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   "source": [
    "# Batch Prediction\n",
    "\n",
    "## 1. Download demo data\n",
    "\n",
    "```\n",
    "cd DeepDenoiser\n",
    "wget https://github.com/wayneweiqiang/PhaseNet/releases/download/test_data/test_data.zip\n",
    "unzip test_data.zip\n",
    "```\n",
    "\n",
    "## 2. Run batch prediction \n",
    "\n",
    "DeepDenoiser currently supports three data formats: numpy, and mseed\n",
    "\n",
    "- For numpy format:\n",
    "~~~bash\n",
    "python deepdenoiser/predict.py --model_dir=model/190614-104802 --data_list=test_data/npz.csv --data_dir=test_data/npz --format=numpy --save_signal --plot_figure\n",
    "~~~\n",
    "\n",
    "- For mseed format:\n",
    "~~~bash\n",
    "python deepdenoiser/predict.py --model_dir=model/190614-104802 --data_list=test_data/mseed.csv --data_dir=test_data/mseed --format=mseed --save_signal --plot_figure\n",
    "~~~\n",
    "\n",
    "\n",
    "Optional arguments:\n",
    "```\n",
    "usage: predict.py [-h] [--format FORMAT]\n",
    "                  [--batch_size BATCH_SIZE] [--output_dir OUTPUT_DIR]\n",
    "                  [--model_dir MODEL_DIR] [--sampling_rate SAMPLING_RATE]\n",
    "                  [--data_dir DATA_DIR] [--data_list DATA_LIST]\n",
    "                  [--plot_figure] [--save_signal] [--save_noise]\n",
    "\n",
    "optional arguments:\n",
    "  -h, --help            show this help message and exit\n",
    "  --format FORMAT       Input data format: numpy or mseed\n",
    "  --batch_size BATCH_SIZE\n",
    "                        Batch size\n",
    "  --output_dir OUTPUT_DIR\n",
    "                        Output directory (default: output)\n",
    "  --model_dir MODEL_DIR\n",
    "                        Checkpoint directory (default: None)\n",
    "  --sampling_rate SAMPLING_RATE\n",
    "                        sampling rate of pred data\n",
    "  --data_dir DATA_DIR   Input file directory\n",
    "  --data_list DATA_LIST\n",
    "                        Input csv file\n",
    "  --plot_figure         If plot figure\n",
    "  --save_signal         If save denoised signal\n",
    "  --save_noise          If save denoised noise\n",
    "```"
   ],
   "cell_type": "markdown",
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  },
  {
   "source": [
    "## 3. Read denoised signals"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "import glob\n",
    "PROJECT_ROOT = os.path.realpath(os.path.join(os.path.abspath(''), \"..\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
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51.120538 84.027557 \nL 51.172729 83.995034 \nL 51.27711 82.043244 \nL 51.3293 82.238431 \nL 51.381491 82.531209 \nL 51.433681 82.303505 \nL 51.538062 81.262556 \nL 51.590253 81.652924 \nL 51.642443 83.214374 \nL 51.694634 82.303539 \nL 51.746824 81.945715 \nL 51.903396 84.743322 \nL 51.955586 84.483088 \nL 52.007777 84.938516 \nL 52.059967 83.214429 \nL 52.112158 84.222868 \nL 52.164348 83.832514 \nL 52.216539 85.133723 \nL 52.268729 83.995178 \nL 52.425301 81.522913 \nL 52.529682 83.767502 \nL 52.581872 83.507268 \nL 52.634063 81.555471 \nL 52.686253 82.010899 \nL 52.895015 84.938632 \nL 52.947206 84.125387 \nL 52.999396 79.018173 \nL 53.051587 80.319383 \nL 53.155968 85.556737 \nL 53.208158 83.63747 \nL 53.260349 83.474827 \nL 53.312539 82.921823 \nL 53.41692 84.418219 \nL 53.469111 83.442324 \nL 53.521301 83.865222 \nL 53.573492 83.702578 \nL 53.677873 82.303799 \nL 53.782254 85.94718 \nL 53.834444 84.060443 \nL 53.886635 83.8978 \nL 53.938825 84.288168 \nL 53.991016 83.897814 \nL 54.043206 81.262885 \nL 54.095397 82.466504 \nL 54.356349 85.426775 \nL 54.40854 81.978594 \nL 54.46073 82.629202 \nL 54.617302 84.028016 \nL 54.773873 82.173823 \nL 54.826064 82.36901 \nL 54.878254 82.141306 \nL 54.930445 83.637696 \nL 54.982635 82.43409 \nL 55.034826 82.336507 \nL 55.087016 80.54736 \nL 55.243588 83.702797 \nL 55.295778 83.344973 \nL 55.347968 84.938954 \nL 55.400159 83.377517 \nL 55.55673 82.206455 \nL 55.608921 84.906458 \nL 55.661111 83.670322 \nL 55.713302 83.637799 \nL 55.817683 81.686008 \nL 55.869873 81.783605 \nL 55.974254 84.743855 \nL 56.183016 80.092083 \nL 56.287397 83.084863 \nL 56.391778 80.970422 \nL 56.54835 83.995739 \nL 56.704921 82.011425 \nL 56.757112 82.727094 \nL 56.809302 81.881319 \nL 56.861493 82.564457 \nL 57.018064 85.980135 \nL 57.174636 80.775344 \nL 57.226826 82.206674 \nL 57.279017 83.377764 \nL 57.331207 83.01994 \nL 57.435588 79.994657 \nL 57.539969 83.475388 \nL 57.59216 82.434433 \nL 57.64435 80.905526 \nL 57.696541 82.076616 \nL 57.748731 81.393491 \nL 57.905303 84.874229 \nL 58.114065 82.857392 \nL 58.166255 82.954989 \nL 58.270636 81.45862 \nL 58.322827 81.751397 \nL 58.375017 82.336945 \nL 58.531589 84.874311 \nL 58.792541 80.385196 \nL 58.844732 81.816526 \nL 58.896922 81.979183 \nL 58.949113 83.996054 \nL 59.001303 81.491245 \nL 59.053494 81.979203 \nL 59.157875 82.890059 \nL 59.210065 82.792475 \nL 59.262256 82.499712 \nL 59.314446 83.31297 \nL 59.366637 81.393703 \nL 59.418827 82.825033 \nL 59.471018 82.402149 \nL 59.523208 83.020227 \nL 59.575399 82.076862 \nL 59.627589 83.117831 \nL 59.73197 82.011822 \nL 59.784161 82.20701 \nL 59.888542 84.581718 \nL 59.940732 82.01185 \nL 59.992923 82.727518 \nL 60.097304 86.013069 \nL 60.149494 84.809463 \nL 60.201685 83.020316 \nL 60.306066 83.11792 \nL 60.358256 83.735998 \nL 60.410447 83.248054 \nL 60.462637 81.523967 \nL 60.567018 86.14325 \nL 60.671399 83.280618 \nL 60.723589 84.158937 \nL 60.77578 83.183042 \nL 60.932351 83.963784 \nL 61.036732 82.792715 \nL 61.141113 84.777063 \nL 61.297685 80.678295 \nL 61.454256 84.354213 \nL 61.558637 81.719291 \nL 61.610828 81.979539 \nL 61.715209 83.931356 \nL 61.87178 79.734998 \nL 61.976161 84.516932 \nL 62.028352 82.532604 \nL 62.080542 82.760322 \nL 62.132733 83.736231 \nL 62.184923 81.947084 \nL 62.237114 82.044681 \nL 62.393685 86.631441 \nL 62.602447 81.166417 \nL 62.654638 82.857987 \nL 62.706828 80.64595 \nL 62.759019 85.980888 \nL 62.811209 81.491745 \nL 62.8634 81.719462 \nL 63.019971 85.980922 \nL 63.072162 80.190576 \nL 63.176543 80.776131 \nL 63.385305 84.972537 \nL 63.489686 85.070141 \nL 63.541876 81.687021 \nL 63.594067 81.101487 \nL 63.750638 82.760541 \nL 63.802829 82.402717 \nL 63.855019 84.972599 \nL 63.90721 83.020802 \nL 64.011591 80.743711 \nL 64.063781 81.622029 \nL 64.115972 83.769021 \nL 64.168162 83.671437 \nL 64.220353 81.264219 \nL 64.272543 82.012418 \nL 64.376924 86.631701 \nL 64.429115 85.005204 \nL 64.637877 80.548612 \nL 64.690067 79.670307 \nL 64.898829 86.078758 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89.950267 117.310909 \nL 90.002457 53.129091 \nL 90.054648 94.377224 \nL 90.106838 81.592914 \nL 90.159029 84.325446 \nL 90.211219 90.408576 \nL 90.26341 64.482118 \nL 90.3156 99.256768 \nL 90.367791 85.529086 \nL 90.419981 62.660456 \nL 90.472172 101.664014 \nL 90.524362 84.325494 \nL 90.576553 77.786957 \nL 90.628743 85.008639 \nL 90.785315 81.690593 \nL 90.837505 80.552047 \nL 90.889696 89.367703 \nL 90.994077 77.721952 \nL 91.046267 109.438775 \nL 91.098458 71.118362 \nL 91.150648 73.590654 \nL 91.202839 79.153302 \nL 91.255029 104.754473 \nL 91.30722 56.902749 \nL 91.411601 60.611192 \nL 91.463791 104.52679 \nL 91.515982 62.595539 \nL 91.568172 96.491877 \nL 91.620363 88.522017 \nL 91.672553 77.10397 \nL 91.724744 80.682284 \nL 91.776934 85.366621 \nL 91.829125 81.9835 \nL 91.881315 78.958211 \nL 91.985696 92.197963 \nL 92.037887 64.287171 \nL 92.090077 99.810012 \nL 92.142268 59.635384 \nL 92.194458 102.444961 \nL 92.246649 70.728152 \nL 92.298839 92.100414 \nL 92.455411 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95.064935 79.153809 \nL 95.117126 92.133313 \nL 95.169316 83.350201 \nL 95.221507 86.733335 \nL 95.273697 76.29119 \nL 95.325888 85.594796 \nL 95.378078 86.473115 \nL 95.430269 70.533388 \nL 95.482459 96.362269 \nL 95.53465 81.496035 \nL 95.58684 88.424947 \nL 95.639031 76.226178 \nL 95.691221 88.3599 \nL 95.743412 78.568356 \nL 95.795602 93.564725 \nL 95.847793 74.697292 \nL 95.899983 86.831014 \nL 96.056555 78.861168 \nL 96.108745 87.026222 \nL 96.160936 86.570808 \nL 96.265317 78.405775 \nL 96.317507 79.967225 \nL 96.369698 84.553971 \nL 96.421888 78.243145 \nL 96.474079 81.626279 \nL 96.526269 81.788936 \nL 96.57846 79.414248 \nL 96.682841 85.725095 \nL 96.735031 84.619079 \nL 96.839412 79.641992 \nL 96.891603 88.067287 \nL 96.943793 75.217917 \nL 96.995984 89.758864 \nL 97.048174 79.316719 \nL 97.152555 85.172145 \nL 97.204746 79.023969 \nL 97.256936 89.010707 \nL 97.309127 74.957724 \nL 97.361317 90.572163 \nL 97.465698 80.455326 \nL 97.517889 83.90352 \nL 97.570079 85.04208 \nL 97.62227 79.479445 \nL 97.67446 87.709559 \nL 97.726651 84.228848 \nL 97.883222 80.422851 \nL 97.935413 86.766221 \nL 98.091984 72.09518 \nL 98.144174 93.955393 \nL 98.196365 76.389164 \nL 98.248555 90.442159 \nL 98.300746 89.043374 \nL 98.457317 78.210882 \nL 98.509508 86.766296 \nL 98.613889 86.60366 \nL 98.666079 77.722958 \nL 98.71827 89.921741 \nL 98.77046 77.853092 \nL 98.822651 86.603687 \nL 98.874841 83.968758 \nL 98.927032 80.618168 \nL 98.979222 82.96034 \nL 99.031413 84.4242 \nL 99.083603 76.877231 \nL 99.135794 89.010953 \nL 99.187984 81.041093 \nL 99.240175 82.570013 \nL 99.292365 80.455566 \nL 99.344556 81.984486 \nL 99.396746 85.75798 \nL 99.448937 83.936304 \nL 99.501127 82.277277 \nL 99.553318 84.391738 \nL 99.657699 81.138745 \nL 99.709889 89.72669 \nL 99.76208 82.797792 \nL 99.81427 86.864058 \nL 99.866461 77.202634 \nL 99.918651 77.527942 \nL 99.970842 86.083357 \nL 100.023032 84.912281 \nL 100.075223 84.521927 \nL 100.127413 80.130375 \nL 100.179604 85.985794 \nL 100.231794 84.912308 \nL 100.283985 79.382203 \nL 100.336175 84.977382 \nL 100.440556 79.902705 \nL 100.492747 88.132819 \nL 100.544937 79.252118 \nL 100.597128 86.050909 \nL 100.649318 82.797909 \nL 100.701509 80.35816 \nL 100.85808 88.490698 \nL 100.910271 79.935297 \nL 100.962461 81.496747 \nL 101.014652 86.506384 \nL 101.066842 83.643745 \nL 101.119033 83.773872 \nL 101.171223 79.51244 \nL 101.223414 87.026893 \nL 101.275604 80.748596 \nL 101.327795 80.455833 \nL 101.379985 81.659452 \nL 101.432176 85.628127 \nL 101.484366 79.512481 \nL 101.536557 90.605241 \nL 101.588747 79.219724 \nL 101.640938 87.124538 \nL 101.693128 79.447449 \nL 101.745319 85.042627 \nL 101.797509 82.700469 \nL 101.8497 82.700476 \nL 101.90189 86.799271 \nL 101.954081 79.512543 \nL 102.006271 81.496884 \nL 102.058462 84.684837 \nL 102.110652 80.325815 \nL 102.162843 86.799305 \nL 102.267224 86.539079 \nL 102.319414 80.228252 \nL 102.371605 83.286085 \nL 102.423795 85.855968 \nL 102.475986 80.748754 \nL 102.528176 83.318636 \nL 102.580367 82.01744 \nL 102.632557 85.042743 \nL 102.684748 84.94516 \nL 102.736938 80.163247 \nL 102.789129 84.489753 \nL 102.9457 81.692187 \nL 102.997891 81.659664 \nL 103.102272 84.262083 \nL 103.258843 79.122353 \nL 103.311033 86.311505 \nL 103.415414 85.465737 \nL 103.467605 84.750082 \nL 103.519795 82.407924 \nL 103.571986 86.311539 \nL 103.624176 82.245287 \nL 103.676367 83.871798 \nL 103.728557 80.488677 \nL 103.780748 81.301936 \nL 103.937319 85.303155 \nL 104.0417 85.498349 \nL 104.093891 79.805594 \nL 104.198272 83.514035 \nL 104.250462 83.058621 \nL 104.354843 79.838158 \nL 104.511415 86.246602 \nL 104.563605 84.067094 \nL 104.615796 84.782763 \nL 104.667986 85.823732 \nL 104.720177 81.367119 \nL 104.824558 81.464723 \nL 104.876748 80.781599 \nL 105.03332 84.685227 \nL 105.08551 84.815354 \nL 105.294272 81.822616 \nL 105.346463 82.082863 \nL 105.398653 78.862393 \nL 105.555225 86.47445 \nL 105.659606 81.302182 \nL 105.711796 82.213031 \nL 105.763987 85.856406 \nL 105.816177 83.351597 \nL 105.868368 80.163657 \nL 106.024939 86.702222 \nL 106.07713 86.376928 \nL 106.233701 81.529968 \nL 106.285892 85.531173 \nL 106.338082 81.920343 \nL 106.494654 85.954092 \nL 106.651225 80.0987 \nL 106.859987 85.693899 \nL 106.964368 82.115605 \nL 107.016559 82.636093 \nL 107.068749 82.73369 \nL 107.12094 83.644539 \nL 107.17313 82.050572 \nL 107.225321 82.31082 \nL 107.381892 85.336137 \nL 107.486273 81.595192 \nL 107.642845 84.165088 \nL 107.695035 77.821732 \nL 107.747226 81.725347 \nL 107.799416 83.221737 \nL 107.955988 79.968751 \nL 108.008178 85.75911 \nL 108.060369 81.204907 \nL 108.112559 84.39286 \nL 108.16475 82.148293 \nL 108.21694 81.660348 \nL 108.373512 86.572409 \nL 108.582274 80.294133 \nL 108.686654 83.286913 \nL 108.738845 82.376078 \nL 108.791035 81.920664 \nL 108.843226 86.05199 \nL 108.895416 83.12429 \nL 108.947607 83.872489 \nL 108.999797 80.717079 \nL 109.051988 83.807442 \nL 109.104178 84.848411 \nL 109.26075 81.497835 \nL 109.31294 82.018323 \nL 109.365131 85.726758 \nL 109.417321 82.994239 \nL 109.469512 82.961715 \nL 109.573893 79.676192 \nL 109.626083 81.628003 \nL 109.678274 81.82319 \nL 109.730464 83.644881 \nL 109.782655 80.06658 \nL 109.834845 83.677425 \nL 109.991417 79.838897 \nL 110.095798 88.003958 \nL 110.147988 83.287105 \nL 110.200179 84.783495 \nL 110.252369 81.725675 \nL 110.35675 81.823279 \nL 110.408941 85.791954 \nL 110.513322 85.629318 \nL 110.722084 80.977545 \nL 110.774274 82.929356 \nL 110.826465 82.083581 \nL 110.878655 82.246239 \nL 111.035227 84.686014 \nL 111.191798 79.969175 \nL 111.34837 84.881236 \nL 111.40056 82.864378 \nL 111.452751 83.840287 \nL 111.557132 83.872831 \nL 111.609322 83.547537 \nL 111.661513 79.774056 \nL 111.713703 79.904183 \nL 111.818084 82.994553 \nL 111.870275 82.181309 \nL 111.922465 82.994567 \nL 112.079037 84.653621 \nL 112.131227 84.165677 \nL 112.235608 81.400635 \nL 112.339989 84.946426 \nL 112.39218 84.263301 \nL 112.496561 81.98621 \nL 112.653132 86.24767 \nL 112.757513 84.58865 \nL 112.809704 82.539262 \nL 112.861894 83.254931 \nL 112.914085 83.352528 \nL 113.070656 81.888695 \nL 113.122847 86.020021 \nL 113.227228 85.694734 \nL 113.279418 79.644148 \nL 113.331609 81.563429 \nL 113.383799 82.669458 \nL 113.43599 79.253808 \nL 113.48818 81.530919 \nL 113.696942 85.922506 \nL 113.853514 81.238196 \nL 113.905704 84.29603 \nL 113.957894 82.214112 \nL 114.010085 82.116529 \nL 114.218847 84.03583 \nL 114.271037 86.312942 \nL 114.323228 83.938254 \nL 114.375418 82.539468 \nL 114.479799 82.637072 \nL 114.53199 84.719003 \nL 114.58418 82.897326 \nL 114.636371 84.003355 \nL 114.688561 81.563607 \nL 114.740752 82.376865 \nL 114.792942 84.881687 \nL 114.845133 81.888928 \nL 114.949514 82.051592 \nL 115.001704 81.856418 \nL 115.053895 81.921485 \nL 115.262657 84.328738 \nL 115.314847 82.507061 \nL 115.367038 84.588992 \nL 115.471419 84.458885 \nL 115.5758 81.270952 \nL 115.836752 84.654114 \nL 115.941133 81.628831 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128.362471 84.086727 \nL 128.519043 81.874624 \nL 128.675614 84.346851 \nL 128.727805 82.948039 \nL 128.779995 85.225124 \nL 128.832186 83.370891 \nL 128.884376 81.516657 \nL 128.936567 82.65519 \nL 129.040948 85.517798 \nL 129.093138 85.290068 \nL 129.406281 80.865862 \nL 129.562853 86.168205 \nL 129.615043 84.801923 \nL 129.667234 84.639253 \nL 129.719424 84.704294 \nL 129.823805 85.550037 \nL 129.980376 81.906611 \nL 130.032567 83.728275 \nL 130.084757 81.581272 \nL 130.189138 81.808943 \nL 130.241329 81.678803 \nL 130.293519 81.971555 \nL 130.34571 81.353464 \nL 130.554472 84.443743 \nL 130.606662 83.955773 \nL 130.658853 87.01358 \nL 130.711043 84.378625 \nL 130.763234 84.541256 \nL 130.815424 81.67859 \nL 130.919805 81.906262 \nL 130.971996 84.345998 \nL 131.024186 83.792967 \nL 131.128567 81.808594 \nL 131.180758 82.263996 \nL 131.285139 84.736242 \nL 131.337329 81.385626 \nL 131.38952 81.873557 \nL 131.44171 82.231369 \nL 131.546091 87.24096 \nL 131.598282 85.061426 \nL 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81.904846 \nL 134.834093 82.685529 \nL 134.886283 85.580686 \nL 134.938474 84.962595 \nL 135.095045 80.245677 \nL 135.199426 84.929968 \nL 135.251616 84.767298 \nL 135.303807 83.726317 \nL 135.460378 86.361194 \nL 135.66914 80.831005 \nL 135.825712 85.222506 \nL 135.877902 82.620081 \nL 135.930093 86.003189 \nL 135.982283 84.897147 \nL 136.034474 82.132072 \nL 136.086664 85.124819 \nL 136.243236 81.286213 \nL 136.295426 81.774144 \nL 136.451998 84.213841 \nL 136.608569 82.131858 \nL 136.71295 85.059526 \nL 136.765141 84.539025 \nL 136.817331 85.092017 \nL 136.973903 81.546182 \nL 137.130474 84.63648 \nL 137.182665 84.63646 \nL 137.391427 79.301452 \nL 137.547998 84.180904 \nL 137.600189 81.383298 \nL 137.652379 81.96882 \nL 137.70457 81.806151 \nL 137.75676 82.294082 \nL 137.913332 85.31932 \nL 137.965522 80.797622 \nL 138.017713 81.513264 \nL 138.174284 84.766212 \nL 138.226475 83.43246 \nL 138.278665 86.815568 \nL 138.435237 80.960097 \nL 138.487427 80.797428 \nL 138.591808 85.839549 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141.827619 81.999799 \nL 141.879809 84.374474 \nL 141.932 82.845542 \nL 141.98419 85.285278 \nL 142.036381 82.585262 \nL 142.088571 82.943074 \nL 142.140762 82.520164 \nL 142.245143 85.15506 \nL 142.401714 81.706815 \nL 142.506095 85.740505 \nL 142.662667 80.470575 \nL 142.767048 82.715111 \nL 142.819238 82.194611 \nL 142.923619 79.592166 \nL 143.028 83.105375 \nL 143.080191 82.064394 \nL 143.132381 82.975216 \nL 143.184572 81.088453 \nL 143.393334 85.870295 \nL 143.549905 84.471444 \nL 143.602096 85.577447 \nL 143.758667 80.925589 \nL 143.810858 84.080986 \nL 143.863048 83.625546 \nL 143.915239 81.966493 \nL 143.967429 85.447191 \nL 144.01962 84.276089 \nL 144.07181 84.145949 \nL 144.280572 81.641057 \nL 144.332763 81.250676 \nL 144.384953 81.543428 \nL 144.541525 84.926497 \nL 144.593715 84.828887 \nL 144.698096 81.933672 \nL 144.750287 82.096303 \nL 145.11562 86.162426 \nL 145.167811 84.503373 \nL 145.220001 86.682868 \nL 145.324382 80.892477 \nL 145.376573 81.087638 \nL 145.480954 85.511689 \nL 145.637525 81.705613 \nL 145.689716 83.624867 \nL 145.741906 81.315213 \nL 145.846287 81.607945 \nL 146.107239 85.609046 \nL 146.15943 85.153606 \nL 146.368192 80.469199 \nL 146.420382 80.85954 \nL 146.524763 83.852267 \nL 146.576954 81.737793 \nL 146.629144 82.648616 \nL 146.785716 84.958193 \nL 146.837906 83.42926 \nL 146.890097 83.787071 \nL 146.942287 83.819582 \nL 146.994478 81.444868 \nL 147.046668 81.900269 \nL 147.098859 81.90025 \nL 147.20324 85.803819 \nL 147.359811 82.941115 \nL 147.412002 83.656757 \nL 147.464192 81.412163 \nL 147.516383 81.997685 \nL 147.672954 84.567502 \nL 147.829526 81.899978 \nL 147.881716 84.469834 \nL 147.933907 83.233672 \nL 147.986097 82.225221 \nL 148.090478 82.355302 \nL 148.142669 85.250459 \nL 148.194859 83.591406 \nL 148.24705 83.851627 \nL 148.29924 79.687759 \nL 148.351431 83.623878 \nL 148.403621 84.632291 \nL 148.455812 83.331069 \nL 148.560193 83.46115 \nL 148.664574 84.827374 \nL 148.821145 79.362264 \nL 148.977717 84.632077 \nL 149.186479 82.907906 \nL 149.238669 83.330778 \nL 149.29086 84.762081 \nL 149.447431 82.842749 \nL 149.499622 83.493331 \nL 149.551812 83.395722 \nL 149.708384 80.240247 \nL 149.864955 84.534158 \nL 149.969336 80.988341 \nL 150.073717 81.183483 \nL 150.230289 82.712338 \nL 150.282479 82.549668 \nL 150.439051 84.989365 \nL 150.491241 83.492963 \nL 150.543432 85.282097 \nL 150.595622 84.371236 \nL 150.700003 83.362765 \nL 150.856575 86.290413 \nL 150.908765 82.972326 \nL 150.960956 84.826521 \nL 151.013146 84.501201 \nL 151.169718 80.272234 \nL 151.326289 83.330002 \nL 151.378479 83.232392 \nL 151.43067 82.061291 \nL 151.587241 84.403397 \nL 151.691622 80.759991 \nL 151.743813 81.833464 \nL 151.796003 81.085253 \nL 151.952575 84.565912 \nL 152.056956 82.256238 \nL 152.109146 83.264651 \nL 152.161337 83.622462 \nL 152.213527 82.711601 \nL 152.265718 83.459773 \nL 152.317908 83.166983 \nL 152.370099 79.263356 \nL 152.422289 81.735622 \nL 152.47448 82.191023 \nL 152.52667 83.687387 \nL 152.578861 83.199416 \nL 152.631051 83.231927 \nL 152.683242 82.906607 \nL 152.735432 83.362009 \nL 152.839813 81.605346 \nL 152.996385 85.704076 \nL 153.257337 80.856999 \nL 153.361718 84.012377 \nL 153.51829 81.962925 \nL 153.57048 85.020732 \nL 153.622671 82.418307 \nL 153.674861 83.55684 \nL 153.727052 82.938749 \nL 153.779242 81.897768 \nL 153.935814 84.565175 \nL 154.040195 83.133813 \nL 154.092385 83.198854 \nL 154.196766 83.393996 \nL 154.301147 81.279502 \nL 154.353338 81.507194 \nL 154.509909 84.890262 \nL 154.666481 82.87334 \nL 154.770862 82.12511 \nL 154.823052 82.775692 \nL 154.875243 85.085307 \nL 154.927433 83.035893 \nL 154.979624 83.198524 \nL 155.031814 81.539471 \nL 155.188386 84.174349 \nL 155.397148 81.767046 \nL 155.553719 84.597104 \nL 155.60591 81.832029 \nL 155.6581 85.150076 \nL 155.710291 81.7344 \nL 155.814672 85.768089 \nL 155.971243 82.092133 \nL 156.023434 84.304159 \nL 156.075624 81.961974 \nL 156.127815 81.539064 \nL 156.180005 83.81615 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159.415816 83.814947 \nL 159.520197 83.066717 \nL 159.624578 84.920892 \nL 159.676768 84.530512 \nL 159.728959 86.124466 \nL 159.781149 84.725653 \nL 159.83334 84.758164 \nL 159.88553 83.717182 \nL 159.937721 83.782223 \nL 159.989911 84.562925 \nL 160.146483 80.626729 \nL 160.198673 83.164055 \nL 160.250864 81.927893 \nL 160.303054 82.545945 \nL 160.355245 84.497729 \nL 160.407435 83.944699 \nL 160.459626 84.17239 \nL 160.564007 80.203683 \nL 160.616197 80.594024 \nL 160.772769 85.408416 \nL 160.92934 82.252942 \nL 161.033721 83.521575 \nL 161.085912 82.936015 \nL 161.138102 84.529969 \nL 161.294674 81.276904 \nL 161.451245 85.278044 \nL 161.503436 84.790074 \nL 161.607817 82.122569 \nL 161.660007 82.22014 \nL 161.764388 84.204435 \nL 161.816579 82.903213 \nL 161.868769 82.220062 \nL 162.077531 85.082631 \nL 162.234102 81.244025 \nL 162.442864 87.26201 \nL 162.651626 81.30893 \nL 162.703817 82.219752 \nL 162.756007 83.683586 \nL 162.808198 83.585976 \nL 162.912579 80.951002 \nL 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168.131628 82.901974 \nL 168.183819 85.927296 \nL 168.236009 84.268288 \nL 168.2882 84.496024 \nL 168.392581 80.787647 \nL 168.549152 84.788921 \nL 168.705724 81.4384 \nL 168.757914 81.666136 \nL 168.810105 85.016758 \nL 168.862295 84.886663 \nL 169.018867 80.657831 \nL 169.123248 83.357877 \nL 169.175438 79.421764 \nL 169.227629 82.512146 \nL 169.279819 82.316991 \nL 169.33201 83.130268 \nL 169.3842 82.056801 \nL 169.436391 83.94357 \nL 169.488581 83.846006 \nL 169.540772 81.080975 \nL 169.592962 82.837624 \nL 169.645153 83.715961 \nL 169.749534 81.894328 \nL 169.906105 83.520908 \nL 169.958296 82.610091 \nL 170.114867 84.692092 \nL 170.167058 86.15597 \nL 170.219248 81.471666 \nL 170.323629 81.504246 \nL 170.42801 84.139233 \nL 170.480201 83.683837 \nL 170.532391 84.009163 \nL 170.584582 81.797144 \nL 170.688963 84.65984 \nL 170.845534 81.959921 \nL 170.949915 84.041896 \nL 171.002106 83.879271 \nL 171.106487 81.309446 \nL 171.158677 82.903445 \nL 171.210868 83.976963 \nL 171.263058 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82.612059 \nL 290.842835 83.881794 \nL 290.895025 83.755712 \nL 291.051597 83.040481 \nL 291.155978 83.519999 \nL 291.208168 82.911398 \nL 291.260359 83.267472 \nL 291.41693 82.70497 \nL 291.469121 83.491779 \nL 291.521311 83.215081 \nL 291.573502 82.570975 \nL 291.625692 82.935493 \nL 291.782264 82.779823 \nL 291.991026 83.57569 \nL 292.043216 83.357698 \nL 292.095407 82.454343 \nL 292.147597 82.805884 \nL 292.199788 83.232014 \nL 292.251978 82.947598 \nL 292.304169 82.767595 \nL 292.356359 82.909157 \nL 292.40855 83.559781 \nL 292.46074 83.174965 \nL 292.617311 82.672575 \nL 292.669502 82.371421 \nL 292.721692 82.720558 \nL 292.773883 82.668331 \nL 292.878264 84.077062 \nL 292.930454 83.541108 \nL 293.034835 82.404706 \nL 293.087026 83.207548 \nL 293.139216 82.656065 \nL 293.347978 83.880834 \nL 293.400169 82.955773 \nL 293.50455 83.071478 \nL 293.55674 83.518952 \nL 293.608931 83.451496 \nL 293.765502 82.213794 \nL 293.869883 83.300267 \nL 293.974264 83.153168 \nL 294.026455 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303.577315 78.952495 \nL 303.629506 90.438726 \nL 303.681696 87.792946 \nL 303.733887 69.770282 \nL 303.786077 81.704834 \nL 303.838268 89.617554 \nL 303.890458 79.269672 \nL 303.942649 93.617025 \nL 304.09922 69.090241 \nL 304.255792 96.33837 \nL 304.307982 71.671048 \nL 304.360173 87.127663 \nL 304.464554 76.993065 \nL 304.516744 92.731415 \nL 304.568935 80.601591 \nL 304.621125 81.601193 \nL 304.673316 88.836385 \nL 304.725506 81.800606 \nL 304.777697 74.734629 \nL 304.829887 92.426299 \nL 304.882078 69.280261 \nL 304.934268 91.783666 \nL 304.986459 78.204844 \nL 305.038649 91.615174 \nL 305.14303 70.948862 \nL 305.195221 92.299999 \nL 305.247411 83.602564 \nL 305.299602 78.829863 \nL 305.351792 86.402045 \nL 305.456173 85.438966 \nL 305.560554 79.7003 \nL 305.612745 80.969417 \nL 305.664935 79.288073 \nL 305.717126 91.337601 \nL 305.769316 82.882823 \nL 305.821507 86.209949 \nL 305.873697 76.943155 \nL 305.925888 85.489003 \nL 305.978078 86.275933 \nL 306.030269 71.430351 \nL 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308.691984 73.349582 \nL 308.744174 92.928475 \nL 308.796365 76.203727 \nL 308.848555 88.734049 \nL 308.900746 87.289943 \nL 309.057317 78.697051 \nL 309.109508 86.781847 \nL 309.213889 86.471328 \nL 309.266079 77.946206 \nL 309.31827 89.287249 \nL 309.37046 78.266469 \nL 309.422651 86.364544 \nL 309.474841 83.515191 \nL 309.527032 81.501846 \nL 309.579222 82.940863 \nL 309.631413 84.738849 \nL 309.683603 77.854911 \nL 309.735794 88.387538 \nL 309.787984 81.352205 \nL 309.840175 83.102649 \nL 309.892365 81 \nL 309.944556 82.520686 \nL 309.996746 85.231571 \nL 310.048937 83.737436 \nL 310.101127 82.555545 \nL 310.153318 84.24866 \nL 310.257699 80.914315 \nL 310.309889 87.979296 \nL 310.36208 82.308294 \nL 310.41427 86.492113 \nL 310.466461 78.824098 \nL 310.518651 79.243132 \nL 310.570842 85.809628 \nL 310.623032 84.387939 \nL 310.675223 83.890572 \nL 310.727413 80.284751 \nL 310.779604 85.500951 \nL 310.831794 84.532288 \nL 310.883985 80.226972 \nL 310.936175 84.610473 \nL 311.040556 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322.365894 83.357228 \nL 322.418084 83.28274 \nL 322.470275 82.662388 \nL 322.522465 83.140675 \nL 322.574656 83.161775 \nL 322.626846 82.945716 \nL 322.731227 83.59126 \nL 322.783418 83.475139 \nL 322.835608 82.077753 \nL 322.887799 83.887517 \nL 322.939989 83.783519 \nL 322.99218 83.565208 \nL 323.096561 82.584676 \nL 323.253132 84.401147 \nL 323.409704 82.911498 \nL 323.461894 83.310329 \nL 323.514085 83.451076 \nL 323.670656 82.068326 \nL 323.827228 84.584604 \nL 323.879418 81.173784 \nL 323.931609 82.855259 \nL 323.983799 83.470257 \nL 324.03599 81.584287 \nL 324.08818 82.773526 \nL 324.140371 83.097623 \nL 324.192561 82.677365 \nL 324.296942 84.342558 \nL 324.453514 82.059361 \nL 324.505704 84.058103 \nL 324.557894 82.684389 \nL 324.766656 83.15076 \nL 324.818847 83.361145 \nL 324.871037 84.560148 \nL 324.923228 83.308541 \nL 324.975418 82.73062 \nL 325.13199 83.941621 \nL 325.288561 82.256267 \nL 325.392942 84.272675 \nL 325.445133 82.457282 \nL 325.549514 82.660463 \nL 325.653895 82.523027 \nL 325.862657 83.831905 \nL 325.914847 82.573872 \nL 325.967038 83.714105 \nL 326.019228 83.086843 \nL 326.071419 83.904857 \nL 326.123609 82.377188 \nL 326.1758 82.523582 \nL 326.332371 83.709597 \nL 326.384562 83.547637 \nL 326.436752 83.736425 \nL 326.541133 82.488516 \nL 326.593324 83.796674 \nL 326.645514 83.307547 \nL 326.697705 83.372818 \nL 326.749895 83.21706 \nL 326.802086 82.591417 \nL 326.958657 84.29227 \nL 327.167419 82.519325 \nL 327.323991 83.362278 \nL 327.376181 82.305853 \nL 327.428372 83.367073 \nL 327.584943 82.217047 \nL 327.637134 83.816601 \nL 327.741515 83.624396 \nL 327.793705 82.509674 \nL 327.845896 83.552384 \nL 328.054658 81.534819 \nL 328.159039 83.697039 \nL 328.211229 83.40399 \nL 328.26342 82.109182 \nL 328.31561 83.609198 \nL 328.367801 83.230624 \nL 328.419991 82.140663 \nL 328.472182 83.20769 \nL 328.524372 82.625925 \nL 328.680944 84.358624 \nL 328.733134 83.102096 \nL 328.785325 83.329891 \nL 328.837515 83.548455 \nL 328.889706 83.295417 \nL 328.994087 83.281988 \nL 329.046277 84.03921 \nL 329.098468 83.681491 \nL 329.150658 83.737207 \nL 329.202849 83.633643 \nL 329.255039 82.426208 \nL 329.30723 82.825 \nL 329.35942 82.614315 \nL 329.411611 84.210582 \nL 329.463801 82.943731 \nL 329.620373 83.379974 \nL 329.672563 83.295533 \nL 329.724754 84.100991 \nL 329.881325 82.838688 \nL 329.933515 82.947194 \nL 330.090087 84.016161 \nL 330.142277 83.317907 \nL 330.194468 83.528671 \nL 330.246658 83.55104 \nL 330.351039 82.893111 \nL 330.40323 83.228109 \nL 330.507611 81.9718 \nL 330.559801 84.16407 \nL 330.611992 83.470603 \nL 330.664182 83.791755 \nL 330.716373 81.843079 \nL 330.768563 83.363805 \nL 330.872944 82.58244 \nL 331.029516 83.330591 \nL 331.081706 82.592801 \nL 331.133897 83.55976 \nL 331.186087 83.26305 \nL 331.238278 82.805098 \nL 331.290468 83.493239 \nL 331.342659 82.888075 \nL 331.394849 82.404133 \nL 331.551421 83.256828 \nL 331.603611 82.657991 \nL 331.655802 83.887688 \nL 331.707992 82.568091 \nL 331.812373 83.442858 \nL 331.864564 83.434067 \nL 331.968945 81.967495 \nL 332.021135 82.585876 \nL 332.177707 83.53755 \nL 332.386469 82.454065 \nL 332.438659 82.647561 \nL 332.54304 83.836571 \nL 332.699612 82.515854 \nL 332.751802 83.460227 \nL 332.803993 81.796725 \nL 332.856183 83.015137 \nL 332.908374 82.794642 \nL 333.012755 83.83056 \nL 333.064945 82.552156 \nL 333.117136 83.218735 \nL 333.273707 82.694506 \nL 333.325898 82.707976 \nL 333.430279 83.200405 \nL 333.482469 83.138921 \nL 333.53466 83.026393 \nL 333.691231 82.415602 \nL 333.795612 82.685631 \nL 333.847803 83.690636 \nL 333.899993 83.565533 \nL 333.952184 82.860754 \nL 334.056565 82.948532 \nL 334.108755 83.286273 \nL 334.160946 83.157911 \nL 334.317517 83.174333 \nL 334.474089 83.176142 \nL 334.995994 83.160744 \nL 336.039803 83.140466 \nL 336.144184 82.284882 \nL 336.196375 82.339256 \nL 336.352946 83.622935 \nL 336.509518 82.986603 \nL 336.666089 83.443734 \nL 336.77047 82.409539 \nL 336.822661 83.069348 \nL 336.874851 83.029598 \nL 336.927042 83.694936 \nL 336.979232 83.25405 \nL 337.135804 83.239434 \nL 337.187994 83.805875 \nL 337.240185 83.17105 \nL 337.292375 83.178944 \nL 337.344566 82.869506 \nL 337.448947 83.531106 \nL 337.501137 82.914974 \nL 337.553328 83.380705 \nL 337.657709 82.829562 \nL 337.81428 83.686343 \nL 337.970852 83.073082 \nL 338.075233 83.321887 \nL 338.127423 83.100626 \nL 338.179614 83.28786 \nL 338.231804 83.797519 \nL 338.388376 82.691059 \nL 338.440566 83.302022 \nL 338.492757 82.848001 \nL 338.649328 83.771643 \nL 338.753709 82.845869 \nL 338.8059 82.880088 \nL 338.910281 83.299733 \nL 339.014662 83.124184 \nL 339.119043 82.908409 \nL 339.275614 83.498441 \nL 339.327805 82.911947 \nL 339.379995 83.728824 \nL 339.432186 83.28733 \nL 339.484376 82.821369 \nL 339.536567 83.220303 \nL 339.640948 83.633573 \nL 339.693138 83.581303 \nL 339.797519 83.210756 \nL 339.84971 83.248573 \nL 339.9019 83.41701 \nL 339.954091 82.770219 \nL 340.006281 82.846867 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346.582283 83.465376 \nL 346.634474 82.959855 \nL 346.686664 83.525493 \nL 346.895426 82.889161 \nL 346.947617 83.319513 \nL 347.051998 83.286977 \nL 347.156379 83.414946 \nL 347.208569 82.97746 \nL 347.31295 83.534934 \nL 347.365141 83.374213 \nL 347.417331 83.610317 \nL 347.573903 82.987237 \nL 347.626093 83.523093 \nL 347.678284 83.185525 \nL 347.782665 83.311204 \nL 347.991427 82.473581 \nL 348.043617 83.239423 \nL 348.095808 83.14875 \nL 348.147998 83.135181 \nL 348.200189 82.858392 \nL 348.252379 82.984693 \nL 348.35676 83.002379 \nL 348.513332 83.391422 \nL 348.565522 82.822841 \nL 348.617713 83.047058 \nL 348.878665 83.623445 \nL 349.087427 82.786655 \nL 349.191808 83.554928 \nL 349.243999 83.427131 \nL 349.296189 82.916109 \nL 349.34838 83.313316 \nL 349.40057 83.114161 \nL 349.452761 83.307435 \nL 349.504951 83.494274 \nL 349.557142 82.827413 \nL 349.609332 82.914258 \nL 349.765904 83.108554 \nL 349.870285 82.914909 \nL 349.922475 83.026253 \nL 349.974666 82.674029 \nL 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84.605533 \nL 109.928991 88.75125 \nL 109.981181 87.983522 \nL 110.085562 82.148803 \nL 110.189943 85.066158 \nL 110.294324 83.837794 \nL 110.346515 87.369331 \nL 110.398705 85.833878 \nL 110.450896 85.987421 \nL 110.503086 87.062236 \nL 110.555277 90.900864 \nL 110.659658 79.384973 \nL 110.711848 81.381058 \nL 110.816229 85.833865 \nL 110.92061 76.774697 \nL 110.972801 78.924328 \nL 111.233753 92.129205 \nL 111.390325 86.601574 \nL 111.599087 81.073942 \nL 111.651277 84.298389 \nL 111.703468 83.070026 \nL 111.755658 83.070024 \nL 111.860039 86.60156 \nL 111.91223 86.448014 \nL 112.016611 84.451923 \nL 112.068801 84.605467 \nL 112.173182 89.518909 \nL 112.277563 85.066096 \nL 112.329754 91.668537 \nL 112.381944 90.440174 \nL 112.695087 83.991268 \nL 112.747278 84.451902 \nL 112.851658 91.054341 \nL 112.956039 85.526712 \nL 113.06042 89.365338 \nL 113.216992 82.14871 \nL 113.269182 82.455799 \nL 113.373563 84.758973 \nL 113.425754 83.377065 \nL 113.477944 84.912515 \nL 113.530135 87.522782 \nL 113.582325 86.140874 \nL 113.686706 81.534516 \nL 113.738897 81.841604 \nL 113.947659 87.215679 \nL 114.10423 81.073867 \nL 114.208611 90.74721 \nL 114.260802 90.286573 \nL 114.312992 86.908578 \nL 114.365183 87.983393 \nL 114.417373 89.518843 \nL 114.573945 79.845492 \nL 114.626135 82.302213 \nL 114.730516 86.44793 \nL 114.834897 85.06602 \nL 114.887088 84.758928 \nL 114.991469 81.380932 \nL 115.14804 88.444005 \nL 115.200231 86.140826 \nL 115.252421 83.530556 \nL 115.304612 84.758916 \nL 115.408993 88.136907 \nL 115.461183 87.829815 \nL 115.722136 82.148636 \nL 115.774326 82.762815 \nL 115.826517 80.613181 \nL 115.878707 82.455722 \nL 115.930898 86.754985 \nL 115.983088 85.373077 \nL 116.035279 83.376988 \nL 116.13966 89.518792 \nL 116.19185 87.062067 \nL 116.348422 85.526611 \nL 116.400612 85.680155 \nL 116.452803 86.294334 \nL 116.504993 85.526606 \nL 116.609374 90.286504 \nL 116.818136 79.998971 \nL 116.922517 86.29432 \nL 116.974708 85.219502 \nL 117.079089 82.455686 \nL 117.392232 90.747116 \nL 117.653184 79.691856 \nL 117.705375 81.841487 \nL 117.757565 87.522656 \nL 117.809756 86.447839 \nL 117.914137 83.684022 \nL 118.018518 85.833652 \nL 118.070708 85.219469 \nL 118.122899 81.841474 \nL 118.175089 82.455653 \nL 118.33166 89.672272 \nL 118.436041 83.069826 \nL 118.488232 83.376915 \nL 118.644803 87.061995 \nL 118.696994 85.833632 \nL 118.749184 83.991088 \nL 118.801375 84.451722 \nL 118.853565 84.45172 \nL 119.114518 88.597432 \nL 119.271089 83.837527 \nL 119.427661 87.522607 \nL 119.479851 88.290331 \nL 119.584232 83.376883 \nL 119.636423 85.219423 \nL 119.792994 77.388615 \nL 119.897375 87.829683 \nL 119.949566 86.447775 \nL 120.053947 79.691784 \nL 120.158328 91.51476 \nL 120.210518 90.593487 \nL 120.314899 77.69569 \nL 120.36709 78.309869 \nL 120.523661 89.979297 \nL 120.680233 84.912302 \nL 120.732423 85.372936 \nL 120.784614 88.136747 \nL 120.836804 85.526478 \nL 120.888995 82.455573 \nL 120.941185 84.605204 \nL 120.993376 84.144567 \nL 121.045566 84.29811 \nL 121.097757 87.676102 \nL 121.149947 86.140649 \nL 121.254328 81.534291 \nL 121.358709 91.207634 \nL 121.4109 89.825726 \nL 121.619662 82.455551 \nL 121.776233 91.207621 \nL 121.932805 82.148451 \nL 122.089376 89.05798 \nL 122.193757 81.994898 \nL 122.245948 84.45162 \nL 122.298138 85.67998 \nL 122.402519 90.439877 \nL 122.559091 86.140607 \nL 122.611281 88.597329 \nL 122.663472 87.676056 \nL 122.715662 85.987058 \nL 122.767853 86.601237 \nL 122.820043 89.365048 \nL 122.872234 87.98314 \nL 122.924424 87.061868 \nL 123.080996 89.36504 \nL 123.237567 79.384599 \nL 123.498519 89.057938 \nL 123.655091 81.53422 \nL 123.811662 94.278464 \nL 123.916043 85.987022 \nL 123.968234 87.676017 \nL 124.020424 89.518558 \nL 124.124805 83.223203 \nL 124.229186 93.050091 \nL 124.281377 88.904369 \nL 124.333567 82.916106 \nL 124.385758 88.290186 \nL 124.437948 90.132726 \nL 124.59452 78.309743 \nL 124.698901 90.286264 \nL 124.751091 87.368904 \nL 124.907663 82.762544 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128.87414 89.211323 \nL 129.030712 80.91988 \nL 129.082902 78.156065 \nL 129.135093 80.612786 \nL 129.396045 89.979034 \nL 129.448236 88.597126 \nL 129.552617 81.3805 \nL 129.604807 82.148224 \nL 129.656998 83.376584 \nL 129.761379 92.589291 \nL 129.86576 79.077313 \nL 129.91795 81.073398 \nL 129.970141 86.140388 \nL 130.022331 81.841121 \nL 130.074522 78.923762 \nL 130.178903 87.829378 \nL 130.231093 83.069476 \nL 130.283284 84.144291 \nL 130.335474 92.742819 \nL 130.387665 89.364824 \nL 130.439855 84.451377 \nL 130.492046 85.679737 \nL 130.544236 89.671909 \nL 130.596427 87.829366 \nL 130.752998 77.081199 \nL 130.805189 81.534008 \nL 130.90957 92.589257 \nL 131.013951 86.140357 \nL 131.066141 86.60099 \nL 131.118332 86.754534 \nL 131.170522 86.600987 \nL 131.274903 89.825433 \nL 131.327094 84.14426 \nL 131.379284 86.140346 \nL 131.535856 89.211244 \nL 131.588046 86.908065 \nL 131.692427 92.128598 \nL 131.796808 86.293878 \nL 131.848999 89.978961 \nL 131.901189 87.982872 \nL 132.00557 70.939355 \nL 132.057761 73.856712 \nL 132.266523 91.20731 \nL 132.318713 88.28995 \nL 132.370904 90.746671 \nL 132.423094 92.589212 \nL 132.475285 92.128575 \nL 132.579666 79.998503 \nL 132.631856 81.533953 \nL 132.736237 92.128567 \nL 132.788428 87.829301 \nL 132.840618 88.13639 \nL 132.892809 89.057659 \nL 132.944999 88.443477 \nL 132.99719 82.455214 \nL 133.04938 82.915847 \nL 133.101571 86.60093 \nL 133.153761 85.065477 \nL 133.205952 84.451295 \nL 133.310333 82.148114 \nL 133.362523 83.376474 \nL 133.466904 98.116807 \nL 133.675666 75.238571 \nL 133.780047 96.12071 \nL 133.832238 86.293818 \nL 133.936619 80.152008 \nL 134.041 92.74271 \nL 134.09319 92.282072 \nL 134.197571 83.069359 \nL 134.249761 92.435613 \nL 134.301952 91.51434 \nL 134.354142 84.758351 \nL 134.406333 87.982798 \nL 134.510714 92.742695 \nL 134.562904 91.360787 \nL 134.719476 68.943187 \nL 134.771666 81.2268 \nL 134.823857 89.211147 \nL 134.876047 82.762248 \nL 135.032619 75.392075 \nL 135.084809 75.699164 \nL 135.397952 96.888389 \nL 135.450143 93.049758 \nL 135.554524 80.612595 \nL 135.606714 82.455136 \nL 135.711095 92.128479 \nL 135.867667 75.852686 \nL 135.919857 78.770043 \nL 136.024238 88.750476 \nL 136.128619 81.84094 \nL 136.233 90.900102 \nL 136.337381 76.773943 \nL 136.389572 76.927486 \nL 136.493953 85.833104 \nL 136.546143 84.29765 \nL 136.598334 82.608652 \nL 136.702715 69.864399 \nL 136.859286 98.577342 \nL 136.963667 86.44727 \nL 137.015858 93.356801 \nL 137.068048 90.746532 \nL 137.172429 82.45509 \nL 137.22462 84.29763 \nL 137.329001 79.077091 \nL 137.485572 99.95923 \nL 137.589953 94.12451 \nL 137.798715 78.002261 \nL 137.955287 87.829148 \nL 138.111858 79.230613 \nL 138.216239 98.577301 \nL 138.26843 89.825225 \nL 138.372811 79.230606 \nL 138.477192 87.982677 \nL 138.529382 85.679498 \nL 138.581573 84.144045 \nL 138.633763 85.52595 \nL 138.738144 102.108826 \nL 138.790335 97.963104 \nL 139.051287 72.628143 \nL 139.103478 72.321052 \nL 139.207859 83.06921 \nL 139.36443 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122.673707 83.522962 \nL 122.725898 83.030772 \nL 122.778088 83.572185 \nL 122.830279 84.138207 \nL 122.93466 83.129217 \nL 122.98685 83.153829 \nL 123.039041 83.350707 \nL 123.247803 84.556583 \nL 123.299993 84.458147 \nL 123.352184 84.851902 \nL 123.404374 84.605807 \nL 123.560946 83.129238 \nL 123.613136 82.464781 \nL 123.665327 82.563221 \nL 123.769708 84.507381 \nL 123.821898 84.236677 \nL 124.03066 83.006205 \nL 124.082851 83.276912 \nL 124.291613 84.876542 \nL 124.552565 83.12927 \nL 124.709136 84.60585 \nL 124.761327 84.532023 \nL 124.970089 82.932407 \nL 125.283232 84.236725 \nL 125.335422 84.113678 \nL 125.439803 83.62149 \nL 125.544184 84.38439 \nL 125.700756 83.400012 \nL 125.857327 82.809387 \nL 125.909518 82.883218 \nL 126.11828 85.196525 \nL 126.274851 83.892222 \nL 126.327042 84.950436 \nL 126.379232 84.359808 \nL 126.640185 82.932461 \nL 126.848947 86.427028 \nL 126.901137 85.664133 \nL 127.057709 83.843029 \nL 127.109899 83.695373 \nL 127.16209 83.867642 \nL 127.21428 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306.760936 89.641685 \nL 306.813126 85.244456 \nL 306.865317 86.735239 \nL 306.917507 92.572461 \nL 306.969698 86.451178 \nL 307.021888 86.196492 \nL 307.074079 93.206067 \nL 307.282841 69.463693 \nL 307.335031 70.421964 \nL 307.543793 100.723584 \nL 307.648174 84.461771 \nL 307.700365 85.292979 \nL 307.752555 86.977673 \nL 307.804746 84.641027 \nL 307.909127 72.138769 \nL 307.961317 73.692412 \nL 308.013508 72.642511 \nL 308.170079 92.418392 \nL 308.22227 91.443654 \nL 308.378841 79.3741 \nL 308.483222 79.611523 \nL 308.639793 94.378551 \nL 308.691984 87.142082 \nL 308.848555 78.403388 \nL 308.952936 87.617288 \nL 309.005127 83.894493 \nL 309.057317 82.346029 \nL 309.109508 88.760849 \nL 309.161698 85.553427 \nL 309.266079 77.687699 \nL 309.31827 80.968347 \nL 309.422651 86.24606 \nL 309.474841 83.660955 \nL 309.683603 80.854416 \nL 309.892365 87.260186 \nL 309.944556 87.309647 \nL 309.996746 88.635651 \nL 310.101127 82.178305 \nL 310.205508 88.914422 \nL 310.41427 78.682249 \nL 310.623032 86.725382 \nL 310.675223 80.443394 \nL 310.727413 85.994382 \nL 310.779604 93.338853 \nL 310.831794 89.452718 \nL 310.936175 71.030091 \nL 310.988366 76.127928 \nL 311.092747 83.991984 \nL 311.144937 83.608348 \nL 311.197128 85.828868 \nL 311.249318 85.428815 \nL 311.301509 84.019557 \nL 311.353699 88.137495 \nL 311.40589 86.915769 \nL 311.45808 85.160142 \nL 311.562461 89.861066 \nL 311.614652 89.787485 \nL 311.823414 77.745787 \nL 311.927795 79.215086 \nL 312.032176 82.679639 \nL 312.136557 78.201863 \nL 312.188747 79.381727 \nL 312.397509 92.091994 \nL 312.50189 85.637388 \nL 312.658462 79.1263 \nL 312.762843 83.667547 \nL 312.815033 82.683234 \nL 312.919414 87.486193 \nL 312.971605 85.326101 \nL 313.075986 81.340138 \nL 313.128176 76.349758 \nL 313.232557 88.136445 \nL 313.284748 87.665006 \nL 313.441319 81.808884 \nL 313.5457 87.569057 \nL 313.597891 84.372888 \nL 313.650081 84.09929 \nL 313.754462 80.216765 \nL 313.806653 82.972376 \nL 313.858843 80.656875 \nL 313.911033 81.162894 \nL 313.963224 85.163128 \nL 314.015414 84.204919 \nL 314.171986 81.727163 \nL 314.276367 87.283659 \nL 314.328557 85.061828 \nL 314.380748 83.175711 \nL 314.432938 84.550573 \nL 314.6417 83.035993 \nL 314.746081 84.394513 \nL 314.954843 80.33308 \nL 315.059224 83.197973 \nL 315.163605 87.783235 \nL 315.215796 87.562927 \nL 315.267986 84.561625 \nL 315.320177 84.672719 \nL 315.372367 86.573435 \nL 315.424558 85.747444 \nL 315.581129 81.38605 \nL 315.737701 84.863192 \nL 315.789891 84.152032 \nL 315.842082 84.304378 \nL 315.894272 85.78806 \nL 315.998653 80.051547 \nL 316.050844 82.164177 \nL 316.103034 84.040568 \nL 316.155225 83.312812 \nL 316.207415 82.760456 \nL 316.259606 83.219343 \nL 316.311796 83.135554 \nL 316.468368 85.131314 \nL 316.520558 85.51453 \nL 316.572749 85.302799 \nL 316.833701 82.743558 \nL 316.938082 85.151427 \nL 317.094654 81.654545 \nL 317.199035 83.520846 \nL 317.303416 81.521552 \nL 317.407797 84.13433 \nL 317.459987 83.920076 \nL 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0xU9u0xX37153fl3l2uWOV5/vCRFJxKlMs1V1njs7qssEoKqHgM+Bq4mB8jSQ1SWrS2EX6brkp+T0NXCqiJwiIknALcACj2NqjAXASHd8JPB+yPxbRKSNiJwCnAqscZvChSLyL+5dK7eFbBNR7vGnARtV9X9CFkVlmUSku4h0csePA/4D2ESUlqcJrC5ZXQoLT+tSpO/+qG8AhuDc3bIVGOt1PPXE+b9ALlCG84ngd0BX4BMg2/3bJWT9sW6ZNhNyhwqQDqx3l72E+8QOD8pzCU4Tex3wrTsMidYyAecCa93yrAced+dHZXmaeA6sLnlTHqtLYSqPPb7IGGOM7/ipW88YY4wBLDkZY4zxIUtOxhhjfMeSkzHGGN+x5GSMMcZ3LDkZY4zxHUtOxhhjfOf/A2GXeia5ZeHNAAAAAElFTkSuQmCC\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    },
    {
     "output_type": "display_data",
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101.536557 88.257191 \nL 101.640938 102.548965 \nL 101.693128 99.996942 \nL 101.797509 91.196018 \nL 101.90189 71.494533 \nL 101.954081 73.042864 \nL 102.215033 91.900713 \nL 102.267224 87.937075 \nL 102.319414 89.288669 \nL 102.371605 95.365284 \nL 102.423795 93.57909 \nL 102.528176 87.129007 \nL 102.736938 109.173551 \nL 102.789129 104.472982 \nL 103.102272 68.873593 \nL 103.154462 72.341499 \nL 103.311033 87.038973 \nL 103.415414 80.333243 \nL 103.571986 98.524187 \nL 103.676367 93.314548 \nL 103.832938 86.922263 \nL 103.937319 82.46178 \nL 104.198272 93.679121 \nL 104.250462 93.071126 \nL 104.302653 92.899953 \nL 104.407034 89.754384 \nL 104.511415 95.914363 \nL 104.615796 95.77987 \nL 104.667986 97.563841 \nL 104.720177 96.293387 \nL 104.824558 74.755689 \nL 104.876748 76.482974 \nL 105.03332 91.60949 \nL 105.137701 88.650654 \nL 105.189891 84.18239 \nL 105.242082 84.297987 \nL 105.294272 85.981922 \nL 105.398653 81.361382 \nL 105.607415 93.414577 \nL 105.816177 88.349433 \nL 105.920558 90.920352 \nL 106.024939 97.172586 \nL 106.12932 89.76994 \nL 106.181511 90.731394 \nL 106.233701 93.465705 \nL 106.285892 92.709879 \nL 106.390273 91.226015 \nL 106.494654 95.4742 \nL 106.546844 95.038488 \nL 106.703416 78.413658 \nL 106.755606 80.263207 \nL 106.912178 92.706543 \nL 106.964368 91.814001 \nL 107.12094 80.994579 \nL 107.17313 81.083499 \nL 107.329702 93.225616 \nL 107.538464 85.826304 \nL 107.590654 86.877791 \nL 107.642845 86.546561 \nL 107.695035 84.601422 \nL 107.747226 86.166425 \nL 107.851607 97.251497 \nL 107.903797 96.277815 \nL 108.060369 88.077107 \nL 108.16475 91.185995 \nL 108.269131 88.907403 \nL 108.321321 89.972228 \nL 108.425702 96.230019 \nL 108.477893 94.815069 \nL 108.634464 88.582841 \nL 108.686654 88.938524 \nL 108.791035 87.981515 \nL 108.843226 88.141572 \nL 108.947607 87.655843 \nL 109.104178 78.806013 \nL 109.31294 91.188215 \nL 109.365131 90.920341 \nL 109.417321 90.416828 \nL 109.573893 94.215963 \nL 109.834845 82.630711 \nL 109.887036 83.973412 \nL 110.043607 97.85504 \nL 110.30456 83.594387 \nL 110.35675 84.342432 \nL 110.513322 98.81427 \nL 110.617703 96.943601 \nL 110.983036 86.143074 \nL 111.087417 89.733245 \nL 111.40056 80.715577 \nL 111.765894 92.961063 \nL 111.818084 93.296738 \nL 111.974656 91.114847 \nL 112.026846 91.427181 \nL 112.131227 95.100715 \nL 112.183418 93.661312 \nL 112.287799 90.054467 \nL 112.339989 90.834746 \nL 112.39218 90.449052 \nL 112.496561 84.750349 \nL 112.548751 85.397246 \nL 112.757513 93.073322 \nL 112.809704 91.15597 \nL 112.966275 85.797388 \nL 113.018466 86.135287 \nL 113.122847 87.492438 \nL 113.331609 93.509032 \nL 113.592561 85.064903 \nL 114.114466 92.792107 \nL 114.166656 92.088522 \nL 114.375418 85.732917 \nL 114.427609 85.805164 \nL 114.740752 91.795082 \nL 115.001704 87.502436 \nL 115.053895 88.121546 \nL 115.210466 94.275967 \nL 115.262657 92.400852 \nL 115.471419 87.026709 \nL 115.5758 88.598381 \nL 115.62799 90.021112 \nL 115.680181 89.957756 \nL 115.836752 86.64546 \nL 115.941133 87.576904 \nL 116.202086 92.145202 \nL 116.254276 91.87066 \nL 116.410848 88.890705 \nL 116.463038 89.460909 \nL 116.515229 89.968868 \nL 116.776181 85.453921 \nL 116.828372 84.244599 \nL 116.880562 84.883717 \nL 116.984943 85.274967 \nL 117.245896 94.188151 \nL 117.298086 93.625728 \nL 117.454658 89.664312 \nL 117.506848 90.182275 \nL 117.559039 91.461621 \nL 117.611229 91.349358 \nL 118.028753 86.23753 \nL 118.185325 83.338716 \nL 118.446277 91.447168 \nL 118.550658 90.093351 \nL 118.602849 90.756921 \nL 118.75942 92.626478 \nL 118.863801 89.363089 \nL 118.915992 90.015544 \nL 119.020373 94.164804 \nL 119.072563 92.574236 \nL 119.281325 85.872951 \nL 119.437896 87.658033 \nL 119.490087 87.221211 \nL 119.542277 86.947779 \nL 119.751039 90.046664 \nL 119.80323 89.956632 \nL 120.011992 89.097435 \nL 120.116373 90.116688 \nL 120.168563 89.548707 \nL 120.325135 86.61877 \nL 120.377325 87.005575 \nL 120.533897 90.473481 \nL 120.794849 89.107436 \nL 120.84704 89.237482 \nL 120.951421 89.703204 \nL 121.107992 88.291588 \nL 121.160183 88.297145 \nL 121.368945 90.064443 \nL 121.473326 89.429771 \nL 121.525516 89.73099 \nL 121.577707 89.67208 \nL 121.629897 89.567598 \nL 121.682088 89.875486 \nL 121.734278 89.801014 \nL 121.94304 87.987032 \nL 121.995231 87.760284 \nL 122.203993 88.869569 \nL 122.256183 88.839558 \nL 122.308374 88.53167 \nL 122.412755 89.906606 \nL 122.517136 89.868814 \nL 122.673707 90.87584 \nL 122.778088 91.626108 \nL 122.882469 89.764331 \nL 123.039041 85.507254 \nL 123.091231 85.864048 \nL 123.299993 88.257125 \nL 123.456565 90.127793 \nL 123.508755 89.734319 \nL 123.560946 89.769887 \nL 123.665327 91.62944 \nL 123.717517 91.599429 \nL 123.926279 88.274907 \nL 124.135041 89.87659 \nL 124.291613 87.955903 \nL 124.395994 89.049627 \nL 124.500375 88.318254 \nL 124.552565 88.637257 \nL 124.761327 90.264504 \nL 125.022279 88.361601 \nL 125.12666 86.660993 \nL 125.387613 89.388634 \nL 125.491994 89.09853 \nL 125.596375 89.626496 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130.763234 90.338957 \nL 130.867615 90.173342 \nL 131.128567 88.901776 \nL 131.650472 86.856599 \nL 131.754853 87.932538 \nL 131.859234 88.911777 \nL 131.911425 88.677248 \nL 131.963615 88.741716 \nL 132.120187 89.863227 \nL 132.276758 91.233716 \nL 132.328949 91.467133 \nL 132.381139 91.337086 \nL 132.589901 90.400084 \nL 132.694282 90.664623 \nL 132.798663 90.074412 \nL 133.007425 87.761362 \nL 133.059616 87.842502 \nL 133.163997 88.41604 \nL 133.216187 88.151501 \nL 133.268378 87.939203 \nL 133.320568 88.173731 \nL 133.52933 88.942894 \nL 133.685902 89.518655 \nL 133.738092 89.359709 \nL 133.946854 88.300441 \nL 133.999045 88.347124 \nL 134.312188 89.164082 \nL 134.416569 90.094414 \nL 134.468759 90.027723 \nL 134.625331 89.643141 \nL 134.729712 89.295238 \nL 134.938474 88.09592 \nL 135.147236 89.337474 \nL 135.199426 89.11295 \nL 135.251616 89.077381 \nL 135.460378 90.444536 \nL 135.512569 90.421194 \nL 135.66914 90.225568 \nL 135.773521 90.504556 \nL 135.825712 90.423416 \nL 136.086664 88.469384 \nL 136.347617 87.865834 \nL 136.399807 87.985877 \nL 136.556379 88.271534 \nL 136.71295 88.677234 \nL 136.921712 90.215561 \nL 136.973903 90.291143 \nL 137.234855 89.231875 \nL 137.391427 88.484941 \nL 137.652379 89.349693 \nL 137.70457 89.281891 \nL 137.75676 89.121834 \nL 137.913332 89.888774 \nL 138.122094 88.786157 \nL 138.226475 88.843955 \nL 138.383046 88.726135 \nL 138.591808 87.813586 \nL 138.74838 88.423804 \nL 138.957142 89.69648 \nL 139.061523 90.157756 \nL 139.113713 90.085507 \nL 139.218094 89.677584 \nL 139.322475 90.254456 \nL 139.374666 90.137748 \nL 139.426856 90.0366 \nL 139.479047 90.177761 \nL 139.531237 90.201103 \nL 139.635618 89.737604 \nL 139.79219 88.269301 \nL 139.896571 88.912864 \nL 139.948761 88.83617 \nL 140.261904 88.746136 \nL 140.575047 89.171843 \nL 140.731618 88.642765 \nL 140.783809 88.835055 \nL 140.94038 89.56865 \nL 141.044761 89.287439 \nL 141.096952 89.346348 \nL 141.201333 89.912106 \nL 141.253523 89.859865 \nL 141.410095 88.903967 \nL 141.462285 88.946204 \nL 141.618857 89.110707 \nL 141.723238 89.383026 \nL 141.827619 89.723147 \nL 141.879809 89.643119 \nL 141.98419 89.623111 \nL 142.245143 88.308196 \nL 142.297333 88.486037 \nL 142.506095 89.064021 \nL 142.767048 89.497508 \nL 142.819238 89.652008 \nL 142.871429 89.567533 \nL 143.132381 88.500484 \nL 143.341143 89.726477 \nL 143.393334 89.623107 \nL 143.602096 88.698331 \nL 143.654286 88.909518 \nL 143.758667 89.334114 \nL 143.863048 88.938416 \nL 144.01962 89.743148 \nL 144.07181 89.621993 \nL 144.280572 89.558637 \nL 144.698096 88.194815 \nL 144.750287 88.224825 \nL 145.376573 89.678676 \nL 145.637525 89.507503 \nL 145.794097 89.198503 \nL 145.846287 89.257413 \nL 145.950668 89.235183 \nL 146.002858 89.215175 \nL 146.055049 89.331884 \nL 146.107239 89.304096 \nL 146.263811 89.028441 \nL 146.472573 89.82428 \nL 146.524763 89.796493 \nL 146.733525 89.196277 \nL 146.785716 89.141813 \nL 147.046668 88.43267 \nL 147.20324 89.100686 \nL 147.25543 88.958413 \nL 147.307621 88.783906 \nL 147.359811 88.851708 \nL 147.464192 88.867269 \nL 147.568573 88.822808 \nL 147.672954 88.965081 \nL 147.829526 88.668308 \nL 148.24705 90.055469 \nL 148.29924 89.873181 \nL 148.351431 89.780926 \nL 148.403621 89.845393 \nL 148.455812 89.874292 \nL 148.612383 89.309646 \nL 148.664574 89.435246 \nL 148.873336 89.540839 \nL 149.082098 88.57716 \nL 149.134288 88.771674 \nL 149.238669 89.025098 \nL 149.447431 88.265937 \nL 149.656193 89.310754 \nL 149.708384 89.198491 \nL 149.864955 88.662744 \nL 149.969336 89.175149 \nL 150.073717 89.681996 \nL 150.125908 89.506378 \nL 150.178098 89.46414 \nL 150.230289 89.534165 \nL 150.33467 89.769805 \nL 150.439051 90.008779 \nL 150.543432 89.554171 \nL 150.700003 88.60272 \nL 150.960956 89.27407 \nL 151.013146 89.309638 \nL 151.065337 89.230721 \nL 151.169718 89.149581 \nL 151.326289 88.970627 \nL 151.48286 89.256284 \nL 151.691622 88.913939 \nL 151.900384 89.177366 \nL 152.109146 88.880593 \nL 152.265718 89.302965 \nL 152.317908 89.229606 \nL 152.422289 89.031757 \nL 152.47448 89.06399 \nL 152.631051 89.38855 \nL 152.787623 89.618632 \nL 152.839813 89.529711 \nL 153.205147 88.949503 \nL 153.257337 89.076215 \nL 153.413909 89.485249 \nL 153.466099 89.384102 \nL 153.727052 89.049537 \nL 153.831433 89.056206 \nL 153.988004 88.86836 \nL 154.144576 88.298156 \nL 154.196766 88.342616 \nL 154.457719 89.236268 \nL 154.666481 90.029884 \nL 154.718671 89.937629 \nL 154.927433 89.068429 \nL 155.031814 89.08399 \nL 155.136195 89.176245 \nL 155.344957 88.889475 \nL 155.553719 89.508584 \nL 155.6581 89.310736 \nL 155.814672 89.164016 \nL 156.023434 89.332965 \nL 156.284386 88.783879 \nL 156.336577 88.960608 \nL 156.597529 89.372977 \nL 156.806291 89.062866 \nL 156.910672 88.995063 \nL 157.067243 89.161789 \nL 157.119434 89.056196 \nL 157.171624 89.107325 \nL 157.223815 89.17735 \nL 157.276005 89.12622 \nL 157.380386 88.918368 \nL 157.432577 88.99395 \nL 157.641339 89.317399 \nL 157.74572 89.169568 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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "plt.close(\"all\")\n",
    "for i, fp in enumerate(sorted(glob.glob(os.path.join(PROJECT_ROOT, \"output/results/*npz\")))):\n",
    "    signal = np.load(fp)[\"data\"][5000:8000,-1,-1]\n",
    "    raw_signal = np.load(os.path.join(PROJECT_ROOT, \"test_data/npz/\", fp.split(\"/\")[-1]))[\"data\"][5000:8000,-1]\n",
    "    plt.figure(figsize=(6,2))\n",
    "    plt.subplot(121)\n",
    "    plt.plot(raw_signal, 'k', linewidth=0.5)\n",
    "    ylim = plt.ylim()\n",
    "    plt.subplot(122)\n",
    "    plt.plot(signal, 'k', linewidth=0.5)\n",
    "    plt.ylim(ylim)\n",
    "    plt.suptitle(fp.split(\"/\")[-1])\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "    if i >= 3:\n",
    "        break\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ]
}