AIRDOS_calibration-balon-polsko.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# AIRDOS Clibration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from datetime import datetime, timedelta\n",
    "from IPython.display import Image as ImageDisp\n",
    "from pandas import DataFrame\n",
    "import string\n",
    "import os\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "%pylab inline --no-import-all"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Read Logfile"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "fto = 'DATALOG.TXT' #  File to Open\n",
    "l=[]\n",
    "l.extend(range(0,548))\n",
    "try:\n",
    "    df = pd.read_table(fto, sep=',', header=None, names=l, comment='*')\n",
    "except:\n",
    "    pass\n",
    "#\n",
    "''' DEBUG\n",
    "df = df.reset_index(drop=True)\n",
    "df.drop(df[df.index > 100].index, inplace=True)\n",
    "'''#'''\n",
    "\n",
    "df.drop(df[df[0]=='$GPTXT'].index, inplace=True)\n",
    "#df.drop(r[r[0]=='$GPRMC'].index, inplace=True)\n",
    "df.drop(df[df[0]=='$GPVTG'].index, inplace=True)\n",
    "df.drop(df[df[0]=='$GPGLL'].index, inplace=True)\n",
    "df.drop(df[df[0]=='$GPGSA'].index, inplace=True)\n",
    "df.drop(df[df[0]=='$GPGSV'].index, inplace=True)\n",
    "#df.drop(df[df[0]=='$CANDY'].index, inplace=True)\n",
    "\n",
    "# Convert strings to numbers\n",
    "#df = df.apply(pd.to_numeric, errors='ignore')\n",
    "\n",
    "#df.iloc[:,0:13]\n",
    "\n",
    "#df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'$CANDY'"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.ix[0,0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Energy spectrum preview"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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cZ3jt1u86gDMeykV9S2fwyi72t0Xw0YYq3DwhvfgzYZlWuAt/nty3rfDqWzpx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KsJALxVWhKB6jn9mgBNlYVo82QnJuwE0WRGnXqsAd1QlW9b9W1XgppmIvzw6x7XqZciiDZIbiCa\nN5Pl/Fr/szn9dXBFLqqijJ76ruZqN6pChNEDdrFpqMoTRolYg6mSq/h3+OAueDbqvOAFY4HEnV90\nQ85XVaFUba/Pkm7kRfsUtnx1zPkl76fLZvY26R5RsIuzzLkoYw+w48LOMalBMy10iaSvsmPzsVNG\nCOcp/jN6P97wZJk4lPnFHuJTzBotpTmpltSIyrw0HMxQzQ19F5ulnTplWafMw/OHGf9mz+zHFTGg\n0cudTa24+qA+RjQ/LejDk6c34P2LJ+L1C8baVr1TCRFWob1mdh9LusPw7p0wq39nvHb+WFs9oOwU\nMeMmEV4sHS+DK3INh063/HQ8eXoD7jiy3sLUVDlGG50v+DZM7FVopNTywv92oBsHno02vHueK1an\nRVOmDTQredwyZwDOn1JtbN4UQrDywnF4d/GEhK/tRcNEhhjzy9uz8Cmxan7shk60YX77ophTgfYP\n0e34MUM3/bUlWfj36SNdpx/xoI42u6e1bGZvLIsyN4Z16yRlTIWZ98iCrl28Y0BVCF44Rw8esAxa\netTQylxbfUA6hkQBNUJ0pyshBF1yU/H0mQ0WMfpkpLbQDfPArjmOdhEtSsQzVwDd8ctuzp88faTh\n3JDhnmMGSSsV8+CdH29fNB5Texdh9oBSPDx/uG2Vxx6FGdJqr4CeGnnh1BoMKMvBQycNs/RV3p4J\n+BRTX+CdoG6Hm8oI3vPzq/157raUg8qtlQ5pH5dtztkufsMhffEoU9FUZFskoxo2rdVEHUarFo03\n5hXD+eWimh+/BiTLvqZwdv7ba1DR7/lxyz9D2W/lba/SnNh+Np1LD2T/veTA3nhuwShHEfaQX8WQ\nqAZiL5cBQwr2N7DECTqHUefXYEGfdAIf9KQVdem4O6BviZHOa/fOL5pWYzCmZTbFLXPMQaQLp/bE\n6dEK5nZrMn1eNAiVyLiYN7ISK84YaQoIleel4ZmzGnCBQK+NBZ2DaTGHfY3Ea2UzIIRcC2CWpmle\nVHTpqikTVKCfJ+JNeRHAkQCmALiH+24qcwwAQNO0JkLImwAaon94x5zlHLd47fyxaLjG4ufDU2c0\n4JaXv8TNL33l6jptIfoOxKKg3QvS8aWk8pod6Ib53W9+sT2uMDOITdutVQv7dcnGmu9iGzTRhNHo\nofri4IpcU0VASvmsLcnEJz9sNx3LRy/YjWyX3BR8tzXGZkt2BUhAT5MrzAwZjCGvsKvWaQch84sQ\nLJ7eE0tXeK/wKMMzZzWgOCsFWSl+vH7BWEsURLY4sB9rGvDiOWPQY/HTpmPSg340tjRFj7FGweli\nlOpX8SvMz3dUVR5Wfb0V5Z1SsYFhUt5wSF+kB3048W/vAQDeWTQBg5ZZC88un90Hd766Houm98S9\nb24wtRUQbwTYtCge9GhRei8bdaX9M2ATRezfJQeTehVZKrOyxpA0eiVZhJ0MKRZDmCo/8RA2CzKC\n+GlHky11HQA+uGQSCNdcmdHBXkvEDuPfl+gnnju5GtPqivHwe99Hr2PbPAB6gYcPvt9mEiVPD/os\n/Q4A/nHiUOxsijnYqXErY1TkpAWQkxbAj9vkqdOyNtKqZRczBQ2CPhU3HCquczOqRz6OGd4VP+9s\nxh2vrhceE09qOjVCWWdDzGmhXy8loKJbfjrWbdqJGw/th+HdOoEQYhKwNp4Q14TUgA/PnDUKP/y6\nx6KdZge/quCtC8fHXSWJd6631drNgrJHIxENn/24AwWZQdtqeV6QDA1Gamd4fRaqQmwZr/WMUc4K\nZxvML0G/zOFSJu02KZcfUIsehdY0JzvYOYLmMNqLdqCbS56ltmxGb3TOTkFDd6uDpVt+Ot5bPMFk\n19Cff+HUno5VglctGi90JrUV6GM6dkR5tACL+00uDbaK0l/59+kmSDi2psCREUqRyq1NhZkhg5GW\nKGSi+BS8o8jPVQblf3uLy9QkPe1Rv7ZCiOs0vUTSq+lcEPAp+NPh/bGnuRX3vfkN1v5Xt9NZ1mb3\ngnTbvvnWheNtA0FuQdcdWuGUlS/YE3V+udFnzOPWG6+6opft3ws1Nk6f1y8Yi7+8vgF/eH6dyc6i\n/3R6L7I5j+9fsoAo/wzoWkOZ7TI7MeRXLYFFO7y3eAJSAz70vOQZ1+d0Sos9e5FZQgPuQZsgON0P\ns8FKwGpTDSzLwcufb0ZqQMXbF+k2w59f0Ovj2b0DN4WH7NIV7TIP5gwpw5jqfMMhmci4UBRiYdEC\n4rR0HqkBH966cHxCmmPJRLKZX3kAyj2e81r07xMJIZ3ZLwghUwGMANAI4M0E2nVb9O9FhBDDOiKE\nlAM4FUATrE6xW6N/LyWEhJhzBgE4FMBmAI96bQjPWjlnYg9cf3BfXTwv2oF5BokIibCfeFw1K8Ym\nMYwsiXe4k8MGwKcSBFQFb361RXrMoPIcjJVUqOOr04gG9VebdTZRXdSIOWxQF5w5Xizc/H/zhmDe\nSGvazmOnOKeBhCMxQ4GPNrTFBqapNZIQ8yte55do3lQU+xLBTueLUFOUaWziS3NSLZsC0QKsEOtm\nK+BTLEwVVq+NT8Hwq4rBlOQX6dvmDjSMXL6a5awBpSahdFklls7ZKbjsgFppqonod7FVc3gYmkWC\nLmZmuOh/2xmmiiLuFz6JICcLGTXfzBqT3hqapreXjtN49AkfOmkYLtmvl2Xh539yVqrfYgzT/sX3\nn4xg7Dj620WPgPZV0ea1hUsfVGyuQ3HiqEp8dNkkYTUr/j4hv2pyVvTrko3zp1Tj6tnyFBrA/F4P\nqTeLoDqlZroZx2uXTMbdR9djXE0hDqnv4jgPii4pq5BEU8lNzi+BphDtRkGfYmg+KcQ6LmQFXEqy\nUzxVowN0TaZ4I6b8+E/m2u2EU8d2x8eXT06a4ytZoAa4d+ZXLMWV34h9umQKHuBSYx6ZPww3HdHf\neAeiu12yfy9TtUs759fRw8st6XlSJPE1nz+lGmeOr8J0TtulIDOEyw6olW6mO6Wbq8pFJAwyEQoy\nQgmxotcu8aafRYM5nbNTcNG0np4YhjRgmCNYo5PNsuHhVxW8JtHpaWtY10VicvDyG+5ml2nvbHEU\nhRDD+eMEr/MqC3ZeP6BvCQ4dVIYrmb0JO1VY72MebHZsOi8wnF+C8UIzRmRpjyx4DT2vaY/HjKjA\n0Er5vJMR8guLm1DIhrvTfoNf82SOfJ75FfAp+HTJFDx+qs7O43UvvYB9s53Sg66cjSx0HS95ajFl\na9lVI3zqjAZ8dsUUC2ORn1tOGFWJM8ZX4chhXVGYGYJfVYQB1hVnjMQ1DracF7D2521zzQwxQoiJ\niSfTbUsW7J5jUVYooTkimWgPrXgEwPMACgF8Sgi5jxByNSHkXwBWQLefF2qaZnhTCCELCSH3EkLu\nBTAj+vGx9DNCyDz2BpqmvQngBuhi+h8SQv5ACLkZwLsAcgGcq2naBq5d/4i2bTiA9wkh1xBC7obO\nAlMBnKBp2nZ4BD951JfnGmXf6SDh8/hFcCsux+KPAt0EwDwBOjm/nPJ6FaZKDIv+ZbEoIyFEuhHm\nzxQZQK9/qVeCpNTLgE/Bgok9jPxxQI+YPXn6SPhVBYsFosKyjcwTp47AX6PpAC3MahuILnCVNlUJ\nkwFRWp5bxCtkKGZ+uT8/0VRZClFkRC9dbj12cq05bYE+twdOGIrxPc3fbdvTYhhDp48zO0nry3Mc\nN2LUcOHb5zbKKTqMjxabj5en6LCLLa30ardBUQkROr/Y68h8ZzIhfXZM2jlUaPPp4fE4v8rz0nCc\nwHntRkyYppfxz59lftkJJf/7tJG46YhYtj37b95RarfBoo4HQohFoBgAyqJsPjstBlqpqkDiOKOg\n81r/smzMHWpmlThtAt305tSAz2S8yMYMdWCVcsGMDcun466jxTKYtNqtSVBWsTq/aD8SaW8EfYrR\nN9qiIm8ykKwiNW5ACEkooNJWiDftkdX84m2plIBqMazry3OxX5+YJoro0Wel+HHWhB64JGonJKKJ\nwoLeKhmul4yQHwsm9oirEi2LGBs5CY1yQGrAh4q8NIvDTga7oI8T2KAaj2Sk6TohJ05WaKKoyEsz\nSSEA5ufH9xc+aCODrvlFLP92c54T/n2atXgHIK6O3cQUTGKdentrTqOPS/SzaNqjG2cCP1dt2Zkc\nWRgWonHjxMB+6owGU4ESHjKmFw/eBq0qSEdKQDVs62Q7oKf3Kfa0F8tLkwd/hlZ2wtdXTUOfUjkT\nNuCzVnkFxGnoZ0/sYWJXiWzk2pIsg3GfDFBTXdPsNeAA9+80HmxYPh1/O36I84HtALYzCCHkrx6v\nN9z5EDM0TYsQQqZBZ2AdBl3kPhXAVgBPAfiTpmnPcqdNATCa+2w4d/+7uPucQwj5EMBpAE4EEAGw\nGsC1mqY9KWiXRgg5HDrj7DgAp0NnoL0KYGnUoZYwAj6WRRH79/zR3XDbK/IUSLfOr96dM/Hxxu1Y\nNrM3DuzXGWf+Y43xHU0pYu9Lveoy55CTXeJmklOIXHuAP91uc10e1UmjjIG/HDMIZz/0AR57fyPG\n9MiPSwOLTQVgxaEJ9IH9zMc/Yv7973m+rlvIHEndC9Ixf3Q3nPvwB9Jzk8n88rJYJWsvJ7ongaSM\nNeeYoZElakCdP6Ua1zzzOQBg0/ZGZIb8Rnngsx7UxwD9/55oCmtrRDym/rNgFL7+eZfFgHnp3DHS\nwg4PnTTMqBgoan+qjcNqcm0Rlq74FIcMspYvZo1QmhZnF/FTFCKM1rHXkaabuhDzZI85aVQlDh9c\nhjHXvWw6vqYoEx98v03o+IkbLronnWP438duCOijEW14yzqlmio8jWC0W0ZyaUb0Hdd1zsLbTJo1\nACP6KcOfD++Pt9ZvMaVDxovMkB93H12P/mU5lhRIJx2ePqV6yrnbzSogdl40VOWhR2EGbp0zAA2C\nin2ydsQ0VFjDUf+bdRhFBBt4+vxTA6qxhrQn51dAVQzWRaKs4dfOH4uNvyanoIwXiFrdozAdB/aT\ns1hlCKgK8tKDOH+yWOBdBp9KsGRGLZb8e63JSeoEPn1WhONGVggd7YmivVS3AljH8d6530vnjnF9\nLG2SjLFph3MnVaNfl2xhQaOEq3W6QFKqqcaJQweV4YJHPzL+Lyoy8+TpI6EQgml/es1yvgiqQoy1\nPehTXNuDbhhNdZIAukjXbg/j/NrR2IpgNCWSzxBhh7XbIjJuoAkCLRQG88tl8HdMdT5e/nwzACSl\nUNnRw7paNHVlkA0B3sbh4dbZzvYPalcnC6Kmi4qo2EFRCIoyQzhtXHcsZuQdjHvEOUe42u8azK+4\nbpG0dlAkK7jzW4eT+3wudJvHy2vzvHJpmtYC4MboHzfHj/F6j+h59wG4z8PxrQD+EP2TNFw9u85Y\nrAKqeOJcOLUGE3sVYvatYh+bUwQn4FPQ3BpB75IsPHl6g/AYOmmz4yb2mfiVOxnuqhITEGTBnhby\nq1IjVCEEeelBozyr3aCmi1xVVACZEHlUWITb5g7A/PtXS79n2R20GW7ELb3i2BHlhiaTzPkVUBUc\nNLA0IeeXX9UdIdRxun/fEnTOThG+azphHz2sKzqlB3HDc/LaDvEYqyKINFwUjvlF7+XnJnDqtKXG\n0iljuhvOL1rNUwYauePZPBQl2SlCx0SX3FSLEUYxuCJGjxb1YTujoktuqtSAUAXOLzstItk4NgmQ\nelyV2XP7dM7Cc2v1MuQRTUN5Xhr+ceJQHHbHW8ZKcPmBtTiwX4lJeDle0A2vmxbTucqNYZCXHsQX\nDhqHdM7KTQtY0iroLe48uh6X/2stHl39vfGdk3GcleLH5NrkiYBS5iNb4toN7jt2ML7cvNNTdbtB\n5TnYuCbmiHnopGFG35/qwYkGsJuJ2NiY3qcEf135DY4bwTolrJsk+o5TAz7HtMd9AXaIJcr8spt3\n9jaeXcDHIN1BUUhc4vs+hWBm/1LM7G8NDNifp/epvekQjUf3bm/BDXN2b4PaHPE8tpSAapE7oKBz\nw7EjyhNKv7JDMnTwEsGVM+vw6jrdscKKetPf7jUQrCgE26KppLlpAdc2QiLMxCazltsAACAASURB\nVIhgva5n0sx2N4eRnSpeK+kv7l6QjqfPFO934sH1h/TFH57/QphOS4M1bjMf7j12MMoXrgCQnGqP\nlx9olv4QvaL2NAOdN7nak01SlpuKb7fuTtpveCtaqEDk/IoXbsYF7c+iIxdM6IHNO+U6rW7hRnaD\nIhnFSH4PcJqpdgD4DMBYl3/+02Yt/R3h0EFlxibOzzC/+EXfjtrrlLtPJ2Q7yjd1lrCDIUVSPYjC\n0flFiFjTRKMpWgqWzugtNXAIIXhuwSiURY17u43rkMpO+NdpI0wbo5imhW0zATjTQ9nfSieXZIho\nAsC9xw4y/j2BSdOT5bPTV3TJfr1w/hRxtNwp7TEj5MdwRq/kz4f3x8KpNWLmV/TDyw/sjTM4PbU7\nj6rH/NExgUY7Y9VbdF4wHRFJJR/V3vnFYunM3pbPWFDnRKuLlACRfpwT2PaXd0rF82d72zCeNjZW\ndcrk/Gq0Or/OmdjDdK5cz8u9aD0Ptg2nju2OWTb6ZYD+fIcLBJkBvYjA6xeMdXXfV88bi9cuGGdp\ngwxOzq+izJBRkZMXpBWBsmEn9rRWCqP3yAz5MbjC7DzaV5E2r2yErFS/J8cXoBd7eOYsfbMxuCLX\n5PT1Cho0YefY/IwgXjx3DMqZFAc6LYt+XlpQRVmufqyootjeBFuVcr8+sY353hC8b0vsS9PZbTU5\n63lRx8pe3A4aaY/taK9B1+o4H2Obgj6mZA8P+u4v3b8W53pkGrrFvmR+AcARQ8pw25G6yD7LfOLb\n9Q9OE08Gn0KwZZe+NuamBVzbCHbP4e6j63G8jf0UFtju6UEfrpypp3VGNE3qtKVFK0ZVyeqmxYcx\n1QV44tQRQqfeFTN6Y2rvIk9r3l3RavOyQKsb3HfcYBw1zF2hDAovzu53Fk2QVgkHgLMmVEkldCrz\n5amIp47tjkv3r3XdDre6be8udm9DJhtuxoWdruyZE6qwdEad9Quv7SDxBw7+V+EUBvkAQF9N015x\nczFCyDEJt+h/BNThZJd/m2dTFYGyd2qKMjCldxFufP4L0/d0wbfzTNNNmYj5JTNAWh0mbdlGk17v\nrqMGoTQn1eJcO3tiD9zw3DoQousnlOel4dutux2dWHyedmxjlLgxwjrx6PvyKha4eHpPBHwKLnni\nE9PnY6oLEPQpaGqNmDbHMpYI/TnHjazA9sYWg9XEwon5FY5owslRFAngJ/WHThqGQ25fCQCY2KsQ\nE3sVGmm5dj0iI+THLpeVMUXBsHBEE/aBgE/BGwvHYcRyveAqjcyJou1OlUjoGEwJ+PD6BeNsF7TF\n+/XCXa9/bXs9Huz1fKrimQF17uRq/OeTH/HFTztNRkzAp6dS5aQG8Ngpw/HmV1usQuzRrpWT6jdV\nEaVV0zQtDuYXc7yiECybWYdQQMVp48RFJ+zgpeoeS88fVtkJBw0sxSPvfS89XqQNRfHu4gkI+hT8\n64MfAOgiy387fjDWb5anEWSE/Hhj4TgjnZUFew9+7hE5zK8/uK9n4VavsHMQfnDJpKRoT4X8KmqK\nMvH2ReMdy607gc6DTs9FlLpFnd6pAR96lWTi1fPGoktu4mmkieDxU0cY7MzLD6zFEUO6YPatKzHO\nZRW59obJtUX48PttSROTjgfx+hiMtEfvUqlxw9DXakcsK2PsxNmmujikJNxiSGUubn91Pfo5VKH0\nir2R9rg3dMXcgi0mxTtthlZ20ots2TD5ARrE1gcL1ZlcMKEHxtbYO5fsnF/jexZa9FhZGLY7dw36\n+iKa3JGcnxHE6xeMRZGDJmYyUZGX5rmqJ7Vh3GqviTC6Rz5GC+QEkoX8jKBtFdqzJvQQfv7Ooglx\nS68I4dI82dfFXM6aUGXZf7Mw0h49zLlpARW7BYF8Gdq6qMfvEU7OrzUARhBCummaJheg6oAjThxV\naUpVoF1VVPmAfmeXzkSdXzcd0R8VeenSwcePiUfmD8OGLbsxubYQx97zTvQYhvkVoOkB4pmH10Ua\nX1OAFz77KXY/ySCkEdeY9kbsu/OnVCM3Grmhp/8SjTrlpQexwUN+fDKjrSbNr+j13FR2YTGvoRJf\n/rTD9Nni6T0BxJ47q68mo1CzE6fMwHBaeCIRcdxbdDneYBRFt8o7peLXPS3YHXVuDavshJXrzVU+\nK/LS8OP2RiyQLJimewrC0brzS/x7OzOpiBdMqUFWih/TmFSrgE9BTZG4jPIwpnJOyK/i4v16YWx1\nfpsI17LPt6nV/YLGgjoEGpkF8dGTh2PlVz/DryroX5aD/mU5lvRU6pRZeeF43PTil7jppS8BcJpf\nNhT8jy+fjHWbdmDWLbH0a36MpwRUIzoL7B1miE9VsOTAWlfOL9HmhxpMsweUYuMve3DauO5IDfjQ\n4BA57izR5TIVEIjer6YoAwfXdxHqJ9IiJ20JuwBAlqRyabyQVbD0gpvnDMDj7290FLKNaX6xrGn9\nQ/p+7HRM9hZSAz6DjZse9GFg11x8cMkkZKa0PwF6NzhlTDfMHdI16X3HC+INau1LZk57Yn4dOqgL\nlq74FIWZ3jeMn1w+uU0rdY2rKcSaSyYiOzU5a/Axw8tx75sb2pVjam/Bp+gZGKJN8alju6M5HMGf\nX/xSer6iEJw7qRo5qQFM662nGZ45wTm4lcgm3Eh75AYMYb63u7qo2EF7A7XvaWB9Uq9CPBuVjWgL\n7E0mkJdAphe099F71oQe9s6v6A/wsg68d/FET23YGw7+3xucrLBXADQAKAXgxvn1OIANCbbpd4mL\npvUUfu5U4YvHxF6F+PzHHThhVCUu/OdHKM5K4TZeZseSqLokzaOnhgx7fooD84tP2ZjXUGl2fknG\nIJ2Eqa4Ty57wK4qFsfXdL7rDqzI/De9+8wsAXV9mSEUn3PTSl9JyqnZsDxF6FmciU1JhcWb/zng4\nurmmv4tlfg3smoNzJ1Xj8Dvfsr0H35Yx0cgcvWbAxPwy//uIwV3xlze+Nk2cMgMjzaECTkTThE5N\nYbVHF0bMi+eMAQDc/up6XP3MZ7h/3hB0u+gp0zE3zxmAFR/+YKk8J4J0g2LTlFvnDEBlfjoyQn6c\nN7nG9N3nV0wRLv7rr5xmWYjs6PiJgl2YaHEGr6jMS8OH328zvZfqogxUc849mdM65FdN/cNtxcb0\noA+d4nQItnWKkdNG2I3mV8iv4vwpNdLv3YJ9hnSOK81JadN+5QVUIPaY4eW4b+WGfdoWGTpnp+BU\nJsVXhjlDyvDqus2oZdJ7BpTl4NL9e+0Vp2Ii2JeOo0RBCNnn7Y/Xxo9Ve9z7aY/tCcePrMBxIyri\ncgg52RfJQLIcXwBw6f69jAqe/2ugfU9kUykKsTzn6w7ua9KT9UWPOWeSuzTRwswgNm1vSkhPiK7X\n/LpO/x+OaL95vSI+QH37kQOhacB73/6SEBtMhjlDyvDKus3oVZK8IgB7G8meRx88cehenZt9xtrj\n/hy3RRQo6LBwOzzuOqoexdn7jsHdHmC7mmma9iiAR91eTNO0JwA8kWij/icQ7aReBSLvPCpWJv7w\nwWWW7wM+xRAOBuw3iIZouDDtUTxSK/PT8cH326TXlOmZ0MtRI/S8ydW4980NCEc0+FRibJTp4nbx\n9F646unPDBrzGeOrcHZUz8hWt8FGD0YEO3HM4d3z8ObCcRi+/EWDBsxOStPqil3l+/PvgKbZUQOU\nTX1lmV+9S7Iwra4o6vximV/iPuOULhSWvFPRoxIZx4+ePMxUsY8ec/KYbjh5TDfL8YDOXjxyWLlt\nuygoA6l/WTaOHlaOsx5cA59CTM+P/wl2otqEE8vn2723wN6vR6GYieaEK2fVYWxNgaNwrZ2eEDvV\nkOgfDc6OTq9VGmuiTolTXDgykgFZ8ztF2V3lndyXxI4XbD8bVZWP8k6pcVXBSyZovyvJCmF6H32c\nXHZALS47wL3uRnvE5NoiS0EIQgiONYnid+D3iHiZX/S8vSm31h4F72Vr4u8R/0u/VQZRESHAKjHB\nO8m82khPnDoSn/643dM5PE4Z2w0r129B786co8ZIe9R+8++T1+WlfTSZ+pRs0HESs1Y+efrI35Ym\nVBu96yGV1oqwbQmaTfLrnuY2u4fq0cE2oZc8/fh/Bb9N/v1vDNU2G14R64LtvzP6leDxNT+4vlfI\nr6KxJYLyTqnYuqvZJLrLIxBdAVkdLyfm17KZvfHY+xsB6CwCHs2CSo/69fQL0kU25FdxSH0pHlj1\nHXwKMSjP9HHMHliK2QNLccOzuraVW1rnqWO748ONv2IkJ7D94jmj4zJ8S7JTTBstVoctxa9CVQgW\nT++JpSs+lV6DtyNokQNDRJ9xeLEOLFaMnr2EzC5JFUQL/n3aSOxobMERd72NSEQ8OYqiaelB67UG\ndm1bAWnaN3JTA5jRvzO6F6QjO9WPB1Z926b3bWsURzVyhlTk4uY53ko0U6QGfK6cKXZ9/MB+nXHl\nU58hPehDWsCnv3dNnlZKkSFhRsq0y7JS/Ekvdy0CXfCHdxOzQEf3yMc9xwySskTboi2Abuy8fN7Y\nNr+nExRj07Bv29GBDiQL8Tq/9mUF0N86W6UDvz0MrczFG19ukdrNfMCLd3Z5TRMuygolrAXYUJUv\ntBtoSzQbza/fCtqiWrxbeK342YHkgBI4Nm33Vn07Ebxy3hgTCaYDVnQ4v/YCRJov9xwzCPet/Ea6\nsaS49uC+OGZEBWbc/Iare2WG/Ph1dwum9i7Goum9MKBMLh5K0x5Zui11xMiilmzk4rIDarHyK7PG\nk7DSIwN20aWMp1ZG14lfc2P6LraXNdCrJBOvnT/O8nllvjeRcRmCPhUDu+bgvW9+MSjMTlEb3mCn\nz51+zDK/UgM+vHzuGKSHfMhLD+K9b7aajtX/LX4YPlVB786Z+HhjLAJXV5qF/27bA0BnfomMf5Gd\nQyumxYtrZvfBVz/v9HTOuk368TRaSRdr9vklUk1uX6FPaTYeP3UEepdkJlQK3A34ccv+vzAzZDIu\nJ/QswH8+2eTI/BLpvDy3YJQhhLuv4FcVPH1mg1EZVoSxe0lcfF+XuhehICOEaXVFmNdQua+b0oEO\nJAQq55AqCMq4AdkHjuAOp1cH9hXuOLIe327dLbU3+L7JmwDtaT0z0h5dBOraO+hzH9yGlYjbU4GN\nRLB0Rm8sW/Fp0gtg7G1QPdQdjS0ORyYOOjy67oVsh986Opxf+wis9haFaF73q4qnwU8rbhECx7L1\nPoHzyx91PMgYXDx4Z4rM+WWIT7POr6hTsJmpeMhHqqgjxE4bbW+DtpGmQDqtx3xUjToTRA6/6qIM\nlDOCz7GKUfaggvIPnTQM2/a0YNhVLxrfUeearNqjyKAozUmsUtpBA0s9U+e/2qw7v04cZd6s0368\n5MBazLWpQtOesbcWcD5dOdOmAt8fD+uPn3c2xSVSWxVn+maywZZ135doj5rKqkJwyxxv1ag60IH2\niKUz6tBQlYdMjynYFHRDuDfTfi7eryfSgyqm1BbtvZt2YJ9h4dQa9CltH+yatKDPdm20ML94u7sd\nLWi0aWEHwfvfClZeOC7hysh22Bfs1mSiT2kWPvx+G3oUZuC+4wbv6+YkjNKcFJzQUIFZA9q3Hun/\nGjqcX78zpEUjo242tP7oMS1M2mNA4BAToV7iWGMrJL67eALqlz4PIGZ0sossdX61hCMMG8rc7hNH\nVWJPSxhHC1Is9xWo5JaMwnzN7D44/9EPY8dzr8LQ/BJEo3sWcwLm0b/tosgZIZ9RiYetMEbhZxyH\n2QLBYiqanh70YWdTK7p2SvUsuEiRmxbA1l3NcdHTqcO1tsRsQI6pLsB7iycYGk4dkIP2pQun1uDQ\nQV1sN4shv+q5QtK/ThuRSPN+t+hgeXTg94hOaYF2kWrkV4mpWrZXUIb94YO7JKtJjijICOGqWX32\n2v06sG8xf7RY97Q9gg8y884vJ/3YvQkjZVn77QveA0BxVmKBZRl++09Gx8Pzh7kmX/wWQAjBoun/\nm4U32jM6nF+/M6RFHR9u6MGitMfYZzGPzH3HDcbRf1ll/P/LZVOl12evlcc4K4wqjIL7N7dGEPKb\nNb8oUgM+XDhVXClzX4EKztOFmKcZ52WYK+lY0x6pUHx3XPHkWlPqK++4csP8cnJ0smmVV83sgwFl\nOSa9ti65qfhi2VQsfXIt7lv5jVDLzS0eP2UE3v56S1xGCi1NLnK8dTi+3IEK3vtUJamVsyj6lP62\nKegd6EAH3GPVogn7uglJQciv4otlU9sVo6UDHdhX4Fn5CgHSAip2NYcBtDPnF2Jpjx2j9/ePoE9F\n0Nd++t9vAXQv3Tm7bRyrv0e0n1yyDiQFlE3livnlo8yvmMOKilbSyoqALhzNwqcqxuLJ03c7pYmd\nFDEGk7WtTeGIkBnWXkF/e0SS4hniJm7+N9F3c/zICmxYPt2WZUU1m+weS88i+9QvVrMpK9WPeQ2V\nFi0Ika5TPCjrlIqD6+OLrl92QO1eEUr/PcNIL27/w6gDHehAO4eqkLjSotsj/Kryu2COdKADiYI3\n91SF4IoZvY3/i4on7SvE0h5/+4L3HeiAV4yvKcB4B+3a/Iwgbj5iAO44qn4vteq3jw7m1+8MG3/V\nxc359DkRaBXKIka4OuRXDQfEWQ+ucbxGbUkW7jlmEIZWdsKrX2zGpF6FGFyRi217dHG/M8Z1x/qf\nd2HtD1SE3Sp439waMfLUfwt2dl3nTLy6bjM6RSs/sgty5+wU9OH0nfjflAwD/JQx3XDLy18hNaDi\ntiOtuj4vnjMazVGnJt28tBc9ig60Hajzy6vemhNOG9vdmFs60IEOdKADHejAbxN8QFYhBLMGlOL6\nZ9dh4697LBkI+xLUXv69pD12oANecPcxg1wdN71PcRu35PcF1zMcIeQSAF9rmva3NmxPBxLEJfv1\nwr1vbkBfF+lJc4d2RXVRZsIV9GhFtclRYdcuuamg3J+zJ1Xrx1z3MgCzI2j2gFI8t3YTThxViaBP\nxXNrN+H4ke2/MtmCCT0w7v/bu/M4Oapy4eO/JwkJhEASMAKCEMMmblwhqARBFgUXFFHWe1ldEK/g\nArzqBUXwolcFV/AVQQXvqwgKVxAMIrIIigsIiF4E2SKCIPsaCCR53j+qGipN90z3TM1Mz8zv+/nU\np6ZPnVN1qlO95Olznnrx81tOAfv1x4s7TV7+0W2eCUAMZjTbMyPmmgZ8NxKoz1v3eS2TZzbf3fL8\nD23JC/oZEvvsl4wBdlYjbukQjaA8bIcNa92fJPVntCdvlnpR8/eDxsNFZa6l3pr2WFjqtEf1sOdN\nqz/NiIZON+H9TwBfGaqOqJ6gQ6u7SLYTEV0FvgYzn/iZnF+VD92ZK07mjPdt/szjHx04b8D7H06T\nJk5g03X6ft5aJeedPHECFx/2uq6Olc9Gv5YtbxR3+G2gk7viNaahTnLOXJ+OfttLWW3l3sxB1riJ\nxXL+G0oaIxzxIdWn+eXUmB2w6Oki59fUXgp+Ve722Mi3q/b88Xr4/fY/tmPqlN55zah/3QS/7gR6\n477y49Axb39ZRwGMoXLdUduz3CA+eN65yVp86cK/ssqK4y863vgsWnFK93fXa/zy3fzVP1vcQGCw\nPrjd+ixdmuw2wJxd40Uv3Xm02SHbb8jkSRPY+ZXeVlmSJC3rsScXL/O4MRKsF0d+Nfq2NM35pd7U\nyJWt0aOb4NePgbdFxAqZafKXYbbXa9YZ0eOvvPxzp9Z14+Bt1+OAreb0mdx9rGpM9ew28AU8Ezlr\n/tDPNuWDMW3KJD6xo7fkHYwNV1uJp5eO3G2ap6+wnLdVHka7broWP/rDHSPdDUmSOvJQmZO3ofE9\nspEntqdyfpXrpQ5p6ogBQql/3bzDfQrYEjg7Ig7NzD8PUZ/GrcG8aZ138Gt5ohyy3IsiYswGvvr7\nd5sxdTLH7/lKXjNn1bZ1Tnvvq5k59bmj4trl/GpXrpF1wUe2GukuaBgdu+vGHLvrxiPdDUmSOvLQ\nwmWDXxObvsSu2kMzNKrTHp3+3D9jhFL/ugl+/RGYDGwC/DEingTugedkJM3MXLem/qlDL1uz/jv5\n7fDS1Zi96oq173c8euvGL+hz+7x1n9ey/OVrTWfm1OX48OvXX6b8+SsVOac2WG1aq2aSJEnSMnad\nuxYn/vKWZx43bs40dfJEFj61pGXO2pHSCHgtXZqj4m7wI8bAoNSxboJfE4Cngdubyptfcb4Cx4hv\n7j13pLswKgzl6KuVl1+Oa47c/jnlc2evwhkHvIZN15k5ZMeWJEnS2LHurGn8/vDteNVnLwKezat1\n4SGveybpfa94dtqj8R1J9eg4+JWZs4ewH6IY5QPwirVmjHBPNBq8uo9plJIkSVKzxt294dm8tIO5\no/tQeWbkV6ZpPvrwzk3W5Pe3PcBH3rDBSHdF6nm9k9VQbLPh8/nNf2zLGtN77wNI7flrlCRJkkaD\n5SZWg1+9+yW2mvDeaY/tTZ08ieP3fOVId0MaFSb0X6W1iJgZES+sszPCwJckSZKkIVEd+TWxh6NK\nE8puLnHeo6SadBX8iohpEfHFiLgbuA+4rbLt1RExPyI2qbuTUi/z81iSpHq9oPwxcObU5Ua4J9LY\nMqkS8Orl77CNqY5L04TSkurR8bTHiJgO/Ap4KXAtRfBro0qVPwFbAnsCV9fYR0mSJI0jH3r9+rx4\njZXY9sXPH+muSGNKVCJevTzyqxHxWro0ezpIJ2n06Gbk1xEUga/9MnMT4EfVjZm5EPglsF193ZN6\nn0k4JUmq13ITJ7DjK16wzH/UJdVrNOT8WpLZ0/2UNHp0E/x6B3BBZv53H3X+Bqw5uC5JkiRJkoZS\nLw/8mrDM3R4lafC6CX6tBVzXT53HgOkD7440+vhjlCRJkkabXh5R1eia+e4l1aWb4NejQH+JF15E\nkQtMkiRJktSjejr41Uh4vzRNMSKpFt0Ev64EdoyIlVptjIg1gDdTJMWXJEmSJPWoXg5+NaZkLkkT\n3kuqRzfBr68CqwLzI6J6l0fKxz8Clge+Vl/3pN7n57EkSZJGmwnd/E9wuJVfsNNpj5JqMqnTipl5\nQUQcBRwF/Bl4GiAi7gNmUrxFfSwzr6i/m5IkSZKkuvTyyK/qVEenPUqqQ1fx/sz8NLAd8BPgQWAJ\nkMB84PWZeWztPZR6XA9/b5AkSZJamtjDt3usfr/u6RFqkkaNrt9KMvOSzNw5M9fIzMmZOSsz35qZ\nFw+mIxHxloj4eUTcERFPRMStEfGjiNi8Tf15ETE/Ih6IiIURcV1EfDgiJvZxjB0j4tKIeDgiHouI\n30XEvv30a9+I+H1Z/+Gy/Y6DOVdJkiRJGgmNmFcv/4BbHZXmyC9JdeiJOHpEfB44D9gE+BlFfrGr\ngZ2AX0fEXk31dwIuA7YCfgx8HZgMfBk4vc0xDgLOBV4GfA84GXgBcGpEHNemzXHAqcAaZf3vAS8H\nzi33J2HWL0mSJI0Wq6w4GSjyafWqamCul4N0kkaPjnN+NUTEbGBv4JXAdOBh4Brge5l52wD2tzpw\nGPBP4BWZeU9l2zbAxcCnKQJPRMTKFIGoJcDWmXlVWf7Jsu4uEbFHZp5e2c9s4DjgAWBuZi4oyz9N\ncRfLQyPirMz8TaXNPOBQ4BZgs8x8sCw/FvgDcFxEnNfYlyRJkiT1ukO335D/+J8/sdLyXf9XcNgY\n75JUt65GfkXEocANFEnv3w5sU66PBm6IiEMG0Id1yn78rhr4gmKKJfAoMKtSvEv5+PRG4Kus+yTw\nifLh+5uO8S5gCnBCNVhVBrQ+Wz48sKlN4/FnGoGvss0CipFmU4D9OzpDjWn+GiVJkqTRYs9Xrc2C\nz72FqZN7OPhV+YLdy4n5JY0eHQe/ImJP4FjgcYqRWNsAG5XrT5flx0bE7l324SbgKeBVEfG8pmNu\nBawE/KJSvG25/lmLfV0GLATmRcSUDtuc31RnMG0kSZIkSYPgtEdJdesm3H8oxR0eN8nMv1XKbwR+\nGRHfpZgOeBhwRqc7zcwHIuJjwJeA6yPibOB+YF3gbcCFwPsqTTYs139tsa/FEXEb8FJgDvCXDtrc\nFRGPA2tFxNTMXBgRKwJrAo9l5l0tun1Tud6g0/PU2OXnsSRJklSfaPO3JA1UN8GvlwDfbQp8PSMz\nb4uIHwL7dNuJzPxKRCwAvgO8t7LpZuDUpumQ08v1w2121yif0WWbFct6Cwd4jGVExAHAAQBrr712\nu2qSJEmSpAqnPUqqWzc5vx4FHuqnzkPAI912IiI+CpxJcWfFdSkCUZsCtwLfj4gvdLO7ct3N/UsG\n0qbP+pl5UmbOzcy5s2bNaldNY0D4gSxJkiTVZoLTHiXVrJvg18+BHdptjCICsH1Zr2MRsTXweeAn\nmXlIZt6amQsz82pgZ+BOirsxzimbNEZdTX/u3gBYualeN20agbv+6vc3MkySJEmSNADhxEdJNesm\n+PVRYGZE/CAi1qluiIi1gdMopgF+tMs+7FiuL2nekJkLgd+X/XxlWXxjuX5Ovq2ImAS8CFhMMWqM\nDtqsQTHS7I7yeGTm4xRBt2nl9mbrl+vn5BCTJEmSJA2cCe8l1a2b4Nf3KaY17gbcFBE3R8SvI+Jm\nitxcu1GMhDotIi6uLBf1s9/GXRnbzQ1slD9Vri8u129sUXcrYCpwRWYuqpT31eZNTXUG00bjkJ/H\nkiRJ0tCY4JdtSTXoJvi1NbAxxf/1J1HcTXHzcj2pLN+4rNe89OXycn1ARKxZ3RARbwK2AJ4EriiL\nzwTuA/aIiLmVussDx5QPv9F0jFOARcBBETG70mYmcHj58MSmNo3HR5T1Gm1mAx8o93dKP+cmSZIk\nSepCNcl9+FOzpBp0fLfHzOwmUNaNM4FfAK8H/hIRPwbuBjaimBIZwMcz8/6yH49ExHvLdpdGxOnA\nA8DbgA3L8jOa+n5bRPwf4GvAVRFxBsVIsl2AtYAvZuZvmtpcERFfAg4BrouIM4HJwO7AKsDBmbmg\n7idDo49DsSVJkqT6OO1RUt06Dn4NlcxcGhFvphhNtQdFkvupFAGt+cDXKUtlLwAAIABJREFUMvPn\nTW3OjojXAUcA7wSWp5h6eUhZ/zl3YczM4yNiAXAYsA/FqLfrgU9k5nfb9O3QiLgOOAg4AFgKXA0c\nm5nnDfbcJUmSJEnLqga8Jhj9klSDEQ9+AWTm08BXyqXTNr8G3tzlcc4Fzu2yzXeBlsExCRyKLUmS\nJNVpmYCXX7Ul1WCopjJKkiRJktS1aPO3JA2UwS9pkByJLUmSJNVn2ZxfftmWNHgGvyRJkiRJPeTZ\ngNcEY1+SamDwS5IkSZLUMyaY8ktSzQx+SZIkSZJ6RnWqo9MeJdXB4Jc0SH4eS5IkSfUx4b2kunUc\n/IqImRHxkoiY0lS+f0ScExGnRcSr6u+iJEmSJGm8MOG9pLpN6qLuZ4G9gOc3CiLiYOArPBuQf3tE\nzM3M6+vrotTb/ECWJEmS6jNhmWmPI9gRSWNGN9MetwAuyswnKmWHAXcCWwG7lWWH1NQ3SZIkSdI4\nZuxLUh26Gfm1JnBR40FEvAR4IfCxzPxVWbYrRSBMkiRJkqSuVUd7TXDol6QadDPyawXgycrjLYAE\nflEpu4UiSCaNG34cS5IkSfVx2qOkunUT/LoTeHHl8Q7AI8AfK2Uzgeq0SEmSJEmSOrZswvuR64ek\nsaObaY+XAPtGxEEUI8DeBpyVmUsrddYF/l5j/6Se5weyJEmSVJ9YZm6FX7YlDV43I7/+C3gM+Cpw\nEkUA7KjGxohYGXgtcEWN/ZMkSZIkjSPL5vwauX5IGjs6HvmVmbdFxEuBXcqin2Tm7ZUq6wHfBH5Q\nY/+knhf+GiVJkiTVxmmPkurWzbRHMvNu4IQ2264Grq6jU5IkSZKk8an64/JEo1+SatDxtMeIuDUi\nPthPnQ9ExK2D75Y0evh5LEmSJNVn2ZFfftmWNHjd5PyaDczop84MYJ0B90aSJEmSNK5Vw10TTfol\nqQbdBL86MQ14quZ9Sj3Nj2NJkiSpPhMqo70MfkmqQ585vyJi7aaiGS3KACYCa1Mkw3faoyRJkiRp\nQEx4L6lu/SW8XwBk5fGHyqWdAA4ZZJ+k0cUPZEmSJKk2JryXVLf+gl//TRH8CmAf4Drg2hb1lgD3\nAxdl5s9r7aEkSZIkadyISnIepz1KqkOfwa/M3K/xd0TsA/w4Mz891J2SJEmSJI1P1XCXd3uUVIf+\nRn49IzPrTo4vjQnhvEdJkiSpNtWAl9MeJdXBgJYkSZIkqWdUw10T/R+rpBp0PPILICJWAd4FvAqY\nSXGXx2aZmdvV0DdpVPDHKEmSJKk+EypfsJ32KKkOHQe/IuLFwKXALPq+v132sU2SJEmSpLaq8S4T\n3kuqQzeDSI8Dng98HpgDLJeZE1osrUaDSWOWH8eSJElSfaoBL3N+SapDN9MetwR+mpmHD1VnJEmS\nJEnj26QJ1WmPI9gRSWNGNyO/Arh+qDoijVbmIZAkSZLqs8zdHp32KKkG3QS//gBsOFQdkSRJkiSp\nyuCXpDp0E/z6NPDmiNi6zg5ExH4Rkf0sS5rarBQRn4mIGyLiyYh4MCIuiIi2d5mMiIkR8eGIuC4i\nnoiIByJifkTM66PNChFxdETcWB7nnoj4YURsVOdzoNHNj2NJkiRpaDjLQlIdusn59ULgHODnEfED\nipFgD7WqmJn/3cV+rwWObrNtS2Bb4PxGQUTMBH4FvAT4X+BEYBqwE/CLiHhPZn67upMo3jFPB3YB\nbgROAFYBdgcui4h3ZuY5TW2mABcCWwBXAV+leA52Bd4SEdtm5u+6OE9JkiRJUhdMeC+pDt0Ev04F\nkmKgy97lkk11oizrOPiVmddSBMCeIyJ+U/55UqX4KIrA1/8Au2fm4rLu4RRBquMj4oLMvKPSZg+K\nwNcVwHaZ+WTZ5kSKQNrJEXFxZj5aaXMIReDrzPI4S8s2ZwBnA9+JiJc3yjV++XksSZIkDY2J3cxV\nkqQ2ugl+7T9kvWghIl4GvAa4E/hpZdPO5frIRuALIDPviYgvAV8G3kUxTbPh/eX6E43AV9nmyjKY\ntTdFcOyU8tgBHFhW+2g1wJWZ50TE5RSj0l4HXDLYc5UkSZIkPZfTHiXVoePgV2Z+dyg70sL7yvW3\nM7Oa82v1cn1rizaNsu0og1/l9MV5wELg8hZtzqcIfm1LGfwC1gXWBv6ambe1adOYkmnwa5wLs35J\nkiRJQ8Jpj5Lq0JODSCNiBWAvYCnwrabN95XrF7VoOqdcV+9KuR4wEbi1OlKs4qZyvUGlrNH+r226\n2KqNJEmSJKlG3u1RUh16MvgF7AbMAM7PzL83bWtMgTwqIiY2CiNiFvCR8uHMSv3p5frhNsdqlM8Y\nZJtlRMQBEXFVRFx17733tqsmSZIkSWrSiHk58EtSHTqe9hgRraYZtpKZue4A+9NwQLn+ZottRwI7\nUNx1caOIuAhYkeJuj/+gmK64pEW7dhpvp83J+wfVJjNPokzUP3fu3G72rdHGD2RJkiSpVhEBmY78\nklSLbkZ+TaD4b37zMgOYXS6Tu9znc0TESyhydN0BzG/enpl3AZsBXwdWAv4deAtwBkXSeoDqUKvG\nKK3ptLZyU72BtpEkSZIk1aAR8zLnl6Q6dJPwfna7bRGxHvA1ihFYOwyyT+0S3Vf78k/goHKp9mPb\n8s8rK8U3U4wEmxMRk1rk/Vq/XFfze91Yrtvl9GrVRuOUn8eSJElSvSZEAOndHiXVopacX5l5M/AO\nYE3gUwPdT0QsT3HnxaXAtwewi33K9WmVvi0CrgCmUtyhsdmbyvXFlbJbgNuBDSKiVWL9Vm0kSZIk\nSTVoxLyc9iipDrUlvM/MJ4ELgT0HsZtdKZLVz2+R6B6AiJgQEdNalO9NEfy6Aji7afM3yvUxZYCt\n0WYzYHeKaZJnNcozM4ETy4dfiIgJlTY7UQTRrgd+2dXZaUzy41iSJEmq14Qy+jWxV2/RJmlU6Xja\nY4cWA6sPon0j0f1JfdSZCvwzIi6kGKG1FNgC2Bz4C7BrZi5tanM6xci0XYBrIuJcYFWKwNdE4L2Z\n+UhTmy8BO5Ztflcm1l+bIkC3EHhXi+NIkiRJkgapkevLaY+S6lBbHD0ingfsDLQcsdVB+42A19Im\n0X3FIopg1kbAgRQJ76cCRwBzM/MfzQ3KkVx7AodQBOgOpgiGXQZslZnntGizCHg98GmKpP4fAd5A\nMapss8z83UDOU2OPH8iSJElSzUx4L6lGHY/8iogj+9jHC4GdKO6O+B8D6Uhm/oUOZpBl5tPAuwew\n/8XAl8ul0zZPUOQwG3AeM0mSJElSd56d9mjwS9LgdTPt8ah+tj8CHJOZXxh4d6TRx49jSZIkqV6N\noJcDvyTVoZvg1zZtypcCDwI3lKOrJEmSJEkasGlTJvHA40857VFSLToOfmWmdzaUWvDzWJIkSarX\naitP4fYHFrJkaY50VySNAd44VpIkSZLUU1ZbeXkA/vnokyPcE0ljQdfBr4h4TUR8KyL+EBG3RMTV\nEXFyRMwbig5KkiRJksaXA7aaA8CrXrTqCPdE0ljQTc4vIuIYirs5Nk/0+hfgXRHx+cw8vK7OSaNB\nmPJekiRJqtUr1prBgs+9ZaS7IWmM6HjkV0TsChwO3A68B5gDrFCu31OWfywidhuCfkqSJEmSJEld\n62ba48HAP4HNMvM7mbkgMxeV6+8AmwH3Ah8Yio5KvcqE95IkSZIk9a5ugl8bA2dm5n2tNpblP6KY\nAilJkiRJkiSNuG6CX5OAhf3UWUiXecQkSZIkSZKkodJN8OtmYMeIaNmmLH8zcEsdHZMkSZIkSZIG\nq5vg1w+AjYBzImL96oaIWBc4E3gJcFp93ZN6nzm/JEmSJEnqXd1MUfwS8EbgLcCbIuIfwF3A6sCa\nFIG0X5X1JEmSJEmSpBHX8civzHwKeANwBHAbsBbFHR5fWD4+AtiurCeNG4FDvyRJkiRJ6lVdJafP\nzKeB/wL+KyKmAdOBhzPzsaHonCRJkiRJkjQYA74zYxnwMuilcc+cX5IkSZIk9a6Opz1GxKYRcWRE\nrNZm++rl9n+pr3uSJEmSJEnSwHVzt8dDgfcA97TZ/k/g3cAhg+2UNJo48EuSJEmSpN7VTfBrc+CS\nzMxWG8vyi4Et6uiYJEmSJEmSNFjdBL9WB+7op84/gDUG3h1JkiRJkiSpPt0EvxYCs/qpMwtYNPDu\nSKNPmPFekiRJkqSe1U3w61pgp4iY1mpjRKwM7FTWkyRJkiRJkkZcN8GvkyhGdl0YEa+oboiIjYGf\nA88r60njhuO+JEmSJEnqXZM6rZiZZ0TEm4B9gGsi4p/AncCawGoUMYDvZuYPhqSnkiRJkiRJUpe6\nGflFZu4HHAhcT5EAf9Ny/b/AAZm5f90dlHqdKb8kSZIkSepdHY/8asjMk4CTImIqMAN4KDMX1t4z\nSZIkSZIkaZC6Dn41lAEvg14a97zboyRJkiRJvauraY+SJEmSJEnSaNI2+BUR10fEvw90x4NtL0mS\nJEmSJA1WXyO/Xgw8bxD7Hmx7SZIkSZIkaVD6y/m19SDyGeVAG0qSJEmSJEl16Df4VS5DJiL2A07p\np9rSzJxYaTMFeA+wLzAHWB74O3Ah8MXM/FubY+0LfAB4CbAEuAY4LjPPa1N/InAw8C5gfeAJ4LfA\nMZl5RYenKEmSJEmSpBHSV/Brmxr2v6CDOtcCR7fZtiWwLXB+oyAiJgEXAVsANwA/ABYBm1EEqvaJ\niHmZeX11RxFxHHAocAdwMjAZ2AM4NyIOzswTmuoHcDqwC3AjcAKwCrA7cFlEvDMzz+ng/CRJkiRJ\nkjRC2ga/MvOXw9GBzLyWIgD2HBHxm/LPkyrFO1MEvi4Cts/MpZX6RwNHAodRjNZqlM+jCHzdAmyW\nmQ+W5ccCfwCOi4jzMnNB5Th7UAS+rgC2y8wnyzYnAr8CTo6IizPz0QGeuiRJkiRJkoZYXwnvR1RE\nvAx4DXAn8NPKpjnl+qfVwFepMRJrVlP5geX6M43AF0AZ7Po6MAXYv6nN+8v1JxqBr7LNlcAZ5TF2\n6fR8JEmSJEmSNPx6NvgFvK9cfzszl1TK/7dcvykimvu/Y7n+RVP5tuX6Zy2Oc35TnUZOsXnAQuDy\nTtpIkiRJkiSp9/SX8H5ERMQKwF7AUuBbTZt/CvwP8A7gTxHxC+ApYFPgtcDxFPm5GvtaEVgTeCwz\n72pxuJvK9QaVsvWAicCtmbm4wzaSJEmSJEnqMT0Z/AJ2A2ZQTG38e3VDZmZE7EKR2+uTFHdubLgI\nOK1ppNj0cv1wm2M1ymcMso0kSZIkSZJ6TK9OezygXH+zeUNELE+Rc+sw4APAGhTBqjcD61DciXGn\nARwzu6gb/bWJiAMi4qqIuOree+8dQHckSZIkSZI0WD0X/IqIl1Dk27oDmN+iyseBXYEjMvObmXl3\nZj6SmedTJKBfDvhqpX5jlNZ0Wms1yqu/Niu3aLOMzDwpM+dm5txZs5rz70uSJEmSJGk49Fzwi/aJ\n7hsaSe0vad6QmX8EHgDWiYhVy7LHKe4YOS0i1mixv/XL9V8rZTcDS4A5EdFqamirNpIkSZIkSeox\nHQe/IuJfO6gzKSK+PNDOlFMa96ZIdP/tNtWmlOvnDKcq79LYGJX1VGXTxeX6jS3296amOmTmIuAK\nYCqwZSdtJEmSJEmS1Hu6Gfn1vYj4VnknxueIiDkUAaMPDqI/uwIzgfnNie4rLi/Xh5fBrqqjKJL4\nX5mZj1bKTyzXR0TEzEqfZ1PkDVsEnNK0r2+U62PKoFyjzWbA7sC9wFn9n5IkSZIkSZJGSjd3e7wM\neBfw6ojYPTOvb2yIiN2AkyhGXQ145BfPJro/qY86nwHeCmwH3BARPwOeALYAXlX+/aFqg8y8IiK+\nBBwCXBcRZwKTKYJYqwAHZ+aCpuOcDryDIo/YNRFxLrBq2WYi8N7MfGSA5ylJkiRJkqRh0M3Ir22A\n/wQ2Aq6MiHdHxJSIOAn4AfA08NbMPHQgHYmIjYDX0j7RPQCZeSewCfBF4Elgf+AgYHXgVGCTzPxN\ni3aHAvsBd1ME2fYB/rfs8wkt6iewJ0XAbDFwMEUw7DJgq8w8ZyDnKUmSJEmSpOETRYyniwYR2wDf\nowg23U8xGupy4F8z8x+193AMmDt3bl511VUj3Q0Nodkf/ykACz73lhHuiSRJkiRJ40NE/CEz5/ZX\nr+u7PWbmJcDXgACeB9wH/JuBL0mSJEmSJPWaroJfETEtIr4PfBb4B0VerFnAVRGx/RD0T5IkSZIk\nSRqwjoNfEfFK4GqKPFgXAP+Smf8K/CuwIjA/Ir4QEROHpKeSJEmSJElSl7oZ+fUbYDbwscx8c2be\nB5CZpwOvBK4FDgN+XXcnJUmSJEmSpIHoJvh1F/DazDy2eUNm3gJsTpELbLOa+iZJkiRJkiQNyqQu\n6r4yMx9qtzEznwY+HBG/GHy3JEmSJEmSpMHreORXX4GvpnrnDbw7kiRJkiRJUn26utujJEmSJEmS\nNJp0PO0xIm7tsGpm5roD7I8kSZIkSZJUm25yfk0AskX5dGBG+fc/gKcH2ylJkiRJkiSpDh0HvzJz\ndrttEbEexZ0eVwR2GHy3JEmSJEmSpMGrJedXZt4MvANYE/hUHfuUJEmSJEmSBqu2hPeZ+SRwIbBn\nXfuUJEmSJEmSBqPuuz0uBlaveZ+SJEmSJEnSgNQW/IqI5wE7A3+va5+SJEmSJEnSYHSc8D4ijuxj\nHy8EdqK48+N/1NAvSZIkSZIkadA6Dn4BR/Wz/RHgmMz8wsC7I0mSJEmSJNWnm+DXNm3KlwIPAjdk\n5uLBd0mSJEmSJEmqR8fBr8z85VB2RJIkSZIkSapb3Xd7lCRJkiRJknpG25FfEbH2QHeambcPtK0k\nSZIkSZJUl76mPS4AcgD7zH72K0mSJEmSJA2LvoJU/83Agl+SJEmSJElST2gb/MrM/YaxH5IkSZIk\nSVLtTHgvSZIkSZKkMavP4FdE7BMRrxiuzkiSJEmSJEl16m/k16nA26sFEbFvRFw8ZD2SJEmSJEmS\najKQaY+zgdfV3A9JkiRJkiSpdub8kiRJkiRJ0phl8EuSJEmSJEljlsEvSZIkSZIkjVmdBL9yyHsh\nSZIkSZIkDYFOgl9HRcSSxgIcCVAta1oWd9OBiNgvIrKfZUml/qkd1L+ozbH2jYjfR8RjEfFwRFwa\nETv20beJEfHhiLguIp6IiAciYn5EzOvmHCVJkiRJkjQyJnVQJ7rcZ7f1rwWObrNtS2Bb4PxK2dnA\ngjb19wbmNNUvOhVxHHAocAdwMjAZ2AM4NyIOzswTmuoHcDqwC3AjcAKwCrA7cFlEvDMzz+ng/CRJ\nkiRJkjRC+gx+ZeaQ5wTLzGspAmDPERG/Kf88qVL/bIoAWHPdGcBHgaeAU5u2zaMIfN0CbJaZD5bl\nxwJ/AI6LiPMyc0Gl2R4Uga8rgO0y88myzYnAr4CTI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OxvANcDlwF3AasCbwb+X0RsmJmf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\nNGb9f2G5vhoD+KBzAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f520c32aa90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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OlSh+mVlGft1LzOzdqLOJiEiVEPsAPMPdZ7j71oIWDozPdFHYZapUuPt84J3w7u8O9jxm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\nCwAIpqoYfuWP7CpuBctahdoBAAAAqMYaJsXqzvPb687z25f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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f520a849b10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "xfrom = 0\n",
    "xto = np.nan\n",
    "\n",
    "matplotlib.rcParams.update({'font.size': 20})\n",
    "\n",
    "rc = df.loc[df[0]=='$CANDY']\n",
    "rc.reset_index(drop=True, inplace=True)\n",
    "\n",
    "rc = rc.apply(pd.to_numeric, errors='coerce')\n",
    "\n",
    "#rc.to_csv('ble.txt')\n",
    "\n",
    "#rc['sum'] = rc[range(24,544)].sum(axis=1)\n",
    "rc['sum'] = rc[range(22,544)].sum(axis=1)\n",
    "#rc['sum']\n",
    "\n",
    "plt.figure(figsize=(20,5))\n",
    "\n",
    "#rc['sum'].plot()\n",
    "rc.ix[xfrom:xto,'sum'].plot()\n",
    "\n",
    "plt.title('AIRDOS (HIMAC, 2017-06)')\n",
    "plt.xlabel('measurement No.')\n",
    "plt.ylabel('Flux [counts per 11 s]')\n",
    "\n",
    "ener1 = rc.ix[xfrom:xto,22:520].sum()\n",
    " \n",
    "plt.figure(figsize=(20,5))\n",
    "plt.yscale('log')\n",
    "\n",
    "plt.plot(ener1)\n",
    "#plt.ylim([0,4000])\n",
    "plt.xlim([0,100])\n",
    "#plt.legend()\n",
    "plt.title('AIRDOS (HIMAC, 2017-06)')\n",
    "plt.xlabel('channel')\n",
    "plt.ylabel('count')\n",
    "#plt.xticks(range(0,600,50))\n",
    "plt.grid()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Calculate Flux"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "Empty 'DataFrame': no numeric data to plot",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-6-44c6079cf8e3>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m     13\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     14\u001b[0m \u001b[0;31m#rc['sum'].plot()\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 15\u001b[0;31m \u001b[0mrc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mix\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m50775\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;36m51350\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m'sum'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     16\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     17\u001b[0m \u001b[0;31m#plt.ylim([0,20])\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/lib/python2.7/dist-packages/pandas/tools/plotting.pyc\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, kind, ax, figsize, use_index, title, grid, legend, style, logx, logy, loglog, xticks, yticks, xlim, ylim, rot, fontsize, colormap, table, yerr, xerr, label, secondary_y, **kwds)\u001b[0m\n\u001b[1;32m   3598\u001b[0m                            \u001b[0mcolormap\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcolormap\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtable\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtable\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0myerr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0myerr\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3599\u001b[0m                            \u001b[0mxerr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mxerr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlabel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msecondary_y\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msecondary_y\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 3600\u001b[0;31m                            **kwds)\n\u001b[0m\u001b[1;32m   3601\u001b[0m     \u001b[0m__call__\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__doc__\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mplot_series\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__doc__\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3602\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/lib/python2.7/dist-packages/pandas/tools/plotting.pyc\u001b[0m in \u001b[0;36mplot_series\u001b[0;34m(data, kind, ax, figsize, use_index, title, grid, legend, style, logx, logy, loglog, xticks, yticks, xlim, ylim, rot, fontsize, colormap, table, yerr, xerr, label, secondary_y, **kwds)\u001b[0m\n\u001b[1;32m   2672\u001b[0m                  \u001b[0myerr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0myerr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mxerr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mxerr\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2673\u001b[0m                  \u001b[0mlabel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlabel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msecondary_y\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msecondary_y\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2674\u001b[0;31m                  **kwds)\n\u001b[0m\u001b[1;32m   2675\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2676\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/lib/python2.7/dist-packages/pandas/tools/plotting.pyc\u001b[0m in \u001b[0;36m_plot\u001b[0;34m(data, x, y, subplots, ax, kind, **kwds)\u001b[0m\n\u001b[1;32m   2468\u001b[0m         \u001b[0mplot_obj\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mklass\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msubplots\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msubplots\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0max\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkind\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mkind\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2469\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2470\u001b[0;31m     \u001b[0mplot_obj\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgenerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2471\u001b[0m     \u001b[0mplot_obj\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdraw\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2472\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mplot_obj\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresult\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/lib/python2.7/dist-packages/pandas/tools/plotting.pyc\u001b[0m in \u001b[0;36mgenerate\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m   1039\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mgenerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1040\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_args_adjust\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1041\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_compute_plot_data\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1042\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_setup_subplots\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1043\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_make_plot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/lib/python2.7/dist-packages/pandas/tools/plotting.pyc\u001b[0m in \u001b[0;36m_compute_plot_data\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m   1148\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mis_empty\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1149\u001b[0m             raise TypeError('Empty {0!r}: no numeric data to '\n\u001b[0;32m-> 1150\u001b[0;31m                             'plot'.format(numeric_data.__class__.__name__))\n\u001b[0m\u001b[1;32m   1151\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1152\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnumeric_data\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mTypeError\u001b[0m: Empty 'DataFrame': no numeric data to plot"
     ]
    },
    {
     "data": {
      "image/png": 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+edWDBAAAAGBtjA2hFu502rJM/4lL9lvOriQPJ3ndyPMCAAAAcBQYG0LdPbTLrfl0xtAu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\n/HkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f07b3ef0c50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rc = df.loc[df[0]=='$CANDY']\n",
    "rc.reset_index(drop=True, inplace=True)\n",
    "\n",
    "rc = rc.apply(pd.to_numeric, errors='coerce')\n",
    "\n",
    "#rc.to_csv('ble.txt')\n",
    "\n",
    "#rc['sum'] = rc[range(24,544)].sum(axis=1)\n",
    "rc['sum'] = rc[range(22,544)].sum(axis=1)\n",
    "#rc['sum']\n",
    "\n",
    "plt.figure(figsize=(20,5))\n",
    "\n",
    "#rc['sum'].plot()\n",
    "rc.ix[50775:51350,'sum'].plot()\n",
    "\n",
    "#plt.ylim([0,20])\n",
    "e1 = [50790,50900]\n",
    "e2 = [50910,51020]\n",
    "e3 = [51030,51140]\n",
    "e4 = [51150,51300]\n",
    "\n",
    "rc.ix[e1[0]:e1[1],'sum'].plot(c='b')\n",
    "rc.ix[e2[0]:e2[1],'sum'].plot(c='orange')\n",
    "rc.ix[e3[0]:e3[1],'sum'].plot(c='g')\n",
    "rc.ix[e4[0]:e4[1],'sum'].plot(c='r')\n",
    "\n",
    "plt.title('AIRDOS (HIMAC, He, 150 MeV, 2017-06)')\n",
    "plt.xlabel('measurement No.')\n",
    "plt.ylabel('Flux [counts per 11 s]')\n",
    "\n",
    "print e1[1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Energy spectrum"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'e1' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-7-faa35d52816c>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      9\u001b[0m '''\n\u001b[1;32m     10\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 11\u001b[0;31m \u001b[0mener1\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mrc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mix\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0me1\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0me1\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m22\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;36m520\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msum\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     12\u001b[0m \u001b[0mener2\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mrc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mix\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0me2\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0me2\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m22\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;36m520\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msum\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     13\u001b[0m \u001b[0mener3\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mrc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mix\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0me3\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0me3\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m22\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;36m520\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msum\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mNameError\u001b[0m: name 'e1' is not defined"
     ]
    }
   ],
   "source": [
    "matplotlib.rcParams.update({'font.size': 20})\n",
    "\n",
    "'''\n",
    "plt.figure(figsize=(20,5))\n",
    "rc['sum'][91:154].plot(c='blue')\n",
    "rc['sum'][155:235].plot(c='red')\n",
    "rc['sum'][236:296].plot(c='green')\n",
    "rc['sum'][300:350].plot(c='yellow')\n",
    "'''\n",
    "\n",
    "ener1 = rc.ix[e1[0]:e1[1],22:520].sum()\n",
    "ener2 = rc.ix[e2[0]:e2[1],22:520].sum()\n",
    "ener3 = rc.ix[e3[0]:e3[1],22:520].sum()\n",
    "ener4# = rc.ix[e4[0]:e4[1],22:520].sum()\n",
    " \n",
    "plt.figure(figsize=(20,5))\n",
    "#plt.yscale('log')\n",
    "\n",
    "plt.plot(ener1, label='0 mm')\n",
    "plt.plot(ener2, label='114.28 mm')\n",
    "plt.plot(ener3, label='136.88 mm')\n",
    "plt.plot(ener4, label='141.39 mm')\n",
    "plt.ylim([0,500])\n",
    "plt.legend()\n",
    "plt.title('AIRDOS (measurement at HIMAC)')\n",
    "plt.xlabel('channel')\n",
    "plt.ylabel('count')\n",
    "plt.xticks(range(0,600,50))\n",
    "plt.grid()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Spectrum Interactive"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/lib/python2.7/dist-packages/matplotlib/backend_bases.py:2445: MatplotlibDeprecationWarning: Using default event loop until function specific to this GUI is implemented\n",
      "  warnings.warn(str, mplDeprecation)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f07940cb410>]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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3nGd1DDNfneIwZYD9RyKKUki90/28rWAWk1Dv8SPMPL+E9NS1vcO0kYieCd8wFr62W7X/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\nVZu5NA2ik1SBpjwffd49OPbC+ZENaxS+6snsKhyn/PIGB22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HvfVLe/Dh6x/C089fxM99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\n3D2cQg+4fhszxwZXv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icmXcXaOItCig8G12Nmy9zAvwP61DgLgaDT8rRHjuxa3pjiXVfc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\npOBbY23YGFI1oq1oFtFaI9BOSvOLNDFnjRXIEe6gcQFvsoj8k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CACzWTXnLuH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\nUssVOy7uRq1+XUhmO42ngErJApuqaUkd4xdt1EKhLDZ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DSY7KHGey/zvX1xwP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QSf8vklhk6/Tr6XT4KiZHmh4vw9Xfm8w/jzAw9nvm7YZ1ZRv1mjWNUp6uOhl+nGOJPXfHFQ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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f07b3c8ec90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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qH4i3vV81TgGAEOJ2ALMAnqV893ndOBV/fyeAOxCpnXQXvD+KP/8XGafiffYB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9DP7oJQ9HWRj8vx+7FYC9Nxw1AqQwf7ovugZV7KgBtn/dePEePPa8nXE58cxDHDkH4oxtc7jl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nuO5wQEBKwDaM4JvogAAjmmQpMICGgeh3bM4+9/5I5RVyMgICAgoGEEDaqA0w3OIulxHP8c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\nlSRJkiRJklrlAJUkSZIkSZJa9Ve1nsGIUcAFnwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f07b3cc3910>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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VOpsiNNsIvCwzx8o+HwO+DXwiIq7LzF1Nfc6nCM2uAc7KzMmyz9XAF4FPlsGe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\nzRrttuT0AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f07a40de250>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib qt\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from datetime import datetime, timedelta\n",
    "from IPython.display import Image as ImageDisp\n",
    "from pandas import DataFrame\n",
    "import string\n",
    "import os\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "fto = 'DATALOG.TXT' #  File to Open\n",
    "l=[]\n",
    "l.extend(range(0,548))\n",
    "try:\n",
    "    df = pd.read_table(fto, sep=',', header=None, names=l, comment='*')\n",
    "except:\n",
    "    pass\n",
    "\n",
    "#df = df.reset_index(drop=True)\n",
    "#\n",
    "''' DEBUG\n",
    "df = df.reset_index(drop=True)\n",
    "df.drop(df[df.index > 100].index, inplace=True)\n",
    "'''#'''\n",
    "\n",
    "df.drop(df[df[0]=='$GPTXT'].index, inplace=True)\n",
    "#df.drop(r[r[0]=='$GPRMC'].index, inplace=True)\n",
    "df.drop(df[df[0]=='$GPVTG'].index, inplace=True)\n",
    "df.drop(df[df[0]=='$GPGLL'].index, inplace=True)\n",
    "df.drop(df[df[0]=='$GPGSA'].index, inplace=True)\n",
    "df.drop(df[df[0]=='$GPGSV'].index, inplace=True)\n",
    "#df.drop(df[df[0]=='$CANDY'].index, inplace=True)\n",
    "\n",
    "\n",
    "matplotlib.rcParams.update({'font.size': 20})\n",
    "\n",
    "rc = df.loc[df[0]=='$CANDY']\n",
    "rc.reset_index(drop=True, inplace=True)\n",
    "\n",
    "rc = rc.apply(pd.to_numeric, errors='coerce')\n",
    "\n",
    "#rc.to_csv('ble.txt')\n",
    "\n",
    "#rc['sum'] = rc[range(24,544)].sum(axis=1)\n",
    "rc['sum'] = rc[range(22,544)].sum(axis=1)\n",
    "#rc['sum']\n",
    "\n",
    "plt.figure(figsize=(20,5))\n",
    "\n",
    "#rc['sum'].plot()\n",
    "rc.ix[:,'sum'].plot()\n",
    "\n",
    "plt.title('AIRDOS (HIMAC, 2017-06)')\n",
    "plt.xlabel('measurement No.')\n",
    "plt.ylabel('Flux [counts per 11 s]')\n",
    "\n",
    "points=plt.ginput(2)\n",
    "\n",
    "plt.figure(figsize=(20,5))\n",
    "rc.ix[points[0][0]:points[1][0],'sum'].plot()\n",
    "points=plt.ginput(2)\n",
    "\n",
    "ener = rc.ix[points[0][0]:points[1][0],22:520].sum()\n",
    "\n",
    "plt.figure(figsize=(20,5))\n",
    "\n",
    "plt.plot(ener)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>...</th>\n",
       "      <th>190</th>\n",
       "      <th>191</th>\n",
       "      <th>192</th>\n",
       "      <th>193</th>\n",
       "      <th>194</th>\n",
       "      <th>195</th>\n",
       "      <th>196</th>\n",
       "      <th>197</th>\n",
       "      <th>198</th>\n",
       "      <th>199</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>55 rows × 200 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    0    1    2    3    4    5    6    7    8    9   ...   190  191  192  193  \\\n",
       "0   0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0 ...   0.0  0.0  0.0  0.0   \n",
       "1   NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN ...   NaN  NaN  NaN  NaN   \n",
       "2   NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN ...   NaN  NaN  NaN  NaN   \n",
       "3   NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN ...   NaN  NaN  NaN  NaN   \n",
       "4   NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN ...   NaN  NaN  NaN  NaN   \n",
       "5   NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN ...   NaN  NaN  NaN  NaN   \n",
       "6   NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN ...   NaN  NaN  NaN  NaN   \n",
       "7   NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN ...   NaN  NaN  NaN  NaN   \n",
       "8   NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN ...   NaN  NaN  NaN  NaN   \n",
       "9   NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN ...   NaN  NaN  NaN  NaN   \n",
       "10  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN ...   NaN  NaN  NaN  NaN   \n",
       "11  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0 ...   0.0  0.0  0.0  0.0   \n",
       "12  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN ...   NaN  NaN  NaN  NaN   \n",
       "13  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN ...   NaN  NaN  NaN  NaN   \n",
       "14  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN ...   NaN  NaN  NaN  NaN   \n",
       "15  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN ...   NaN  NaN  NaN  NaN   \n",
       "16  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN ...   NaN  NaN  NaN  NaN   \n",
       "17  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN ...   NaN  NaN  NaN  NaN   \n",
       "18  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN ...   NaN  NaN  NaN  NaN   \n",
       "19  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN ...   NaN  NaN  NaN  NaN   \n",
       "20  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN ...   NaN  NaN  NaN  NaN   \n",
       "21  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN ...   NaN  NaN  NaN  NaN   \n",
       "22  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0 ...   0.0  0.0  0.0  0.0   \n",
       "23  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN ...   NaN  NaN  NaN  NaN   \n",
       "24  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN ...   NaN  NaN  NaN  NaN   \n",
       "25  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN ...   NaN  NaN  NaN  NaN   \n",
       "26  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN ...   NaN  NaN  NaN  NaN   \n",
       "27  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN ...   NaN  NaN  NaN  NaN   \n",
       "28  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN ...   NaN  NaN  NaN  NaN   \n",
       "29  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN ...   NaN  NaN  NaN  NaN   \n",
       "30  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN ...   NaN  NaN  NaN  NaN   \n",
       "31  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN ...   NaN  NaN  NaN  NaN   \n",
       "32  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN ...   NaN  NaN  NaN  NaN   \n",
       "33  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0 ...   0.0  0.0  0.0  0.0   \n",
       "34  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN ...   NaN  NaN  NaN  NaN   \n",
       "35  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN ...   NaN  NaN  NaN  NaN   \n",
       "36  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN ...   NaN  NaN  NaN  NaN   \n",
       "37  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN ...   NaN  NaN  NaN  NaN   \n",
       "38  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN ...   NaN  NaN  NaN  NaN   \n",
       "39  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN ...   NaN  NaN  NaN  NaN   \n",
       "40  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN ...   NaN  NaN  NaN  NaN   \n",
       "41  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN ...   NaN  NaN  NaN  NaN   \n",
       "42  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN ...   NaN  NaN  NaN  NaN   \n",
       "43  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN ...   NaN  NaN  NaN  NaN   \n",
       "44  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0 ...   0.0  0.0  0.0  0.0   \n",
       "45  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN ...   NaN  NaN  NaN  NaN   \n",
       "46  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN ...   NaN  NaN  NaN  NaN   \n",
       "47  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN ...   NaN  NaN  NaN  NaN   \n",
       "48  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN ...   NaN  NaN  NaN  NaN   \n",
       "49  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN ...   NaN  NaN  NaN  NaN   \n",
       "50  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN ...   NaN  NaN  NaN  NaN   \n",
       "51  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN ...   NaN  NaN  NaN  NaN   \n",
       "52  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN ...   NaN  NaN  NaN  NaN   \n",
       "53  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN ...   NaN  NaN  NaN  NaN   \n",
       "54  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN ...   NaN  NaN  NaN  NaN   \n",
       "\n",
       "    194  195   196  197  198  199  \n",
       "0   0.0  0.0  62.0  4.0  3.0  0.0  \n",
       "1   NaN  NaN   NaN  NaN  NaN  NaN  \n",
       "2   NaN  NaN   NaN  NaN  NaN  NaN  \n",
       "3   NaN  NaN   NaN  NaN  NaN  NaN  \n",
       "4   NaN  NaN   NaN  NaN  NaN  NaN  \n",
       "5   NaN  NaN   NaN  NaN  NaN  NaN  \n",
       "6   NaN  NaN   NaN  NaN  NaN  NaN  \n",
       "7   NaN  NaN   NaN  NaN  NaN  NaN  \n",
       "8   NaN  NaN   NaN  NaN  NaN  NaN  \n",
       "9   NaN  NaN   NaN  NaN  NaN  NaN  \n",
       "10  NaN  NaN   NaN  NaN  NaN  NaN  \n",
       "11  0.0  0.0  66.0  0.0  1.0  0.0  \n",
       "12  NaN  NaN   NaN  NaN  NaN  NaN  \n",
       "13  NaN  NaN   NaN  NaN  NaN  NaN  \n",
       "14  NaN  NaN   NaN  NaN  NaN  NaN  \n",
       "15  NaN  NaN   NaN  NaN  NaN  NaN  \n",
       "16  NaN  NaN   NaN  NaN  NaN  NaN  \n",
       "17  NaN  NaN   NaN  NaN  NaN  NaN  \n",
       "18  NaN  NaN   NaN  NaN  NaN  NaN  \n",
       "19  NaN  NaN   NaN  NaN  NaN  NaN  \n",
       "20  NaN  NaN   NaN  NaN  NaN  NaN  \n",
       "21  NaN  NaN   NaN  NaN  NaN  NaN  \n",
       "22  0.0  0.0  66.0  0.0  1.0  0.0  \n",
       "23  NaN  NaN   NaN  NaN  NaN  NaN  \n",
       "24  NaN  NaN   NaN  NaN  NaN  NaN  \n",
       "25  NaN  NaN   NaN  NaN  NaN  NaN  \n",
       "26  NaN  NaN   NaN  NaN  NaN  NaN  \n",
       "27  NaN  NaN   NaN  NaN  NaN  NaN  \n",
       "28  NaN  NaN   NaN  NaN  NaN  NaN  \n",
       "29  NaN  NaN   NaN  NaN  NaN  NaN  \n",
       "30  NaN  NaN   NaN  NaN  NaN  NaN  \n",
       "31  NaN  NaN   NaN  NaN  NaN  NaN  \n",
       "32  NaN  NaN   NaN  NaN  NaN  NaN  \n",
       "33  0.0  0.0  64.0  0.0  1.0  0.0  \n",
       "34  NaN  NaN   NaN  NaN  NaN  NaN  \n",
       "35  NaN  NaN   NaN  NaN  NaN  NaN  \n",
       "36  NaN  NaN   NaN  NaN  NaN  NaN  \n",
       "37  NaN  NaN   NaN  NaN  NaN  NaN  \n",
       "38  NaN  NaN   NaN  NaN  NaN  NaN  \n",
       "39  NaN  NaN   NaN  NaN  NaN  NaN  \n",
       "40  NaN  NaN   NaN  NaN  NaN  NaN  \n",
       "41  NaN  NaN   NaN  NaN  NaN  NaN  \n",
       "42  NaN  NaN   NaN  NaN  NaN  NaN  \n",
       "43  NaN  NaN   NaN  NaN  NaN  NaN  \n",
       "44  0.0  0.0  64.0  1.0  1.0  0.0  \n",
       "45  NaN  NaN   NaN  NaN  NaN  NaN  \n",
       "46  NaN  NaN   NaN  NaN  NaN  NaN  \n",
       "47  NaN  NaN   NaN  NaN  NaN  NaN  \n",
       "48  NaN  NaN   NaN  NaN  NaN  NaN  \n",
       "49  NaN  NaN   NaN  NaN  NaN  NaN  \n",
       "50  NaN  NaN   NaN  NaN  NaN  NaN  \n",
       "51  NaN  NaN   NaN  NaN  NaN  NaN  \n",
       "52  NaN  NaN   NaN  NaN  NaN  NaN  \n",
       "53  NaN  NaN   NaN  NaN  NaN  NaN  \n",
       "54  NaN  NaN   NaN  NaN  NaN  NaN  \n",
       "\n",
       "[55 rows x 200 columns]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot Flux"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "\n",
    "date = np.nan #pd.to_datetime('210317000000.00', format='%d%m%y%H%M%S.%f')\n",
    "altitude = np.nan\n",
    "LatDD = np.nan\n",
    "LonDD = np.nan\n",
    "for i,r in df.iterrows():\n",
    "    if (r[0] == '$GPRMC'):\n",
    "        date = pd.to_datetime(str(r[9])+str(r[1]), format='%d%m%y%H%M%S.%f',errors='coerce')\n",
    "    '''\n",
    "        Lat = float(r[3])\n",
    "        Lon = float(r[5])\n",
    "\n",
    "        if (r[4] == 'N'):\n",
    "            Lats = 1\n",
    "        else:\n",
    "            Lats = -1\n",
    "\n",
    "        if (r[6] == 'E'):\n",
    "            Lons = 1\n",
    "        else:\n",
    "            Lons = -1\n",
    "\n",
    "        LatDD = int(Lat/100)\n",
    "        LatDD = LatDD + (Lat - 100.0*LatDD)/60.0\n",
    "        LatDD = LatDD * Lats  \n",
    "\n",
    "        LonDD = int(Lon/100)\n",
    "        LonDD = LonDD + (Lon - 100.0*LonDD)/60.0\n",
    "        LonDD = LonDD * Lons  \n",
    "    '''       \n",
    "    if (r[0] == '$GPGGA'):\n",
    "        altitude = r[9]\n",
    "    #r[20] = date\n",
    "    df.set_value(i,20,date)\n",
    "    df.set_value(i,21,altitude)\n",
    "    #df.set_value(i,22,LatDD)\n",
    "    #df.set_value(i,23,LonDD)\n",
    "\n",
    "#df.to_csv('complete.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#dfo = df[[25,26,27]].reset_index().groupby(20).sum()\n",
    "#df.reset_index(inplace=True)\n",
    "dfo = df\n",
    "#dfo.reset_index(inplace=True)\n",
    "dfo.drop(dfo[dfo[0]=='$GPRMC'].index, inplace=True)\n",
    "dfo.drop(dfo[dfo[0]=='$GPGGA'].index, inplace=True)\n",
    "\n",
    "#dfo = dfo[range(20,544)].groupby(20).sum()\n",
    "#dfo\n",
    "\n",
    "#df.iloc[20:40,0:30]\n",
    "#dfo['sum'] = dfo[range(27,544)].sum(axis=1)\n",
    "\n",
    "dfo.to_csv('radiation.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python2.7/dist-packages/ipykernel/__main__.py:16: FutureWarning: pd.rolling_mean is deprecated for Series and will be removed in a future version, replace with \n",
      "\tSeries.rolling(window=30,center=False).mean()\n",
      "/usr/local/lib/python2.7/dist-packages/ipykernel/__main__.py:16: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x7f6844a03590>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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MyayIiIiIiIiIiIiIiIiIVJkCRhERERERERERERERERGpMgWMIiIiIiIiIiIiIiIiIlJl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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f6844b73910>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(30,10))\n",
    "matplotlib.rcParams.update({'font.size': 15})\n",
    "\n",
    "dfo = pd.read_table('radiation.csv', sep=',', header=0)\n",
    "dfo = dfo.dropna(how='any')\n",
    "dfo['20'] = pd.to_datetime(dfo['20'])\n",
    "dfo = dfo.set_index(['20'])\n",
    "NOISE_LEVEL=22\n",
    "dfo[range(NOISE_LEVEL,500)] = dfo[range(NOISE_LEVEL,500)].mul(range(1,500+1-NOISE_LEVEL),axis=1)\n",
    "dfo['rad'] = dfo[range(NOISE_LEVEL,500)].sum(axis=1)\n",
    "xx = dfo.loc['2017-05-31 09:00:00':'2017-06-01 01:00:00']\n",
    "#xx = dfo\n",
    "#xx = dfo\n",
    "#pandas.rolling_mean(arg, window, min_periods=None, freq=None, center=False, how=None, **kwargs)\n",
    "WINDOW = 30\n",
    "xx['rad'] = pd.rolling_mean(xx['rad'],WINDOW)\n",
    "\n",
    "xx['rad'].plot(c='r', label='Doserate (rolling mean '+str(WINDOW)+')')\n",
    "plt.xlabel('UT')\n",
    "plt.ylabel('Effective Doserate in Silicon [arbitrary unit]', color='red')\n",
    "#, xticks=['2017-03-27 00:00','2017-03-27 12:00','2017-03-28 00:00','2017-03-28 12:00','2017-03-29 00:00'],figsize=(20,5))\n",
    "plt.legend(loc=2)\n",
    "\n",
    "ax = plt.twinx()\n",
    "xx['21'].plot(c='b',label='alt')\n",
    "plt.plot(xx['18']*100,c='tan',label='noise',zorder=10)\n",
    "#plt.plot(xx[19]*5000-xx['18']*100,c='green',label='corr')\n",
    "plt.ylabel('altitude [m a.s.l.]', color='blue')\n",
    "#plt.ylim([0,500])\n",
    "plt.grid(b=True, which='major', color='grey', linestyle='-')\n",
    "plt.grid(b=True, which='minor', color='grey', linestyle='-')\n",
    "plt.legend()\n",
    "plt.title('CANDY 2017 - Flight to Japan')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.14"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}