]\n",
      "[798, 14, 17, 11, 104]\n",
      "[1259, 9, 16, 21, 105]\n",
      "[1112, 1, 132, 43, 106]\n",
      "[1058, 0, 104, 19, 107]\n",
      "[717, 0, 341, 26, 108]\n",
      "[575, 0, 141, 22, 109]\n",
      "[539, 0, 51, 10, 110]\n",
      "[487, 0, 51, 8, 111]\n",
      "[376, 0, 91, 17, 112]\n",
      "[72, 0, 15, 69, 113]\n",
      "[890, 677, 10, 16, 114]\n",
      "[756, 672, 11, 16, 0]\n",
      "[1132, 589, 22, 15, 1]\n",
      "[1002, 586, 23, 14, 2]\n",
      "[864, 582, 32, 15, 3]\n",
      "[738, 580, 28, 14, 4]\n",
      "[210, 568, 37, 14, 6]\n",
      "[1030, 540, 10, 85, 2]\n",
      "[376, 517, 11, 124, 115]\n",
      "[234, 508, 25, 212, 116]\n",
      "[1038, 482, 107, 238, 8]\n",
      "[1160, 477, 120, 243, 9]\n",
      "[908, 472, 110, 248, 11]\n",
      "[778, 463, 113, 256, 12]\n",
      "[645, 455, 121, 251, 13]\n",
      "[513, 446, 129, 248, 14]\n",
      "[384, 397, 135, 282, 117]\n",
      "[894, 392, 76, 79, 21]\n",
      "[251, 389, 145, 283, 118]\n",
      "[771, 384, 66, 79, 19]\n",
      "[1021, 379, 105, 106, 17]\n",
      "[648, 379, 68, 75, 20]\n",
      "[524, 369, 70, 75, 18]\n",
      "[277, 363, 69, 65, 23]\n",
      "[1145, 353, 135, 140, 22]\n",
      "[401, 336, 97, 100, 25]\n",
      "[1078, 334, 14, 26, 119]\n",
      "[0, 304, 20, 25, 32]\n",
      "[579, 301, 30, 41, 120]\n",
      "[343, 300, 19, 41, 121]\n",
      "[777, 297, 34, 35, 30]\n",
      "[729, 292, 12, 16, 122]\n",
      "[649, 292, 39, 39, 31]\n",
      "[248, 281, 28, 17, 36]\n",
      "[169, 281, 15, 16, 37]\n",
      "[57, 280, 97, 18, 123]\n",
      "[528, 279, 47, 40, 38]\n",
      "[1098, 278, 21, 23, 40]\n",
      "[411, 273, 42, 30, 41]\n",
      "[1135, 269, 145, 104, 43]\n",
      "[984, 267, 17, 19, 42]\n",
      "[856, 259, 25, 23, 44]\n",
      "[1005, 253, 29, 32, 50]\n",
      "[815, 252, 25, 14, 45]\n",
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    {
     "name": "stdout",
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      "[756, 689, 12, 14, 0]\n",
      "[1120, 605, 32, 13, 1]\n",
      "[990, 602, 38, 14, 139]\n",
      "[847, 598, 49, 14, 151]\n",
      "[726, 596, 41, 13, 4]\n",
      "[595, 595, 41, 11, 5]\n",
      "[193, 557, 64, 72, 152]\n",
      "[1159, 544, 29, 106, 7]\n",
      "[1040, 499, 107, 221, 8]\n",
      "[1184, 495, 96, 225, 9]\n",
      "[1228, 553, 21, 36, 10]\n",
      "[904, 490, 115, 230, 11]\n",
      "[778, 481, 114, 239, 153]\n",
      "[644, 471, 123, 249, 154]\n",
      "[511, 464, 131, 256, 155]\n",
      "[381, 454, 139, 245, 15]\n",
      "[248, 439, 146, 254, 16]\n",
      "[1023, 380, 109, 118, 156]\n",
      "[523, 380, 79, 80, 157]\n",
      "[772, 375, 105, 102, 158]\n",
      "[647, 375, 97, 92, 159]\n",
      "[896, 372, 113, 113, 21]\n",
      "[1144, 371, 136, 131, 160]\n",
      "[274, 365, 77, 79, 23]\n",
      "[0, 356, 13, 26, 24]\n",
      "[400, 352, 95, 101, 25]\n",
      "[118, 345, 158, 334, 26]\n",
      "[900, 332, 31, 24, 27]\n",
      "[350, 331, 22, 31, 28]\n",
      "[824, 328, 17, 20, 29]\n",
      "[769, 310, 41, 48, 30]\n",
      "[649, 308, 35, 39, 31]\n",
      "[0, 308, 25, 34, 32]\n",
      "[1013, 307, 48, 72, 33]\n",
      "[208, 304, 16, 28, 34]\n",
      "[292, 299, 15, 13, 35]\n",
      "[237, 299, 40, 13, 36]\n",
      "[165, 298, 25, 14, 37]\n",
      "[528, 297, 54, 43, 38]\n",
      "[103, 297, 51, 14, 39]\n",
      "[1094, 292, 27, 37, 40]\n",
      "[409, 288, 47, 41, 161]\n",
      "[986, 282, 16, 18, 42]\n",
      "[1137, 280, 143, 105, 43]\n",
      "[857, 270, 25, 27, 44]\n",
      "[816, 267, 26, 21, 45]\n",
      "[953, 266, 26, 18, 46]\n",
      "[323, 262, 31, 18, 47]\n",
      "[736, 261, 26, 28, 48]\n",
      "[576, 258, 16, 14, 49]\n",
      "[1005, 255, 54, 41, 50]\n",
      "[618, 252, 27, 25, 51]\n",
      "[886, 249, 36, 30, 52]\n",
      "[190, 248, 46, 43, 162]\n",
      "[695, 247, 26, 14, 54]\n",
      "[458, 247, 40, 29, 55]\n",
      "[499, 244, 24, 24, 163]\n",
      "[308, 240, 16, 19, 57]\n",
      "[766, 238, 35, 32, 58]\n",
      "[1056, 230, 14, 28, 59]\n",
      "[0, 230, 22, 17, 164]\n",
      "[649, 227, 38, 33, 61]\n",
      "[690, 222, 32, 20, 54]\n",
      "[1079, 220, 35, 27, 62]\n",
      "[826, 220, 13, 29, 63]\n",
      "[222, 214, 28, 20, 64]\n",
      "[1125, 213, 151, 87, 65]\n",
      "[340, 212, 30, 22, 66]\n",
      "[935, 205, 61, 46, 67]\n",
      "[843, 197, 35, 28, 68]\n",
      "[998, 187, 39, 32, 69]\n",
      "[722, 187, 38, 33, 70]\n",
      "[765, 170, 30, 27, 71]\n",
      "[1118, 160, 126, 76, 72]\n",
      "[1032, 158, 50, 70, 73]\n",
      "[1245, 157, 34, 39, 74]\n",
      "[533, 150, 110, 99, 75]\n",
      "[886, 149, 104, 75, 165]\n",
      "[330, 143, 49, 71, 166]\n",
      "[211, 142, 51, 70, 167]\n",
      "[797, 138, 77, 81, 168]\n",
      "[444, 130, 50, 86, 169]\n",
      "[884, 122, 43, 17, 81]\n",
      "[650, 118, 111, 104, 82]\n",
      "[274, 111, 27, 240, 83]\n",
      "[763, 105, 29, 29, 84]\n",
      "[100, 87, 88, 633, 85]\n",
      "[38, 74, 24, 41, 86]\n",
      "[878, 58, 47, 23, 87]\n",
      "[818, 58, 43, 13, 88]\n",
      "[599, 53, 40, 13, 89]\n",
      "[704, 51, 53, 19, 90]\n",
      "[538, 50, 34, 16, 91]\n",
      "[427, 49, 41, 15, 170]\n",
      "[338, 49, 52, 14, 93]\n",
      "[766, 48, 28, 22, 94]\n",
      "[469, 47, 61, 18, 95]\n",
      "[202, 44, 92, 16, 96]\n",
      "[391, 41, 32, 49, 97]\n",
      "[876, 40, 15, 26, 87]\n",
      "[0, 37, 54, 18, 171]\n",
      "[944, 36, 37, 26, 99]\n",
      "[635, 36, 31, 25, 100]\n",
      "[293, 29, 22, 19, 101]\n",
      "[186, 28, 13, 59, 102]\n",
      "[1234, 14, 25, 38, 103]\n",
      "[798, 14, 17, 11, 104]\n",
      "[1259, 9, 16, 21, 105]\n",
      "[1112, 1, 132, 43, 106]\n",
      "[1058, 0, 104, 19, 107]\n",
      "[717, 0, 341, 26, 108]\n",
      "[575, 0, 141, 22, 109]\n",
      "[539, 0, 51, 10, 110]\n",
      "[487, 0, 51, 8, 111]\n",
      "[376, 0, 91, 17, 112]\n",
      "[72, 0, 15, 69, 113]\n",
      "[890, 677, 10, 16, 114]\n",
      "[756, 672, 11, 16, 0]\n",
      "[1132, 589, 22, 15, 1]\n",
      "[1002, 586, 23, 14, 139]\n",
      "[864, 582, 32, 15, 3]\n",
      "[738, 580, 28, 14, 4]\n",
      "[210, 568, 37, 14, 6]\n",
      "[1030, 540, 10, 85, 139]\n",
      "[376, 517, 11, 124, 115]\n",
      "[234, 508, 25, 212, 116]\n",
      "[1038, 482, 107, 238, 8]\n",
      "[1160, 477, 120, 243, 9]\n",
      "[908, 472, 110, 248, 11]\n",
      "[778, 463, 113, 256, 12]\n",
      "[645, 455, 121, 251, 13]\n",
      "[513, 446, 129, 248, 14]\n",
      "[384, 397, 135, 282, 117]\n",
      "[894, 392, 76, 79, 21]\n",
      "[251, 389, 145, 283, 118]\n",
      "[771, 384, 66, 79, 19]\n",
      "[1021, 379, 105, 106, 17]\n",
      "[648, 379, 68, 75, 20]\n",
      "[524, 369, 70, 75, 18]\n",
      "[277, 363, 69, 65, 23]\n",
      "[1145, 353, 135, 140, 22]\n",
      "[401, 336, 97, 100, 25]\n",
      "[1078, 334, 14, 26, 119]\n",
      "[0, 304, 20, 25, 32]\n",
      "[579, 301, 30, 41, 120]\n",
      "[343, 300, 19, 41, 121]\n",
      "[777, 297, 34, 35, 30]\n",
      "[729, 292, 12, 16, 122]\n",
      "[649, 292, 39, 39, 31]\n",
      "[248, 281, 28, 17, 36]\n",
      "[169, 281, 15, 16, 37]\n",
      "[57, 280, 97, 18, 123]\n",
      "[528, 279, 47, 40, 38]\n",
      "[1098, 278, 21, 23, 40]\n",
      "[411, 273, 42, 30, 41]\n",
      "[1135, 269, 145, 104, 43]\n",
      "[984, 267, 17, 19, 42]\n",
      "[856, 259, 25, 23, 44]\n",
      "[1005, 253, 29, 32, 50]\n",
      "[815, 252, 25, 14, 45]\n",
      "[736, 249, 25, 25, 48]\n",
      "[886, 240, 32, 25, 52]\n",
      "[613, 238, 31, 27, 51]\n",
      "[189, 237, 37, 47, 53]\n",
      "[1128, 236, 84, 56, 124]\n",
      "[766, 230, 34, 23, 58]\n",
      "[564, 229, 12, 23, 125]\n",
      "[306, 228, 13, 13, 57]\n",
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      "[44, 156, 17, 73, 128]\n",
      "[1246, 140, 33, 44, 74]\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "[756, 689, 12, 14, 0]\n",
      "[1120, 605, 32, 13, 1]\n",
      "[990, 602, 38, 14, 184]\n",
      "[847, 598, 49, 14, 151]\n",
      "[726, 596, 41, 13, 4]\n",
      "[595, 595, 41, 11, 5]\n",
      "[193, 557, 64, 72, 152]\n",
      "[1159, 544, 29, 106, 7]\n",
      "[1040, 499, 107, 221, 185]\n",
      "[1184, 495, 96, 225, 9]\n",
      "[1228, 553, 21, 36, 10]\n",
      "[904, 490, 115, 230, 186]\n",
      "[778, 481, 114, 239, 153]\n",
      "[644, 471, 123, 249, 154]\n",
      "[511, 464, 131, 256, 155]\n",
      "[381, 454, 139, 245, 15]\n",
      "[248, 439, 146, 254, 16]\n",
      "[1023, 380, 109, 118, 156]\n",
      "[523, 380, 79, 80, 157]\n",
      "[772, 375, 105, 102, 158]\n",
      "[647, 375, 97, 92, 159]\n",
      "[896, 372, 113, 113, 187]\n",
      "[1144, 371, 136, 131, 160]\n",
      "[274, 365, 77, 79, 188]\n",
      "[0, 356, 13, 26, 24]\n",
      "[400, 352, 95, 101, 189]\n",
      "[118, 345, 158, 334, 26]\n",
      "[900, 332, 31, 24, 27]\n",
      "[350, 331, 22, 31, 28]\n",
      "[824, 328, 17, 20, 29]\n",
      "[769, 310, 41, 48, 30]\n",
      "[649, 308, 35, 39, 31]\n",
      "[0, 308, 25, 34, 32]\n",
      "[1013, 307, 48, 72, 33]\n",
      "[208, 304, 16, 28, 34]\n",
      "[292, 299, 15, 13, 35]\n",
      "[237, 299, 40, 13, 36]\n",
      "[165, 298, 25, 14, 37]\n",
      "[528, 297, 54, 43, 38]\n",
      "[103, 297, 51, 14, 39]\n",
      "[1094, 292, 27, 37, 40]\n",
      "[409, 288, 47, 41, 161]\n",
      "[986, 282, 16, 18, 42]\n",
      "[1137, 280, 143, 105, 43]\n",
      "[857, 270, 25, 27, 44]\n",
      "[816, 267, 26, 21, 45]\n",
      "[953, 266, 26, 18, 46]\n",
      "[323, 262, 31, 18, 47]\n",
      "[736, 261, 26, 28, 48]\n",
      "[576, 258, 16, 14, 49]\n",
      "[1005, 255, 54, 41, 50]\n",
      "[618, 252, 27, 25, 51]\n",
      "[886, 249, 36, 30, 52]\n",
      "[190, 248, 46, 43, 162]\n",
      "[695, 247, 26, 14, 54]\n",
      "[458, 247, 40, 29, 55]\n",
      "[499, 244, 24, 24, 163]\n",
      "[308, 240, 16, 19, 190]\n",
      "[766, 238, 35, 32, 58]\n",
      "[1056, 230, 14, 28, 59]\n",
      "[0, 230, 22, 17, 164]\n",
      "[649, 227, 38, 33, 61]\n",
      "[690, 222, 32, 20, 54]\n",
      "[1079, 220, 35, 27, 62]\n",
      "[826, 220, 13, 29, 63]\n",
      "[222, 214, 28, 20, 64]\n",
      "[1125, 213, 151, 87, 65]\n",
      "[340, 212, 30, 22, 66]\n",
      "[935, 205, 61, 46, 67]\n",
      "[843, 197, 35, 28, 68]\n",
      "[998, 187, 39, 32, 69]\n",
      "[722, 187, 38, 33, 70]\n",
      "[765, 170, 30, 27, 71]\n",
      "[1118, 160, 126, 76, 72]\n",
      "[1032, 158, 50, 70, 73]\n",
      "[1245, 157, 34, 39, 74]\n",
      "[533, 150, 110, 99, 75]\n",
      "[886, 149, 104, 75, 165]\n",
      "[330, 143, 49, 71, 166]\n",
      "[211, 142, 51, 70, 167]\n",
      "[797, 138, 77, 81, 168]\n",
      "[444, 130, 50, 86, 169]\n",
      "[884, 122, 43, 17, 81]\n",
      "[650, 118, 111, 104, 191]\n",
      "[274, 111, 27, 240, 83]\n",
      "[763, 105, 29, 29, 84]\n",
      "[100, 87, 88, 633, 85]\n",
      "[38, 74, 24, 41, 86]\n",
      "[878, 58, 47, 23, 87]\n",
      "[818, 58, 43, 13, 88]\n",
      "[599, 53, 40, 13, 89]\n",
      "[704, 51, 53, 19, 90]\n",
      "[538, 50, 34, 16, 91]\n",
      "[427, 49, 41, 15, 170]\n",
      "[338, 49, 52, 14, 93]\n",
      "[766, 48, 28, 22, 94]\n",
      "[469, 47, 61, 18, 95]\n",
      "[202, 44, 92, 16, 96]\n",
      "[391, 41, 32, 49, 97]\n",
      "[876, 40, 15, 26, 87]\n",
      "[0, 37, 54, 18, 171]\n",
      "[944, 36, 37, 26, 99]\n",
      "[635, 36, 31, 25, 100]\n",
      "[293, 29, 22, 19, 101]\n",
      "[186, 28, 13, 59, 102]\n",
      "[1234, 14, 25, 38, 103]\n",
      "[798, 14, 17, 11, 104]\n",
      "[1259, 9, 16, 21, 105]\n",
      "[1112, 1, 132, 43, 106]\n",
      "[1058, 0, 104, 19, 107]\n",
      "[717, 0, 341, 26, 108]\n",
      "[575, 0, 141, 22, 109]\n",
      "[539, 0, 51, 10, 110]\n",
      "[487, 0, 51, 8, 111]\n",
      "[376, 0, 91, 17, 112]\n",
      "[72, 0, 15, 69, 113]\n",
      "[890, 677, 10, 16, 114]\n",
      "[756, 672, 11, 16, 0]\n",
      "[1132, 589, 22, 15, 1]\n",
      "[1002, 586, 23, 14, 139]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub data rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_data_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_data_rate_limit=1000000.0 (bytes/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1015, 0, 29, 18, 135]\n",
      "[915, 0, 31, 16, 136]\n",
      "[801, 0, 32, 16, 104]\n",
      "[73, 0, 18, 49, 113]\n",
      "[26, 0, 49, 12, 219]\n",
      "[0, 0, 30, 13, 266]\n",
      "[367, 629, 10, 91, 140]\n",
      "[1010, 570, 14, 13, 243]\n",
      "[880, 566, 17, 13, 294]\n",
      "[226, 552, 21, 14, 152]\n",
      "[1031, 533, 13, 119, 139]\n",
      "[232, 511, 25, 209, 116]\n",
      "[1039, 466, 104, 251, 339]\n",
      "[1160, 460, 120, 260, 9]\n",
      "[908, 458, 108, 258, 341]\n",
      "[777, 447, 113, 249, 247]\n",
      "[645, 437, 121, 249, 343]\n",
      "[514, 429, 128, 245, 344]\n",
      "[385, 397, 133, 260, 357]\n",
      "[255, 391, 141, 251, 358]\n",
      "[1022, 390, 61, 79, 345]\n",
      "[1081, 379, 27, 18, 142]\n",
      "[897, 373, 68, 89, 252]\n",
      "[648, 366, 67, 69, 346]\n",
      "[279, 362, 45, 46, 298]\n",
      "[771, 360, 72, 84, 296]\n",
      "[525, 358, 67, 67, 295]\n",
      "[402, 346, 66, 71, 254]\n",
      "[1148, 344, 132, 127, 297]\n",
      "[472, 321, 23, 25, 143]\n",
      "[1136, 320, 46, 63, 144]\n",
      "[331, 294, 23, 19, 47]\n",
      "[95, 263, 59, 15, 361]\n",
      "[412, 260, 40, 34, 311]\n",
      "[172, 244, 29, 34, 272]\n",
      "[192, 224, 24, 20, 308]\n",
      "[493, 209, 29, 31, 283]\n",
      "[0, 195, 21, 19, 228]\n",
      "[534, 180, 39, 35, 282]\n",
      "[1066, 173, 17, 20, 73]\n",
      "[1247, 172, 31, 29, 127]\n",
      "[1032, 125, 46, 71, 332]\n",
      "[1245, 123, 33, 45, 305]\n",
      "[913, 122, 51, 72, 299]\n",
      "[800, 120, 46, 69, 68]\n",
      "[574, 117, 66, 72, 75]\n",
      "[650, 116, 82, 74, 234]\n",
      "[443, 111, 51, 72, 312]\n",
      "[328, 109, 50, 73, 310]\n",
      "[126, 108, 172, 519, 265]\n",
      "[210, 108, 52, 72, 355]\n",
      "[396, 89, 19, 227, 130]\n",
      "[95, 77, 91, 643, 85]\n",
      "[1120, 45, 32, 23, 149]\n",
      "[183, 29, 8, 46, 102]\n",
      "[428, 20, 36, 9, 301]\n",
      "[0, 8, 46, 19, 302]\n",
      "[948, 3, 33, 13, 150]\n",
      "[1233, 712, 47, 8, 172]\n",
      "[736, 708, 14, 12, 173]\n",
      "[365, 626, 11, 94, 140]\n",
      "[1172, 558, 31, 16, 174]\n",
      "[1163, 538, 19, 143, 7]\n",
      "[374, 519, 10, 106, 115]\n",
      "[229, 516, 26, 204, 116]\n",
      "[1038, 450, 104, 250, 339]\n",
      "[1183, 442, 97, 230, 340]\n",
      "[909, 441, 106, 259, 246]\n",
      "[777, 430, 113, 255, 247]\n",
      "[645, 419, 121, 252, 343]\n",
      "[516, 408, 125, 240, 344]\n",
      "[387, 395, 131, 237, 357]\n",
      "[257, 391, 138, 224, 358]\n",
      "[896, 370, 59, 68, 252]\n",
      "[1149, 369, 86, 85, 297]\n",
      "[1021, 369, 63, 79, 345]\n",
      "[772, 367, 51, 60, 296]\n",
      "[404, 364, 34, 35, 254]\n",
      "[648, 361, 49, 58, 346]\n",
      "[280, 360, 28, 28, 298]\n",
      "[525, 359, 43, 50, 295]\n",
      "[570, 341, 12, 22, 175]\n",
      "[309, 315, 14, 21, 188]\n",
      "[361, 275, 36, 40, 362]\n",
      "[245, 246, 30, 17, 178]\n",
      "[80, 244, 74, 18, 304]\n",
      "[413, 243, 29, 32, 311]\n",
      "[492, 226, 12, 16, 283]\n",
      "[316, 213, 19, 17, 352]\n",
      "[192, 210, 24, 25, 308]\n",
      "[489, 192, 33, 35, 179]\n",
      "[0, 178, 21, 18, 228]\n",
      "[535, 161, 37, 38, 282]\n",
      "[1247, 153, 31, 27, 127]\n",
      "[832, 151, 17, 20, 68]\n",
      "[680, 126, 12, 44, 234]\n",
      "[1258, 125, 20, 26, 258]\n",
      "[1245, 114, 13, 35, 258]\n",
      "[651, 109, 33, 25, 288]\n",
      "[1032, 108, 48, 71, 332]\n",
      "[913, 104, 44, 72, 299]\n",
      "[802, 101, 42, 50, 306]\n",
      "[129, 101, 168, 501, 265]\n",
      "[573, 99, 68, 75, 75]\n",
      "[686, 98, 44, 72, 270]\n",
      "[396, 93, 18, 227, 130]\n",
      "[443, 92, 51, 74, 312]\n",
      "[328, 90, 50, 76, 310]\n",
      "[210, 90, 50, 74, 259]\n",
      "[91, 76, 92, 644, 85]\n",
      "[1119, 31, 31, 37, 149]\n",
      "[768, 1, 22, 9, 183]\n",
      "[428, 0, 36, 13, 301]\n",
      "[0, 0, 37, 12, 302]\n",
      "[1232, 696, 48, 24, 172]\n",
      "[864, 694, 24, 10, 114]\n",
      "[736, 691, 16, 13, 0]\n",
      "[176, 678, 38, 17, 197]\n",
      "[228, 642, 14, 78, 198]\n",
      "[365, 628, 10, 92, 140]\n",
      "[1163, 536, 17, 110, 7]\n",
      "[1034, 532, 10, 88, 243]\n",
      "[238, 518, 15, 122, 152]\n",
      "[1039, 436, 101, 245, 244]\n",
      "[1179, 434, 101, 248, 340]\n",
      "[911, 428, 103, 252, 246]\n",
      "[778, 420, 110, 237, 247]\n",
      "[646, 414, 119, 231, 343]\n",
      "[516, 405, 125, 219, 344]\n",
      "[389, 402, 124, 203, 357]\n",
      "[259, 397, 128, 197, 358]\n",
      "[1027, 370, 42, 42, 345]\n",
      "[648, 349, 48, 45, 251]\n",
      "[282, 349, 18, 19, 298]\n",
      "[366, 260, 31, 30, 268]\n",
      "[94, 232, 59, 12, 304]\n",
      "[415, 227, 28, 27, 255]\n",
      "[960, 221, 14, 23, 46]\n",
      "[309, 209, 24, 22, 352]\n",
      "[189, 200, 26, 24, 308]\n",
      "[488, 176, 34, 34, 179]\n",
      "[0, 161, 21, 20, 257]\n",
      "[535, 146, 37, 34, 282]\n",
      "[1256, 144, 19, 17, 127]\n",
      "[1258, 114, 18, 20, 258]\n",
      "[387, 104, 24, 182, 130]\n",
      "[1246, 103, 12, 30, 258]\n",
      "[133, 103, 162, 471, 34]\n",
      "[652, 97, 31, 20, 288]\n",
      "[1043, 94, 29, 13, 267]\n",
      "[924, 88, 32, 22, 200]\n",
      "[802, 85, 42, 57, 306]\n",
      "[574, 84, 67, 72, 75]\n",
      "[685, 80, 45, 76, 270]\n",
      "[443, 78, 50, 70, 312]\n",
      "[328, 76, 50, 72, 310]\n",
      "[220, 75, 40, 71, 259]\n",
      "[88, 73, 93, 647, 85]\n",
      "[1232, 680, 48, 40, 172]\n",
      "[864, 680, 28, 10, 114]\n",
      "[175, 663, 42, 19, 197]\n",
      "[500, 629, 11, 91, 222]\n",
      "[1033, 531, 13, 109, 243]\n",
      "[902, 528, 9, 73, 294]\n",
      "[364, 522, 19, 198, 223]\n",
      "[226, 519, 27, 201, 116]\n",
      "[1042, 437, 96, 244, 244]\n",
      "[908, 433, 99, 239, 246]\n",
      "[774, 431, 102, 256, 247]\n",
      "[644, 429, 100, 226, 248]\n",
      "[515, 427, 99, 196, 249]\n",
      "[387, 426, 96, 170, 261]\n",
      "[260, 424, 93, 157, 358]\n",
      "[1165, 416, 115, 268, 340]\n",
      "[1018, 354, 27, 61, 250]\n",
      "[1142, 339, 11, 66, 144]\n",
      "[1057, 339, 27, 28, 119]\n",
      "[1159, 319, 96, 77, 224]\n",
      "[285, 318, 26, 35, 298]\n",
      "[687, 308, 19, 36, 225]\n",
      "[1050, 306, 13, 21, 226]\n",
      "[467, 306, 54, 126, 227]\n",
      "[575, 290, 37, 37, 303]\n",
      "[307, 285, 41, 33, 47]\n",
      "[0, 271, 13, 26, 307]\n",
      "[1134, 269, 13, 49, 229]\n",
      "[1062, 253, 26, 12, 59]\n",
      "[832, 252, 18, 12, 350]\n",
      "[692, 250, 16, 31, 230]\n",
      "[363, 243, 34, 36, 268]\n",
      "[934, 232, 36, 62, 351]\n",
      "[7, 232, 26, 78, 307]\n",
      "[661, 225, 23, 28, 61]\n",
      "[192, 220, 32, 36, 363]\n",
      "[257, 216, 18, 14, 300]\n",
      "[455, 214, 29, 58, 55]\n",
      "[101, 212, 53, 17, 304]\n",
      "[415, 208, 30, 33, 255]\n",
      "[309, 186, 24, 44, 256]\n",
      "[929, 182, 47, 58, 67]\n",
      "[812, 182, 50, 87, 45]\n",
      "[835, 223, 14, 18, 45]\n",
      "[1050, 180, 28, 59, 233]\n",
      "[694, 177, 27, 35, 309]\n",
      "[577, 174, 36, 61, 354]\n",
      "[334, 167, 26, 56, 364]\n",
      "[604, 165, 40, 33, 271]\n",
      "[189, 163, 45, 66, 231]\n",
      "[460, 159, 62, 75, 179]\n",
      "[0, 145, 21, 19, 257]\n",
      "[999, 142, 13, 109, 69]\n",
      "[536, 130, 28, 35, 282]\n",
      "[1246, 120, 34, 29, 258]\n",
      "[1242, 91, 35, 26, 74]\n",
      "[1034, 89, 48, 63, 267]\n",
      "[1053, 100, 25, 49, 267]\n",
      "[652, 75, 31, 27, 269]\n",
      "[913, 73, 49, 79, 214]\n",
      "[927, 103, 29, 43, 299]\n",
      "[800, 68, 50, 85, 306]\n",
      "[809, 94, 29, 49, 306]\n",
      "[562, 67, 68, 84, 75]\n",
      "[581, 108, 30, 35, 75]\n",
      "[680, 66, 68, 85, 270]\n",
      "[443, 60, 51, 80, 260]\n",
      "[450, 89, 29, 48, 260]\n",
      "[328, 59, 50, 79, 310]\n",
      "[210, 58, 52, 80, 259]\n",
      "[218, 95, 37, 40, 259]\n",
      "[992, 47, 11, 91, 365]\n",
      "[39, 8, 37, 206, 238]\n",
      "[1246, 0, 34, 13, 105]\n",
      "[1120, 0, 26, 40, 239]\n",
      "[1075, 0, 37, 42, 107]\n",
      "[850, 0, 36, 98, 240]\n",
      "[523, 0, 11, 188, 241]\n",
      "[333, 0, 91, 434, 66]\n",
      "[135, 0, 172, 554, 366]\n",
      "[87, 0, 104, 720, 242]\n",
      "[2, 0, 71, 38, 302]\n",
      "[1232, 665, 48, 55, 172]\n",
      "[499, 616, 13, 104, 222]\n",
      "[362, 524, 23, 196, 223]\n",
      "[223, 521, 33, 199, 116]\n",
      "[1034, 456, 81, 209, 244]\n",
      "[902, 455, 79, 206, 246]\n",
      "[772, 454, 75, 227, 247]\n",
      "[643, 453, 73, 185, 248]\n",
      "[516, 453, 68, 148, 249]\n",
      "[388, 452, 65, 125, 261]\n",
      "[258, 452, 63, 110, 262]\n",
      "[1153, 422, 12, 62, 273]\n",
      "[1102, 420, 34, 40, 274]\n",
      "[1167, 395, 113, 269, 245]\n",
      "[848, 394, 39, 42, 275]\n",
      "[733, 374, 31, 39, 276]\n",
      "[604, 367, 38, 43, 277]\n",
      "[900, 342, 30, 31, 27]\n",
      "[648, 341, 20, 24, 251]\n",
      "[4, 340, 15, 72, 24]\n",
      "[1018, 332, 15, 144, 250]\n",
      "[1027, 323, 61, 59, 33]\n",
      "[528, 323, 25, 20, 278]\n",
      "[803, 320, 17, 23, 29]\n",
      "[933, 319, 23, 24, 279]\n",
      "[473, 307, 48, 101, 227]\n",
      "[550, 304, 18, 22, 38]\n",
      "[282, 300, 32, 33, 298]\n",
      "[408, 298, 43, 45, 367]\n",
      "[688, 296, 16, 42, 225]\n",
      "[830, 294, 18, 27, 280]\n",
      "[966, 288, 22, 22, 281]\n",
      "[712, 285, 16, 22, 122]\n",
      "[588, 278, 18, 18, 303]\n",
      "[1143, 273, 137, 131, 43]\n",
      "[324, 272, 17, 35, 35]\n",
      "[306, 269, 17, 35, 35]\n",
      "[606, 251, 34, 32, 51]\n",
      "[1135, 240, 66, 78, 124]\n",
      "[816, 240, 39, 38, 350]\n",
      "[371, 228, 26, 24, 66]\n",
      "[697, 220, 17, 32, 54]\n",
      "[17, 214, 16, 76, 307]\n",
      "[834, 206, 36, 31, 45]\n",
      "[1054, 203, 39, 37, 233]\n",
      "[537, 200, 34, 22, 368]\n",
      "[256, 200, 19, 14, 300]\n",
      "[102, 199, 51, 12, 304]\n",
      "[518, 193, 10, 104, 369]\n",
      "[304, 187, 24, 39, 256]\n",
      "[339, 184, 17, 26, 364]\n",
      "[1250, 183, 27, 23, 360]\n",
      "[1054, 166, 18, 43, 73]\n",
      "[808, 166, 36, 64, 284]\n",
      "[930, 165, 46, 114, 46]\n",
      "[686, 161, 39, 47, 309]\n",
      "[572, 158, 69, 77, 271]\n",
      "[1, 152, 25, 37, 257]\n",
      "[338, 151, 30, 32, 285]\n",
      "[188, 148, 48, 92, 231]\n",
      "[417, 142, 105, 83, 370]\n",
      "[33, 142, 13, 44, 286]\n",
      "[1001, 139, 8, 56, 287]\n",
      "[648, 138, 18, 24, 371]\n",
      "[0, 133, 21, 27, 257]\n",
      "[536, 116, 28, 32, 282]\n",
      "[1245, 101, 35, 33, 258]\n",
      "[1061, 92, 21, 38, 267]\n",
      "[1033, 88, 38, 48, 267]\n",
      "[1241, 73, 39, 29, 74]\n",
      "[1047, 61, 25, 10, 147]\n",
      "[913, 58, 49, 78, 214]\n",
      "[800, 52, 49, 84, 306]\n",
      "[565, 52, 63, 81, 290]\n",
      "[657, 49, 73, 88, 291]\n",
      "[691, 111, 19, 18, 270]\n",
      "[443, 46, 49, 78, 217]\n",
      "[455, 78, 21, 43, 260]\n",
      "[328, 44, 50, 77, 310]\n",
      "[210, 44, 52, 78, 96]\n",
      "[991, 26, 12, 95, 237]\n",
      "[891, 18, 33, 19, 108]\n",
      "[58, 13, 9, 48, 113]\n",
      "[41, 7, 33, 190, 86]\n",
      "[1119, 0, 26, 24, 239]\n",
      "[869, 0, 13, 71, 240]\n",
      "[522, 0, 16, 182, 241]\n",
      "[307, 0, 115, 457, 66]\n",
      "[136, 0, 168, 534, 366]\n",
      "[85, 0, 103, 720, 242]\n",
      "[36, 0, 24, 23, 302]\n",
      "[1234, 694, 46, 24, 172]\n",
      "[1187, 656, 12, 64, 313]\n",
      "[1233, 650, 47, 40, 314]\n",
      "[501, 598, 13, 79, 315]\n",
      "[83, 576, 24, 144, 316]\n",
      "[1036, 527, 10, 90, 243]\n",
      "[361, 524, 24, 196, 223]\n",
      "[774, 521, 28, 130, 317]\n",
      "[222, 521, 38, 199, 116]\n",
      "[903, 520, 33, 129, 294]\n",
      "[644, 518, 26, 105, 318]\n",
      "[516, 516, 24, 68, 319]\n",
      "[1042, 473, 55, 176, 244]\n",
      "[263, 473, 36, 66, 262]\n",
      "[390, 472, 42, 88, 261]\n",
      "[933, 471, 31, 48, 320]\n",
      "[666, 471, 30, 45, 321]\n",
      "[536, 471, 29, 43, 322]\n",
      "[800, 468, 32, 48, 323]\n",
      "[108, 440, 18, 110, 324]\n",
      "[1153, 413, 11, 54, 273]\n",
      "[1085, 398, 50, 77, 274]\n",
      "[954, 385, 56, 86, 325]\n",
      "[289, 382, 65, 93, 326]\n",
      "[1168, 381, 112, 275, 245]\n",
      "[1228, 465, 20, 22, 327]\n",
      "[831, 374, 55, 79, 275]\n",
      "[580, 369, 55, 61, 277]\n",
      "[708, 360, 56, 72, 276]\n",
      "[446, 308, 75, 124, 227]\n",
      "[832, 298, 16, 14, 280]\n",
      "[1018, 294, 85, 111, 33]\n",
      "[893, 291, 54, 89, 27]\n",
      "[360, 289, 41, 117, 28]\n",
      "[769, 282, 77, 83, 29]\n",
      "[528, 282, 56, 60, 38]\n",
      "[649, 278, 57, 75, 31]\n",
      "[409, 278, 47, 51, 367]\n",
      "[708, 274, 20, 32, 122]\n",
      "[285, 273, 42, 44, 298]\n",
      "[1149, 269, 129, 136, 43]\n",
      "[577, 264, 20, 24, 49]\n",
      "[308, 257, 13, 23, 35]\n",
      "[454, 256, 21, 27, 328]\n",
      "[0, 240, 12, 28, 307]\n",
      "[608, 239, 22, 26, 51]\n",
      "[1134, 237, 14, 100, 229]\n",
      "[831, 232, 27, 27, 350]\n",
      "[1059, 231, 27, 23, 59]\n",
      "[934, 224, 34, 44, 46]\n",
      "[458, 222, 17, 29, 55]\n",
      "[138, 220, 144, 299, 265]\n",
      "[122, 214, 35, 241, 329]\n",
      "[371, 213, 26, 27, 66]\n",
      "[394, 205, 17, 83, 330]\n",
      "[20, 205, 13, 73, 307]\n",
      "[1064, 192, 15, 32, 73]\n",
      "[690, 187, 26, 27, 309]\n",
      "[256, 186, 19, 14, 300]\n",
      "[538, 185, 34, 23, 368]\n",
      "[112, 184, 38, 13, 304]\n",
      "[305, 180, 28, 26, 256]\n",
      "[483, 177, 29, 36, 179]\n",
      "[1247, 169, 32, 23, 360]\n",
      "[153, 153, 13, 56, 331]\n",
      "[1055, 152, 17, 45, 372]\n",
      "[808, 152, 66, 92, 63]\n",
      "[938, 150, 39, 68, 333]\n",
      "[696, 149, 40, 58, 334]\n",
      "[571, 138, 70, 73, 271]\n",
      "[338, 137, 22, 34, 285]\n",
      "[0, 135, 26, 39, 257]\n",
      "[190, 134, 41, 77, 231]\n",
      "[207, 189, 20, 18, 308]\n",
      "[417, 128, 105, 85, 370]\n",
      "[648, 117, 36, 30, 371]\n",
      "[0, 116, 21, 19, 213]\n",
      "[536, 107, 28, 27, 282]\n",
      "[1246, 59, 33, 27, 74]\n",
      "[873, 50, 12, 70, 335]\n",
      "[521, 49, 10, 128, 241]\n",
      "[1034, 48, 48, 74, 147]\n",
      "[916, 46, 47, 76, 214]\n",
      "[928, 75, 29, 41, 214]\n",
      "[800, 42, 50, 78, 306]\n",
      "[809, 72, 36, 41, 306]\n",
      "[651, 42, 79, 74, 269]\n",
      "[565, 42, 73, 72, 290]\n",
      "[587, 75, 25, 36, 290]\n",
      "[443, 34, 50, 75, 217]\n",
      "[451, 56, 25, 49, 260]\n",
      "[210, 32, 50, 76, 96]\n",
      "[217, 61, 37, 43, 96]\n",
      "[328, 30, 50, 76, 235]\n",
      "[881, 9, 30, 18, 108]\n",
      "[1028, 6, 33, 13, 135]\n",
      "[1124, 0, 22, 8, 239]\n",
      "[988, 0, 15, 110, 237]\n",
      "[868, 0, 14, 48, 108]\n",
      "[766, 0, 26, 15, 183]\n",
      "[405, 0, 16, 119, 97]\n",
      "[277, 0, 27, 202, 336]\n",
      "[160, 0, 24, 154, 337]\n",
      "[33, 0, 41, 181, 86]\n",
      "[1234, 690, 35, 13, 172]\n",
      "[1231, 635, 49, 36, 314]\n",
      "[361, 633, 11, 87, 140]\n",
      "[80, 620, 17, 100, 316]\n",
      "[636, 609, 7, 77, 373]\n",
      "[907, 597, 10, 63, 374]\n",
      "[501, 578, 13, 142, 222]\n",
      "[755, 563, 11, 14, 4]\n",
      "[1187, 555, 23, 73, 9]\n",
      "[366, 551, 21, 84, 115]\n",
      "[1048, 537, 15, 41, 243]\n",
      "[643, 529, 17, 73, 318]\n",
      "[228, 523, 34, 130, 152]\n",
      "[393, 490, 21, 50, 261]\n",
      "[517, 487, 31, 75, 249]\n",
      "[660, 486, 21, 40, 321]\n",
      "[774, 484, 41, 173, 247]\n",
      "[1251, 407, 29, 34, 375]\n",
      "[1060, 384, 73, 139, 274]\n",
      "[912, 372, 97, 214, 320]\n",
      "[674, 372, 77, 113, 376]\n",
      "[265, 367, 86, 148, 326]\n",
      "[1183, 366, 97, 212, 327]\n",
      "[807, 358, 79, 126, 275]\n",
      "[549, 352, 86, 116, 277]\n",
      "[143, 313, 124, 181, 377]\n",
      "[424, 309, 98, 145, 227]\n",
      "[1018, 293, 75, 94, 33]\n",
      "[767, 293, 61, 53, 29]\n",
      "[1147, 292, 86, 85, 43]\n",
      "[899, 292, 54, 60, 27]\n",
      "[529, 292, 28, 32, 38]\n",
      "[5, 287, 13, 52, 32]\n",
      "[284, 272, 27, 27, 298]\n",
      "[648, 264, 68, 74, 31]\n",
      "[353, 261, 45, 116, 359]\n",
      "[410, 260, 47, 53, 367]\n",
      "[570, 252, 30, 30, 49]\n",
      "[314, 248, 23, 26, 35]\n",
      "[936, 244, 22, 15, 46]\n",
      "[952, 233, 20, 12, 46]\n",
      "[128, 233, 21, 145, 39]\n",
      "[0, 226, 11, 24, 307]\n",
      "[1063, 225, 24, 13, 59]\n",
      "[944, 224, 28, 9, 46]\n",
      "[584, 213, 27, 10, 354]\n",
      "[945, 210, 27, 13, 46]\n",
      "[371, 197, 26, 27, 66]\n",
      "[194, 194, 30, 42, 308]\n",
      "[810, 186, 50, 71, 45]\n",
      "[12, 183, 20, 103, 307]\n",
      "[304, 171, 20, 29, 256]\n",
      "[243, 171, 29, 13, 300]\n",
      "[190, 168, 42, 24, 231]\n",
      "[1246, 161, 20, 19, 127]\n",
      "[805, 140, 30, 60, 68]\n",
      "[1054, 138, 16, 24, 332]\n",
      "[942, 137, 37, 67, 333]\n",
      "[690, 133, 46, 59, 334]\n",
      "[538, 125, 103, 74, 271]\n",
      "[337, 123, 23, 34, 285]\n",
      "[214, 119, 14, 41, 355]\n",
      "[414, 116, 107, 80, 370]\n",
      "[448, 164, 26, 15, 370]\n",
      "[650, 102, 31, 27, 288]\n",
      "[0, 99, 20, 19, 213]\n",
      "[799, 67, 50, 36, 306]\n",
      "[805, 76, 24, 19, 306]\n",
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      "[329, 18, 45, 64, 93]\n",
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      "[287, 0, 11, 86, 101]\n",
      "[161, 0, 21, 121, 102]\n",
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub data rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_data_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_data_rate_limit=1000000.0 (bytes/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "[323, 262, 31, 18, 35]\n",
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      "[576, 258, 16, 14, 49]\n",
      "[1005, 255, 54, 41, 50]\n",
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      "[886, 249, 36, 30, 52]\n",
      "[190, 248, 46, 43, 366]\n",
      "[695, 247, 26, 14, 54]\n",
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      "[690, 222, 32, 20, 54]\n",
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      "[222, 214, 28, 20, 64]\n",
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      "[340, 212, 30, 22, 353]\n",
      "[935, 205, 61, 46, 46]\n",
      "[843, 197, 35, 28, 63]\n",
      "[998, 187, 39, 32, 69]\n",
      "[722, 187, 38, 33, 70]\n",
      "[765, 170, 30, 27, 71]\n",
      "[1118, 160, 126, 76, 72]\n",
      "[1032, 158, 50, 70, 73]\n",
      "[1245, 157, 34, 39, 127]\n",
      "[533, 150, 110, 99, 354]\n",
      "[886, 149, 104, 75, 393]\n",
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      "[211, 142, 51, 70, 300]\n",
      "[797, 138, 77, 81, 68]\n",
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      "[884, 122, 43, 17, 81]\n",
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      "[274, 111, 27, 240, 394]\n",
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      "[38, 74, 24, 41, 86]\n",
      "[878, 58, 47, 23, 87]\n",
      "[818, 58, 43, 13, 88]\n",
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      "[704, 51, 53, 19, 90]\n",
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      "[391, 41, 32, 49, 97]\n",
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      "[539, 0, 51, 10, 110]\n",
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      "[210, 568, 37, 14, 152]\n",
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      "[277, 363, 69, 65, 389]\n",
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      "[401, 336, 97, 100, 348]\n",
      "[1078, 334, 14, 26, 119]\n",
      "[0, 304, 20, 25, 32]\n",
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      "[226, 552, 21, 14, 152]\n",
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      "[279, 362, 45, 46, 389]\n",
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      "[0, 195, 21, 19, 228]\n",
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      "[1183, 442, 97, 230, 340]\n",
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      "[516, 408, 125, 240, 344]\n",
      "[387, 395, 131, 237, 357]\n",
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      "[1021, 369, 63, 79, 345]\n",
      "[772, 367, 51, 60, 296]\n",
      "[404, 364, 34, 35, 348]\n",
      "[648, 361, 49, 58, 346]\n",
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      "[245, 246, 30, 17, 178]\n",
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      "[492, 226, 12, 16, 283]\n",
      "[316, 213, 19, 17, 352]\n",
      "[192, 210, 24, 25, 308]\n",
      "[489, 192, 33, 35, 179]\n",
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      "[832, 151, 17, 20, 68]\n",
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      "[1245, 114, 13, 35, 305]\n",
      "[651, 109, 33, 25, 288]\n",
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      "[913, 104, 44, 72, 333]\n",
      "[802, 101, 42, 50, 400]\n",
      "[129, 101, 168, 501, 265]\n",
      "[573, 99, 68, 75, 75]\n",
      "[686, 98, 44, 72, 270]\n",
      "[396, 93, 18, 227, 130]\n",
      "[443, 92, 51, 74, 312]\n",
      "[328, 90, 50, 76, 364]\n",
      "[210, 90, 50, 74, 355]\n",
      "[91, 76, 92, 644, 85]\n",
      "[1119, 31, 31, 37, 149]\n",
      "[768, 1, 22, 9, 183]\n",
      "[428, 0, 36, 13, 301]\n",
      "[0, 0, 37, 12, 266]\n",
      "[1232, 696, 48, 24, 172]\n",
      "[864, 694, 24, 10, 114]\n",
      "[736, 691, 16, 13, 0]\n",
      "[176, 678, 38, 17, 197]\n",
      "[228, 642, 14, 78, 198]\n",
      "[365, 628, 10, 92, 140]\n",
      "[1163, 536, 17, 110, 7]\n",
      "[1034, 532, 10, 88, 338]\n",
      "[238, 518, 15, 122, 152]\n",
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      "[1179, 434, 101, 248, 340]\n",
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      "[516, 405, 125, 219, 344]\n",
      "[389, 402, 124, 203, 357]\n",
      "[259, 397, 128, 197, 358]\n",
      "[1027, 370, 42, 42, 345]\n",
      "[648, 349, 48, 45, 346]\n",
      "[282, 349, 18, 19, 389]\n",
      "[366, 260, 31, 30, 362]\n",
      "[94, 232, 59, 12, 361]\n",
      "[415, 227, 28, 27, 311]\n",
      "[960, 221, 14, 23, 46]\n",
      "[309, 209, 24, 22, 352]\n",
      "[189, 200, 26, 24, 308]\n",
      "[488, 176, 34, 34, 179]\n",
      "[0, 161, 21, 20, 228]\n",
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      "[387, 104, 24, 182, 130]\n",
      "[1246, 103, 12, 30, 305]\n",
      "[133, 103, 162, 471, 34]\n",
      "[652, 97, 31, 20, 288]\n",
      "[1043, 94, 29, 13, 267]\n",
      "[924, 88, 32, 22, 200]\n",
      "[802, 85, 42, 57, 400]\n",
      "[574, 84, 67, 72, 75]\n",
      "[685, 80, 45, 76, 270]\n",
      "[443, 78, 50, 70, 312]\n",
      "[328, 76, 50, 72, 364]\n",
      "[220, 75, 40, 71, 355]\n",
      "[88, 73, 93, 647, 85]\n",
      "[1232, 680, 48, 40, 172]\n",
      "[864, 680, 28, 10, 114]\n",
      "[175, 663, 42, 19, 197]\n",
      "[500, 629, 11, 91, 401]\n",
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      "[902, 528, 9, 73, 294]\n",
      "[364, 522, 19, 198, 223]\n",
      "[226, 519, 27, 201, 116]\n",
      "[1042, 437, 96, 244, 339]\n",
      "[908, 433, 99, 239, 341]\n",
      "[774, 431, 102, 256, 342]\n",
      "[644, 429, 100, 226, 343]\n",
      "[515, 427, 99, 196, 344]\n",
      "[387, 426, 96, 170, 357]\n",
      "[260, 424, 93, 157, 358]\n",
      "[1165, 416, 115, 268, 340]\n",
      "[1018, 354, 27, 61, 345]\n",
      "[1142, 339, 11, 66, 144]\n",
      "[1057, 339, 27, 28, 119]\n",
      "[1159, 319, 96, 77, 224]\n",
      "[285, 318, 26, 35, 188]\n",
      "[687, 308, 19, 36, 225]\n",
      "[1050, 306, 13, 21, 226]\n",
      "[467, 306, 54, 126, 227]\n",
      "[575, 290, 37, 37, 303]\n",
      "[307, 285, 41, 33, 359]\n",
      "[0, 271, 13, 26, 402]\n",
      "[1134, 269, 13, 49, 229]\n",
      "[1062, 253, 26, 12, 59]\n",
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      "[192, 220, 32, 36, 363]\n",
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      "[812, 182, 50, 87, 350]\n",
      "[835, 223, 14, 18, 350]\n",
      "[1050, 180, 28, 59, 233]\n",
      "[694, 177, 27, 35, 309]\n",
      "[577, 174, 36, 61, 354]\n",
      "[334, 167, 26, 56, 403]\n",
      "[604, 165, 40, 33, 404]\n",
      "[189, 163, 45, 66, 308]\n",
      "[460, 159, 62, 75, 179]\n",
      "[0, 145, 21, 19, 228]\n",
      "[999, 142, 13, 109, 69]\n",
      "[536, 130, 28, 35, 368]\n",
      "[1246, 120, 34, 29, 127]\n",
      "[1242, 91, 35, 26, 305]\n",
      "[1034, 89, 48, 63, 332]\n",
      "[1053, 100, 25, 49, 332]\n",
      "[652, 75, 31, 27, 288]\n",
      "[913, 73, 49, 79, 299]\n",
      "[927, 103, 29, 43, 333]\n",
      "[800, 68, 50, 85, 400]\n",
      "[809, 94, 29, 49, 400]\n",
      "[562, 67, 68, 84, 75]\n",
      "[581, 108, 30, 35, 75]\n",
      "[680, 66, 68, 85, 270]\n",
      "[443, 60, 51, 80, 312]\n",
      "[450, 89, 29, 48, 312]\n",
      "[328, 59, 50, 79, 310]\n",
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      "[218, 95, 37, 40, 355]\n",
      "[992, 47, 11, 91, 365]\n",
      "[39, 8, 37, 206, 238]\n",
      "[1246, 0, 34, 13, 105]\n",
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      "[1075, 0, 37, 42, 107]\n",
      "[850, 0, 36, 98, 240]\n",
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      "[902, 455, 79, 206, 341]\n",
      "[772, 454, 75, 227, 342]\n",
      "[643, 453, 73, 185, 343]\n",
      "[516, 453, 68, 148, 344]\n",
      "[388, 452, 65, 125, 357]\n",
      "[258, 452, 63, 110, 358]\n",
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      "[1102, 420, 34, 40, 405]\n",
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      "[848, 394, 39, 42, 406]\n",
      "[733, 374, 31, 39, 276]\n",
      "[604, 367, 38, 43, 407]\n",
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      "[4, 340, 15, 72, 24]\n",
      "[1018, 332, 15, 144, 345]\n",
      "[1027, 323, 61, 59, 33]\n",
      "[528, 323, 25, 20, 278]\n",
      "[803, 320, 17, 23, 349]\n",
      "[933, 319, 23, 24, 279]\n",
      "[473, 307, 48, 101, 227]\n",
      "[550, 304, 18, 22, 38]\n",
      "[282, 300, 32, 33, 298]\n",
      "[408, 298, 43, 45, 408]\n",
      "[688, 296, 16, 42, 225]\n",
      "[830, 294, 18, 27, 280]\n",
      "[966, 288, 22, 22, 281]\n",
      "[712, 285, 16, 22, 122]\n",
      "[588, 278, 18, 18, 303]\n",
      "[1143, 273, 137, 131, 43]\n",
      "[324, 272, 17, 35, 35]\n",
      "[306, 269, 17, 35, 253]\n",
      "[606, 251, 34, 32, 51]\n",
      "[1135, 240, 66, 78, 124]\n",
      "[816, 240, 39, 38, 391]\n",
      "[371, 228, 26, 24, 353]\n",
      "[697, 220, 17, 32, 54]\n",
      "[17, 214, 16, 76, 402]\n",
      "[834, 206, 36, 31, 350]\n",
      "[1054, 203, 39, 37, 233]\n",
      "[537, 200, 34, 22, 409]\n",
      "[256, 200, 19, 14, 394]\n",
      "[102, 199, 51, 12, 361]\n",
      "[518, 193, 10, 104, 369]\n",
      "[304, 187, 24, 39, 352]\n",
      "[339, 184, 17, 26, 403]\n",
      "[1250, 183, 27, 23, 360]\n",
      "[1054, 166, 18, 43, 73]\n",
      "[808, 166, 36, 64, 45]\n",
      "[930, 165, 46, 114, 46]\n",
      "[686, 161, 39, 47, 309]\n",
      "[572, 158, 69, 77, 354]\n",
      "[1, 152, 25, 37, 228]\n",
      "[338, 151, 30, 32, 410]\n",
      "[188, 148, 48, 92, 308]\n",
      "[417, 142, 105, 83, 411]\n",
      "[33, 142, 13, 44, 286]\n",
      "[1001, 139, 8, 56, 287]\n",
      "[648, 138, 18, 24, 371]\n",
      "[0, 133, 21, 27, 228]\n",
      "[536, 116, 28, 32, 282]\n",
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      "[1033, 88, 38, 48, 332]\n",
      "[1241, 73, 39, 29, 305]\n",
      "[1047, 61, 25, 10, 147]\n",
      "[913, 58, 49, 78, 299]\n",
      "[800, 52, 49, 84, 306]\n",
      "[565, 52, 63, 81, 290]\n",
      "[657, 49, 73, 88, 291]\n",
      "[691, 111, 19, 18, 270]\n",
      "[443, 46, 49, 78, 217]\n",
      "[455, 78, 21, 43, 312]\n",
      "[328, 44, 50, 77, 310]\n",
      "[210, 44, 52, 78, 96]\n",
      "[991, 26, 12, 95, 365]\n",
      "[891, 18, 33, 19, 108]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "[41, 7, 33, 190, 86]\n",
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      "[522, 0, 16, 182, 241]\n",
      "[307, 0, 115, 457, 353]\n",
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      "[36, 0, 24, 23, 302]\n",
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      "[83, 576, 24, 144, 316]\n",
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      "[39, 15, 26, 137, 86]\n",
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      "[685, 41, 38, 39, 288]\n",
      "[800, 12, 49, 80, 88]\n",
      "[804, 33, 41, 50, 88]\n",
      "[540, 12, 100, 89, 89]\n",
      "[579, 32, 27, 49, 89]\n",
      "[442, 6, 50, 74, 312]\n",
      "[455, 28, 33, 49, 312]\n",
      "[328, 4, 49, 74, 235]\n",
      "[335, 22, 39, 49, 235]\n",
      "[210, 2, 49, 76, 133]\n",
      "[215, 23, 40, 50, 133]\n",
      "[1120, 0, 36, 16, 239]\n",
      "[695, 0, 45, 10, 379]\n",
      "[523, 0, 11, 98, 435]\n",
      "[399, 0, 21, 156, 97]\n",
      "[273, 0, 26, 196, 336]\n",
      "[150, 0, 31, 194, 337]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub data rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_data_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_data_rate_limit=1000000.0 (bytes/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "[756, 689, 12, 14, 0]\n",
      "[1120, 605, 32, 13, 1]\n",
      "[990, 602, 38, 14, 436]\n",
      "[847, 598, 49, 14, 437]\n",
      "[726, 596, 41, 13, 381]\n",
      "[595, 595, 41, 11, 5]\n",
      "[193, 557, 64, 72, 152]\n",
      "[1159, 544, 29, 106, 7]\n",
      "[1040, 499, 107, 221, 382]\n",
      "[1184, 495, 96, 225, 383]\n",
      "[1228, 553, 21, 36, 384]\n",
      "[904, 490, 115, 230, 438]\n",
      "[778, 481, 114, 239, 439]\n",
      "[644, 471, 123, 249, 440]\n",
      "[511, 464, 131, 256, 441]\n",
      "[381, 454, 139, 245, 15]\n",
      "[248, 439, 146, 254, 16]\n",
      "[1023, 380, 109, 118, 405]\n",
      "[523, 380, 79, 80, 387]\n",
      "[772, 375, 105, 102, 275]\n",
      "[647, 375, 97, 92, 376]\n",
      "[896, 372, 113, 113, 325]\n",
      "[1144, 371, 136, 131, 388]\n",
      "[274, 365, 77, 79, 442]\n",
      "[0, 356, 13, 26, 24]\n",
      "[400, 352, 95, 101, 227]\n",
      "[118, 345, 158, 334, 26]\n",
      "[900, 332, 31, 24, 27]\n",
      "[350, 331, 22, 31, 28]\n",
      "[824, 328, 17, 20, 443]\n",
      "[769, 310, 41, 48, 349]\n",
      "[649, 308, 35, 39, 390]\n",
      "[0, 308, 25, 34, 32]\n",
      "[1013, 307, 48, 72, 33]\n",
      "[208, 304, 16, 28, 444]\n",
      "[292, 299, 15, 13, 298]\n",
      "[237, 299, 40, 13, 36]\n",
      "[165, 298, 25, 14, 37]\n",
      "[528, 297, 54, 43, 38]\n",
      "[103, 297, 51, 14, 39]\n",
      "[1094, 292, 27, 37, 40]\n",
      "[409, 288, 47, 41, 408]\n",
      "[986, 282, 16, 18, 42]\n",
      "[1137, 280, 143, 105, 445]\n",
      "[857, 270, 25, 27, 44]\n",
      "[816, 267, 26, 21, 446]\n",
      "[953, 266, 26, 18, 447]\n",
      "[323, 262, 31, 18, 35]\n",
      "[736, 261, 26, 28, 48]\n",
      "[576, 258, 16, 14, 49]\n",
      "[1005, 255, 54, 41, 50]\n",
      "[618, 252, 27, 25, 51]\n",
      "[886, 249, 36, 30, 52]\n",
      "[190, 248, 46, 43, 366]\n",
      "[695, 247, 26, 14, 54]\n",
      "[458, 247, 40, 29, 412]\n",
      "[499, 244, 24, 24, 369]\n",
      "[308, 240, 16, 19, 392]\n",
      "[766, 238, 35, 32, 58]\n",
      "[1056, 230, 14, 28, 59]\n",
      "[0, 230, 22, 17, 402]\n",
      "[649, 227, 38, 33, 61]\n",
      "[690, 222, 32, 20, 54]\n",
      "[1079, 220, 35, 27, 62]\n",
      "[826, 220, 13, 29, 391]\n",
      "[222, 214, 28, 20, 64]\n",
      "[1125, 213, 151, 87, 65]\n",
      "[340, 212, 30, 22, 448]\n",
      "[935, 205, 61, 46, 351]\n",
      "[843, 197, 35, 28, 63]\n",
      "[998, 187, 39, 32, 69]\n",
      "[722, 187, 38, 33, 70]\n",
      "[765, 170, 30, 27, 71]\n",
      "[1118, 160, 126, 76, 72]\n",
      "[1032, 158, 50, 70, 73]\n",
      "[1245, 157, 34, 39, 360]\n",
      "[533, 150, 110, 99, 416]\n",
      "[886, 149, 104, 75, 449]\n",
      "[330, 143, 49, 71, 352]\n",
      "[211, 142, 51, 70, 300]\n",
      "[797, 138, 77, 81, 45]\n",
      "[444, 130, 50, 86, 370]\n",
      "[884, 122, 43, 17, 81]\n",
      "[650, 118, 111, 104, 309]\n",
      "[274, 111, 27, 240, 450]\n",
      "[763, 105, 29, 29, 84]\n",
      "[100, 87, 88, 633, 85]\n",
      "[38, 74, 24, 41, 86]\n",
      "[878, 58, 47, 23, 87]\n",
      "[818, 58, 43, 13, 88]\n",
      "[599, 53, 40, 13, 451]\n",
      "[704, 51, 53, 19, 90]\n",
      "[538, 50, 34, 16, 91]\n",
      "[427, 49, 41, 15, 260]\n",
      "[338, 49, 52, 14, 235]\n",
      "[766, 48, 28, 22, 94]\n",
      "[469, 47, 61, 18, 95]\n",
      "[202, 44, 92, 16, 133]\n",
      "[391, 41, 32, 49, 97]\n",
      "[876, 40, 15, 26, 87]\n",
      "[0, 37, 54, 18, 395]\n",
      "[944, 36, 37, 26, 452]\n",
      "[635, 36, 31, 25, 100]\n",
      "[293, 29, 22, 19, 101]\n",
      "[186, 28, 13, 59, 102]\n",
      "[1234, 14, 25, 38, 103]\n",
      "[798, 14, 17, 11, 104]\n",
      "[1259, 9, 16, 21, 105]\n",
      "[1112, 1, 132, 43, 106]\n",
      "[1058, 0, 104, 19, 107]\n",
      "[717, 0, 341, 26, 108]\n",
      "[575, 0, 141, 22, 109]\n",
      "[539, 0, 51, 10, 110]\n",
      "[487, 0, 51, 8, 111]\n",
      "[376, 0, 91, 17, 112]\n",
      "[72, 0, 15, 69, 396]\n",
      "[890, 677, 10, 16, 114]\n",
      "[756, 672, 11, 16, 0]\n",
      "[1132, 589, 22, 15, 1]\n",
      "[1002, 586, 23, 14, 139]\n",
      "[864, 582, 32, 15, 380]\n",
      "[738, 580, 28, 14, 381]\n",
      "[210, 568, 37, 14, 152]\n",
      "[1030, 540, 10, 85, 139]\n",
      "[376, 517, 11, 124, 115]\n",
      "[234, 508, 25, 212, 116]\n",
      "[1038, 482, 107, 238, 382]\n",
      "[1160, 477, 120, 243, 383]\n",
      "[908, 472, 110, 248, 438]\n",
      "[778, 463, 113, 256, 439]\n",
      "[645, 455, 121, 251, 385]\n",
      "[513, 446, 129, 248, 386]\n",
      "[384, 397, 135, 282, 397]\n",
      "[894, 392, 76, 79, 325]\n",
      "[251, 389, 145, 283, 398]\n",
      "[771, 384, 66, 79, 275]\n",
      "[1021, 379, 105, 106, 274]\n",
      "[648, 379, 68, 75, 376]\n",
      "[524, 369, 70, 75, 387]\n",
      "[277, 363, 69, 65, 429]\n",
      "[1145, 353, 135, 140, 388]\n",
      "[401, 336, 97, 100, 227]\n",
      "[1078, 334, 14, 26, 119]\n",
      "[0, 304, 20, 25, 32]\n",
      "[579, 301, 30, 41, 399]\n",
      "[343, 300, 19, 41, 415]\n",
      "[777, 297, 34, 35, 349]\n",
      "[729, 292, 12, 16, 453]\n",
      "[649, 292, 39, 39, 390]\n",
      "[248, 281, 28, 17, 36]\n",
      "[169, 281, 15, 16, 37]\n",
      "[57, 280, 97, 18, 123]\n",
      "[528, 279, 47, 40, 38]\n",
      "[1098, 278, 21, 23, 40]\n",
      "[411, 273, 42, 30, 367]\n",
      "[1135, 269, 145, 104, 445]\n",
      "[984, 267, 17, 19, 42]\n",
      "[856, 259, 25, 23, 44]\n",
      "[1005, 253, 29, 32, 50]\n",
      "[815, 252, 25, 14, 446]\n",
      "[736, 249, 25, 25, 48]\n",
      "[886, 240, 32, 25, 52]\n",
      "[613, 238, 31, 27, 51]\n",
      "[189, 237, 37, 47, 366]\n",
      "[1128, 236, 84, 56, 124]\n",
      "[766, 230, 34, 23, 58]\n",
      "[564, 229, 12, 23, 125]\n",
      "[306, 228, 13, 13, 392]\n",
      "[649, 227, 23, 17, 61]\n",
      "[493, 226, 29, 34, 369]\n",
      "[0, 213, 21, 19, 307]\n",
      "[533, 197, 40, 38, 454]\n",
      "[1255, 194, 20, 21, 455]\n",
      "[44, 156, 17, 73, 128]\n",
      "[1246, 140, 33, 44, 360]\n",
      "[1032, 140, 52, 74, 73]\n",
      "[912, 138, 51, 74, 393]\n",
      "[800, 135, 46, 71, 68]\n",
      "[574, 133, 66, 74, 354]\n",
      "[330, 124, 48, 74, 352]\n",
      "[210, 124, 52, 74, 300]\n",
      "[650, 118, 106, 88, 334]\n",
      "[443, 115, 51, 85, 370]\n",
      "[384, 102, 31, 202, 353]\n",
      "[122, 99, 177, 554, 265]\n",
      "[97, 87, 90, 633, 85]\n",
      "[38, 59, 24, 42, 86]\n",
      "[878, 41, 36, 30, 87]\n",
      "[824, 40, 37, 16, 88]\n",
      "[706, 37, 51, 16, 90]\n",
      "[944, 35, 26, 12, 452]\n",
      "[427, 33, 37, 15, 260]\n",
      "[380, 30, 40, 56, 97]\n",
      "[264, 28, 29, 16, 132]\n",
      "[203, 25, 38, 19, 456]\n",
      "[0, 22, 56, 19, 395]\n",
      "[183, 20, 11, 67, 102]\n",
      "[1232, 16, 12, 38, 103]\n",
      "[576, 1, 32, 10, 134]\n",
      "[1015, 0, 29, 18, 135]\n",
      "[915, 0, 31, 16, 136]\n",
      "[801, 0, 32, 16, 104]\n",
      "[73, 0, 18, 49, 396]\n",
      "[26, 0, 49, 12, 302]\n",
      "[0, 0, 30, 13, 266]\n",
      "[367, 629, 10, 91, 140]\n",
      "[1010, 570, 14, 13, 139]\n",
      "[880, 566, 17, 13, 380]\n",
      "[226, 552, 21, 14, 152]\n",
      "[1031, 533, 13, 119, 457]\n",
      "[232, 511, 25, 209, 116]\n",
      "[1039, 466, 104, 251, 382]\n",
      "[1160, 460, 120, 260, 383]\n",
      "[908, 458, 108, 258, 438]\n",
      "[777, 447, 113, 249, 439]\n",
      "[645, 437, 121, 249, 385]\n",
      "[514, 429, 128, 245, 386]\n",
      "[385, 397, 133, 260, 397]\n",
      "[255, 391, 141, 251, 398]\n",
      "[1022, 390, 61, 79, 274]\n",
      "[1081, 379, 27, 18, 142]\n",
      "[897, 373, 68, 89, 347]\n",
      "[648, 366, 67, 69, 376]\n",
      "[279, 362, 45, 46, 429]\n",
      "[771, 360, 72, 84, 275]\n",
      "[525, 358, 67, 67, 387]\n",
      "[402, 346, 66, 71, 348]\n",
      "[1148, 344, 132, 127, 388]\n",
      "[472, 321, 23, 25, 143]\n",
      "[1136, 320, 46, 63, 43]\n",
      "[331, 294, 23, 19, 359]\n",
      "[95, 263, 59, 15, 458]\n",
      "[412, 260, 40, 34, 367]\n",
      "[172, 244, 29, 34, 366]\n",
      "[192, 224, 24, 20, 363]\n",
      "[493, 209, 29, 31, 369]\n",
      "[0, 195, 21, 19, 307]\n",
      "[534, 180, 39, 35, 409]\n",
      "[1066, 173, 17, 20, 73]\n",
      "[1247, 172, 31, 29, 360]\n",
      "[1032, 125, 46, 71, 372]\n",
      "[1245, 123, 33, 45, 459]\n",
      "[913, 122, 51, 72, 393]\n",
      "[800, 120, 46, 69, 68]\n",
      "[574, 117, 66, 72, 354]\n",
      "[650, 116, 82, 74, 334]\n",
      "[443, 111, 51, 72, 370]\n",
      "[328, 109, 50, 73, 364]\n",
      "[126, 108, 172, 519, 34]\n",
      "[210, 108, 52, 72, 300]\n",
      "[396, 89, 19, 227, 353]\n",
      "[95, 77, 91, 643, 85]\n",
      "[1120, 45, 32, 23, 149]\n",
      "[183, 29, 8, 46, 102]\n",
      "[428, 20, 36, 9, 260]\n",
      "[0, 8, 46, 19, 395]\n",
      "[948, 3, 33, 13, 150]\n",
      "[1233, 712, 47, 8, 460]\n",
      "[736, 708, 14, 12, 173]\n",
      "[365, 626, 11, 94, 140]\n",
      "[1172, 558, 31, 16, 9]\n",
      "[1163, 538, 19, 143, 7]\n",
      "[374, 519, 10, 106, 115]\n",
      "[229, 516, 26, 204, 116]\n",
      "[1038, 450, 104, 250, 382]\n",
      "[1183, 442, 97, 230, 384]\n",
      "[909, 441, 106, 259, 438]\n",
      "[777, 430, 113, 255, 439]\n",
      "[645, 419, 121, 252, 385]\n",
      "[516, 408, 125, 240, 386]\n",
      "[387, 395, 131, 237, 397]\n",
      "[257, 391, 138, 224, 398]\n",
      "[896, 370, 59, 68, 347]\n",
      "[1149, 369, 86, 85, 388]\n",
      "[1021, 369, 63, 79, 274]\n",
      "[772, 367, 51, 60, 275]\n",
      "[404, 364, 34, 35, 348]\n",
      "[648, 361, 49, 58, 376]\n",
      "[280, 360, 28, 28, 389]\n",
      "[525, 359, 43, 50, 387]\n",
      "[570, 341, 12, 22, 175]\n",
      "[309, 315, 14, 21, 188]\n",
      "[361, 275, 36, 40, 461]\n",
      "[245, 246, 30, 17, 178]\n",
      "[80, 244, 74, 18, 458]\n",
      "[413, 243, 29, 32, 367]\n",
      "[492, 226, 12, 16, 369]\n",
      "[316, 213, 19, 17, 392]\n",
      "[192, 210, 24, 25, 363]\n",
      "[489, 192, 33, 35, 179]\n",
      "[0, 178, 21, 18, 307]\n",
      "[535, 161, 37, 38, 368]\n",
      "[1247, 153, 31, 27, 360]\n",
      "[832, 151, 17, 20, 68]\n",
      "[680, 126, 12, 44, 334]\n",
      "[1258, 125, 20, 26, 127]\n",
      "[1245, 114, 13, 35, 127]\n",
      "[651, 109, 33, 25, 371]\n",
      "[1032, 108, 48, 71, 372]\n",
      "[913, 104, 44, 72, 393]\n",
      "[802, 101, 42, 50, 400]\n",
      "[129, 101, 168, 501, 34]\n",
      "[573, 99, 68, 75, 354]\n",
      "[686, 98, 44, 72, 270]\n",
      "[396, 93, 18, 227, 353]\n",
      "[443, 92, 51, 74, 370]\n",
      "[328, 90, 50, 76, 364]\n",
      "[210, 90, 50, 74, 300]\n",
      "[91, 76, 92, 644, 85]\n",
      "[1119, 31, 31, 37, 149]\n",
      "[768, 1, 22, 9, 183]\n",
      "[428, 0, 36, 13, 260]\n",
      "[0, 0, 37, 12, 395]\n",
      "[1232, 696, 48, 24, 172]\n",
      "[864, 694, 24, 10, 114]\n",
      "[736, 691, 16, 13, 0]\n",
      "[176, 678, 38, 17, 197]\n",
      "[228, 642, 14, 78, 198]\n",
      "[365, 628, 10, 92, 140]\n",
      "[1163, 536, 17, 110, 7]\n",
      "[1034, 532, 10, 88, 338]\n",
      "[238, 518, 15, 122, 152]\n",
      "[1039, 436, 101, 245, 382]\n",
      "[1179, 434, 101, 248, 384]\n",
      "[911, 428, 103, 252, 438]\n",
      "[778, 420, 110, 237, 439]\n",
      "[646, 414, 119, 231, 385]\n",
      "[516, 405, 125, 219, 386]\n",
      "[389, 402, 124, 203, 397]\n",
      "[259, 397, 128, 197, 398]\n",
      "[1027, 370, 42, 42, 274]\n",
      "[648, 349, 48, 45, 376]\n",
      "[282, 349, 18, 19, 389]\n",
      "[366, 260, 31, 30, 362]\n",
      "[94, 232, 59, 12, 458]\n",
      "[415, 227, 28, 27, 367]\n",
      "[960, 221, 14, 23, 351]\n",
      "[309, 209, 24, 22, 392]\n",
      "[189, 200, 26, 24, 363]\n",
      "[488, 176, 34, 34, 179]\n",
      "[0, 161, 21, 20, 307]\n",
      "[535, 146, 37, 34, 368]\n",
      "[1256, 144, 19, 17, 360]\n",
      "[1258, 114, 18, 20, 127]\n",
      "[387, 104, 24, 182, 353]\n",
      "[1246, 103, 12, 30, 127]\n",
      "[133, 103, 162, 471, 34]\n",
      "[652, 97, 31, 20, 371]\n",
      "[1043, 94, 29, 13, 332]\n",
      "[924, 88, 32, 22, 200]\n",
      "[802, 85, 42, 57, 400]\n",
      "[574, 84, 67, 72, 354]\n",
      "[685, 80, 45, 76, 270]\n",
      "[443, 78, 50, 70, 370]\n",
      "[328, 76, 50, 72, 364]\n",
      "[220, 75, 40, 71, 300]\n",
      "[88, 73, 93, 647, 85]\n",
      "[1232, 680, 48, 40, 172]\n",
      "[864, 680, 28, 10, 114]\n",
      "[175, 663, 42, 19, 197]\n",
      "[500, 629, 11, 91, 401]\n",
      "[1033, 531, 13, 109, 338]\n",
      "[902, 528, 9, 73, 380]\n",
      "[364, 522, 19, 198, 223]\n",
      "[226, 519, 27, 201, 116]\n",
      "[1042, 437, 96, 244, 382]\n",
      "[908, 433, 99, 239, 438]\n",
      "[774, 431, 102, 256, 439]\n",
      "[644, 429, 100, 226, 385]\n",
      "[515, 427, 99, 196, 386]\n",
      "[387, 426, 96, 170, 397]\n",
      "[260, 424, 93, 157, 398]\n",
      "[1165, 416, 115, 268, 384]\n",
      "[1018, 354, 27, 61, 274]\n",
      "[1142, 339, 11, 66, 43]\n",
      "[1057, 339, 27, 28, 119]\n",
      "[1159, 319, 96, 77, 224]\n",
      "[285, 318, 26, 35, 389]\n",
      "[687, 308, 19, 36, 225]\n",
      "[1050, 306, 13, 21, 226]\n",
      "[467, 306, 54, 126, 462]\n",
      "[575, 290, 37, 37, 399]\n",
      "[307, 285, 41, 33, 359]\n",
      "[0, 271, 13, 26, 463]\n",
      "[1134, 269, 13, 49, 229]\n",
      "[1062, 253, 26, 12, 59]\n",
      "[832, 252, 18, 12, 446]\n",
      "[692, 250, 16, 31, 122]\n",
      "[363, 243, 34, 36, 362]\n",
      "[934, 232, 36, 62, 447]\n",
      "[7, 232, 26, 78, 463]\n",
      "[661, 225, 23, 28, 61]\n",
      "[192, 220, 32, 36, 464]\n",
      "[257, 216, 18, 14, 450]\n",
      "[455, 214, 29, 58, 328]\n",
      "[101, 212, 53, 17, 458]\n",
      "[415, 208, 30, 33, 367]\n",
      "[309, 186, 24, 44, 392]\n",
      "[929, 182, 47, 58, 46]\n",
      "[812, 182, 50, 87, 391]\n",
      "[835, 223, 14, 18, 391]\n",
      "[1050, 180, 28, 59, 233]\n",
      "[694, 177, 27, 35, 309]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
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      "[885, 23, 34, 23, 87]\n",
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      "[920, 22, 36, 52, 99]\n",
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      "[807, 19, 37, 50, 88]\n",
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      "[579, 19, 27, 46, 89]\n",
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      "[397, 0, 20, 168, 97]\n",
      "[330, 0, 46, 63, 235]\n",
      "[335, 7, 36, 52, 235]\n",
      "[273, 0, 25, 184, 336]\n",
      "[209, 0, 50, 64, 133]\n",
      "[215, 8, 39, 51, 133]\n",
      "[150, 0, 29, 181, 337]\n",
      "[40, 0, 24, 138, 86]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub data rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_data_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_data_rate_limit=1000000.0 (bytes/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
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      "[19, 161, 13, 72, 463]\n",
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      "[502, 88, 19, 12, 241]\n",
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      "[879, 51, 9, 79, 335]\n",
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      "[1034, 3, 48, 73, 267]\n",
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      "[40, 0, 24, 138, 86]\n",
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      "[1231, 596, 49, 46, 172]\n",
      "[1186, 585, 18, 104, 474]\n",
      "[638, 559, 9, 48, 385]\n",
      "[501, 521, 18, 84, 319]\n",
      "[224, 518, 29, 132, 523]\n",
      "[369, 517, 19, 55, 419]\n",
      "[248, 476, 20, 42, 398]\n",
      "[109, 468, 25, 63, 524]\n",
      "[1171, 442, 34, 11, 273]\n",
      "[914, 436, 25, 12, 525]\n",
      "[204, 418, 43, 11, 423]\n",
      "[170, 413, 32, 14, 526]\n",
      "[912, 395, 62, 152, 320]\n",
      "[102, 372, 23, 150, 527]\n",
      "[1038, 352, 92, 195, 467]\n",
      "[969, 341, 36, 53, 528]\n",
      "[1178, 331, 102, 260, 327]\n",
      "[1206, 445, 22, 42, 327]\n",
      "[774, 331, 110, 288, 323]\n",
      "[0, 330, 16, 80, 24]\n",
      "[643, 329, 109, 229, 519]\n",
      "[521, 325, 104, 183, 487]\n",
      "[511, 324, 8, 67, 529]\n",
      "[397, 305, 113, 178, 462]\n",
      "[1018, 303, 10, 47, 33]\n",
      "[934, 286, 20, 24, 428]\n",
      "[267, 271, 131, 194, 473]\n",
      "[124, 259, 18, 112, 39]\n",
      "[146, 255, 126, 183, 444]\n",
      "[1057, 250, 20, 35, 530]\n",
      "[0, 246, 17, 68, 531]\n",
      "[336, 243, 14, 26, 521]\n",
      "[1149, 228, 107, 105, 65]\n",
      "[934, 225, 30, 43, 351]\n",
      "[289, 224, 40, 36, 35]\n",
      "[556, 219, 34, 34, 125]\n",
      "[850, 213, 18, 31, 446]\n",
      "[10, 206, 24, 118, 531]\n",
      "[686, 204, 35, 91, 54]\n",
      "[1051, 196, 31, 53, 59]\n",
      "[1135, 192, 33, 23, 532]\n",
      "[0, 192, 11, 28, 463]\n",
      "[408, 190, 74, 83, 408]\n",
      "[693, 183, 25, 19, 472]\n",
      "[1074, 178, 27, 23, 73]\n",
      "[353, 175, 27, 27, 448]\n",
      "[184, 170, 47, 56, 363]\n",
      "[930, 168, 54, 66, 447]\n",
      "[814, 168, 52, 95, 446]\n",
      "[382, 160, 17, 20, 533]\n",
      "[188, 156, 40, 17, 308]\n",
      "[576, 154, 42, 76, 404]\n",
      "[328, 154, 22, 34, 298]\n",
      "[688, 150, 50, 36, 413]\n",
      "[710, 159, 12, 19, 413]\n",
      "[19, 149, 14, 71, 286]\n",
      "[574, 136, 50, 24, 416]\n",
      "[306, 134, 21, 36, 392]\n",
      "[1124, 118, 9, 32, 534]\n",
      "[1234, 117, 46, 31, 360]\n",
      "[1003, 102, 7, 42, 535]\n",
      "[1054, 100, 14, 35, 372]\n",
      "[812, 100, 18, 54, 45]\n",
      "[942, 99, 14, 42, 449]\n",
      "[0, 99, 25, 42, 213]\n",
      "[675, 95, 43, 64, 309]\n",
      "[417, 90, 179, 104, 536]\n",
      "[336, 84, 24, 37, 352]\n",
      "[213, 80, 15, 38, 300]\n",
      "[487, 79, 34, 21, 241]\n",
      "[3, 62, 17, 17, 433]\n",
      "[618, 59, 71, 58, 469]\n",
      "[1247, 37, 33, 66, 459]\n",
      "[43, 30, 10, 44, 86]\n",
      "[620, 10, 21, 18, 109]\n",
      "[768, 6, 21, 17, 183]\n",
      "[1112, 0, 12, 68, 149]\n",
      "[1034, 0, 46, 68, 267]\n",
      "[994, 0, 10, 50, 537]\n",
      "[889, 0, 72, 66, 87]\n",
      "[872, 0, 16, 129, 492]\n",
      "[799, 0, 50, 64, 88]\n",
      "[682, 0, 46, 62, 100]\n",
      "[649, 0, 32, 16, 538]\n",
      "[539, 0, 85, 76, 451]\n",
      "[522, 0, 14, 98, 435]\n",
      "[444, 0, 46, 53, 370]\n",
      "[401, 0, 15, 107, 539]\n",
      "[330, 0, 46, 50, 235]\n",
      "[274, 0, 24, 163, 336]\n",
      "[209, 0, 49, 51, 456]\n",
      "[148, 0, 30, 188, 337]\n",
      "[30, 0, 38, 191, 238]\n"
     ]
    }
   ],
   "source": [
    "cap= cv2.VideoCapture('data/sample3.mp4')\n",
    "back= cv2.createBackgroundSubtractorMOG2(history=100, varThreshold=50)\n",
    "tracker = EuclideanDistTracker()\n",
    "i=1\n",
    "detections = []\n",
    "while True:\n",
    "    key= cv2.waitKey(30)\n",
    "    ret, frame= cap.read()\n",
    "    \n",
    "    if key==27 or ret==False:\n",
    "        break\n",
    "    else:\n",
    "        if i==1:\n",
    "            #frame= cv2.cvtColor(frame,cv2.COLOR_BGR2GRAY)\n",
    "            mask = back.apply(frame)\n",
    "            _, mask = cv2.threshold(mask, 254, 255, cv2.THRESH_BINARY)\n",
    "            contours, _ = cv2.findContours(mask, cv2.RETR_TREE, cv2.CHAIN_APPROX_SIMPLE)\n",
    "            \n",
    "            for cnt in contours:\n",
    "                # Calculate area and remove small elements\n",
    "                area = cv2.contourArea(cnt)\n",
    "                if area > 100:\n",
    "                    #cv2.drawContours(roi, [cnt], -1, (0, 255, 0), 2)\n",
    "                    x, y, w, h = cv2.boundingRect(cnt)\n",
    "\n",
    "\n",
    "                    detections.append([x, y, w, h])\n",
    "        \n",
    "\n",
    "        # 2. Object Tracking\n",
    "        boxes_ids = tracker.update(detections)\n",
    "        for box_id in boxes_ids:\n",
    "            print(box_id)\n",
    "            x, y, w, h, id = box_id\n",
    "            #cv2.putText(frame, str(id), (x, y - 15), cv2.FONT_HERSHEY_PLAIN, 2, (255, 0, 0), 2)\n",
    "            cv2.rectangle(frame, (x, y), (x + w, y + h), (0, 255, 0), 3)\n",
    "\n",
    "        \n",
    "        cv2.imshow(\"Frame\", frame)\n",
    "        cv2.imshow(\"Mask\", mask)\n",
    "    \n",
    "    \n",
    "\n",
    "cap.release()\n",
    "cv2.destroyAllWindows()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "de7427fe",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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