Plots.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-11-07T15:51:53.956483Z",
     "start_time": "2019-11-07T15:51:51.886189Z"
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.colors as colors\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-11-07T15:51:54.372288Z",
     "start_time": "2019-11-07T15:51:53.966630Z"
    }
   },
   "outputs": [],
   "source": [
    "data_calo = np.load(\"data_calo.npy\")\n",
    "data_nocalo = np.load(\"data_nocalo.npy\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-11-07T15:52:03.615540Z",
     "start_time": "2019-11-07T15:52:03.609580Z"
    }
   },
   "outputs": [],
   "source": [
    "a = data_calo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-11-07T16:00:42.395830Z",
     "start_time": "2019-11-07T16:00:41.312380Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x7f24b027f0b8>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(a[i,:,:,0], norm=colors.LogNorm(),cmap=\"Blues\")\n",
    "plt.colorbar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-11-07T16:02:20.767101Z",
     "start_time": "2019-11-07T16:01:26.249444Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/bin/start_ipykernel.py:2: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  if __name__ == '__main__':\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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tc6kzmU+tc6kzubvWM88g+bMRc6l1LnUm861VBu2eudSZqHWK5M/uU+v0zKXOZEQGnabB/N1JfinJf09ysBj+Wzm8/86/S/JtSf53kr/SWnvttDOtqmuttSun3X6XzaXWudSZqPWMjy+D1jCXOpP51DqXOpP+tcqf9c2l1rnUmaj1jI8vg9YwlzoTtU5R7zrlz/rUOj1zqTMZV+v+SRu01v5zklryz9+7ysEAViWDgF7kD9CTDAJ6kT/Aqk69yB8AAAAAABzVs8H8XMdjn7W51DqXOhO1TsFU67rXXOpM5lPrXOpMplvrVOsaMpda51JnotYpmGpd95pLnYlap2iqdU61riFqnZ651JmMqPXEezADAAAAAMAQt8gAAAAAAGCUM28wV9VTVfXrVfVyVT171sffpqr6cFXdqKoXj4w9UFUfr6ovLL6+qeccN6WqHq6qT1TVS1X1+ar64GJ8UvVW1eur6r9W1X9b1Pn3FuOTqvOoqrpQVb9aVb+weD6pWmXQbp+/ZD75k8wvg6aeP4kMmsg5nEUGzS1/kulnkPzZ7fOXzCd/kvll0NTzJ5FBEzmHMmiCtSabyaAzbTBX1YUk/zzJ9yV5W5L3VdXbznIOW3Y1yVP3jD2b5IXW2mNJXlg8n4LbSX6ktfYdSZ5M8oHFuZxavX+Q5Htaa9+V5PEkT1XVk5lenUd9MMlLR55PplYZtNvn74i55E8yvwyabP4kMigTOIcLc8mgueVPMuEMkj+7ff6OmEv+JPPLoMnmTyKDMoFzuCCDpllrsoEMOutPMD+R5OXW2hdba/8vyU8nefqM57A1rbVPJnntnuGnkzy/+P75JO8900ltSWvtemvts4vvv5rD/yG+NROrtx362uLpxcWjZWJ1fkNVPZTkLyb5V0eGp1SrDNrt85dkPvmTzCuDZpA/iQyawjmcTQbNKX+SWWSQ/Nnt85dkPvmTzCuDZpA/iQyawjmUQTLovs66wfzWJL955Pmri7Epe0tr7Xpy+B9jkjd3ns/GVdWjSd6e5FOZYL2LPxX4XJIbST7eWptknQv/NMmPJjk4MjalWmXQbp+/Y6aeP8msMmjq+ZPIoCmcw7tMPYNmlD/J9DNI/uz2+Ttm6vmTzCqDpp4/iQyawjm8iwyaVK0byaCzbjDXwFg74zmwQVX1xiQ/k+RDrbXf6z2fbWit3WmtPZ7koSRPVNV39p7TNlTVe5LcaK19pvdctkgGTcgc8ieZRwbNJH8SGTQpc8igOeRPMpsMkj8TMof8SeaRQTPJn0QGTYoMmo5NZtBZN5hfTfLwkecPJfnyGc/hrH2lqh5MksXXG53nszFVdTGHofJTrbWfXQxPtt7W2v9J8p9yeG+lKdb5jiR/qapeyeGfLH1PVf3rTKtWGbTb5++b5pY/yeQzaA75k8igKZzDJPPLoInnTzKPDJI/u33+vmlu+ZNMPoPmkD+JDJrCOUwigzK9WjeWQWfdYP50kseq6tur6luS/GCSj57xHM7aR5O8f/H9+5P8fMe5bExVVZKfTPJSa+0fH/mnSdVbVZer6o8uvn9Dkj+f5H9mYnUmSWvtx1prD7XWHs3hf5v/sbX21zKtWmXQbp+/JPPJn2Q+GTST/Elk0BTO4WwyaC75k8wmg+TPbp+/JPPJn2Q+GTST/Elk0BTOoQySQSfu7EwfSd6d5DeS/K8kf/usj7/l2j6S5HqSr+fwN3Q/lORbc7ji4hcWXx/oPc8N1frdOfyTll9L8rnF491TqzfJn0jyq4s6X0zydxbjk6pzoO53JvmFKdYqg3b7/C3qnEX+LGqdXQZNOX8WNcmgczDXNeucRQbNMX8W9U02g+TPbp+/RZ2zyJ9FrbPLoCnnz6ImGXQO5rpmnTJogrUeqXmtDKrFDwIAAAAAwErO+hYZAAAAAABMhAYzAAAAAACjaDADAAAAADCKBjMAAAAAAKNoMAMAAAAAMIoGMwAAAAAAo2gwAwAAAAAwigYzAAAAAACj/H8xOn6uYIu/dgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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16HA/fkmW059kWQ1aQH8SDZrDY7iYBi2pP8kiGqQ/h/vxS7Kc/iTLatAC+pNo0BweQw3SoBd10Avma5J8e8PXT6yuzdlV3f1kcvZfxiSvGHyetauqG5K8LskXMsN5V39V4CtJTiW5r7tnOefK7yf5YJLnNlyb06wadLgfvwvMvT/Joho09/4kGjSHx/Acc2/QgvqTzL9B+nO4H78LzL0/yaIaNPf+JBo0h8fwHBo0q1nX0qCDXjDXJtf6gM/AGlXVFUk+meT93f3d0efZD939bHfflOTaJDdX1WtGn2k/VNXbk5zq7i+NPss+0qAZWUJ/kmU0aCH9STRoVpbQoCX0J1lMg/RnRpbQn2QZDVpIfxINmhUNmo91NuigF8xPJLluw9fXJvnOAZ/hoD1VVVcnyerjqcHnWZuquixno/Kx7v7U6vJs5+3u/0ryNzn72kpznPP1SX62qh7L2b+y9Kaq+pPMa1YNOtyP3wuW1p9k9g1aQn8SDZrDY5hkeQ2aeX+SZTRIfw734/eCpfUnmX2DltCfRIPm8Bgm0aDMb9a1NeigF8xfTHJjVb2yqi5P8s4k9x7wGQ7avUnetfr8XUk+M/Asa1NVleSjSR7u7t/b8FuzmreqjlXVD6w+f2mSn0ryr5nZnEnS3b/a3dd29w05++/mX3f3L2Zes2rQ4X78kiynP8lyGrSQ/iQaNIfHcDENWkp/ksU0SH8O9+OXZDn9SZbToIX0J9GgOTyGGqRB2/5hB/oryduSfCPJvyX59YO+/32e7eNJnkzyfzn7f+jeneQHc/YdFx9Zfbxy9DnXNOsbcvavtHw1yVdWv942t3mT/GiSL6/mfCjJb6yuz2rOTeZ+Y5LPznFWDTrcj99qzkX0ZzXr4ho05/6sZtKgi+Cse5xzEQ1aYn9W8822QfpzuB+/1ZyL6M9q1sU1aM79Wc2kQRfBWfc4pwbNcNYNM++pQbX6RgAAAAAA2JWDfokMAAAAAABmwoIZAAAAAIBJLJgBAAAAAJjEghkAAAAAgEksmAEAAAAAmMSCGQAAAACASSyYAQAAAACYxIIZAAAAAIBJ/h/606bz2A/IgQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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MAsYif4AxySBgLPIHOI5jN5ir6rVJfjHJe1trf3zcr2utPdZaO99aO3/u7LkhcwSQQcBo5A8wJhkEjEX+AMd1rAZzVZ3J9VD52dbaLy2GP19Vdy0+f1eSS5uZIjB3MggYi/wBxiSDgLHIH2AZ1Vq79QZVleuvrfNya+29B8Z/NMn/aa29v6oeTXJHa+19R+zrcpIXFg/PJrmyyuRPkbnUOpc6k3nWek9rbeu/fpZBK5tLncl8ap1LncmNtW49g+TPWsyl1rnUmcy3Vhl0+sylzkStUyR/Tj+1Ts9c6kwGZNBxGszfkuS/JvndJPuL4X+U66+/8wtJ/kqS/53ku1trLx93plV1sbV2/rjbn2ZzqXUudSZq3fLxZdAK5lJnMp9a51JnMn6t8md1c6l1LnUmat3y8WXQCuZSZ6LWKRq7TvmzOrVOz1zqTIbVunfUBq21/5akej79bcscDGBZMggYi/wBxiSDgLHIH2BZx17kDwAAAAAADhqzwfzYiMfetrnUOpc6E7VOwVTrutlc6kzmU+tc6kymW+tU6+oyl1rnUmei1imYal03m0udiVqnaKp1TrWuLmqdnrnUmQyo9cjXYAYAAAAAgC5eIgMAAAAAgEG23mCuqger6veq6jNV9ei2j79JVfV4VV2qqmcPjN1RVR+tqk8v3r9uzDmuS1W9sap+vaqeq6pPVdV7FuOTqreqXlVVH6+q317U+c8W45Oq86Cq2q2q36qqX1k8nlStMuh0n79kPvmTzC+Dpp4/iQyayDmcRQbNLX+S6WeQ/Dnd5y+ZT/4k88ugqedPIoMmcg5l0ARrTdaTQVttMFfVbpKfSvIdSd6U5F1V9aZtzmHDLiR58KaxR5M82Vq7L8mTi8dTcDXJD7XWvjbJm5O8e3Eup1bvF5N8a2vtG5Lcn+TBqnpzplfnQe9J8tyBx5OpVQad7vN3wFzyJ5lfBk02fxIZlAmcw4W5ZNDc8ieZcAbJn9N9/g6YS/4k88ugyeZPIoMygXO4IIOmWWuyhgza9jOYH0jymdbaZ1trX0ry80ke2vIcNqa19lSSl28afijJE4uPn0jyzq1OakNaay+11p5ZfPyFXP9BfEMmVm+77k8WD88s3lomVueXVdXdSb4zyb87MDylWmXQ6T5/SeaTP8m8MmgG+ZPIoCmcw9lk0JzyJ5lFBsmf033+kswnf5J5ZdAM8ieRQVM4hzJIBt3SthvMb0jyBwcev7gYm7I7W2svJdf/MSZ5/cjzWbuqujfJNyb5WCZY7+JPBT6Z5FKSj7bWJlnnwo8leV+S/QNjU6pVBp3u83fI1PMnmVUGTT1/Ehk0hXN4g6ln0IzyJ5l+Bsmf033+Dpl6/iSzyqCp508ig6ZwDm8ggyZV61oyaNsN5uoYa1ueA2tUVa9N8otJ3tta++Ox57MJrbVrrbX7k9yd5IGq+rqx57QJVfWOJJdaa58Yey4bJIMmZA75k8wjg2aSP4kMmpQ5ZNAc8ieZTQbJnwmZQ/4k88igmeRPIoMmRQZNxzozaNsN5heTvPHA47uTfG7Lc9i2z1fVXUmyeH9p5PmsTVWdyfVQ+dnW2i8thidbb2vt/yb5L7n+2kpTrPMtSf5uVT2f63+y9K1V9TOZVq0y6HSfv6+YW/4kk8+gOeRPIoOmcA6TzC+DJp4/yTwySP6c7vP3FXPLn2TyGTSH/Elk0BTOYRIZlOnVurYM2naD+ekk91XVV1fVbUm+J8mHtzyHbftwkocXHz+c5EMjzmVtqqqS/HSS51pr//LApyZVb1Wdq6q/uPj41Un+TpL/mYnVmSSttX/YWru7tXZvrv/b/LXW2vdlWrXKoNN9/pLMJ3+S+WTQTPInkUFTOIezyaC55E8ymwySP6f7/CWZT/4k88mgmeRPIoOmcA5lkAw6cmdbfUvy9iS/n+R/JfnH2z7+hmv7QJKXkryS67+h+/4kfynXV1z89OL9HWPPc021fkuu/0nL7yT55OLt7VOrN8lfS/JbizqfTfLDi/FJ1dlR91uT/MoUa5VBp/v8LeqcRf4sap1dBk05fxY1yaATMNcV65xFBs0xfxb1TTaD5M/pPn+LOmeRP4taZ5dBU86fRU0y6ATMdcU6ZdAEaz1Q80oZVIsvBAAAAACApWz7JTIAAAAAAJgIDWYAAAAAAAbRYAYAAAAAYBANZgAAAAAABtFgBgAAAABgEA1mAAAAAAAG0WAGAAAAAGAQDWYAAAAAAAb5c3uq9Pp4KE3iAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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a6z7Huq957HV8prLPZMBed30NZgAAAAAAmMdLZAAAAAAAMMjaB8xVdUtVfb6qHqiq29d9/wepqu6sqtNVde+2Y1dV1Yeq6v7Z+6f3XOOqVNV1VfXhqrqvqj5bVW+aHR/Vfqvqu6rqH6rqH2f7/LXZ8VHtc7uquqyqPlVVfz77fFR71aDNPn/JdPqTTK9BY+9PokEjOYeTaNDU+pOMv0H6s9nnL5lOf5LpNWjs/Uk0aCTnUINGuNdkNQ1a64C5qi5L8vtJXpHkuUleW1XPXecaDtiJJLdcdOz2JPe01m5Mcs/s8zF4NMlbWmvPSfLCJG+Yncux7fd/k7y0tfb8JDcluaWqXpjx7XO7NyW5b9vno9mrBm32+dtmKv1Jpteg0fYn0aCM4BzOTKVBU+tPMuIG6c9mn79tptKfZHoNGm1/Eg3KCM7hjAaNc6/JChq07mcw35zkgdbaF1tr30ryniS3rnkNB6a19pEkj1x0+NYkd80+vivJq9e6qAPSWjvVWvvk7ONv5PwfxGsysv228745+/Ty2VvLyPb5HVV1bZKfSPJH2w6Paa8atNnnL8l0+pNMq0ET6E+iQWM4h5Np0JT6k0yiQfqz2ecvyXT6k0yrQRPoT6JBYziHGqRBl7TuAfM1Sb607fOHZ8fG7JmttVPJ+f8Ykzyj83pWrqpuSPKCJB/LCPc7+6cCn05yOsmHWmuj3OfMbyd5a5Jz246Naa8atNnnb4ex9yeZVIPG3p9Eg8ZwDi8w9gZNqD/J+BukP5t9/nYYe3+SSTVo7P1JNGgM5/ACGjSqva6kQeseMNecY23Na2CFqupJSd6b5M2tta/3Xs9BaK091lq7Kcm1SW6uquf1XtNBqKpXJTndWvtE77UcIA0akSn0J5lGgybSn0SDRmUKDZpCf5LJNEh/RmQK/Umm0aCJ9CfRoFHRoPFYZYPWPWB+OMl12z6/NsmX17yGdftKVV2dJLP3pzuvZ2Wq6vKcj8q7Wmvvmx0e7X5ba19L8jc5/9pKY9zni5L8ZFU9mPP/ZOmlVfXHGddeNWizz9/jptafZPQNmkJ/Eg0awzlMMr0Gjbw/yTQapD+bff4eN7X+JKNv0BT6k2jQGM5hEg3K+Pa6sgate8D88SQ3VtWzquqKJK9Jcvea17Budyd53ezj1yX5QMe1rExVVZJ3Jrmvtfab235pVPutqmNV9bTZx1cm+bEkn8vI9pkkrbVfbK1d21q7Ief/2/zr1trPZlx71aDNPn9JptOfZDoNmkh/Eg0awzmcTIOm0p9kMg3Sn80+f0mm059kOg2aSH8SDRrDOdQgDdr1m631Lckrk3whyb8k+eV13/8B7+3dSU4l+XbO/w3d65N8d85fcfH+2fureq9zRXt9cc7/k5bPJPn07O2VY9tvkh9I8qnZPu9N8iuz46Pa55x9vyTJn49xrxq02edvts9J9Ge218k1aMz9me1Jgw7BWve5z0k0aIr9me1vtA3Sn80+f7N9TqI/s71OrkFj7s9sTxp0CNa6z31q0Aj3um3P+2pQzb4QAAAAAACWsu6XyAAAAAAAYCQMmAEAAAAAGMSAGQAAAACAQQyYAQAAAAAYxIAZAAAAAIBBDJgBAAAAABjEgBkAAAAAgEEMmAEAAAAAGOT/AKzGcoAZcYVcAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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1nINcwz47neSWS47dnuSu7r4xyV2r23PwSJK3dPezk7wgyRtW53Ju+/1Wkpd09/OS3JTklqp6Qea3z43elOSeDbdns1cNOtrnb4Ol9CdZXoNm259EgzKDc7iylAYtrT/JjBukP0f7/G2wlP4ky2vQbPuTaFBmcA5XNGiee03W0KCDfgXzzUnu7e4vd/e3k7w7ya0HvIZ9090fT/LwJYdvTXLn6us7k7z6QBe1T7r7we7+9Orrb+bCX8RnZGb77Qv+e3Xz6tVHZ2b7/I6qui7JTyT5kw2H57RXDTra5y/JcvqTLKtBC+hPokFzOIeLadCS+pMsokH6c7TPX5Ll9CdZVoMW0J9Eg+ZwDjVIg67ooAfMz0jylQ23H1gdm7Ond/eDyYX/GJM8bfB61q6qbkjy/CSfyAz3u/pVgc8mOZvkw909y32u/G6StyZ5bMOxOe1Vg472+dtk7v1JFtWgufcn0aA5nMOLzL1BC+pPMv8G6c/RPn+bzL0/yaIaNPf+JBo0h3N4EQ2a1V7X0qCDHjDXFsf6gNfAGlXVU5K8J8mbu/sbo9ezH7r70e6+Kcl1SW6uqueOXtN+qKpXJTnb3Z8avZZ9pEEzsoT+JMto0EL6k2jQrCyhQUvoT7KYBunPjCyhP8kyGrSQ/iQaNCsaNB/rbNBBD5gfSPLMDbevS/LVA17DQXuoqq5NktXns4PXszZVdXUuROWd3f3e1eHZ7re7/yvJx3LhvZXmuM8XJvnJqrovF35l6SVV9aeZ11416Gifv8ctrT/J7Bu0hP4kGjSHc5hkeQ2aeX+SZTRIf472+Xvc0vqTzL5BS+hPokFzOIdJNCjz2+vaGnTQA+ZPJrmxqp5VVU9I8pokHzjgNRy0DyR53err1yV5/8C1rE1VVZK3J7mnu397wx/Nar9VdbKqvmf19ZOSvCzJv2Vm+0yS7v757r6uu2/Ihf82P9LdP5t57VWDjvb5S7Kc/iTLadBC+pNo0BzO4WIatJT+JItpkP4c7fOXZDn9SZbToIX0J9GgOZxDDdKgbX/YgX4keWWSLyb59yS/eNCPv897e1eSB5P8Xy78C93rk3xvLlxx8Uurz9eMXuea9vqiXPiVls8l+ezq45Vz22+SH0rymdU+707yy6vjs9rnFvt+cZIPznGvGnS0z99qn4voz2qvi2vQnPuz2pMGHYK17nGfi2jQEvuz2t9sG6Q/R/v8rfa5iP6s9rq4Bs25P6s9adAhWOse96lBM9zrhj3vqUG1+kYAAAAAANiVg36LDAAAAAAAZsKAGQAAAACASQyYAQAAAACYxIAZAAAAAIBJDJgBAAAAAJjEgBkAAAAAgEkMmAEAAAAAmMSAGQAAAACASf4f4uh19+qCjN4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABZgAAACbCAYAAADvAf7NAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAASjklEQVR4nO3db4xld13H8c93d4oQwUjdpWna2qJpDIRIMZtKAjEVxBQkFh9oaGLCA5L6ABKIJKRqopL4gMT4JxpjUqXZJiJoAgRCiEoqBjWkshTEYoVW0kql6e5aDUgU2+7PB3NpZnfu7Myc++c395zXK7mZuWfvzP399sy+e/vdu/dWay0AAAAAAHBYx3ovAAAAAACAzWTADAAAAADAIAbMAAAAAAAMYsAMAAAAAMAgBswAAAAAAAxiwAwAAAAAwCALDZir6taq+nJVPVxVdy5rUQAHoUFAL/oD9KRBQE8aBFyqWmvDvrDqeJKvJHldkseSfDbJ7a21f97ra06cONGuv/6GQfcHqzDvp7/WvorN8Oijj+T8+fNH5rdHgxgDDTq4o9Qg/YHpuf/+z51vrZ3svY5Eg2BqjtJjoOTwDdIf2GwHfQy0tcB93Jzk4dbaV5Okqj6Y5LYkez6wuf76G/L3951Z4C5huS5c2D3eOXbsyPy3+0h51Y+e6r2ES2kQG0+DDu6INUh/YGKed0U92nsNO2gQTMgRewyUHLJB+gOb7aCPgRZ5iYxrknxtx/XHZscA1kGDgF70B+hJg4CeNAjYZZEB87ynWO16KlZV3VFVZ6rqzLnz5xa4O4CLaBDQi/4APWkQ0NO+DdIfmJ5FBsyPJblux/Vrk3z90hu11u5qrZ1qrZ06eeJIvGwZMA4aBPSiP0BPGgT0tG+D9AemZ5EB82eT3FhVL66q5yR5c5KPLWdZsB7HjtWuCxtDg9h4GrSx9AfoSYOAnjQI2GXwm/y11p6uqrcn+cskx5Pc3Vr70tJWBnAZGgT0oj9ATxoE9KRBwDyDB8xJ0lr7RJJPLGktAIeiQUAv+gP0pEFATxoEXGqRl8gAAAAAAGDCDJgBAAAAABjEgBkAAAAAgEEWeg1m6OXpZy7MPb513N+ZAKunQQAAALDN/wkDAAAAADCIATMAAAAAAIMYMAMAAAAAMIgBMwAAAAAAgxgwAwAAAAAwyFbvBcAQW8fX/3cjTz9zYe7xHmsB+tIgYEr0BwCAy/GoEAAAAACAQQyYAQAAAAAYxIAZAAAAAIBBDJgBAAAAABjEgBkAAAAAgEG2ei8Aerpwoe06duxYzb3tXu+UPu97XO77AHyHBgGbYK/+AABA4hnMAAAAAAAMZMAMAAAAAMAgBswAAAAAAAxiwAwAAAAAwCAGzAAAAAAADLK1yBdX1SNJvpnkmSRPt9ZOLWNRrEdrbe7xqlrzSlbvmQvz93r82OJ7PbaE78EwGrTZNEiDNp0GbS79WU5/6Ed/gJ40CLjUQgPmmR9vrZ1fwvcBGEKDgJ40COhFf4CeNAh4lpfIAAAAAABgkEUHzC3JX1XV56rqjnk3qKo7qupMVZ05d/7cgncHcBENAnq6bIP0B1ghj4GAnjwGAi6y6ID5Va21H0ny+iRvq6ofu/QGrbW7WmunWmunTp44ueDdAVxEg4CeLtsg/QFWyGMgoCePgYCLLDRgbq19ffbxbJKPJLl5GYtiPapq7uWwWmu7LkfN8WM198Jm06DNpkEatOk0aHMtqz+bQH/GSX+AnjQIuNTgAXNVfXdVveA7nyf5ySQPLGthAJejQUBPGgT0oj9ATxoEzLO1wNdeleQjs2d7bCX509baXyxlVQD70yCgJw0CetEfoCcNAnYZPGBurX01ycuXuBaAA9MgoCcNAnrRH6AnDQLmWfRN/gAAAAAAmCgDZgAAAAAABlnkNZhZotbarmOb8m7mm7JOYG8aBPSyyf0BAAA8gxkAAAAAgIEMmAEAAAAAGMSAGQAAAACAQQyYAQAAAAAYxIAZAAAAAIBBtnovgG2b8G7p897lPdmMtQOXtwl/jjUIxmkT/gzrD9CTBgFHzbwuadK0eQYzAAAAAACDGDADAAAAADCIATMAAAAAAIMYMAMAAAAAMIgBMwAAAAAAg2z1XgBHz17vUvzUM/OPf+vbT+069oLnzv/R2jp+uL/TmNI7Jl+4MH+vx44dfK9T+v1ivDSoDw2Co9WfKVlGf2AMNAg4ap56+sLc49/69tO7jn3P866Ye1v/PZ8G/5UBAAAAAGAQA2YAAAAAAAYxYAYAAAAAYBADZgAAAAAABjFgBgAAAABgkPlvMbtDVd2d5I1JzrbWXjY7dmWSP0tyQ5JHkvxca+0/hy7CO0cfLVXzf9//96nd7xKaJD9wyy/uOnb2M7+30rWM0TJ+3sf4+6VB06NBfWjQfKtukP4cLUepP1Pi532+dTwG4mjRII4SDSJJ/uepZ+Yef/Ebf2PXsfP3vmfVy+EIO8gzmE8nufWSY3cmube1dmOSe2fXAVbhdDQI6Od0NAjo43T0B+jndDQIOKB9B8yttU8nefKSw7cluWf2+T1J3rTkdQEk0SCgLw0CetEfoCcNAg5j6GswX9VaezxJZh9ftNcNq+qOqjpTVWfOnT838O4ALqJBQE8HapD+ACvgMRDQk8dAwFwrf5O/1tpdrbVTrbVTJ0+cXPXdAVxEg4Be9AfoSYOAXvQHpmfogPmJqro6SWYfzy5vSQD70iCgJw0CetEfoCcNAubaGvh1H0vyliTvnX386CKL8M7Rm+H53zX/x+X8fb+/65hTyopp0ARpEEfI0hqkP5tBfzhClvoYiM2gQRwhGjQxe/bn3vfsOqY/07bvM5ir6gNJPpPkh6rqsap6a7Zj8rqqeijJ62bXAZZOg4CeNAjoRX+AnjQIOIx9n8HcWrt9j1967ZLXArCLBgE9aRDQi/4APWkQcBgrf5M/AAAAAADGyYAZAAAAAIBBDJgBAAAAABhk39dgZnpaa3OP7/VO9/NuX+XtQ4FhNAjoRX+AnjQIOGr26g9cyjOYAQAAAAAYxIAZAAAAAIBBDJgBAAAAABjEgBkAAAAAgEEMmAEAAAAAGGSr9wI4eg77zsPeqRhYJg0CetEfoCcNAmBTeQYzAAAAAACDGDADAAAAADCIATMAAAAAAIMYMAMAAAAAMIgBMwAAAAAAg2z1XgCbr7W265h3NAbWRYOAXvQHAAA8gxkAAAAAgIEMmAEAAAAAGMSAGQAAAACAQQyYAQAAAAAYZN8Bc1XdXVVnq+qBHcd+var+vaq+MLu8YbXLBKZKg4CeNAjoRX+AnjQIOIyDPIP5dJJb5xz/ndbaTbPLJ5a7LDZJVe26wBKdjgZxGRrEip2OBrEH/WHFTkd/gH5OR4OAA9p3wNxa+3SSJ9ewFoBdNAjoSYOAXvQH6EmDgMNY5DWY315VX5z9s4kXLm1FAAejQUBPGgT0oj9ATxoE7DJ0wPyHSX4wyU1JHk/yW3vdsKruqKozVXXm3PlzA+8O4CIaBPR0oAbpD7ACHgMBPXkMBMw1aMDcWnuitfZMa+1Ckj9KcvNlbntXa+1Ua+3UyRMnh64T4FkaBPR00AbpD7BsHgMBPXkMBOxl0IC5qq7ecfVnkjyw122B9Wmtzb0c1oULbdfl8N9ldTQIjiYNAlgt/QF60iBgL1v73aCqPpDkliQnquqxJL+W5JaquilJS/JIkl9Y4RqBCdMgoCcNAnrRH6AnDQIOY98Bc2vt9jmH37eCtQDsokFATxoE9KI/QE8aBBzG0Df5AwAAAABg4gyYAQAAAAAYxIAZAAAAAIBB9n0NZmB6jh2rXcd2HwFYDQ0CDqu1Nvd4lXoAAKyaZzADAAAAADCIATMAAAAAAIMYMAMAAAAAMIgBMwAAAAAAgxgwAwAAAAAwyFbvBQDL453SgZ40COhFfwAA+vEMZgAAAAAABjFgBgAAAABgEANmAAAAAAAGMWAGAAAAAGAQA2YAAAAAAAYxYAYAAAAAYBADZgAAAAAABjFgBgAAAABgEANmAAAAAAAGMWAGAAAAAGAQA2YAAAAAAAbZd8BcVddV1aeq6sGq+lJVvWN2/Mqq+mRVPTT7+MLVL5dN11qbe4G9aBDLpEEchv6wTPrDYWkQ0Iv+AId1kGcwP53kXa21lyR5ZZK3VdVLk9yZ5N7W2o1J7p1dB1g2DQJ60R+gJw0CetEf4FD2HTC31h5vrd0/+/ybSR5Mck2S25LcM7vZPUnetKpFAtOlQUAv+gP0pEFAL/oDHNahXoO5qm5I8ook9yW5qrX2eLIdnyQv2uNr7qiqM1V15tz5c4utFpg0DQJ60R+gJw0CetEf4CAOPGCuqucn+VCSd7bWvnHQr2ut3dVaO9VaO3XyxMkhawTQIKAb/QF60iCgF/0BDupAA+aquiLbUXl/a+3Ds8NPVNXVs1+/OsnZ1SwRmDoNAnrRH6AnDQJ60R/gMGq/d6+uqsr2a+s82Vp7547jv5nkP1pr762qO5Nc2Vp79z7f61ySR2dXTyQ5v8jiN8hU9jqVfSbT3Ov1rbW1//WzBi1sKvtMprPXqewzuXiva2+Q/izFVPY6lX0m092rBm2eqewzsdcx0p/NZ6/jM5V9JgMadJAB86uT/G2Sf0pyYXb4l7P9+jt/nuT7k/xbkp9trT150JVW1ZnW2qmD3n6TTWWvU9lnYq9rvn8NWsBU9plMZ69T2WfSf6/6s7ip7HUq+0zsdc33r0ELmMo+E3sdo9771J/F2ev4TGWfybC9bu13g9ba3yWpPX75tYe5M4DD0iCgF/0BetIgoBf9AQ7rwG/yBwAAAAAAO/UcMN/V8b7XbSp7nco+E3sdg7Hu61JT2Wcynb1OZZ/JePc61n3NM5W9TmWfib2OwVj3damp7DOx1zEa6z7Huq957HV8prLPZMBe930NZgAAAAAAmMdLZAAAAAAAMMjaB8xVdWtVfbmqHq6qO9d9/6tUVXdX1dmqemDHsSur6pNV9dDs4wt7rnFZquq6qvpUVT1YVV+qqnfMjo9qv1X13Kr6h6r6x9k+3zM7Pqp97lRVx6vq81X18dn1Ue1Vgzb7/CXT6U8yvQaNvT+JBo3kHE6iQVPrTzL+BunPZp+/ZDr9SabXoLH3J9GgkZxDDRrhXpPlNGitA+aqOp7kD5K8PslLk9xeVS9d5xpW7HSSWy85dmeSe1trNya5d3Z9DJ5O8q7W2kuSvDLJ22bncmz7/XaS17TWXp7kpiS3VtUrM7597vSOJA/uuD6avWrQZp+/HabSn2R6DRptfxINygjO4cxUGjS1/iQjbpD+bPb522Eq/Umm16DR9ifRoIzgHM5o0Dj3miyhQet+BvPNSR5urX21tfZ/ST6Y5LY1r2FlWmufTvLkJYdvS3LP7PN7krxprYtakdba4621+2effzPbP4jXZGT7bdv+e3b1itmlZWT7/I6qujbJTyX54x2Hx7RXDdrs85dkOv1JptWgCfQn0aAxnMPJNGhK/Ukm0SD92ezzl2Q6/Umm1aAJ9CfRoDGcQw3SoMta94D5miRf23H9sdmxMbuqtfZ4sv2HMcmLOq9n6arqhiSvSHJfRrjf2T8V+EKSs0k+2Vob5T5nfjfJu5Nc2HFsTHvVoM0+f7uMvT/JpBo09v4kGjSGc3iRsTdoQv1Jxt8g/dns87fL2PuTTKpBY+9PokFjOIcX0aBR7XUpDVr3gLnmHGtrXgNLVFXPT/KhJO9srX2j93pWobX2TGvtpiTXJrm5ql7We02rUFVvTHK2tfa53mtZIQ0akSn0J5lGgybSn0SDRmUKDZpCf5LJNEh/RmQK/Umm0aCJ9CfRoFHRoPFYZoPWPWB+LMl1O65fm+Tra17Duj1RVVcnyezj2c7rWZqquiLbUXl/a+3Ds8Oj3W9r7b+S/E22X1tpjPt8VZKfrqpHsv1Pll5TVX+Sce1Vgzb7/D1rav1JRt+gKfQn0aAxnMMk02vQyPuTTKNB+rPZ5+9ZU+tPMvoGTaE/iQaN4Rwm0aCMb69La9C6B8yfTXJjVb24qp6T5M1JPrbmNazbx5K8Zfb5W5J8tONalqaqKsn7kjzYWvvtHb80qv1W1cmq+t7Z589L8hNJ/iUj22eStNZ+qbV2bWvthmz/2fzr1trPZ1x71aDNPn9JptOfZDoNmkh/Eg0awzmcTIOm0p9kMg3Sn80+f0mm059kOg2aSH8SDRrDOdQgDdr3m631kuQNSb6S5F+T/Mq673/Fe/tAkseTPJXtv6F7a5Lvy/Y7Lj40+3hl73Uuaa+vzvY/afliki/MLm8Y236T/HCSz8/2+UCSX50dH9U+5+z7liQfH+NeNWizz99sn5Poz2yvk2vQmPsz25MGHYG1LrjPSTRoiv2Z7W+0DdKfzT5/s31Ooj+zvU6uQWPuz2xPGnQE1rrgPjVohHvdseeFGlSzLwQAAAAAgENZ90tkAAAAAAAwEgbMAAAAAAAMYsAMAAAAAMAgBswAAAAAAAxiwAwAAAAAwCAGzAAAAAAADGLADAAAAADAIAbMAAAAAAAM8v9gas3k7GcLygAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABZgAAACbCAYAAADvAf7NAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAATQklEQVR4nO3df4hk6V3v8c+3p3dJTKLJOpOwZOOuyCIG0VXGNd7k3ht/RDdR3PiHYkQJKKxIhAQEWRX88Z8o/rgX5cKqYRbUqGCiQeOPsCpR0ZhJjLpx1cSw0TVLZsZVjKJuZvq5f3Rl6Zmumu46VV1P1zmvFzTdfeZ01/PMmX1v9Xdqqqq1FgAAAAAAWNZO7wUAAAAAALCdDJgBAAAAABjEgBkAAAAAgEEMmAEAAAAAGMSAGQAAAACAQQyYAQAAAAAYZKUBc1XdV1V/W1UfqqoH17UogOPQIKAX/QF60iCgJw0CblSttWFfWHUmyd8leVWSJ5K8J8nrWmt/vehrzp492+68865Bt7dui3ZdG13FdlnmT4rfx9Pl6t78q7e7M/9KzTv7Hz7yeK5cuXJqLq0GTY8Gba+xNWjb+wNTsmx/Fnnf+957pbV2bh1rWpUGwbR85BTdB0qWb5D+wHY77n2g3RVu494kH2qtfThJquqXktyfZOEdmzvvvCt//O6LK9zk+iwarFedmm6fOtcW3EGfd//c7+Pp8tS/Pz33+G3PvXXu8b051/oVX/JFa13TGmjQxGjQ9hphg7a6PzAly/ZnkWffUh9Zx3rWRINgQl7+xed7L+FGSzVIf2C7Hfc+0CpPkfHiJP944PMnZscANkGDgF70B+hJg4CeNAg4ZJUB87yHhx16yFFVPVBVF6vq4uUrl1e4OYDraBDQi/4APWkQ0NORDdIfmJ5VBsxPJHnJgc/vSPLRG09qrT3UWjvfWjt/7uypeNoyYBw0COhFf4CeNAjo6cgG6Q9MzyrPwfyeJHdX1Wcm+ack35jkm9ayqg3w/JzLO7PoxZiWeKFIzzvbx7LPMzjspT83ToMmRoO21wgbtNX9gSlZtj9bQoOAnjQIOGTwgLm1drWqvjPJ7yQ5k+TNrbUPrG1lADehQUAv+gP0pEFATxoEzLPKI5jTWntHknesaS0AS9EgoBf9AXrSIKAnDQJutMpzMAMAAAAAMGEGzAAAAAAADGLADAAAAADAICs9BzPT0lqbe7yqVjqXk/efT1+be/y/PzH/+M7O4eu0t+CawqZo0PbSIOC0+df/eHru8ec/59YNrwQAYPt5BDMAAAAAAIMYMAMAAAAAMIgBMwAAAAAAgxgwAwAAAAAwiAEzAAAAAACD7PZeANujqk7k3G1x9dre3OO7Z07/39M8+9YzSx2f58wIrynbRYM0CGBdnv+cW3svAQBgNE7/T6UAAAAAAJxKBswAAAAAAAxiwAwAAAAAwCAGzAAAAAAADGLADAAAAADAILu9F8C07O21ucd3dmot37+1+d+/avXvv3vmZP8+5uq1vS63O8+8tcz/nYXtokGLaRAAAABDeAQzAAAAAACDGDADAAAAADCIATMAAAAAAIMYMAMAAAAAMIgBMwAAAAAAg+yu8sVV9XiSjye5luRqa+38OhbFzbXW5h6vqqXOX3A4C77Nwu+/jJ2d1b/Hzaxjjb3snjk9f98zby2n8XdWg/rQoMU0aD00CODm9AfoSYOAG600YJ750tbalTV8H4AhNAjoSYOAXvQH6EmDgGecnocrAQAAAACwVVYdMLckv1tV762qB+adUFUPVNXFqrp4+crlFW8O4DoaBPR00wbpD3CC3AcCenIfCLjOqgPml7fWvjDJq5O8oar+140ntNYeaq2db62dP3f23Io3B3AdDQJ6ummD9Ac4Qe4DAT25DwRcZ6UBc2vto7P3l5K8Lcm961gU+1prc9+qau7bIovO39mZ/7bs919m7es6/+q1vblvTIsGnSwN0iBuToOAXvQH6EmDgBsNHjBX1XOq6nmf/DjJVyZ5dF0LA7gZDQJ60iCgF/0BetIgYJ7dFb72RUneNntU2W6SX2yt/fZaVgVwNA0CetIgoBf9AXrSIOCQwQPm1tqHk3z+GtcCcGwaBPSkQUAv+gP0pEHAPKu+yB8AAAAAABNlwAwAAAAAwCCrPAczJ2z2nEZbadm1L3v+7hl/NwInTYMW0yAAAADY5ydkAAAAAAAGMWAGAAAAAGAQA2YAAAAAAAYxYAYAAAAAYBADZgAAAAAABtntvQBYp9ba3ONVteGVAFOkQQAAwFgs+vlm3uFFP/L4WWgaPIIZAAAAAIBBDJgBAAAAABjEgBkAAAAAgEEMmAEAAAAAGMSAGQAAAACAQXZ7L4DlLXoVz0WvzLns+f/19LW5x8/szD//f//IHxw69ltv+p9zz33es+b/kdtZ8L2XXfuyr066t3f4+y9aC7BPgzQIpuYTV/fmHl+mP5/2Kbesc0nAhGgQ0Msnrs3/eeir/s8fHjr2a9/xP+ae+6nPnv8z2LI/O3G6eQQzAAAAAACDGDADAAAAADCIATMAAAAAAIMYMAMAAAAAMIgBMwAAAAAAg8x/KccDqurNSb4myaXW2ufOjt2W5JeT3JXk8STf0Fr7l5NbJgct+0qbi85vbf6rgd66O//vHfYWnP/Y29566Njlb7137rnPe9aRf+Suc9KvKrqz41VLTzsNOn00aH006PTTIJJkUQqW6c+nfcot61wSE6A/fJIG0YMGcTPv/83fO3Tsn7/l/NxzF/0MdsI/arFhx3kE84Uk991w7MEkj7TW7k7yyOxzgJNwIRoE9HMhGgT0cSH6A/RzIRoEHNORA+bW2ruSPHXD4fuTPDz7+OEkr13zugCSaBDQlwYBvegP0JMGAcsY+hzML2qtPZkks/cvXHRiVT1QVRer6uLlK5cH3hzAdTQI6OlYDdIf4AS4DwT05D4QMNeJv8hfa+2h1tr51tr5c2fPnfTNAVxHg4Be9AfoSYOAXvQHpmfogPljVXV7kszeX1rfkgCOpEFATxoE9KI/QE8aBMw1/6Ucj/b2JK9P8sOz97++thWxMbXgJTsXvZLnTub/wuU//b/Hvs2dHS8Tylpo0AhoEFtMgyZm98z8x2T8y3t+6tCxq9f2Tno5TJv+TJAGcYpo0MTsLvj56fI7f+DQsWV/vmNcjnwEc1W9JcmfJPnsqnqiqr4t+zF5VVV9MMmrZp8DrJ0GAT1pENCL/gA9aRCwjCMfwdxae92CX/ryNa8F4BANAnrSIKAX/QF60iBgGSf+In8AAAAAAIyTATMAAAAAAIMYMAMAAAAAMMiRz8EMR1n0qsYAm6BBwGmiSUBPGgSs085OzT+e+ceZLv/3AQAAAABgEANmAAAAAAAGMWAGAAAAAGAQA2YAAAAAAAYxYAYAAAAAYJDd3guAnvb22qFji14lFWDdNAgAAIBt5xHMAAAAAAAMYsAMAAAAAMAgBswAAAAAAAxiwAwAAAAAwCAGzAAAAAAADLLbewHQ085O9V4CMGEaBAAAwLbzCGYAAAAAAAYxYAYAAAAAYBADZgAAAAAABjFgBgAAAABgkCMHzFX15qq6VFWPHjj2g1X1T1X1/tnba052mcBUaRDQkwYBvegP0JMGAcs4ziOYLyS5b87xn2it3TN7e8d6lwXwjAvRIKCfC9EgoI8L0R+gnwvRIOCYjhwwt9beleSpDawF4BANAnrSIKAX/QF60iBgGas8B/N3VtVfzv7ZxAvWtiKA49EgoCcNAnrRH6AnDQIOGTpg/n9JPivJPUmeTPJji06sqgeq6mJVXbx85fLAmwO4jgYBPR2rQfoDnAD3gYCe3AcC5ho0YG6tfay1dq21tpfkZ5Lce5NzH2qtnW+tnT939tzQdQI8Q4OAno7bIP0B1s19IKAn94GARQYNmKvq9gOffl2SRxedC7BuGgT0pEFAL/oD9KRBwCK7R51QVW9J8sokZ6vqiSQ/kOSVVXVPkpbk8STffoJrBCZMg4CeNAjoRX+AnjQIWMaRA+bW2uvmHP65E1gLwCEaBPSkQUAv+gP0pEHAMoa+yB8AAAAAABNnwAwAAAAAwCAGzAAAAAAADGLADAAAAADAIAbMAAAAAAAMYsAMAAAAAMAgBswAAAAAAAxiwAwAAAAAwCAGzAAAAAAADGLADAAAAADAIAbMAAAAAAAMYsAMAAAAAMAgBswAAAAAAAxiwAwAAAAAwCAGzAAAAAAADGLADAAAAADAIAbMAAAAAAAMYsAMAAAAAMAgBswAAAAAAAxiwAwAAAAAwCAGzAAAAAAADHLkgLmqXlJVv19Vj1XVB6rqjbPjt1XVO6vqg7P3Lzj55QJTo0FAL/oD9KRBQC/6AyzrOI9gvprku1prn5PkZUneUFUvTfJgkkdaa3cneWT2OcC6aRDQi/4APWkQ0Iv+AEs5csDcWnuytfa+2ccfT/JYkhcnuT/Jw7PTHk7y2pNaJDBdGgT0oj9ATxoE9KI/wLKWeg7mqroryRckeXeSF7XWnkz245PkhQu+5oGqulhVFy9fubzaaoFJ0yCgF/0BetIgoBf9AY7j2APmqnpukl9N8qbW2r8d9+taaw+11s631s6fO3tuyBoBNAjoRn+AnjQI6EV/gOM61oC5qm7JflR+obX21tnhj1XV7bNfvz3JpZNZIjB1GgT0oj9ATxoE9KI/wDKqtXbzE6oq+8+t81Rr7U0Hjv9okn9urf1wVT2Y5LbW2ncf8b0uJ/nI7NOzSa6ssvgtMpW9TmWfyTT3emdrbeN//axBK5vKPpPp7HUq+0yu3+vGG6Q/azGVvU5ln8l096pB22cq+0zsdYz0Z/vZ6/hMZZ/JgAYdZ8D8iiR/mOSvkuzNDn9v9p9/51eSfEaSf0jy9a21p4670qq62Fo7f9zzt9lU9jqVfSb2uuHb16AVTGWfyXT2OpV9Jv33qj+rm8pep7LPxF43fPsatIKp7DOx1zHqvU/9WZ29js9U9pkM2+vuUSe01v4oSS345S9f5sYAlqVBQC/6A/SkQUAv+gMs69gv8gcAAAAAAAf1HDA/1PG2N20qe53KPhN7HYOx7utGU9lnMp29TmWfyXj3OtZ9zTOVvU5ln4m9jsFY93WjqewzsdcxGus+x7qveex1fKayz2TAXo98DmYAAAAAAJjHU2QAAAAAADDIxgfMVXVfVf1tVX2oqh7c9O2fpKp6c1VdqqpHDxy7rareWVUfnL1/Qc81rktVvaSqfr+qHquqD1TVG2fHR7XfqnpWVf1ZVf3FbJ8/NDs+qn0eVFVnqurPq+o3Zp+Paq8atN3XL5lOf5LpNWjs/Uk0aCTXcBINmlp/kvE3SH+2+/ol0+lPMr0Gjb0/iQaN5Bpq0Aj3mqynQRsdMFfVmSQ/neTVSV6a5HVV9dJNruGEXUhy3w3HHkzySGvt7iSPzD4fg6tJvqu19jlJXpbkDbNrObb9/neSL2utfX6Se5LcV1Uvy/j2edAbkzx24PPR7FWDtvv6HTCV/iTTa9Bo+5NoUEZwDWem0qCp9ScZcYP0Z7uv3wFT6U8yvQaNtj+JBmUE13BGg8a512QNDdr0I5jvTfKh1tqHW2tPJ/mlJPdveA0nprX2riRP3XD4/iQPzz5+OMlrN7qoE9Jae7K19r7Zxx/P/h/EF2dk+237/n326S2zt5aR7fOTquqOJF+d5GcPHB7TXjVou69fkun0J5lWgybQn0SDxnANJ9OgKfUnmUSD9Ge7r1+S6fQnmVaDJtCfRIPGcA01SINuatMD5hcn+ccDnz8xOzZmL2qtPZns/8eY5IWd17N2VXVXki9I8u6McL+zfyrw/iSXkryztTbKfc78ZJLvTrJ34NiY9qpB2339Dhl7f5JJNWjs/Uk0aAzX8Dpjb9CE+pOMv0H6s93X75Cx9yeZVIPG3p9Eg8ZwDa+jQaPa61oatOkBc8051ja8Btaoqp6b5FeTvKm19m+913MSWmvXWmv3JLkjyb1V9bm913QSquprklxqrb2391pOkAaNyBT6k0yjQRPpT6JBozKFBk2hP8lkGqQ/IzKF/iTTaNBE+pNo0Kho0Hiss0GbHjA/keQlBz6/I8lHN7yGTftYVd2eJLP3lzqvZ22q6pbsR+UXWmtvnR0e7X5ba/+a5A+y/9xKY9zny5N8bVU9nv1/svRlVfXzGddeNWi7r98zptafZPQNmkJ/Eg0awzVMMr0Gjbw/yTQapD/bff2eMbX+JKNv0BT6k2jQGK5hEg3K+Pa6tgZtesD8niR3V9VnVtWtSb4xyds3vIZNe3uS188+fn2SX++4lrWpqkryc0kea639+IFfGtV+q+pcVT1/9vGzk3xFkr/JyPaZJK2172mt3dFauyv7/23+XmvtmzOuvWrQdl+/JNPpTzKdBk2kP4kGjeEaTqZBU+lPMpkG6c92X78k0+lPMp0GTaQ/iQaN4RpqkAYd+c02+pbkNUn+LsnfJ/m+Td/+Ce/tLUmeTPKJ7P8N3bcl+fTsv+LiB2fvb+u9zjXt9RXZ/yctf5nk/bO314xtv0k+L8mfz/b5aJLvnx0f1T7n7PuVSX5jjHvVoO2+frN9TqI/s71OrkFj7s9sTxp0Cta64j4n0aAp9me2v9E2SH+2+/rN9jmJ/sz2OrkGjbk/sz1p0ClY64r71KAR7vXAnldqUM2+EAAAAAAAlrLpp8gAAAAAAGAkDJgBAAAAABjEgBkAAAAAgEEMmAEAAAAAGMSAGQAAAACAQQyYAQAAAAAYxIAZAAAAAIBBDJgBAAAAABjk/wN4+eZcS1O0zgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in range(0, 100,2):\n",
    "    f, ax = plt.subplots(1,5,figsize=(25,15))\n",
    "    maxz = np.max(a[i,:,:,2])\n",
    "    ax[0].imshow(a[i,:,:,0] , vmax=maxz,cmap=\"Blues\")\n",
    "    ax[1].imshow(a[i,:,:,1], vmax=maxz,cmap=\"Blues\")\n",
    "    ax[2].imshow(a[i,:,:,2] ,vmax=maxz,cmap=\"Blues\")\n",
    "    ax[3].imshow(a[i,:,:,3] ,vmax=maxz,cmap=\"Blues\")\n",
    "    im3 = ax[4].imshow(a[i,:,:,4] ,vmax=maxz,cmap=\"Blues\")  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-11-07T16:07:18.785243Z",
     "start_time": "2019-11-07T16:06:25.097142Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/bin/start_ipykernel.py:2: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  if __name__ == '__main__':\n"
     ]
    },
    {
     "data": {
      "image/png": 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Pvq0tW6mDmF06aJ4ZGii/LhmfmCrmixeV7zNdtKh8nKXLy/0zvu26tmxwsHzslMrHnsq5fOyJct7J0cnJYr77qfFiXlrrQ/uOFcduv2h5V3NZ3OF6NMF572BOKX0sIr4YEZenlB5PKf1UnC6TV6WUHoqIV7U+Bug5HQTUSQcBddE/QJ10ENCN897ilXN+a4ffekWP5wLQRgcBddJBQF30D1AnHQR0Y9Yf8gcAAAAAQH+ywQwAAAAAQCU2mAEAAAAAqOS878HMwvEPP/dvivn/fehgMf/tzz9czH/2L+4v5lduX1fMh668sC0bWdbd04tv+asHi/n6kfJxOjxsNH7vH3cX8/f/8JVdzQfong7SQdCv3nbNhmL+X157eVu2//DEbE8HaJg3vbDcQf/x5Ze2ZeOTsz0bYD4ZXFS+b3TtcHm77+jJU8V81ciSYr710tFiPrF5bVs2MjJUHLtyefk11fKhgWI+uqI891MdXoRdtGxpMd/37HgxH1rc/jW77pKVxbH3Pnq4mF+7eaSYX3HxcDGfT54+Uv4fxdoOX/fpcgczAAAAAACV2GAGAAAAAKASG8wAAAAAAFRigxkAAAAAgEpsMAMAAAAAUMnMHhHIgvA921cX8+t2rSrmy4bKf++wKKVi/oEfuWrac3nP5x4u5u//4SvL+T99s5gPd3ja6OET5SeiAvXRQcBCd/XGFdMee+FI+UnpAFVtXbd02mOXeoUPjfLsicliPrKk/Hql0/cpE6eWFfMLhoeK+cmJqbZscHH5ddyaFUuK+YoOc7x4uNx5QwPl4w93OM7AovLrx2s2jbRl9+85Uhx77eb2sRERTx8pf90Pj5fzyalczJ9/YfnrPpvWrpid/1G4gxkAAAAAgEpsMAMAAAAAUIkNZgAAAAAAKrHBDAAAAABAJTaYAQAAAACoxDNmG+yLDz9dzNevXl7Mf/nll0772P/ug3cX8+3ry09h/+S/7C3mt1y/tZj/zucfKeYv37p6GrP7/37zrofbsne94vldHQOoRgfpIAAAoLqtF5RfOz17cqKYj09OFfNNq5YW8yMnTxXz5UPt96suilQcm8pxXLB0oJg/c+JkMR8eLG9hHjheHv+SzdN/bfaCDeXXiZ2sXVGeS6e8k/v3HOlqPk8fnWzLnjpcXv/l68t/NjrZNXa8q/HncgczAAAAAACV2GAGAAAAAKASG8wAAAAAAFRigxkAAAAAgErOu8GcUvpgSml/Sum+M7LbUkp7Ukr3tn68dnanCTSVDgLqpIOAuugfoE46COjGdB5veEdEvD8iPnxO/t9yzu/t+YyYM59+x8tm7dh/8ZMvmbVjR0T8hxsu7clx3vWK5/fkOMyqO0IH9SUdpIMWiDtCBwH1uCP0D1CfO0IHzXsXDS8t5oOLyveTDnXIT+VczMcnT017LodPlseuH15SHj8xWcxftmldMX/q8IliPjRQXtOq5QPFvBu7nxov5lvWlb/u3XrBhhVdjV873L6NW8qq2Da6bEaff947mHPOX4iIAzM6C0BFOgiokw4C6qJ/gDrpIKAbM3kP5ltSSl9t/bOJ1T2bEcD06CCgTjoIqIv+Aeqkg4A2VTeY/yAiLo2IayNib0T8bqeBKaWbU0o7U0o7x8bGKp4O4Cw6CKjTtDpI/wCzwPdAQJ18DwQUVdpgzjnvyzmfyjlPRcQfRcRLn2Ps7TnnHTnnHaOjo1XnCfAdOgio03Q7SP8AveZ7IKBOvgcCOqn0TtAppYtzzntbH/5wRNz3XOOB3rvt0w+1Z6/eXsNM5p4OgvrpIB0EzD39A9RJB80/29eXHxL3raeOFfN1p8oP3Ntz+HgxP3lqqpivLzxc8GiHh/ZNTJUfIPiKbRcW80fGjhbzzWuWF/PFA6mYd/K1x4+0ZS/cWP46Di/p7kGB3+zwUMCtPXooYMnTR8pf97UrevPwv+k679lSSh+LiBsiYl1K6fGIeHdE3JBSujYickTsjoifmcU5Ag2mg4A66SCgLvoHqJMOArpx3g3mnPNbC/GfzMJcANroIKBOOgioi/4B6qSDgG5UfcgfAAAAAAANZ4MZAAAAAIBKbDADAAAAAFDJ3D5SEOiZ2169ve4pAA2mgwAAoF77nj1RzK/ZNFLM799zpJhvX7eimB88OlHMhxa336+6bKC8xfj0eHmOw0vK419+xdpift/j5bmnVIw7euHG8lpLRkcGuzr21nVLu5tMD6xdMT+2dt3BDAAAAABAJTaYAQAAAACoxAYzAAAAAACV2GAGAAAAAKASG8wAAAAAAFQyPx41CPTEe//3rmL+iz+wbY5nAjSRDgIAgLlz2frlXY0fWVreBty8dmkx3/nNZ4t56uKcb7hmfTHfNXa8mK9dUZ7j1RtXFPODx051MZuIr+892pZdcfFwV8egnTuYAQAAAACoxAYzAAAAAACV2GAGAAAAAKASG8wAAAAAAFRigxkAAAAAgErKj2YEFqRf/IFtXY3/tU9/o5gfGm9/CuuFl77gJZUmBTSGDgIWuvHJumcAANO3a+x4Md82uqyr43z1scPFfMngQDF/4cYV0z725//16WJ+w+Vrp32M57J6eXmOnVxx8XBPzsvZ3MEMAAAAAEAlNpgBAAAAAKjEBjMAAAAAAJXYYAYAAAAAoBIbzAAAAAAAVLL4fANSSpsi4sMRsT4ipiLi9pzz76eU1kTExyNiS0Tsjog35ZwPzt5UmSuv+8N/LuZ/97MvneOZMNv+06svm/bY33/j/XfP4lQ60kHNo4OaY753kP5pnq/sPlTMX7xl5RzPhLosPe+ro7mjg4C66J/557EDJ4r5ttFlXR1nYKB8n+lULo9fPjjz+1I3r1k+42Mw/03nT8pkRPxCzvnKiHhZRLwjpXRVRNwaEXflnLdHxF2tjwF6TQcBddE/QJ10EFAX/QN05bwbzDnnvTnnr7R+fTgiHoyIDRHxhoi4szXszoh442xNEmguHQTURf8AddJBQF30D9Ctru51TyltiYjrIuJLEXFRznlvxOnyiYgLO3zOzSmlnSmlnWNjYzObLdBoOgioi/4B6qSDgLroH2A6pr3BnFJaERGfjIifzzmX36CuIOd8e855R855x+joaJU5AuggoDb6B6iTDgLqon+A6ZrWBnNKaTBOl8pHc85/2Yr3pZQubv3+xRGxf3amCDSdDgLqon+AOukgoC76B+hGyrnDoyK/PSClFKffW+dAzvnnz8h/JyKezjn/Vkrp1ohYk3P+pfMcaywivtX6cF1EPDWTyS8gTVlrU9YZ0cy1XpJznvO/ftZBM9aUdUY0Z61NWWfE2Wud8w7SPz3RlLU2ZZ0RzV2rDlp4mrLOCGvtR/pn4bPW/tOUdUZU6KDpbDB/b0T8n4j4WkRMteJ3xen33/nziNgcEY9GxE055wPTnWlKaWfOecd0xy9kTVlrU9YZYa1zfH4dNANNWWdEc9balHVG1L9W/TNzTVlrU9YZYa1zfH4dNANNWWeEtfajutepf2bOWvtPU9YZUW2ti883IOf8jxGROvz2K7o5GUC3dBBQF/0D1EkHAXXRP0C3pv2QPwAAAAAAOFOdG8y313juudaUtTZlnRHW2g/6dV3naso6I5qz1qasM6J/19qv6yppylqbss4Ia+0H/bquczVlnRHW2o/6dZ39uq4Sa+0/TVlnRIW1nvc9mAEAAAAAoMRbZAAAAAAAUMmcbzCnlG5MKf1rSunhlNKtc33+2ZRS+mBKaX9K6b4zsjUppc+mlB5q/by6zjn2SkppU0rpf6WUHkwp3Z9Semcr76v1ppSWppT+OaX0L611/nor76t1nimlNJBSuiel9Letj/tqrTpoYV+/iOb0T0TzOqjf+ydCB/XJNWxEBzWtfyL6v4P0z8K+fhHN6Z+I5nVQv/dPhA7qk2uog/pwrRG96aA53WBOKQ1ExH+PiNdExFUR8daU0lVzOYdZdkdE3HhOdmtE3JVz3h4Rd7U+7geTEfELOecrI+JlEfGO1rXst/WeiIgfzDm/KCKujYgbU0ovi/5b55neGREPnvFx36xVBy3s63eGpvRPRPM6qG/7J0IHRR9cw5amdFDT+ieijztI/yzs63eGpvRPRPM6qG/7J0IHRR9cwxYd1J9rjehBB831HcwvjYiHc867cs4nI+LPIuINczyHWZNz/kJEHDgnfkNE3Nn69Z0R8cY5ndQsyTnvzTl/pfXrw3H6D+KG6LP15tOOtD4cbP3I0Wfr/LaU0saIeF1E/PEZcT+tVQct7OsXEc3pn4hmdVAD+idCB/XDNWxMBzWpfyIa0UH6Z2Ffv4hoTv9ENKuDGtA/ETqoH66hDtJBz2muN5g3RMRjZ3z8eCvrZxflnPdGnP6PMSIurHk+PZdS2hIR10XEl6IP19v6pwL3RsT+iPhszrkv19nyvoj4pYiYOiPrp7XqoIV9/dr0e/9ENKqD+r1/InRQP1zDs/R7BzWofyL6v4P0z8K+fm36vX8iGtVB/d4/ETqoH67hWXRQX621Jx001xvMqZDlOZ4DPZRSWhERn4yIn885H6p7PrMh53wq53xtRGyMiJemlK6ue06zIaX0+ojYn3O+u+65zCId1Eea0D8RzeighvRPhA7qK03ooCb0T0RjOkj/9JEm9E9EMzqoIf0ToYP6ig7qH73soLneYH48Ijad8fHGiHhijucw1/allC6OiGj9vL/m+fRMSmkwTpfKR3POf9mK+3a9OednIuLzcfq9lfpxnddHxL9NKe2O0/9k6QdTSh+J/lqrDlrY1+87mtY/EX3fQU3onwgd1A/XMCKa10F93j8Rzegg/bOwr993NK1/Ivq+g5rQPxE6qB+uYUTooOi/tfasg+Z6g/nLEbE9pbQ1pTQUEW+JiE/N8Rzm2qci4idav/6JiPibGufSMymlFBF/EhEP5px/74zf6qv1ppRGU0qrWr9eFhGvjIivR5+tMyIi5/zLOeeNOectcfq/zf+Zc/6x6K+16qCFff0iojn9E9GcDmpI/0TooH64ho3poKb0T0RjOkj/LOzrFxHN6Z+I5nRQQ/onQgf1wzXUQTrovAeb0x8R8dqI+EZEPBIRvzLX55/ltX0sIvZGxESc/hu6n4qItXH6iYsPtX5eU/c8e7TW743T/6TlqxFxb+vHa/ttvRFxTUTc01rnfRHxa628r9ZZWPcNEfG3/bhWHbSwr19rnY3on9ZaG9dB/dw/rTXpoHkw1xmusxEd1MT+aa2vbztI/yzs69daZyP6p7XWxnVQP/dPa006aB7MdYbr1EF9uNYz1jyjDkqtTwQAAAAAgK7M9VtkAAAAAADQJ2wwAwAAAABQiQ1mAAAAAAAqscEMAAAAAEAlNpgBAAAAAKjEBjMAAAAAAJXYYAYAAAAAoBIbzAAAAAAAVPL/AGdab4e9W2c4AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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vTe9AKvj4LS+sewgnueDiDnchuPh7p3cgMEP6h956x0svKedf/v1pHgnooIiIR3YPFfNLli8o5lsHy9tfsGxhW3bxQHkfO7eU9/HUgaPFfMf+cj4ydqyYz55dfj+7fE35NdCx828o5jTXuFcwp5TujogvRMTzU0rbU0o/GsfL5IaU0kMRcUPrY4Ce00FAnXQQUBf9A9RJBwHdGPcK5pzzzR3+6voejwWgjQ4C6qSDgLroH6BOOgjoxpQ/5A8AAAAAgP5kgRkAAAAAgEosMAMAAAAAUMm492DupRWL58XPveziSe/nFwr7eOvHNhW33b7zQDG/4tJzJj2OXvrA654/6X185qE9xfx1V64o5uecNb+YP7RjfzG/792vKOYv/eA/T2B0UD8d1JkOAujsK+95Zd1DABps/rS+awe+ZcuOg8V8ZCx3tZ/9h0eKeUppwvtYOLtcBBefvaCYn9Fh14ePjhXz8889s5gvWji3mB/L3X0N6H+uYAYAAAAAoBILzAAAAAAAVGKBGQAAAACASiwwAwAAAABQiQVmAAAAAAAqmdbn0e4fGo1Pb97dlr/2yuVTdsx/f/X5xfyy5fOn7Ji98r1/cl8xnzu7/H2Bo6PHivktd28q5ucsKj8NdGmH/DV/8G/FfN48jzVmZtBB3dFBwEzxxg9tLOaf/LEN0zwSAKBfXLFqUTHftme4mG/ZcbCYL5pffr+ybsXCtmzf0Fhx25VLyu8fh54pb9/JpecuKObDo/OK+a4DI8X8WM5dHZf+5wpmAAAAAAAqscAMAAAAAEAlFpgBAAAAAKjEAjMAAAAAAJVYYAYAAAAAoJLyoyynyPDYWGzdf2jC23968+5ifuX5S9qy77xwcXHbt1930YSPd7r52FtfVMz/y70PdrWfzdsPFPODR0aL+fd/x8pi/pdf21XMLxwoP1kVTjc6qDs6CJgpPvljG+oeAgDQZ7bvHS7ma5bN6/AZ5fyJZ45M+JiP7i6/X50zq7vrQ1cuLo8lddh+3/BIMV+6oLxsuPdw+b0czeUKZgAAAAAAKrHADAAAAABAJRaYAQAAAACoxAIzAAAAAACVjLvAnFK6I6W0O6W0+YTsfSmlHSmlr7V+vXZqhwk0lQ4C6qSDgLroH6BOOgjoRvlxkCe7MyJ+PyI+ckr+2znnD3ZzsOWL5sXbr7uoLd/46P7i9k8dHirmj3y9/amal5+7uJuhxO98fmsxf+d3X9zVfnrllz/9QFv25L7yE0vvetP6Yn7rxzcX8/Wrz+pqLG/ZsKaYf/GJA8V876GjXe0funRn6KApp4OgozujRx0E0KU7Q/8A9bkzGt5Bq8+e15P9DI8em/C2yxbNLeZjx3IxXzB7VjGffUZ57MNjY8X8WC7vf8m8VMzPml8+Ls017hXMOefPR8SeaRgLQBsdBNRJBwF10T9AnXQQ0I3J3IP57SmlTa0fmzi7ZyMCmBgdBNRJBwF10T9AnXQQ0KbqAvMfRMQlEXF1ROyMiP/WacOU0q0ppY0ppY2Dg4MVDwdwEh0E1GlCHaR/gCngNRBQJ6+BgKJKC8w5510557Gc87GI+OOIuOY5tr0957wh57xhYGCg6jgBvk0HAXWaaAfpH6DXvAYC6uQ1ENDJRB7y1yaldF7OeWfrwzdGRPnJThO04aIlxfy2T329mN/z9u+azOEior4HaXXyX1/7/Env4/YfuLIHI+ns8PBoMf/YW66e0uPCqXRQ7+kgmLhed1DJ9b/3hWJ+7zsm3z/AzDUd/QPQiQ6qZvasiV/beeE587va98Ej5fdIQ0fLD/NbvXBBMd99oPyA94NHy/v/7ovav3Fwuj3Inuk17gJzSunuiHh5RJybUtoeEe+NiJenlK6OiBwRj0XET0zhGIEG00FAnXQQUBf9A9RJBwHdGHeBOed8cyH+kykYC0AbHQTUSQcBddE/QJ10ENCNqg/5AwAAAACg4SwwAwAAAABQiQVmAAAAAAAqGfcezHW65+2elH46+fDN6+seAkwrHXR60UE0yb3v0D8AQP96ZPdQMV965pxifs6Zp8/y1YNPHS7mz1u5sJg/9vShYn7oyGhbtnagvI+d+44U86GjY8V8z5GjxfzFlywt5uctnV/M73lwdzGfO7v9etXvWrWsuC3N4ApmAAAAAAAqscAMAAAAAEAlFpgBAAAAAKjEAjMAAAAAAJVYYAYAAAAAoJLT5zGcTNoPf/T+Yv6RH7pqmkcCNJEOAgAAJuKS5QvqHsK37dg7XMxXnT2vmD9v5cJi/sSe8n7Wr15SzJ/af6QtWzSvfB3ouhXlYz4+u7x93luMY9/QWDE/OnqsmF+x/Kxifnh4tC178SVLi9v+6cZtxfwtG9YUc2YmVzADAAAAAFCJBWYAAAAAACqxwAwAAAAAQCUWmAEAAAAAqMQCMwAAAAAAlcyuewAREb/62YeK+XtvXDfNI+ne+vfcU8w3vf9V0zySiI/80FXTfkzoBzqoN3QQNMvp1D8AQPNsHRwq5hcPLOhqP6vOnteL4cTys8r7md9h5W1kbO6kj3nhOfO7yjubVUyXL54z4T1s2XGwmC+cU/4C/PEXHy/mP37thRM+Jr1zx5fK52OiXMEMAAAAAEAlFpgBAAAAAKjEAjMAAAAAAJVYYAYAAAAAoBILzAAAAAAAVNLhWZb/X0ppTUR8JCJWRsSxiLg95/y7KaVlEfEXEbE2Ih6LiB/MOe+tMoj33riuyqedFi65YGndQ4C+poOemw6CqTMd/TOTbXr/q+oeAvQ1HQTUZab0z8UDC+o6dNH8cVfYTrZyydy27Ml9R4vbnr+0fdte2jc0VsyXLphVzLfsONiWHR09Vtz2+646r5h/9fFni/kdX3q8mP/INRcWc7rzh194rJifNa/Lf8CnmMgVzKMR8fM55xdExLUR8baU0uURcVtE3JtzXhcR97Y+Bug1HQTURf8AddJBQF30D9CVcReYc847c85faf35QER8IyJWRcQbIuKu1mZ3RcT3TNUggebSQUBd9A9QJx0E1EX/AN3q6h7MKaW1EfEdEfFvEbEi57wz4nj5RMTyDp9za0ppY0pp4+Dg4ORGCzSaDgLqon+AOukgoC76B5iICS8wp5QWRcRfRsQ7c87lG6UU5JxvzzlvyDlvGBgYqDJGAB0E1Eb/AHXSQUBd9A8wURNaYE4pzYnjpfLRnPMnWvGulNJ5rb8/LyJ2T80QgabTQUBd9A9QJx0E1EX/AN1IOefn3iClFMfvrbMn5/zOE/LfjIhncs4fSCndFhHLcs6/OM6+BiPiW4+DPDcinp7M4GeQpsy1KfOMaOZcL8w5T/u3n3XQpDVlnhHNmWtT5hlx8lynvYP0T080Za5NmWdEc+eqg2aepswzwlz7kf6Z+cy1/zRlnhEVOmgiC8wvjYh/joj/GxHHWvGvxPH77/yPiLggIp6IiB/IOe+Z6EhTShtzzhsmuv1M1pS5NmWeEeY6zcfXQZPQlHlGNGeuTZlnRP1z1T+T15S5NmWeEeY6zcfXQZPQlHlGmGs/qnue+mfyzLX/NGWeEdXmOnu8DXLO/xIRqcNfX9/NwQC6pYOAuugfoE46CKiL/gG6NeGH/AEAAAAAwInqXGC+vcZjT7emzLUp84ww137Qr/M6VVPmGdGcuTZlnhH9O9d+nVdJU+balHlGmGs/6Nd5naop84ww137Ur/Ps13mVmGv/aco8IyrMddx7MAMAAAAAQIlbZAAAAAAAUMm0LzCnlG5KKT2QUno4pXTbdB9/KqWU7kgp7U4pbT4hW5ZS+oeU0kOt38+uc4y9klJak1L63ymlb6SUtqSUfqaV99V8U0rzU0pfSind35rnr7byvprniVJKs1JKX00p/W3r476aqw6a2ecvojn9E9G8Dur3/onQQX1yDhvRQU3rn4j+7yD9M7PPX0Rz+ieieR3U7/0ToYP65BzqoD6ca0RvOmhaF5hTSrMi4r9HxGsi4vKIuDmldPl0jmGK3RkRN52S3RYR9+ac10XEva2P+8FoRPx8zvkFEXFtRLytdS77bb7DEfHKnPNVEXF1RNyUUro2+m+eJ/qZiPjGCR/3zVx10Mw+fydoSv9ENK+D+rZ/InRQ9ME5bGlKBzWtfyL6uIP0z8w+fydoSv9ENK+D+rZ/InRQ9ME5bNFB/TnXiB500HRfwXxNRDycc96acz4aEX8eEW+Y5jFMmZzz5yNizynxGyLirtaf74qI75nWQU2RnPPOnPNXWn8+EMf/Ia6KPptvPu5g68M5rV85+mye35JSWh0Rr4uID50Q99NcddDMPn8R0Zz+iWhWBzWgfyJ0UD+cw8Z0UJP6J6IRHaR/Zvb5i4jm9E9EszqoAf0ToYP64RzqIB30nKZ7gXlVRGw74ePtrayfrcg574w4/p8xIpbXPJ6eSymtjYjviIh/iz6cb+tHBb4WEbsj4h9yzn05z5bfiYhfjIhjJ2T9NFcdNLPPX5t+75+IRnVQv/dPhA7qh3N4kn7voAb1T0T/d5D+mdnnr02/909Eozqo3/snQgf1wzk8iQ7qq7n2pIOme4E5FbI8zWOgh1JKiyLiLyPinTnnZ+sez1TIOY/lnK+OiNURcU1K6cq6xzQVUkqvj4jdOef76h7LFNJBfaQJ/RPRjA5qSP9E6KC+0oQOakL/RDSmg/RPH2lC/0Q0o4Ma0j8ROqiv6KD+0csOmu4F5u0RseaEj1dHxJPTPIbptiuldF5EROv33TWPp2dSSnPieKl8NOf8iVbct/PNOe+LiM/F8Xsr9eM8r4uI/5hSeiyO/8jSK1NKfxb9NVcdNLPP37c1rX8i+r6DmtA/ETqoH85hRDSvg/q8fyKa0UH6Z2afv29rWv9E9H0HNaF/InRQP5zDiNBB0X9z7VkHTfcC85cjYl1K6aKU0tyI+E8R8TfTPIbp9jcR8dbWn98aEX9d41h6JqWUIuJPIuIbOeffOuGv+mq+KaWBlNLS1p8XRMSrIuKb0WfzjIjIOf9yznl1znltHP+/+Y855zdHf81VB83s8xcRzemfiOZ0UEP6J0IH9cM5bEwHNaV/IhrTQfpnZp+/iGhO/0Q0p4Ma0j8ROqgfzqEO0kHj7mxaf0XEayPiwYh4JCLeNd3Hn+K53R0ROyNiJI5/h+5HI+KcOP7ExYdavy+re5w9mutL4/iPtGyKiK+1fr223+YbEesj4quteW6OiPe08r6aZ2HeL4+Iv+3HueqgmX3+WvNsRP+05tq4Durn/mnNSQedBmOd5Dwb0UFN7J/W/Pq2g/TPzD5/rXk2on9ac21cB/Vz/7TmpINOg7FOcp46qA/nesKcJ9VBqfWJAAAAAADQlem+RQYAAAAAAH3CAjMAAAAAAJVYYAYAAAAAoBILzAAAAAAAVGKBGQAAAACASiwwAwAAAABQiQVmAAAAAAAqscAMAAAAAEAl/w+/u1uclyOkVAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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gEgvMAAAAAABUYoEZAAAAAIBKLDADAAAAAFBJeWtGTgjf+NFoMf/DS5/X03n+4Kv3FvP/+OYXFPPLP31rMX/T2UuL+d7CZqZnLSvvaDxjjF1FH9t1oJh/8+7yz+CJPfuK+eUXrC7mQO90kA6Ctnns6f3FfMUps6Z4JABA0y2bO6cr2zT6bPHYNafOK+bLF3SfIyJidHf59crMsV4P7Sw/BxpeWD7/nBnd96vOHCqfeyxL5peXJJfNn1nMR58pj/HfvuqMnq7LYLiDGQAAAACASiwwAwAAAABQiQVmAAAAAAAqscAMAAAAAEAlFpgBAAAAAKikvGUjJ4TvPbKjmP/9fduL+Z+99axiftbw3GL+iR9sKuaf+zfnjz+4cbzn5SPF/Iq/vr2YX/fOc4v5jfc+Wcwvv2B1T+O5Z+szxfyslfN7Og+0iQ7SQdA2K06ZNbBz79hzqJgvmjs0sGsCACeukaXzurK1S+b0dI47N+8u5muXdJ87IiKVX97Ez60oP08Z667U+TO7lxN37j9QPPbA4VzMV8wrz3XmSeWrLp+XivlYP4NzVi8o5v2wfffBYr5kQXuXWd3BDAAAAABAJRaYAQAAAACoxAIzAAAAAACVWGAGAAAAAKCScReYU0rXpJS2pZTuPCr7SErp0ZTSDzu/3jzYYQJtpYOAOukgoC76B6iTDgJ6MZHtDa+NiP8aEZ8+Jv+znPPH+j4ifuYjb1jfl/Nc8ZI1fTnPbQ/vKub/b/P2rux3XjFSPPa6d55bzD9100PF/LdetraYP/jE3mJ+xtLyLqRnrZxfzJkWrg0dVAsdpIOICB1EnyyaO1T3EJh+rg39A9Tn2tBBffHwk/uK+dol5dcOvThn9YKejj9zeG4xf/r2A8X89IXzivm82d3Pa+7atrN47Jyh8r2th3Iu5isWlH8uF4wsLOZj2bJjfzE/bdGsCZ9j44NPF/MNZ5zS01jaYNw7mHPO346IJ6dgLABddBBQJx0E1EX/AHXSQUAvJvMezO9LKd3e+W8Tp/ZtRAATo4OAOukgoC76B6iTDgK6VF1g/u8RsS4izouIrRHxn8c6MKV0ZUppY0pp4+joaMXLATyHDgLqNKEO0j/AAHgOBNTJcyCgqNICc8758ZzzoZzz4Yj4ZES89DjHXp1z3pBz3jA8PFx1nAA/o4OAOk20g/QP0G+eAwF18hwIGMtENvnrklJamXPe2vnylyLizuMdT70+duMDxfxDF51ZzP/kW/cX89lDqZi/fNXiruxvb99aODLibeeuLOZjbaQ1lrE20hrLV+58vJi/5ZzlPZ2HE4MOml50kA5qGh0E1EX/AHXSQdWsWTy77iGM67JzVxTzv79rWzF/08iyrmzvgcPFY3fuLW8guHxh+TXVE7vKmyLedP+OYv6ydYuKeS+b+Y1l6KTya1C6jbvAnFL6XES8NiKWppQ2R8SHI+K1KaXzIiJHxKaIePcAxwi0mA4C6qSDgLroH6BOOgjoxbgLzDnnywvxXw5gLABddBBQJx0E1EX/AHXSQUAvqm7yBwAAAABAy1lgBgAAAACgEgvMAAAAAABUMu57MDP9feiiM3s6/vdft64PVy3v4lmXt5yzvO4hQGvpIB0EAABMP2ctX1jMt+8+2JU9s687i4h4zfMXF/ONDz5dzF+5/tQJjm7wzl9bnj/d3MEMAAAAAEAlFpgBAAAAAKjEAjMAAAAAAJVYYAYAAAAAoBILzAAAAAAAVDKj7gEAAAAAAIN1/R2PFfPnLTm5mG95ek8xX7Zgdle2ctGcnsZyyryZPR3Pic0dzAAAAAAAVGKBGQAAAACASiwwAwAAAABQiQVmAAAAAAAqscAMAAAAAEAlM+oeAAAAAAAwWG990Yqejt+7/1AxP/f0kyc9lvXL5036HMez/ZmDxXzJfEuhg+AOZgAAAAAAKrHADAAAAABAJRaYAQAAAACoxAIzAAAAAACVWGAGAAAAAKCScbdOTCmdHhGfjogVEXE4Iq7OOX88pbQ4Ir4QESMRsSki3p5zfmpwQwXaSAcBddE/QJ10EFAX/dNcjz61r5ivOnV2Mb9gZOEghzNQQyeluofQKhO5g/lgRPxuzvmFEXFhRLw3pXR2RFwVETfknNdHxA2drwH6TQcBddE/QJ10EFAX/QP0ZNwF5pzz1pzzP3c+3xURd0fEqoi4LCKu6xx2XUS8bVCDBNpLBwF10T9AnXQQUBf9A/Sqp/dgTimNRMT5EXFTRCzPOW+NOFI+EbFsjO+5MqW0MaW0cXR0dHKjBVpNBwF10T9AnXQQUBf9A0zEhBeYU0oLIuJvIuIDOeedE/2+nPPVOecNOecNw8PDVcYIoIOA2ugfoE46CKiL/gEmakILzCmlmXGkVD6bc/5iJ348pbSy8/srI2LbYIYItJ0OAuqif4A66SCgLvoH6EXKOR//gJRSHHlvnSdzzh84Kv9PEbE95/zRlNJVEbE45/x745xrNCIe6ny5NCKemMzgp5G2zLUt84xo51zX5pyn/J+fddCktWWeEe2Za1vmGfHcuU55B+mfvmjLXNsyz4j2zlUHTT9tmWeEuTaR/pn+zLV52jLPiAodNJEF5ldFxHci4o6IONyJ/10cef+d/xkRayLi4Yj4lZzzkxMdaUppY855w0SPn87aMte2zDPCXKf4+jpoEtoyz4j2zLUt84yof676Z/LaMte2zDPCXKf4+jpoEtoyzwhzbaK656l/Js9cm6ct84yoNtcZ4x2Qc/5uRKQxfvuSXi4G0CsdBNRF/wB10kFAXfQP0KsJb/IHAAAAAABHq3OB+eoarz3V2jLXtswzwlyboKnzOlZb5hnRnrm2ZZ4RzZ1rU+dV0pa5tmWeEebaBE2d17HaMs8Ic22ips6zqfMqMdfmacs8IyrMddz3YAYAAAAAgBJvkQEAAAAAQCVTvsCcUnpjSunelNJ9KaWrpvr6g5RSuialtC2ldOdR2eKU0jdTSj/pfDy1zjH2S0rp9JTSt1JKd6eU7kopvb+TN2q+KaU5KaV/Sind1pnnf+jkjZrn0VJKQymlW1NKf9f5ulFz1UHT+/GLaE//RLSvg5rePxE6qCGPYSs6qG39E9H8DtI/0/vxi2hP/0S0r4Oa3j8ROqghj6EOauBcI/rTQVO6wJxSGoqIP4+IN0XE2RFxeUrp7Kkcw4BdGxFvPCa7KiJuyDmvj4gbOl83wcGI+N2c8wsj4sKIeG/nsWzafPdFxMU55xdHxHkR8caU0oXRvHke7f0RcfdRXzdmrjpoej9+R2lL/0S0r4Ma2z8ROiga8Bh2tKWD2tY/EQ3uIP0zvR+/o7SlfyLa10GN7Z8IHRQNeAw7dFAz5xrRhw6a6juYXxoR9+WcH8g574+Iz0fEZVM8hoHJOX87Ip48Jr4sIq7rfH5dRLxtSgc1IDnnrTnnf+58viuO/EFcFQ2bbz5id+fLmZ1fORo2z59KKa2OiLdExKeOips0Vx00vR+/iGhP/0S0q4Na0D8ROqgJj2FrOqhN/RPRig7SP9P78YuI9vRPRLs6qAX9E6GDmvAY6iAddFxTvcC8KiIeOerrzZ2syZbnnLdGHPnLGBHLah5P36WURiLi/Ii4KRo4385/FfhhRGyLiG/mnBs5z47/EhG/FxGHj8qaNFcdNL0fvy5N75+IVnVQ0/snQgc14TF8jqZ3UIv6J6L5HaR/pvfj16Xp/RPRqg5qev9E6KAmPIbPoYMaNde+dNBULzCnQpaneAz0UUppQUT8TUR8IOe8s+7xDELO+VDO+byIWB0RL00pnVP3mAYhpfQLEbEt53xL3WMZIB3UIG3on4h2dFBL+idCBzVKGzqoDf0T0ZoO0j8N0ob+iWhHB7WkfyJ0UKPooOboZwdN9QLz5og4/aivV0fElikew1R7PKW0MiKi83FbzePpm5TSzDhSKp/NOX+xEzd2vjnnHRHxj3HkvZWaOM9XRsRbU0qb4sh/Wbo4pfSZaNZcddD0fvx+pm39E9H4DmpD/0TooCY8hhHRvg5qeP9EtKOD9M/0fvx+pm39E9H4DmpD/0TooCY8hhGhg6J5c+1bB031AvPNEbE+pXRGSmlWRLwjIq6f4jFMtesj4orO51dExJdrHEvfpJRSRPxlRNydc/7To36rUfNNKQ2nlBZ1Pp8bEa+PiHuiYfOMiMg5/0HOeXXOeSSO/N38h5zzu6JZc9VB0/vxi4j29E9EezqoJf0ToYOa8Bi2poPa0j8Rrekg/TO9H7+IaE//RLSng1rSPxE6qAmPoQ7SQeOebEp/RcSbI+LHEXF/RPz7qb7+gOf2uYjYGhEH4si/0P1mRCyJIzsu/qTzcXHd4+zTXF8VR/5Ly+0R8cPOrzc3bb4RcW5E3NqZ550R8UedvFHzLMz7tRHxd02cqw6a3o9fZ56t6J/OXFvXQU3un86cdNAJMNZJzrMVHdTG/unMr7EdpH+m9+PXmWcr+qcz19Z1UJP7pzMnHXQCjHWS89RBDZzrUXOeVAelzjcCAAAAAEBPpvotMgAAAAAAaAgLzAAAAAAAVGKBGQAAAACASiwwAwAAAABQiQVmAAAAAAAqscAMAAAAAEAlFpgBAAAAAKjEAjMAAAAAAJX8fzU/+/DSqz2WAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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+zZJz/qtLKd0eEXdFxCUppc0ppQ/E6TJ5S0rpsYh4S+tzgJ7TQUCddBBQF/0D1EkHAd0454+Acs43dvijN/d4LABtdBBQJx0E1EX/AHXSQUA36vl/AwAAAAAATHoWmAEAAAAAqMQCMwAAAAAAlYx9G04G7k/u3VzM33vVqq7O80vft7aYf/Kr5d2It+wr7yp65Wh5B84l82a0ZU8/V96xdNmC8s6nG3ccLuaf++a2Yv7u1ywv5nTno1/YWMw/8fZLBzwSJiIdpIP6TQcxWdz5n95QzH/olnvasovWLC0eu3jB+T0dE9AcOohh9MzuI8V89aL27+0jIra/cLwtWzp3WvHYtUvL3/P32/Rp438N58UXlOf/1ad3FfOcczG/6uKFxfzIiVPFfO+B8nOw6dOmFPPFi2cV85LZM0eK+dyZ5fu3ZE75+DULyz22cPr0Yp5SKuYHj54cUxYR8cLh9q+7iIhLl5fn/8Cz5eehl184p5gPE69gBgAAAACgEgvMAAAAAABUYoEZAAAAAIBKLDADAAAAAFCJBWYAAAAAACqZWvcA6Oy9V60q5n/zre3FfOPuA8X8P75hTTGfNVLeDfTX3nZJMX9oS/n8f3jv5rZs2fzy7p77DpV34ByZWv5Zx7tfs7yYf/qeZ4r5+1+7uphT9om3X1r3EJjAdJAO6jcdxGT3Nze9dszH3vDp+/o4EqCJdBCT2epFM7o6PqU+DaSHXra4/Bykk288/UJbduVFc4vHXr5kXjm/cE4x7/ScbUaH5z3P7j9UzJ/cc7SY7zl4oi0bmVq+SanDzVuzaHoxXz23/DjOmFJ+/rj98JFi3uk53tTz2sezZkn5mivmjxTzTpbNL39dP727PMaLuvx3UPJsh3t04cLy49svXsEMAAAAAEAlFpgBAAAAAKjEAjMAAAAAAJVYYAYAAAAAoBILzAAAAAAAVDK17gHQ2S//w2PF/MEt7TuNRkT85U9c1dX53//a1V0d/10rZxfzxRvbv4zmTC/v7nlk7rRifujYqWL+kb9+uJivnl/eDfOPNzxbzHPOxfx9XT4G0CQ6SAfBRHP9795dzL/4oWsGPJLuffb96+oeAtBgOojJbsmc9u/jt79wvHjs0g7f8/fbtn3HivnyeSPFfMWC88d87ssvnFPM73x0TzGfdl759aTbDx0t5uuWLSzm50/dV8xLz25GOlxzx6Hy4/Ly+bOK+aKZ5edaV43OLeb3bio/P91/tMPXx5T282/eW35cUkrFfOX88j19qMNz5TdeuqiY90Kn55qD5hXMAAAAAABUYoEZAAAAAIBKLDADAAAAAFCJBWYAAAAAACo55wJzSulTKaUdKaUHz8h+OaW0JaV0f+vX2/o7TKCpdBBQJx0E1EX/AHXSQUA3po7hmFsj4pMR8cdn5b+Zc/6Nno9oDN70219ry/75Z7+7hpH01y9//9pi/qG/+re+Xvf2+zYX8xvXrSrmH3vzy8d87m88Xd5R88qLyruB/tadTxbzj3zPy4r5tzYfKOb3bN09htExQd0aOqgWOkgHERETrIO++7/f2ZZ97Re+Z9DDqM0XP3RN3UOAQbo1JlD/AI1za9TQQQeOnirms6e3vz5y6dxp/RrGS9qy92gxX7lgelfn6cX4l8wpX/O+bXuL+XuvKj+n6mT61PLrUqecl9qyqVPas4iIh54rPwfbfaT8OH7Xinnl82wpP9e6arT8XK6TB57d35ZdfuGcrs7RyRsvXdST83Rj9aIZXR3/zO4jPTnP2c75Cuac850RsWdcVwGoSAcBddJBQF30D1AnHQR0YzzvwfzhlNIDrf82saBnIwIYGx0E1EkHAXXRP0CddBDQpuoC8+9FxJqIuCIitkXEJzodmFK6KaW0IaW0YefOnRUvB/AiOgio05g6SP8AfeB7IKBOvgcCiiotMOect+ecT+acT0XE/46Iq1/i2FtyzutzzusXL15cdZwA36GDgDqNtYP0D9BrvgcC6uR7IKCTsWzy1yaltDznvK316bsi4sGXOr6qn/0/DxfzYdxMq+Qrj5bflH3dqll9ve7cke7eaP7Lj7S/LdP3XrKweOzBoye7OnenjbQ6efWq2V3lTE46aDB0kA6ibFAdVNKkDf2AdnX2D8AgOqi0md9E02kzvz0HTxTzhbMqLb2NyXMvlDdsu3/rwWJ+6PjTxfwnr7momK9aeH4xL23ot2nnoeKxP/TqpcX84Q5jXDl/pKu8243cSxv6PfpceeyvWDazmPfKHY+UN4O/7pL+bRY43s38OjnnV3lK6faIuC4iLkgpbY6IX4qI61JKV0REjohNEfHBvowOaDwdBNRJBwF10T9AnXQQ0I1zLjDnnG8sxH/Uh7EAtNFBQJ10EFAX/QPUSQcB3Zj4//cAAAAAAIAJyQIzAAAAAACVWGAGAAAAAKCS/m1l2QO//c7L6h5Crd7wigXlPMp5Jx/+/MPF/JPvKj++P/Cq8g6fnXzvJQvHfGynOcFEpIN0EAAA0Eyb9x4t5qsWTC/mC2cNfontuksWFfOtBw8X8/esW9XV+efMKL8u9bHth9qv+UL5mkvnlR+vy1bM6mosB46eKuZXXjS3q/M8tetIW5ZSV6fomU7379P3PFPMX7mwfa7XrJnf0zFV5RXMAAAAAABUYoEZAAAAAIBKLDADAAAAAFCJBWYAAAAAACqxwAwAAAAAQCWD3+KSgfvkuy6rewhAg+kgAACg13bsP17Ml8yZ1pPzr1owvSfnqcN71q3q6/nXLp3Zls2eUV5iXDirN0uPs6f35jWyJ0/ltmz+zN58zfTqa3LRjJFi3ukxngi8ghkAAAAAgEosMAMAAAAAUIkFZgAAAAAAKrHADAAAAABAJRaYAQAAAACoZOJuPwgAAAAABUvmTKvlujv2Hy/mdY2nn3Z2mOviwlwPHT3Zk2tu2nWkmI9eMKMn53/5kvN7cp6SXn0NvP3Vy3pynkHyCmYAAAAAACqxwAwAAAAAQCUWmAEAAAAAqMQCMwAAAAAAlVhgBgAAAACgkqnnOiCldGFE/HFELIuIUxFxS875f6aUFkbEn0fEaERsiogfzjnv7d9QOZcPf/7hYv7Jd1024JHU51f+8bFi/kvft3bAI6FXdNDkoYN00LDRP0CddBBQF/3z0pbMmVb3EM7pyZ2Hi/nLFp/f1XkWdzHXNUu6O3cnoxfM6Ml5emHjtoPF/NLlswY8kolvLK9gPhERH805XxYR10bEz6SUXhkRN0fEl3LOayPiS63PAXpNBwF10T9AnXQQUBf9A3TlnAvMOedtOef7Wh/vj4iHI2JlRLwjIm5rHXZbRLyzX4MEmksHAXXRP0CddBBQF/0DdKur92BOKY1GxJURcXdELM05b4s4XT4RsaTD37kppbQhpbRh586d4xst0Gg6CKiL/gHqpIOAuugfYCzGvMCcUpodEX8VER/JOb8w1r+Xc74l57w+57x+8eLFVcYIoIOA2ugfoE46CKiL/gHGakwLzCmlaXG6VP405/y5Vrw9pbS89efLI2JHf4YINJ0OAuqif4A66SCgLvoH6EbKOb/0ASmlOP3eOntyzh85I/94ROzOOf96SunmiFiYc/6Fc5xrZ0Q83fr0gojYNZ7BTyJNmWtT5hnRzLlelHMe+I+fddC4NWWeEc2Za1PmGfHiuQ68g/RPTzRlrk2ZZ0Rz56qDJp+mzDPCXIeR/pn8zHX4NGWeERU6aCwLzG+IiP8XEd+KiFOt+GNx+v13/iIiVkfEMxFxQ855z1hHmlLakHNeP9bjJ7OmzLUp84ww1wFfXweNQ1PmGdGcuTZlnhH1z1X/jF9T5tqUeUaY64Cvr4PGoSnzjDDXYVT3PPXP+Jnr8GnKPCOqzXXquQ7IOX8lIlKHP35zNxcD6JYOAuqif4A66SCgLvoH6NaYN/kDAAAAAIAz1bnAfEuN1x60psy1KfOMMNdhMKzzOltT5hnRnLk2ZZ4RwzvXYZ1XSVPm2pR5RpjrMBjWeZ2tKfOMMNdhNKzzHNZ5lZjr8GnKPCMqzPWc78EMAAAAAAAl3iIDAAAAAIBKBr7AnFK6PqX0SErp8ZTSzYO+fj+llD6VUtqRUnrwjGxhSumfUkqPtX5fUOcYeyWldGFK6V9SSg+nlB5KKf1cKx+q+aaUZqSU/jWl9M3WPH+llQ/VPM+UUpqSUvpGSulvW58P1Vx10OS+fxHN6Z+I5nXQsPdPhA4aknvYiA5qWv9EDH8H6Z/Jff8imtM/Ec3roGHvnwgdNCT3UAcN4VwjetNBA11gTilNiYj/FRFvjYhXRsSNKaVXDnIMfXZrRFx/VnZzRHwp57w2Ir7U+nwYnIiIj+acL4uIayPiZ1r3ctjmezQi3pRzfk1EXBER16eUro3hm+eZfi4iHj7j86GZqw6a3PfvDE3pn4jmddDQ9k+EDoohuIctTemgpvVPxBB3kP6Z3PfvDE3pn4jmddDQ9k+EDoohuIctOmg45xrRgw4a9CuYr46Ix3POT+acj0XEZyLiHQMeQ9/knO+MiD1nxe+IiNtaH98WEe8c6KD6JOe8Led8X+vj/XH6C3FlDNl882kHWp9Oa/3KMWTz/LaU0qqI+IGI+MMz4mGaqw6a3PcvIprTPxHN6qAG9E+EDhqGe9iYDmpS/0Q0ooP0z+S+fxHRnP6JaFYHNaB/InTQMNxDHaSDXtKgF5hXRsSzZ3y+uZUNs6U5520Rp/8xRsSSmsfTcyml0Yi4MiLujiGcb+u/CtwfETsi4p9yzkM5z5bfiohfiIhTZ2TDNFcdNLnvX5th75+IRnXQsPdPhA4ahnv4IsPeQQ3qn4jh7yD9M7nvX5th75+IRnXQsPdPhA4ahnv4IjpoqObakw4a9AJzKmR5wGOgh1JKsyPiryLiIznnF+oeTz/knE/mnK+IiFURcXVK6VV1j6kfUko/GBE7cs731j2WPtJBQ6QJ/RPRjA5qSP9E6KCh0oQOakL/RDSmg/TPEGlC/0Q0o4Ma0j8ROmio6KDh0csOGvQC8+aIuPCMz1dFxNYBj2HQtqeUlkdEtH7fUfN4eialNC1Ol8qf5pw/14qHdr455+cj4o44/d5KwzjP10fE21NKm+L0f1l6U0rpT2K45qqDJvf9+46m9U/E0HdQE/onQgcNwz2MiOZ10JD3T0QzOkj/TO779x1N65+Ioe+gJvRPhA4ahnsYEToohm+uPeugQS8w3xMRa1NKF6eURiLiRyPiCwMew6B9ISLe1/r4fRHx1zWOpWdSSiki/igiHs45/48z/mio5ptSWpxSmt/6+PyI+HcRsTGGbJ4RETnn/5JzXpVzHo3T/zb/Oef83hiuueqgyX3/IqI5/RPRnA5qSP9E6KBhuIeN6aCm9E9EYzpI/0zu+xcRzemfiOZ0UEP6J0IHDcM91EE66JwnG+iviHhbRDwaEU9ExC8O+vp9ntvtEbEtIo7H6Z/QfSAiFsXpHRcfa/2+sO5x9miub4jT/6XlgYi4v/XrbcM234i4PCK+0ZrngxHxX1v5UM2zMO/rIuJvh3GuOmhy37/WPBvRP625Nq6Dhrl/WnPSQRNgrOOcZyM6qIn905rf0HaQ/pnc9681z0b0T2uujeugYe6f1px00AQY6zjnqYOGcK5nzHlcHZRafxEAAAAAALoy6LfIAAAAAABgSFhgBgAAAACgEgvMAAAAAABUYoEZAAAAAIBKLDADAAAAAFCJBWYAAAAAACqxwAwAAAAAQCUWmAEAAAAAqOT/AwzZ92xQG2/SAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
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      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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RP7zg5k96vhoDp4OIiIhVr3hVV7Z06Whx29HhoWK+pMd7tl5Sj3xBj984PDVVzidzVzY2Ut7J7d9/qpi/+qK1PUYzt8aXdX/P9hwov9cctFNewZxS+lxE/FNEXJhSejyl9M44WiavSSk9GBGv6XwOMOt0EFAnHQTURf8AddJBQD9OeQVzzvm6Hr/16lkeC0AXHQTUSQcBddE/QJ10ENCPOX/IHwAAAAAAzWSBGQAAAACASiwwAwAAAABQySnvwQynsmXjiq5seKj8dxd/+CsXzcox79m+v5h/5HUX9rWf2+7Z3pW9dNPSSmMC6qGDgLr86Zt+pu4hAC123eWb6h4C0FLnX7CuK1uyaLi47YrFI+V8bKiYjw2X38stGS4vYa4eGy3mKxeXxzNxZKorO7L/cHHbzauXFPNe7n+i/D7x4jP7208/zlu3aM723Q9XMAMAAAAAUIkFZgAAAAAAKrHADAAAAABAJRaYAQAAAACoxAIzAAAAAACVlB/BCH24+S0vHfgxP/K6C2dlP792yYZZ2Q9QHx0EAAAwOJvXL+vKFo+WlxiXjg4V81WLy9uv6ZGPLCjvZ9/hw8V8cl8u5hef2T32p/YdKm47PJSKeS+rl470tX2TuIIZAAAAAIBKLDADAAAAAFCJBWYAAAAAACqxwAwAAAAAQCUWmAEAAAAAqKT8aEbow9s/c09X9um3XVLDSIA20kFAXW799mNd2fU/e1YNIwEAGJwzV451ZasWl5cY1y0dLuajQ+VrXscXjRbzg0emivmqsfL2Y8ND5f0cnuzKcs7Fbc9a0z3Pk1m/vDzXNnAFMwAAAAAAlVhgBgAAAACgEgvMAAAAAABUYoEZAAAAAIBKTrnAnFK6OaW0I6V03zHZh1JKP0kp3d3577VzO0ygrXQQUCcdBNRF/wB10kFAP8qPeDzeLRHx8Yj49An5H+Wc/2DWR8S88+m3XVL3EGr1jQd3FfOrtqzqaz+33bO9mP/aJRv6HlPD3BI6iJPQQTpojt0SOogerv/Zs+oeQiP89NlDxfyMFSMDHslp55bQP0B9bgkdRA9rlnQvJ44tLF/DOjmVyzsZKscLU3k/zx6aKOZrF40W8w2rxor5cxOTXdlFG5aUB8O0nfIK5pzz1yPimQGMBaCLDgLqpIOAuugfoE46COjHTO7B/N6U0r2dfzbR32VSADOng4A66SCgLvoHqJMOArpUXWD+bxFxXkRcGhHbI+IPe22YUrohpbQtpbRt586dFQ8HcBwdBNRpWh2kf4A54DUQUCevgYCiSgvMOecnc86TOeepiPhERFxxkm1vyjlvzTlvHR8frzpOgBfoIKBO0+0g/QPMNq+BgDp5DQT0Mp2H/HVJKW3IOT//NKB/FRH3nWx7qNsnvvloMX/XlWfPeN/9PkirFw/Smj4dxHyjg5pFB8Hs8jC/6dM/QJ10EM9bNtr9hL5XnLm6uO0Tew8U85Wj5Z//oz0eFnjZspXFfPueg8V874EjxXz/RHf+k12puO3GVeUHCNLtlAvMKaXPRcTVEbE2pfR4RPxeRFydUro0InJEPBIR757DMQItpoOAOukgoC76B6iTDgL6ccoF5pzzdYX4k3MwFoAuOgiokw4C6qJ/gDrpIKAfVR/yBwAAAABAy1lgBgAAAACgEgvMAAAAAABUcsp7MEOd/vSbjxTzd1+5ua/9vOvKs6e97e985QfF/MPXXNDXMYH5TwcBbfKNB3cV86u2rBrwSACA09nowu7rVXcfOFzc9oLxZcV8Kpf3PTyUivlTew8V840rFhXzZYvKS57nrStvz8y4ghkAAAAAgEosMAMAAAAAUIkFZgAAAAAAKrHADAAAAABAJRaYAQAAAACopPxIRThNvPvKzQM/5oevuWDgxwROTzoIaJOrtqyqewgAwGnk3V/4bjF/00vWd2Xrlo0Wtz14eKqYL1yQivmeQ5PF/IpzVxTzXr6/fX8xX7dsuK/9lOx6rjzGVYuHZrzv+coVzAAAAAAAVGKBGQAAAACASiwwAwAAAABQiQVmAAAAAAAqscAMAAAAAEAlC+seAHByv/+1Hxbz37z6vAGPBGgjHQTU5a5H9xTzy85ePuCRAEA7nbNmrJgvHe5eTnz2ucPFbc9YWd7H7v3l7R95dn8xH1qQivlLNy0t5ssXDRfz2bBq8dCc7Xu+cgUzAAAAAACVWGAGAAAAAKASC8wAAAAAAFRigRkAAAAAgEosMAMAAAAAUEn3Yx9PkFJ6UUR8OiLOiIipiLgp5/zHKaXVEfH5iNgcEY9ExJtzzrvmbqi00Rfv2V7Mf/WSDQMeSX1+8+rz6h5CrXQQddJB7e4g/QP1uuzs5XUPoVY6CKiL/mmf93zxe8X85ZuWFPOUurPFI+UlxsOTuZg/d2iymJ+/emkxX1A45smcuXKkmO/ce7gr6zXGXvug23SuYD4SER/IOV8cEVdGxHtSSi+OiBsj4vac85aIuL3zOcBs00FAXfQPUCcdBNRF/wB9OeUCc855e875zs7HeyPi/ojYGBHXRsStnc1ujYg3zNUggfbSQUBd9A9QJx0E1EX/AP3q6x7MKaXNEXFZRHwrItbnnLdHHC2fiFjX42tuSCltSylt27lz58xGC7SaDgLqon+AOukgoC76B5iOaS8wp5SWRsRtEfG+nPOe6X5dzvmmnPPWnPPW8fHxKmME0EFAbfQPUCcdBNRF/wDTNa0F5pTScBwtlc/knL/YiZ9MKW3o/P6GiNgxN0ME2k4HAXXRP0CddBBQF/0D9CPlXH5S4gsbpJTi6L11nsk5v++Y/Pcj4umc80dSSjdGxOqc82+dYl87I+LRzqdrI+KpmQx+HmnLXNsyz4h2zvXsnPPA//pZB81YW+YZ0Z65tmWeEcfPdeAdpH9mRVvm2pZ5RrR3rjpo/mnLPCPMtYn0z/xnrs3TlnlGVOig6Sww/3xE/N+I+E5ETHXiD8bR++/8RUScFRGPRcSbcs7PTHekKaVtOeet091+PmvLXNsyzwhzHfDxddAMtGWeEe2Za1vmGVH/XPXPzLVlrm2ZZ4S5Dvj4OmgG2jLPCHNtorrnqX9mzlybpy3zjKg214Wn2iDn/A8RkXr89qv7ORhAv3QQUBf9A9RJBwF10T9Av6b9kD8AAAAAADhWnQvMN9V47EFry1zbMs8Ic22Cps7rRG2ZZ0R75tqWeUY0d65NnVdJW+balnlGmGsTNHVeJ2rLPCPMtYmaOs+mzqvEXJunLfOMqDDXU96DGQAAAAAAStwiAwAAAACASga+wJxSuial9EBK6aGU0o2DPv5cSindnFLakVK675hsdUrpqymlBzu/rqpzjLMlpfSilNLfpZTuTyl9N6X0G528UfNNKY2llP5fSumezjz/Uydv1DyPlVIaSindlVL6m87njZqrDprf5y+iPf0T0b4Oanr/ROighpzDVnRQ2/onovkdpH/m9/mLaE//RLSvg5rePxE6qCHnUAc1cK4Rs9NBA11gTikNRcSfRMQvRcSLI+K6lNKLBzmGOXZLRFxzQnZjRNyec94SEbd3Pm+CIxHxgZzzxRFxZUS8p3MumzbfiYh4Vc75koi4NCKuSSldGc2b57F+IyLuP+bzxsxVB83v83eMtvRPRPs6qLH9E6GDogHnsKMtHdS2/olocAfpn/l9/o7Rlv6JaF8HNbZ/InRQNOAcduigZs41YhY6aNBXMF8REQ/lnB/OOR+KiD+PiGsHPIY5k3P+ekQ8c0J8bUTc2vn41oh4w0AHNUdyzttzznd2Pt4bR/8gboyGzTcfta/z6XDnvxwNm+fzUkqbIuJ1EfFnx8RNmqsOmt/nLyLa0z8R7eqgFvRPhA5qwjlsTQe1qX8iWtFB+md+n7+IaE//RLSrg1rQPxE6qAnnUAfpoJMa9ALzxoj48TGfP97Jmmx9znl7xNH/GSNiXc3jmXUppc0RcVlEfCsaON/OPxW4OyJ2RMRXc86NnGfHxyLityJi6pisSXPVQfP7/HVpev9EtKqDmt4/ETqoCefwOE3voBb1T0TzO0j/zO/z16Xp/RPRqg5qev9E6KAmnMPj6KBGzXVWOmjQC8ypkOUBj4FZlFJaGhG3RcT7cs576h7PXMg5T+acL42ITRFxRUrpJXWPaS6klF4fETtyznfUPZY5pIMapA39E9GODmpJ/0TooEZpQwe1oX8iWtNB+qdB2tA/Ee3ooJb0T4QOahQd1Byz2UGDXmB+PCJedMznmyLiiQGPYdCeTCltiIjo/Lqj5vHMmpTScBwtlc/knL/YiRs735zz7oj4Why9t1IT53lVRPxKSumROPpPll6VUvof0ay56qD5ff5e0Lb+iWh8B7WhfyJ0UBPOYUS0r4Ma3j8R7egg/TO/z98L2tY/EY3voDb0T4QOasI5jAgdFM2b66x10KAXmL8dEVtSSueklEYi4i0R8aUBj2HQvhQR13c+vj4i/rrGscyalFKKiE9GxP05548e81uNmm9KaTyltLLz8aKI+BcR8f1o2DwjInLO/yHnvCnnvDmO/r/5f3LOvx7NmqsOmt/nLyLa0z8R7emglvRPhA5qwjlsTQe1pX8iWtNB+md+n7+IaE//RLSng1rSPxE6qAnnUAfpoFPubKD/RcRrI+IHEfHDiPjtQR9/juf2uYjYHhGH4+jf0L0zItbE0ScuPtj5dXXd45yluf58HP0nLfdGxN2d/17btPlGxMsi4q7OPO+LiN/t5I2aZ2HeV0fE3zRxrjpofp+/zjxb0T+dubaug5rcP5056aDTYKwznGcrOqiN/dOZX2M7SP/M7/PXmWcr+qcz19Z1UJP7pzMnHXQajHWG89RBDZzrMXOeUQelzhcCAAAAAEBfBn2LDAAAAAAAGsICMwAAAAAAlVhgBgAAAACgEgvMAAAAAABUYoEZAAAAAIBKLDADAAAAAFCJBWYAAAAAACqxwAwAAAAAQCX/H38J3xX708DSAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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AAJVYYAYAAAAAoBLPjD3Eaz75D8X8e+97eU+Pe8XvnDzqbf/u7g3F/Krzl3Z0zA/ccE8xf3b3vo72c/Ubz2jL3vO11cVt//oPX1zM/+yHDxXzd37pjmL+md8/s5jf+/j2Yn7qwvYnnHbqm5evHPM+YCQ6SAcNRwfRa2uG+fld2oWfXyKmjuNX3QtmTap7CMAYjecOgk6t3bSzmC8+ekqfR3J4G7ftacvmTi//ZT3mqPLYV548u5hP//WEYn7PU1uK+SnzphbzLTvKrwHSgvbXh7Onlo/5ZGGeERELZpT3fcmZi4v5j+9/qpi/9qT5xfxI+jn4naVz+37MfnMFMwAAAAAAlVhgBgAAAACgEgvMAAAAAABUYoEZAAAAAIBKLDADAAAAAFCJZ8ke4nvve3ndQxjR65YPdbT9ZV++s5ifMnRUMd+Xy/v51695/qiP+ak3Lhv1thERG7btLuaf+f0zO9rPJ3/0cDH/9JuWd7QfqIsO0kFQl6UL258GDgAw3iw+ekrdQxiVudNHvyS38uTZHe37oc3bivkxUzv7sxmaNrmY79izty1bNL38/m7O1J3F/IUL5hTzux7dUsynTChfI7vl2T3F/JQFXtv2kyuYAQAAAACoxAIzAAAAAACVWGAGAAAAAKASC8wAAAAAAFQy4gJzSumzKaX1KaU7D8j+fUppbUrpF61fF/R2mEBT6SCgTjoIqIv+Aeqkg4BOjOaRlddGxKci4nOH5P895/xfuz4invM3dzxRzP/pmQs62s/lLz2hmH/0lvuK+f/9ly8p5ld99/5i/pFzX9CWffkXjxW3/eXjz5T3ff7SYv7Bm+4t5h+94NRivmxB+amljGvXhg6qhQ7SQUSEDgLqc23oH6A+14YO6ru1m3cV88VzJne0nwtOX1TMb39oUzF/3fKhYn7TneuL+XEzprVl67fvKG47e/KkYr5z995i/szOPcX8VafOLeYcGUa8gjnnfGtEbOzDWADa6CCgTjoIqIv+Aeqkg4BOjOUezO9JKf2q9d8mju7aiABGRwcBddJBQF30D1AnHQS0qbrA/D8i4vkRcXZErIuI/zbchimly1JKq1JKqzZs2FDxcAAH0UFAnUbVQfoH6AGvgYA6eQ0EFFVaYM45P5Fz3ptz3hcR/ysiVh5m22tyzityziuGhsr3dAHohA4C6jTaDtI/QLd5DQTUyWsgYDijechfm5TSopzzutaXb4yIOw+3PSP7+A8ebMve/6qTu7LvlyyZVcyHe5DWZV8un86XHj+zmL/366vbsqsvWVbc9s3FdHjDPUhrOL/7gs4ePsb4pIO6TweV6SBKdBBQF/0D1EkH9V6nD/MbztRhVvtefkpndzW54Iz5XRhN2Q13PF7MLzpzYc+OSe+MuMCcUro+Il4dEfNSSo9GxL+LiFenlM6OiBwRD0fE5T0cI9BgOgiokw4C6qJ/gDrpIKATIy4w55wvLcSf6cFYANroIKBOOgioi/4B6qSDgE5UfcgfAAAAAAANZ4EZAAAAAIBKLDADAAAAAFDJiPdgprsu/IufFvMb37WyzyMZ3jVvPqPuIVS2dOG0uocwrlz6uZ8X883bdrVls0447SW9Hg+9p4N6Swd1Rgc1y7qn289rRMSi2d15Wjp0w2Obyz+nAMD/t37r7rbs2V17i9vu3ZeL+UVnLuzqmKiXK5gBAAAAAKjEAjMAAAAAAJVYYAYAAAAAoBILzAAAAAAAVGKBGQAAAACASibWPYCmufFdK+seAjzn+n/+olFvm/7ontt6OBT6RAdxJNFBzbJo9uS6hwAjOnaOn1MAGMn8mZMKaSmjKVzBDAAAAABAJRaYAQAAAACoxAIzAAAAAACVWGAGAAAAAKASC8wAAAAAAFQyse4BcOR59Sd+VMy/f8Ur+jwSoIl0EFCXux/bVsyXHzu9zyMBABgMj23eVcyPnTO5zyOhl1zBDAAAAABAJRaYAQAAAACoxAIzAAAAAACVWGAGAAAAAKASC8wAAAAAAFQycaQNUkrHR8TnImJhROyLiGtyzp9MKc2NiC9FxJKIeDgi3pJz3nS4fT2xdWd8/AcPtuXvf9XJHQ+c3vn+Fa+oewjwHB3UPDqII0U3+4fxYfmx0+seAjxHBwF16Wb/7MsR23fltnza5NTlUXOkOnbO5LqHQB+M5grmPRHxgZzzsoh4WUS8O6W0PCKujIibc86nRMTNra8Buk0HAXXRP0CddBBQF/0DdGTEBeac87qc8+2tz7dGxOqIWBwRF0fEda3NrouIS3o1SKC5dBBQF/0D1EkHAXXRP0CnOroHc0ppSUS8KCJ+EhELcs7rIvaXT0TMH+Z7LksprUoprdr29MaxjRZoNB0E1GWs/bNhw4Z+DRUYQDoIqMtY++fJJ/UPNMGoF5hTSjMi4isRcUXOectovy/nfE3OeUXOecX02XOrjBFABwG16Ub/DA0N9W6AwEDTQUBdutE/8+bpH2iCUS0wp5Qmxf5S+cuc81db8RMppUWt318UEet7M0Sg6XQQUBf9A9RJBwF10T9AJ1LO7U/zPGiDlFLsv7fOxpzzFQfk/yUinso5fyyldGVEzM05//EI+9oQEb9ufTkvIp4cy+DHkabMtSnzjGjmXE/MOff9n5910Jg1ZZ4RzZlrU+YZcfBc+95B+qcrmjLXpswzorlz1UHjT1PmGWGug0j/jH/mOniaMs+ICh00mgXmV0bE30fEHRGxrxV/KPbff+evI+KEiHgkIt6ccx71DU5TSqtyzitGu/141pS5NmWeEeba5+ProDFoyjwjmjPXpswzov656p+xa8pcmzLPCHPt8/F10Bg0ZZ4R5jqI6p6n/hk7cx08TZlnRLW5Thxpg5zzDyMiDfPb53RyMIBO6SCgLvoHqJMOAuqif4BOjfohfwAAAAAAcKA6F5ivqfHY/daUuTZlnhHmOggGdV6Haso8I5oz16bMM2Jw5zqo8yppylybMs8Icx0EgzqvQzVlnhHmOogGdZ6DOq8Scx08TZlnRIW5jngPZgAAAAAAKHGLDAAAAAAAKun7AnNK6fyU0r0ppftTSlf2+/i9lFL6bEppfUrpzgOyuSml76SU7mt9PLrOMXZLSun4lNL3UkqrU0p3pZTe18oHar4ppakppZ+mlH7Zmud/aOUDNc8DpZQmpJR+nlL6ZuvrgZqrDhrf5y+iOf0T0bwOGvT+idBBA3IOG9FBTeufiMHvIP0zvs9fRHP6J6J5HTTo/ROhgwbkHOqgAZxrRHc6qK8LzCmlCRHx5xHx+ohYHhGXppSW93MMPXZtRJx/SHZlRNyccz4lIm5ufT0I9kTEB3LOyyLiZRHx7ta5HLT57oyI1+acz4qIsyPi/JTSy2Lw5nmg90XE6gO+Hpi56qDxff4O0JT+iWheBw1s/0TooBiAc9jSlA5qWv9EDHAH6Z/xff4O0JT+iWheBw1s/0TooBiAc9iigwZzrhFd6KB+X8G8MiLuzzk/mHPeFRF/FREX93kMPZNzvjUiNh4SXxwR17U+vy4iLunroHok57wu53x76/Otsf8HcXEM2Hzzfs+0vpzU+pVjwOb5Wyml4yLiwoj43wfEgzRXHTS+z19ENKd/IprVQQ3onwgdNAjnsDEd1KT+iWhEB+mf8X3+IqI5/RPRrA5qQP9E6KBBOIc6SAcdVr8XmBdHxG8O+PrRVjbIFuSc10Xs/8sYEfNrHk/XpZSWRMSLIuInMYDzbf1XgV9ExPqI+E7OeSDn2fKJiPjjiNh3QDZIc9VB4/v8tRn0/oloVAcNev9E6KBBOIcHGfQOalD/RAx+B+mf8X3+2gx6/0Q0qoMGvX8idNAgnMOD6KCBmmtXOqjfC8ypkOU+j4EuSinNiIivRMQVOectdY+nF3LOe3POZ0fEcRGxMqV0Rt1j6oWU0hsiYn3O+ba6x9JDOmiANKF/IprRQQ3pnwgdNFCa0EFN6J+IxnSQ/hkgTeifiGZ0UEP6J0IHDRQdNDi62UH9XmB+NCKOP+Dr4yLisT6Pod+eSCktiohofVxf83i6JqU0KfaXyl/mnL/aigd2vjnnzRHx/dh/b6VBnOcrIuKilNLDsf+/LL02pfSFGKy56qDxff6e07T+iRj4DmpC/0TooEE4hxHRvA4a8P6JaEYH6Z/xff6e07T+iRj4DmpC/0TooEE4hxGhg2Lw5tq1Dur3AvPPIuKUlNJJKaXJEfHWiLihz2Potxsi4h2tz98REd+ocSxdk1JKEfGZiFidc/74Ab81UPNNKQ2llOa0Pj8qIs6NiHtiwOYZEZFz/mDO+bic85LY/3fzlpzz22Kw5qqDxvf5i4jm9E9EczqoIf0ToYMG4Rw2poOa0j8Rjekg/TO+z19ENKd/IprTQQ3pnwgdNAjnUAfpoBF31tdfEXFBRKyJiAci4sP9Pn6P53Z9RKyLiN2x/1/o3hkRx8T+Jy7e1/o4t+5xdmmur4z9/6XlVxHxi9avCwZtvhHxwoj4eWued0bEv23lAzXPwrxfHRHfHMS56qDxff5a82xE/7Tm2rgOGuT+ac1JBx0BYx3jPBvRQU3sn9b8BraD9M/4Pn+teTaif1pzbVwHDXL/tOakg46AsY5xnjpoAOd6wJzH1EGp9Y0AAAAAANCRft8iAwAAAACAAWGBGQAAAACASiwwAwAAAABQiQVmAAAAAAAqscAMAAAAAEAlFpgBAAAAAKjEAjMAAAAAAJVYYAYAAAAAoJL/B6d8NHuyfMocAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in range(0, 100,2):\n",
    "    f, ax = plt.subplots(1,5,figsize=(25,15))\n",
    "    maxz = np.max(a[i,:,:,2])\n",
    "    ax[0].imshow(a[i,:,:,0] , vmax=maxz,cmap=\"Blues\", norm=colors.LogNorm())\n",
    "    ax[1].imshow(a[i,:,:,1], vmax=maxz,cmap=\"Blues\", norm=colors.LogNorm())\n",
    "    ax[2].imshow(a[i,:,:,2] ,vmax=maxz,cmap=\"Blues\", norm=colors.LogNorm())\n",
    "    ax[3].imshow(a[i,:,:,3] ,vmax=maxz,cmap=\"Blues\", norm=colors.LogNorm())\n",
    "    im3 = ax[4].imshow(a[i,:,:,4] ,vmax=maxz,cmap=\"Blues\", norm=colors.LogNorm())  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  },
  "varInspector": {
   "cols": {
    "lenName": 16,
    "lenType": 16,
    "lenVar": 40
   },
   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
    }
   },
   "types_to_exclude": [
    "module",
    "function",
    "builtin_function_or_method",
    "instance",
    "_Feature"
   ],
   "window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}