{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Notebook that demonstrates how to crossmatch the masterlist to a radio catalogue using a likelihood ratio method\n",
    "\n",
    "#### the likelihood ratio method used for this is done using the method outlined in Fleuren et al 2012\n",
    "\n",
    "This code is adapted from code from https://github.com/nudomarinero/mltier1 which was developed for crossmatching LOFAR sources to WISE and PanStarrs which is described in Williams et al 2018. The version used for Williams et al 2018 uses a more sophisticated version that uses the color of the sources as well as their magnitudes. This code uses the magnitude only portion of the code as this is sufficent for our purposes.\n",
    "\n",
    "---------------------------\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import astropy\n",
    "from matplotlib import pyplot as plt\n",
    "from astropy.table import Table, hstack\n",
    "from astropy import units as u\n",
    "from astropy.coordinates import SkyCoord, search_around_sky\n",
    "from IPython.display import clear_output\n",
    "from scipy.optimize import curve_fit\n",
    "import pickle\n",
    "import os\n",
    "from pymoc import MOC\n",
    "from pymoc.util import catalog\n",
    "import matplotlib.patches as mpatches\n",
    "\n",
    "from Q0_calc import Q0_calc\n",
    "from likelihood_ratio import likelihood_ratio\n",
    "from mltier import (get_center, get_n_m, estimate_q_m, Field, SingleMLEstimator, MultiMLEstimator,\n",
    "                     parallel_process, get_sigma, get_q_m, get_threshold, q0_min_level, q0_min_numbers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# read in the radio catalogue\n",
    "lofar_data = Table.read('../dmu8/data/lockman-lofar-final_HELP.fits')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# read in the masterlist\n",
    "lockman_data = Table.read('../dmu32/dmu32_Lockman-SWIRE/data/Lockman-SWIRE_20180219.fits')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "# read in the moc for the field used\n",
    "# alternatively a moc could be created that covers a specific subset of masterlist sources (such as IRAC sources).\n",
    "MOC_loc = '../dmu2/dmu2_field_coverages/Lockman-SWIRE_MOC.fits'\n",
    "MHz150_MOC = MOC(filename=MOC_loc)\n",
    "\n",
    "mask = ~np.isnan(masterlist['m_irac_i1'])\n",
    "irac_sources = masterlist[mask]\n",
    "irac_coords = SkyCoord(irac_sources['ra'],irac_sources['dec'])\n",
    "irac_lockman_moc = catalog.catalog_to_moc(irac_coords,10,11)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "MHz150_MOC = irac_lockman_moc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.003459196584660735"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "MHz150_MOC.area"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "field area is defined by a MOC\n",
      "filtering in a MOC\n",
      "filtering in a MOC\n",
      "starting to find Q0. This will take a while\n",
      "finding Q0 with radius = 6.0 arcseconds\n",
      "finding Q0 with radius = 6.461538461538462 arcseconds\n",
      "finding Q0 with radius = 6.923076923076923 arcseconds\n",
      "finding Q0 with radius = 7.384615384615385 arcseconds\n",
      "finding Q0 with radius = 7.846153846153847 arcseconds\n",
      "finding Q0 with radius = 8.307692307692308 arcseconds\n",
      "finding Q0 with radius = 8.76923076923077 arcseconds\n",
      "finding Q0 with radius = 9.23076923076923 arcseconds\n",
      "finding Q0 with radius = 9.692307692307693 arcseconds\n",
      "finding Q0 with radius = 10.153846153846153 arcseconds\n",
      "finding Q0 with radius = 10.615384615384617 arcseconds\n",
      "finding Q0 with radius = 11.076923076923077 arcseconds\n",
      "finding Q0 with radius = 11.538461538461538 arcseconds\n",
      "finding Q0 with radius = 12.0 arcseconds\n"
     ]
    }
   ],
   "source": [
    "# find the radius used for the crossmatching that gives the optimal value of Q0\n",
    "Q0_r,search_rad_r = Q0_calc(lofar_data,lockman_data,'RA','DEC','ra','dec','m_irac_i1',min(lofar_data['RA']),max(lofar_data['RA']),min(lofar_data['DEC']),max(lofar_data['DEC']),6,12,14,moc=MHz150_MOC)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x168876af60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = search_rad_r\n",
    "y = Q0_r\n",
    "plt.plot(x,y)\n",
    "plt.xlabel('Radius (arcseconds)')\n",
    "plt.ylabel('Q0')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#select the maximum value of Q0 and the corresponding radius to use for the liklihood ratio crossmatch \n",
    "Q0 = max(Q0_r)\n",
    "search_rad = search_rad_r[Q0_r == Q0][0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "Q0 = 0.6974\n",
    "search_rad = 6.0"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### crossmatch\n",
    "perform the liklihood ratio crossmatching using the optimal Q0 and radius found above the positional errors in the masterlist are hard to compute because the masterlist has been compiled as a combination of several other catalogues. So i have assumed an error of 1 arcsecond. This will create a systematic bias in the liklihood of the crossmatches. However the cutoff threshold to select good matches is dynamic so this shouldn't create a problem."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "cut down the catalogues using the moc given (or with a rectangular area if no moc is given)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "field area is defined by a MOC\n"
     ]
    }
   ],
   "source": [
    "ra_down, ra_up, dec_down, dec_up = min(lofar_data['RA']),max(lofar_data['RA']),min(lofar_data['DEC']),max(lofar_data['DEC'])\n",
    "field = Field(ra_down, ra_up, dec_down, dec_up, MHz150_MOC)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "filtering in a MOC\n",
      "number of radio sources being crossmatched is 2551\n"
     ]
    }
   ],
   "source": [
    "# Filter the radio catalogue with the field\n",
    "radio = field.filter_catalogue(lofar_data, colnames=('RA','DEC'))\n",
    "print('number of radio sources being crossmatched is {}'.format(len(radio)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "filtering in a MOC\n",
      "number of masterlist sources being crossmatched too is 2964418\n"
     ]
    }
   ],
   "source": [
    "# Filter the masterlist with the field\n",
    "masterlist = field.filter_catalogue(lockman_data, colnames=('ra','dec'))\n",
    "print('number of masterlist sources being crossmatched too is {}'.format(len(masterlist)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "coords_masterlist = SkyCoord(masterlist['ra'], \n",
    "                           masterlist['dec'], \n",
    "                           unit=(u.deg, u.deg), \n",
    "                           frame='icrs')\n",
    "\n",
    "coords_radio = SkyCoord(radio['RA'], \n",
    "                       radio['DEC'], \n",
    "                       unit=(u.deg, u.deg), \n",
    "                       frame='icrs')\n",
    "\n",
    "catalogue_i = masterlist\n",
    "catalogue_i['m_irac_i1'][np.isnan(catalogue_i['m_irac_i1'])] = 0\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x168c8f26d8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "y = catalogue_i['m_irac_i1']\n",
    "bins = np.arange(12,28,0.5)\n",
    "plt.hist(y,bins=bins)\n",
    "plt.xlabel('irac magnitudes (AB)')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "source": [
    "bin_list_i = np.arange(12., 28., 0.5) # Bins of 0.5\n",
    "\n",
    "center_i = get_center(bin_list_i)\n",
    "# get the mid point of each bin i.e if there is a bin from 1 to 4 then the centre will be at 2.5\n",
    "\n",
    "n_m_i = get_n_m(catalogue_i['m_irac_i1'], bin_list_i, field.area)\n",
    "# get a cumulative distribution of the magnitudes divided by the field area\n",
    "q_m_i = estimate_q_m(catalogue_i['m_irac_i1'], bin_list_i, n_m_i, coords_radio, coords_masterlist, radius=search_rad)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6.965796910010799e-09"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "3923*np.pi*2.93E-7*(5/3600)**2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x16720136a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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7Ji+mc9t8vjHq4KijiDSoUWdSm9m3gTuAnXw6IqsD/UPKJZK1Zq7YzDuLN/LDcw6ldb72HiR9NXaoje8Bh2tvQWT//e6NxXRsk88lx2nvQdJbYz/mugSoDDOISEswt3QLby4q44qT+tGmVahDoYnst8b+hf4QeNfM3gd27V7o7jeEkkokS90zuYT2rfP41vHae5D019iC+BPwBvAhEA8vjkj2WrBmK/9cuJ4bzxxEu4K8qOOI7FVjC6LW3TUkt8h+uHfKYtq2ymXcCf2ijiLSKI19D2KKmV1lZt3NrOPur1CTiWSRxeu38fK8dVx6wsG0L9Teg2SGxu5BfD34/sOkZfqYq0gj3TulhNZ5Ma44SZuMZI5GFYS7a59YZB8t27iDF+es4cqT+9OxTX7UcUQabW9jMZ20l9uLzGxo80YSyS6/n1JCXiyHK0/W6yzJLHvbg/iymd0JvALMBMpIDNI3EDgNOBi4OdSEIhls1aZKnp+9mkuOO5gu7QqijiPSJHsbi+m7ZnYQ8BXgq0A3EsNtLAT+6O7/Dj+iSOb6w1tLyDHj6lMHRB1FpMn2+h6Eu28OBumbS+I8CEi8QT3KzEYF69wVXkSRzLS2YifPzCjlqyN60a299h4k8zT2U0zHAMcCLwAG/D/gbWBVSLlEMt6f3lpK3F17D5KxGlsQnYHh7r4NwMxuB/7m7leGFUwkk23YVsWT01ZywbCe9O5YGHUckX3S2BPl+gDVSfPVQN9mTyOSJf789lJq6uJce9rAqKOI7LPG7kE8Bkwzs+dJvP9wAfBIaKlEMlj59l08PnUl5x3Vg76d20QdR2SfNfZEuZ8H16c+OVg0zt1nhxdLJHM9+O9lVNXWcd3p2nuQzNboAendffd1qEWkARWVNTzy7grOHdqdgV3aRR1HZL809j0IEWmEh95dxvZdtdp7kKygghBpJtuqanjwX8s4a0hXDuteFHUckf0WakGY2RgzW2RmJWZ2yx7W+4qZuZmNCDOPSJgefW8FW6tqueH0QVFHEWkWoRWEmcWA+4BzgCHAxWY2JMV67YAbgPfDyiIStsrqWv7yr2WMPqSYI3q1jzqOSLMIcw9iJFDi7kvdvRp4Cjg/xXo/A+4EqkLMIhKqR95dwaYd1VyvvQfJImEWRE8+OxRHabDsE2Y2DOjt7i+FmEMkVFuravjjW0s47ZBijjn4oKjjiDSbMAvCUizzT240ywH+j0YMFx5c7nSGmc0oKytrxogi+++Bt5dSsbOGm88+JOooIs0qzIIoBXonzfcC1iTNtwOGAm+a2XLgOGBiqjeq3f1+dx/h7iOKi4tDjCzSNOXbd/GXfy3j3CO6MbSn3nuQ7BJmQUwHBplZPzPLB8YCE3ff6O4V7t7Z3fu6e19gKnCeu88IMZNIs/rjW0vYWVPHTWcNjjqKSLMLrSDcvRa4DniVxAWGnnb3+WZ2h5mdF9bPFTlQ1lVU8eh7K7hgWC+dNS1ZqdFDbewLd58ETKq37LYG1h0dZhaR5va7NxYTd+fGM/XJJclOOpNaZB+sLK/kr9NX8bVje+t6D5K1VBAi++C3kz8mlmM670GymgpCpIkWr9/G32ev5tIT+tK1SNealuylghBporte/5jC/Fxda1qyngpCpAnmra7g5XnruOKkfnRskx91HJFQqSBEmuB/X1tEh8I8rjy5X9RRREKnghBppOnLN/HmojKuPnUA7Qryoo4jEjoVhEgjuDu/fnURxe1acenxfaOOI3JAqCBEGuGdxRuZtmwT158+kNb5sajjiBwQKgiRvXB3/ve1RfTs0Jqxx/aJOo7IAaOCENmLV+evZ25pBd85cxD5udpkpOXQX7vIHtTFnbteX0T/4jZcOKzn3u8gkkVUECJ78Pzs1Xy8fjs3nTWY3Jg2F2lZ9Bcv0oBNO6r5xaSFDO/TgXOHdo86jsgBp4IQacD/TFrI1p01/OLCI8jJSXUFXZHspoIQSeG9JeX8bWYp40/pz6HdiqKOIxIJFYRIPVU1ddz6/If06VjId87QcN7ScoV6RTmRTPSHN5ewdOMOHr18JAV5OilOWi7tQYgkKdmwnT+8uYTzj+7BKYOLo44jEikVhEggHnd+9PyHtM6P8ZMvDok6jkjkVBAigWdmljJt2SZ+dO6hdG7bKuo4IpFTQYgAG7fv4ueTFjKyb0e+ekzvqOOIpAUVhAjw3y8toLK6ll9cOFTnPIgEVBDS4r2zuIy/f7CGa0YPZGCXdlHHEUkbKghp0apq6vjx3+fRv3Mb/mP0gKjjiKQVnQchLdo9kxezorySJ8aP0jkPIvVoD0JarEXrtnH/20v5yjG9OGFA56jjiKQdFYS0SLvPeWhXkMuPzj0s6jgiaUkFIS3S4++vYOaKzfz4C0Po2CY/6jgiaUkFIS3OwrVb+fk/FnLK4GIuHK6rxIk0RAUhLcqOXbVc98QsilrncddFR2Gmcx5EGhJqQZjZGDNbZGYlZnZLittvMrMFZjbXzCab2cFh5hG57YX5LN24g7vHHq3hNET2IrSCMLMYcB9wDjAEuNjM6o+ANhsY4e5HAs8Ad4aVR+SZmaU8O6uUG04fpE8tiTRCmHsQI4ESd1/q7tXAU8D5ySu4+xR3rwxmpwK9QswjLVjJhm385O/zOK5/R27QRYBEGiXMgugJrEqaLw2WNeQK4OVUN5jZVWY2w8xmlJWVNWNEaQmqauq4dsJsCvNj3D12GDGNtSTSKGEWRKqt0FOuaHYJMAL4darb3f1+dx/h7iOKi3URF2man764gEXrt3HX146ma1FB1HFEMkaYQ22UAsnjJvcC1tRfyczOBG4FTnX3XSHmkRZo4pw1PDltJdeMHsCpukKcSJOEuQcxHRhkZv3MLB8YC0xMXsHMhgF/As5z9w0hZpEWaPnGHfzouQ855uCDuOmswVHHEck4oRWEu9cC1wGvAguBp919vpndYWbnBav9GmgL/M3MPjCziQ08nEiT7Kqt49onZhHLMe65eBh5MZ3yI9JUoY7m6u6TgEn1lt2WNH1mmD9fWq7/mfQR89ds5c/fGkHPDq2jjiOSkfSySrLOK/PW8fC7y7n8xH6cNaRr1HFEMpYKQrLKqk2V/OczcziyV3tuOefQqOOIZDQVhGSNLZXVjH90Bu5w78XDyc/Vn7fI/tAV5SQrVOys4Zt/mcbSsh08cOkI+nQqjDqSSMbTSyzJeNt31XLZQ9P4aN1W/vjN4Zyi8x1EmoX2ICSjVVbXMu6hacwtreC+rw/n9EP1prRIc9EehGSsqpo6rnxkBjNXbObusUczZmi3qCOJZBXtQUhGqqqp46rHZvLe0nLuuugovnhkj6gjiWQd7UFIxqmujXPthFm8/XEZv7rwSC4YplHiRcKggpCMUlMX54YnZzP5ow387EtDuejY3nu/k4jsExWEZIy6uHPT03N4Zf46bvviEL55nK5QKxImFYRkhHjc+f4zc3hxzhpuOedQLj+pX9SRRLKeCkLSXlVNHd9/Zi7PzVrNzWcN5upTB0QdSaRF0KeYJK0t27iDayfMYsHarXz3zMFcr+tJixwwKghJWxPnrOGHz84lLzeHBy8boZPgRA4wFYSknaqaOn764gKenLaSEQcfxD0XD6OHrukgcsCpICStLCnbzrUTZvHRum1cM3oAN501WFeDE4mICkLSxvOzS7n1+XkU5MV4eNyxjD6kS9SRRFo0FYREbmd1Hf81cR5PzyhlZL+O3DN2GN3aF0QdS6TFU0FIpBav38a1T8xi8YbtXH/6QL5zxiBydUhJJC2oICQSpZsr+cObS/jbjFKKWufy6OUjOXmQruMgkk5UEHJArSjfwe+nLOHZWaWYwUUjevOdMwbRpUiHlETSjQpCDoilZdu5d0oJL3ywhliO8Y1Rffj2qQP08VWRNKaCkFAtXr+Ne6eU8OKcNeTn5nDZCX359in9tccgkgFUEBKKBWu2ct+UEibNW0vrvBjjT+nP+JP707ltq6ijiUgjqSCkWVRW1zJ1aTlvLSrjrY/LWF5eSdtWufzH6AFccVJ/OrbJjzqiiDSRCkL2ibuzeMP2Twph2rJNVNfFaZ0X4/gBnRh3Yj++dHRP2hfmRR1VRPaRCkIabfOO6sRewseJUlhbUQXA4K5tufSEgzl1cBdG9D2IgrxYxElFpDmoIKRBFZU1vL+snKlLN/He0nI+WrcVd2jXKpeTBnXmO2cUc8rgYn0SSSRLqSDkE1urapi+bBPvLSln6rJy5q9JFEKr3ByOOfggbjpzMMcP6MRRvTtoAD2RFiDUgjCzMcDdQAx4wN1/We/2VsCjwDFAOfA1d18eZqaWrLo2zoZtVazfWsX6rbtYV1HF+m1VrK+oYunGHcxbXUHcIT+Ww7A+HfjOGYM4vn8nju7TgVa5Omwk0tKEVhBmFgPuA84CSoHpZjbR3RckrXYFsNndB5rZWOBXwNfCypSNauribN5Rzcbt1ZTv2EX59mo2bt9F+Y5qyrfvYsO2XazfuosNW6so31H9ufvn5+bQtagVPTu05rrTBnLcgE4M76P3EUQk3D2IkUCJuy8FMLOngPOB5II4H7g9mH4GuNfMzN09xFzNwt2Je+IJujbu1NbFqalzauNxauucmmB+9+118Th1caiNx6mLO7VxJx58T56vqqmjsrqOnTV1VFbXJqarE8sSyxPLtu6soXxHNVsqa1Lmy4sZndq0onO7fHp2KGBYnw50Kyqga1EruhYV0LWogG5FBXQozMPMDvBvT0QyQZgF0RNYlTRfCoxqaB13rzWzCqATsLG5wzw9fRX3v7OUuDs4xN1xgu9O8PXpsrr47u+JJ+663dOffG/uhJ8XyzEK82K0zo9RmB+jdX4uhfkx2rbKpXv7Ajq3bUWnNq3o1Dafzm3z6dS2FZ3aJL4XFeTqiV9E9kuYBZHq2an+02pj1sHMrgKuAujTp88+helQmMchXduBQY4ZBuQYWDBtZpgFyzBycoxYDsQsmDYjlvPp9O7vuTEjL2bk5uQkvsdyyM0x8mI55MVyPrk9lpNYHkv6yq03nWNGQd7uMoiRH8vRk7yIRCbMgigFeifN9wLWNLBOqZnlAu2BTfUfyN3vB+4HGDFixD69dj/78G6cfXi3fbmriEiLFOZnFacDg8ysn5nlA2OBifXWmQhcGkx/BXgjE95/EBFpCULbgwjeU7gOeJXEx1wfdPf5ZnYHMMPdJwJ/AR4zsxISew5jw8ojIiJNE+p5EO4+CZhUb9ltSdNVwFfDzCAiIvtGp8OKiEhKKggREUlJBSEiIimpIEREJCUVhIiIpGSZdtqBmZUBKxqxamdCGLKjmaV7xnTPB8rYHNI9H6R/xnTPB3CIu7dryh0y7noQ7l7cmPXMbIa7jwg7z/5I94zpng+UsTmkez5I/4zpng8SGZt6Hx1iEhGRlFQQIiKSUjYXxP1RB2iEdM+Y7vlAGZtDuueD9M+Y7vlgHzJm3JvUIiJyYGTzHoSIiOyHrCgIM3vQzDaY2bykZb82s4/MbK6ZPW9mHdItY9Jt3zMzN7POUWQLMqTMZ2bXm9kiM5tvZndGlS/Ikur/+Wgzm2pmH5jZDDMbGWG+3mY2xcwWBr+v7wTLO5rZ62a2OPh+UBpmTIvtpaF8Sbenw7bSYMZ02F728H/c9G3F3TP+CzgFGA7MS1p2NpAbTP8K+FW6ZQyW9yYxJPoKoHM65QNOA/4JtArmu6Tb7xB4DTgnmD4XeDPCfN2B4cF0O+BjYAhwJ3BLsPyWKP8W95AxLbaXhvIF8+myrTT0O0yL7WUP+Zq8rWTFHoS7v029K9G5+2vuXhvMTiVxRbvIpMoY+D/gP0lxqdUDqYF81wC/dPddwTobDniwJA1kdKAomG7P569aeMC4+1p3nxVMbwMWkrju+vnAI8FqjwBfiiZhwxnTZXvZw+8Q0mdbaShjWmwve8jX5G0lKwqiES4HXo46RH1mdh6w2t3nRJ2lAYOBk83sfTN7y8yOjTpQCjcCvzazVcD/Aj+MOA8AZtYXGAa8D3R197WQ2HiBLtEl+1S9jMnSYntJzpeu20q932HabS/18jV5W8n6gjCzW4FaYELUWZKZWSFwK3Db3taNUC5wEHAc8H3gaTOzaCN9zjXAd929N/BdElcpjJSZtQWeBW50961R50lcjkfOAAAFt0lEQVSloYzpsr0k5wvypN22kuJ3mFbbS4p8Td5WsrogzOxS4IvANzw48JZGBgD9gDlmtpzELv0sM+sWaarPKgWe84RpQJzEmDPp5FLguWD6b0Bkb1IDmFkeiY1ygrvvzrXezLoHt3cHIj1U10DGtNleUuRLu22lgd9h2mwvDeRr8raStQVhZmOAHwDnuXtl1Hnqc/cP3b2Lu/d1974k/riGu/u6iKMl+ztwOoCZDQbySb8BydYApwbTpwOLowoSvFr8C7DQ3e9KumkiiY2T4PsLBzrbbg1lTJftJVW+dNtW9vD/nBbbyx7yNX1bieJd9ub+Ap4E1gI1JP54rgBKgFXAB8HXH9MtY73blxPtJzNS/Q7zgceBecAs4PR0+x0CJwEzgTkkjrMeE2G+k0i8ETg36e/uXKATMDnYICcDHdMwY1psLw3lq7dO1NtKQ7/DtNhe9pCvyduKzqQWEZGUsvYQk4iI7B8VhIiIpKSCEBGRlFQQIiKSkgpCRERSUkFIWjCzd6PO0BzM7AEzGxJM/2gf7t831Yi/e7lP62Boh1jSsu+aWZWZtU9aNtrMKoLRPOea2T/NrEtw2xfN7KdNzSvZTQUhacHdT6i/LPkJL1O4+5XuviCYbXJB7KPLSZzBW5e07GJgOnBBvXXfcfej3f3I4PZrg+X/AM4LhoARAVQQkibMbHvwfXQwlv0TwIfBsr+b2cxgbPurku4zxsxmmdkcM5uc4jEvC+77opktM7PrzOwmM5sdjIvfMVhvvJlNDx7n2d1PkmY2IFhvupndUS/jm2b2jCWuoTBh95g7wfIRZvZLoHXwan1C/T0DS1zX4PZg+pjgZ7/Hp0/YmFnMEtdpmB684v92A7++b5B0draZDQDaAj8mURSpft9GYijozQCeOCHqTRJDbYgAKghJTyOBW919SDB/ubsfA4wAbjCzTmZWDPwZ+LK7HwV8tYHHGgp8PXjMnwOV7j4MeA/4VrDOc+5+bPA4C0mcoQ1wN3C3ux/L54dGHkZiILkhQH/gxOQb3f0WYGfwav0be/n3PgTc4O7H11t+BVAR/PxjgfFm1i95BTPLB/q7+/KkxReTOOv8HeCQ3YeRAieb2QfASuBM4MGk22YAJ+8lq7QgKghJR9PcfVnS/A1mNofEdQp6A4NIjJj59u713D3VtTYAprj7NncvAyqAF4PlHwJ9g+mhZvaOmX1I4tX44cHy40kMagbwRIqMpe4eJzGUQV/2QfAeQQd3fytY9FjSzWcD3wqe0N8nMWTHoHoP0RnYUm/ZWOCpINtzfLY8dx9i6k2imJKverYB6LEv/w7JTrlRBxBJYcfuCTMbTeKV7vHuXmlmbwIFgNG4C8fsSpqOJ83H+fTv/2HgS+4+x8wuA0Y38XHr2Pu2VMtnX5AVBN/39O8w4Hp3f3UPj7sz6bEwsyNJlMjrwVGvfGApcF+K+04kMeJncqade/hZ0sJoD0LSXXtgc1AOh5LYc4DEIaJTdx9y2f1+wj5qB6wNhkhOPhw0FfhyMD12Hx63JnhMgPVAl+DwWCuCY/3uvgWoMLOTgvWSf/6rwDW7H8PMBptZm+Qf4O6bgZiZ7S6Ji4HbPRj51N17AD3N7OAU+U4CliTNDyYx0JwIoIKQ9PcKkGtmc4GfkXjSJjhkdBXwXHD46a/78TN+QuIQzuvAR0nLbwRuMrNpJK7zW9HEx70fmGtmE9y9Brgj+Dkv1fs544D7gjepk1/BPwAsIHHtg3nAn0i9p/IaiSd7SBTZ8/Vuf55PC+7k4I3zOcA3gZuT1juNxKeZRAA0mqtIQ4JPM+10dzezscDF7n5+1LnqM7NhwE3u/s39eIyuwBPufkbzJZNMp/cgRBp2DHBv8JHQLSTON0g77j47+GhwrN65EE3Rh8/uTYhoD0JERFLTexAiIpKSCkJERFJSQYiISEoqCBERSUkFISIiKakgREQkpf8PWCEhZQeHj2YAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x167486edd8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x167209f9b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(center_i,n_m_i)\n",
    "plt.xlabel('irac magnitude (AB)')\n",
    "plt.ylabel('n(m)')\n",
    "plt.show()\n",
    "plt.plot(center_i,q_m_i)\n",
    "plt.xlabel('irac magnitude (AB)')\n",
    "plt.ylabel('q(m)')\n",
    "plt.show()\n",
    "plt.plot(center_i,q_m_i/n_m_i)\n",
    "plt.xlabel('irac magnitude (AB)')\n",
    "plt.ylabel('q(m)/n(m)')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### $Q_0$ and likelihood estimators"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "Q0 = Q0\n",
    "likelihood_ratio_i = SingleMLEstimator(Q0, n_m_i, q_m_i, center_i)\n",
    "     \n",
    "idx_radio, idx_i, d2d, d3d = search_around_sky(\n",
    "    coords_radio, coords_masterlist, search_rad*u.arcsec)\n",
    "    \n",
    "idx_radio_unique = np.unique(idx_radio)\n",
    "\n",
    "radio[\"lr_i\"] = np.nan                   # Likelihood ratio\n",
    "radio[\"lr_dist_i\"] = np.nan              # Distance to the selected source\n",
    "radio[\"lr_index_i\"] = np.nan             # Index of the source in masterlist\n",
    "    \n",
    "total_sources = len(idx_radio_unique)\n",
    "masterlist_aux_index = np.arange(len(masterlist))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Function to calculate the crossmatch with the greatest liklihood ratio\n",
    "def ml(i):\n",
    "        \n",
    "    idx_0 = idx_i[idx_radio == i]\n",
    "    \n",
    "    d2d_0 = d2d[idx_radio == i]\n",
    "    \n",
    "    i_mag = catalogue_i['m_irac_i1'][idx_0]\n",
    "    print(i_mag)\n",
    "    print(catalogue_i['f_irac_i1'][idx_0])\n",
    "        \n",
    "        \n",
    "    radio_ra = radio[i][\"RA\"]\n",
    "    radio_dec = radio[i][\"DEC\"]\n",
    "    radio_pa = radio[i][\"PA\"]\n",
    "    radio_maj_err = radio[i][\"E_Maj\"]\n",
    "    radio_min_err = radio[i][\"E_Min\"]\n",
    "    c_ra = catalogue_i[\"ra\"][idx_0]\n",
    "    c_dec = catalogue_i[\"dec\"][idx_0]\n",
    "    # Error for masterlist given as the true error is difficult to compute due to the \n",
    "    # composite nature of the masterlist\n",
    "    c_ra_err = 1/3600\n",
    "    c_dec_err = 1/3600\n",
    "    helpids = catalogue_i['help_id'][idx_0]\n",
    "        \n",
    "    sigma = get_sigma(radio_maj_err, radio_min_err, radio_pa, \n",
    "                          radio_ra, radio_dec, \n",
    "                          c_ra, c_dec, c_ra_err, c_dec_err)\n",
    "        \n",
    "    lr_0 = likelihood_ratio_i(i_mag, d2d_0.arcsec, sigma)\n",
    "        \n",
    "    if len(lr_0) == 0:\n",
    "        result = [np.nan,np.nan,np.nan]\n",
    "        return result,np.nan,np.nan\n",
    "    chosen_index = np.argmax(lr_0)\n",
    "    lr_sum = np.sum(lr_0)\n",
    "    rel = lr_0/(lr_sum + (1-Q0))\n",
    "    result = [masterlist_aux_index[idx_0[chosen_index]], # Index\n",
    "                  (d2d_0.arcsec)[chosen_index],              # distance\n",
    "                  lr_0[chosen_index]]                        # LR\n",
    "    helpid = catalogue_i\n",
    "\n",
    "    \n",
    "    return (result,rel[chosen_index],helpid)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "starting the crossmatch\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.737240063397174\n",
      "               0.0\n",
      "               0.0\n",
      "  21.4799607150159\n",
      "f_irac_i1\n",
      "---------\n",
      "     7.33\n",
      "      nan\n",
      "      nan\n",
      "     9.29\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.505371640786045\n",
      "21.066951358168758\n",
      "               0.0\n",
      "18.929160110359867\n",
      "19.173668020180635\n",
      "f_irac_i1\n",
      "---------\n",
      "    57.26\n",
      "    13.59\n",
      "      nan\n",
      "    97.35\n",
      "    77.72\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "18.981247063192903\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    92.79\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.053453915251275\n",
      "               0.0\n",
      "20.469101043689186\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 20.43911646465623\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    13.76\n",
      "      nan\n",
      "    23.57\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    24.23\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 21.27986706721098\n",
      "               0.0\n",
      "19.773017400870167\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    11.17\n",
      "      nan\n",
      "    44.75\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 21.05582365690811\n",
      "               0.0\n",
      "               0.0\n",
      "20.579050991403157\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    13.73\n",
      "      nan\n",
      "      nan\n",
      "     21.3\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.367906938237063\n",
      "20.356320766991765\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 21.20839889082415\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "     10.3\n",
      "    26.15\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    11.93\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "22.623637474483466\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "     3.24\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.419863599567698\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   390.89\n",
      "      nan\n",
      "      nan\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "18.43628627066382\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "   153.28\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.672551007525776\n",
      "22.208265975937827\n",
      "               0.0\n",
      "               0.0\n",
      "22.521375005067817\n",
      "f_irac_i1\n",
      "---------\n",
      "     7.78\n",
      "     4.75\n",
      "      nan\n",
      "      nan\n",
      "     3.56\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 19.51355585988818\n",
      "20.434198565264886\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    56.83\n",
      "    24.34\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "17.902157474153505\n",
      "               0.0\n",
      "               0.0\n",
      "21.197532382722777\n",
      "f_irac_i1\n",
      "---------\n",
      "   250.69\n",
      "      nan\n",
      "      nan\n",
      "    12.05\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.883509227051782\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.419280460119673\n",
      "               0.0\n",
      " 20.09846369530441\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    40.42\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    391.1\n",
      "      nan\n",
      "    33.16\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "15.858272594300878\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "  1646.99\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "17.679152105181238\n",
      "17.459521080845413\n",
      "17.299367998113475\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "   307.85\n",
      "   376.87\n",
      "   436.77\n",
      "      nan\n",
      "      nan\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "18.327908781180163\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "   169.37\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.317382744754546\n",
      "               0.0\n",
      " 20.48021315301562\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   171.02\n",
      "      nan\n",
      "    23.33\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "20.83543502134527\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    16.82\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.528754683465657\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    56.04\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "20.80614065464281\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    17.28\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.203264749009726\n",
      "               0.0\n",
      " 20.45947037429331\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    75.63\n",
      "      nan\n",
      "    23.78\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "15.716946852810132\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "13.744283214916557\n",
      "f_irac_i1\n",
      "---------\n",
      "  1875.95\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      " 11542.15\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "20.87621246364342\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "     16.2\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 20.65177666478079\n",
      "19.882972132702584\n",
      " 20.96412350630154\n",
      "20.746842828018764\n",
      "f_irac_i1\n",
      "---------\n",
      "    19.92\n",
      "    40.44\n",
      "    14.94\n",
      "    18.25\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "16.232695069765008\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "   1166.6\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "20.26746902219636\n",
      "              0.0\n",
      "              0.0\n",
      "18.72749570738599\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    28.38\n",
      "      nan\n",
      "      nan\n",
      "   117.22\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.860387792813235\n",
      "19.593004007822735\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    41.29\n",
      "    52.82\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.130279937043007\n",
      "               0.0\n",
      "               0.0\n",
      "19.283229636359984\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    12.82\n",
      "      nan\n",
      "      nan\n",
      "    70.26\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.711012359033127\n",
      "               0.0\n",
      " 22.45340197507982\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    47.38\n",
      "      nan\n",
      "     3.79\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 18.90544229813569\n",
      " 20.32118853953137\n",
      "               0.0\n",
      "21.547464390736074\n",
      "22.352266673433142\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "     99.5\n",
      "    27.01\n",
      "      nan\n",
      "     8.73\n",
      "     4.16\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.527012394450814\n",
      "20.319983281826005\n",
      "f_irac_i1\n",
      "---------\n",
      "    56.13\n",
      "    27.04\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "17.472913233939458\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.551868414918253\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "   372.25\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    21.84\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.823239215968577\n",
      "               0.0\n",
      "19.016688259027042\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    17.01\n",
      "      nan\n",
      "    89.81\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 18.73717156964947\n",
      "               0.0\n",
      " 17.97612549583777\n",
      " 20.94325024165989\n",
      "               0.0\n",
      "21.552450558878327\n",
      "f_irac_i1\n",
      "---------\n",
      "   116.18\n",
      "      nan\n",
      "   234.18\n",
      "    15.23\n",
      "      nan\n",
      "     8.69\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.469492904052338\n",
      "               0.0\n",
      "20.451282965706817\n",
      "19.621325545314185\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "     9.38\n",
      "      nan\n",
      "    23.96\n",
      "    51.46\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "23.499829265747714\n",
      " 22.66911031810688\n",
      "               0.0\n",
      "23.543496189653233\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "1.44566708699662\n",
      "3.10710459160775\n",
      "             nan\n",
      "1.38867790039963\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 19.52695209176806\n",
      "               0.0\n",
      "19.841458554517722\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "56.1331175929911\n",
      "             nan\n",
      "42.0161812803566\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "22.793177556790305\n",
      "               0.0\n",
      "22.814872625673793\n",
      "               0.0\n",
      "18.510142573356397\n",
      "               0.0\n",
      " 21.19300805564064\n",
      "               0.0\n",
      "               0.0\n",
      " 21.17740930001758\n",
      "   f_irac_i1    \n",
      "----------------\n",
      " 2.7715899462035\n",
      "             nan\n",
      "2.71675796956655\n",
      "             nan\n",
      "143.199984399016\n",
      "             nan\n",
      "12.1003178296957\n",
      "             nan\n",
      "             nan\n",
      "12.2754177297879\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "  21.4799607150159\n",
      "20.649598657621617\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "     9.29\n",
      "    19.96\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "22.059008744308393\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.977006756449207\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "     5.45\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   233.99\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.525266307591174\n",
      " 20.87425499147431\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 18.21863285314479\n",
      "               0.0\n",
      "               0.0\n",
      "21.671403162956445\n",
      "20.088938403119094\n",
      "               0.0\n",
      " 23.66891333587781\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "22.3817209606517\n",
      "16.2292333000307\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "187.303916600061\n",
      "             nan\n",
      "             nan\n",
      " 7.7882293957885\n",
      "33.4521964663388\n",
      "             nan\n",
      "1.23718505640947\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 21.42217861213154\n",
      "               0.0\n",
      "               0.0\n",
      " 19.20023082126233\n",
      "               0.0\n",
      "21.076187716208302\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "9.79779966338764\n",
      "             nan\n",
      "             nan\n",
      "75.8416322948048\n",
      "             nan\n",
      "13.4748802244082\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.562051939491347\n",
      "  21.5781418047655\n",
      " 20.58416034767813\n",
      "23.104239679599452\n",
      " 18.01408804686192\n",
      "19.900181533738795\n",
      "               0.0\n",
      "21.547680317942145\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "8.61349139532739\n",
      "8.48678652382416\n",
      "            21.2\n",
      "2.08115356916692\n",
      "226.133435766984\n",
      "39.8040613095604\n",
      "             nan\n",
      "8.72826398247771\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "16.982500156224795\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   584.79\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.917893292172245\n",
      "               0.0\n",
      "19.641771554703347\n",
      "17.869100669079664\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.391527937540964\n",
      "19.085431063438143\n",
      "f_irac_i1\n",
      "---------\n",
      "    39.16\n",
      "      nan\n",
      "     50.5\n",
      "   258.44\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    63.59\n",
      "     84.3\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "    23.10495324968\n",
      " 23.49159584318216\n",
      "20.765358290779183\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "2.07978623793421\n",
      "1.45667163233938\n",
      "17.9414146603136\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.793344171394914\n",
      "               0.0\n",
      "17.980632077624485\n",
      "               0.0\n",
      "19.519110489616246\n",
      "               0.0\n",
      "17.713075725960316\n",
      "f_irac_i1\n",
      "---------\n",
      "    43.92\n",
      "      nan\n",
      "   233.21\n",
      "      nan\n",
      "    56.54\n",
      "      nan\n",
      "   298.38\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.427971466316187\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "  18.5114321534005\n",
      "21.135373314037132\n",
      "f_irac_i1\n",
      "---------\n",
      "    24.48\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   143.03\n",
      "    12.76\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.162272757664006\n",
      "               0.0\n",
      "               0.0\n",
      "17.543434305454873\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    78.54\n",
      "      nan\n",
      "      nan\n",
      "   348.84\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.087532891694515\n",
      " 19.89490660601482\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "211.342501398709\n",
      "39.9979154103904\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "18.225253093409613\n",
      "20.609903211311412\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "186.165312050415\n",
      "20.7032590116815\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "23.255417356085182\n",
      "23.063028667044243\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "1.81064394881648\n",
      "2.16166570842299\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.299483431063216\n",
      " 21.23325362394251\n",
      "               0.0\n",
      "               0.0\n",
      " 18.83070884447752\n",
      "20.319180519345984\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    10.97\n",
      "    11.66\n",
      "      nan\n",
      "      nan\n",
      "   106.59\n",
      "    27.06\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "18.754979418211498\n",
      "20.505639187049063\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "   114.29\n",
      "    22.79\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 21.84261562911002\n",
      "               0.0\n",
      "21.560403651823428\n",
      "               0.0\n",
      "22.354398209307398\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "6.65202309483554\n",
      "             nan\n",
      "8.62657771764525\n",
      "             nan\n",
      "4.15184102843529\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.217131945509287\n",
      "               0.0\n",
      "               0.0\n",
      " 21.31140799192182\n",
      "20.440160029111418\n",
      "21.253327651195967\n",
      "               0.0\n",
      " 19.32485676509892\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "74.6701840501076\n",
      "             nan\n",
      "             nan\n",
      "10.8501765078389\n",
      "24.2067223209345\n",
      "11.4464005548724\n",
      "             nan\n",
      "67.6172172994159\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.993613510773265\n",
      " 22.48343908091487\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "5.78834749800184\n",
      "3.68658598416846\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "16.393137031440382\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "1006.34104749462\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.956270500406937\n",
      "               0.0\n",
      "20.554356924384358\n",
      "19.006185061988496\n",
      "19.466448191773473\n",
      "               0.0\n",
      " 18.51161217776663\n",
      " 24.69169114574367\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.615066636830342\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "             37.8\n",
      "              nan\n",
      "            21.79\n",
      " 90.6830200584076\n",
      "            59.35\n",
      "              nan\n",
      " 143.006286366431\n",
      "0.482306973977867\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      " 8.20301196972026\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 19.88943486728882\n",
      "20.819416197213165\n",
      "               0.0\n",
      " 18.10703623096142\n",
      "               0.0\n",
      "19.929320732894176\n",
      "20.166354872512038\n",
      "f_irac_i1\n",
      "---------\n",
      "     40.2\n",
      "    17.07\n",
      "      nan\n",
      "   207.58\n",
      "      nan\n",
      "    38.75\n",
      "    31.15\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "18.387729969593046\n",
      "19.744463782963756\n",
      "21.177871830005863\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "160.290584352905\n",
      "45.9424854872425\n",
      "12.2701894435905\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.949113347233528\n",
      "               0.0\n",
      " 20.37474480839284\n",
      "               0.0\n",
      "21.049515803553412\n",
      "f_irac_i1\n",
      "---------\n",
      "    38.05\n",
      "      nan\n",
      "    25.71\n",
      "      nan\n",
      "    13.81\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "22.382169426775384\n",
      "22.716247539546053\n",
      "23.531940078700494\n",
      "               0.0\n",
      "21.919072547148637\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "4.04699091346449\n",
      "2.97509600092223\n",
      "1.40353733138641\n",
      "             nan\n",
      " 6.1997043739625\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "17.443790472380748\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "   382.37\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "23.327438485149237\n",
      "               0.0\n",
      "20.307461187829155\n",
      "               0.0\n",
      " 21.31371049226683\n",
      "18.243481974955294\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "1.69443379972333\n",
      "             nan\n",
      "27.3536650660928\n",
      "             nan\n",
      "10.8271911235782\n",
      "183.065796710729\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "15.289540474026069\n",
      "               0.0\n",
      "21.498823056164262\n",
      "21.258690689802243\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "  2780.89\n",
      "      nan\n",
      "     9.13\n",
      "    11.39\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "20.13407570726124\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    32.09\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.109311031048627\n",
      "               0.0\n",
      "               0.0\n",
      "20.726801525570245\n",
      " 19.11255631888917\n",
      "21.471810378154736\n",
      "f_irac_i1\n",
      "---------\n",
      "    13.07\n",
      "      nan\n",
      "      nan\n",
      "    18.59\n",
      "    82.22\n",
      "     9.36\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "22.313231296826793\n",
      "               0.0\n",
      "               0.0\n",
      "23.115244535842955\n",
      "               0.0\n",
      "               0.0\n",
      "23.002567629976404\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "4.31228525330464\n",
      "             nan\n",
      "             nan\n",
      "2.06016585843836\n",
      "             nan\n",
      "             nan\n",
      " 2.2854564389794\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "18.751186118153264\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "   114.69\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.521994763529115\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.174078610956833\n",
      " 18.30614065464281\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    56.39\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   195.15\n",
      "    172.8\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "19.37667508842474\n",
      "              0.0\n",
      "              0.0\n",
      "23.11656453888731\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "  64.46588730249\n",
      "             nan\n",
      "             nan\n",
      "2.05766269720258\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 17.95019596123948\n",
      "17.943831694960416\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "   239.84\n",
      "   241.25\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "  22.5867290401872\n",
      " 21.73847791978846\n",
      "               0.0\n",
      "20.072603830346374\n",
      "               0.0\n",
      " 22.51964015303691\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "3.35203375960652\n",
      "7.32164777144175\n",
      "             nan\n",
      " 33.959279534276\n",
      "             nan\n",
      " 3.5656929206886\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 17.99616827629739\n",
      "19.020806406641746\n",
      "18.709360850098058\n",
      "18.258138364540535\n",
      "20.268617341927687\n",
      "19.916231026670594\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "229.896674669536\n",
      "           89.47\n",
      "119.194347340916\n",
      "180.611190039963\n",
      "           28.35\n",
      "           39.22\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "19.164625383080185\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    78.37\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "22.725444960054595\n",
      "               0.0\n",
      "20.530699457414904\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "     2.95\n",
      "      nan\n",
      "    22.27\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "18.397421813368474\n",
      "               0.0\n",
      "               0.0\n",
      "21.708205265566328\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "158.866114801721\n",
      "             nan\n",
      "             nan\n",
      "7.52866362757455\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 22.23707776542536\n",
      "               0.0\n",
      "22.758348187204128\n",
      "22.569334360974956\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "4.62560872840455\n",
      "             nan\n",
      "2.86194132124193\n",
      "3.40616949846296\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "23.831082333636438\n",
      " 20.83853143437377\n",
      "               0.0\n",
      "21.320905602256083\n",
      " 21.82502454103419\n",
      "               0.0\n",
      "23.834919899611215\n",
      "24.731918915884926\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 1.06553339747925\n",
      " 16.7720993482939\n",
      "              nan\n",
      " 10.7556771856748\n",
      " 6.76067693974792\n",
      "              nan\n",
      " 1.06177388687366\n",
      "0.464763949523517\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.053325497443304\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.130360320760424\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    86.83\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "     32.2\n",
      "      nan\n",
      "      nan\n",
      "      nan\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.887815573618404\n",
      "  20.1109776269138\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    40.26\n",
      "    32.78\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "16.832796620366516\n",
      "               0.0\n",
      "               0.0\n",
      "18.108477744732333\n",
      "19.600040681808558\n",
      "   f_irac_i1    \n",
      "----------------\n",
      " 671.24544532739\n",
      "             nan\n",
      "             nan\n",
      " 207.30458238549\n",
      "52.4787796434061\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "22.21055414581479\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "     4.74\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "18.15190638648442\n",
      "18.17086109119456\n",
      "              0.0\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "199.176201383338\n",
      " 195.72917408546\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "18.102547338763195\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "   208.44\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "18.923960455581287\n",
      "               0.0\n",
      "18.113387728123293\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 21.95128582224448\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "97.8173330464187\n",
      "             nan\n",
      "206.369213372272\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "6.01846405548724\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.058395694108164\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "      f_irac_i1      \n",
      "---------------------\n",
      "                  nan\n",
      "     34.4065971349523\n",
      "                  nan\n",
      "                  nan\n",
      "-0.000577749641976637\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.748073391180746\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    45.79\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "18.80040095215505\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "109.607335182908\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 18.67993605549686\n",
      "18.771922323963743\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "122.468832523824\n",
      "112.520348970181\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.841314427074245\n",
      "20.217012726987655\n",
      "f_irac_i1\n",
      "---------\n",
      "     6.66\n",
      "    29.73\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.666509683220106\n",
      "               0.0\n",
      "22.180741134603387\n",
      "               0.0\n",
      " 24.54327332646583\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 7.82341064632647\n",
      "              nan\n",
      " 4.87195811743007\n",
      "              nan\n",
      "0.552956120396557\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "17.164935616896663\n",
      "21.209309361489453\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "   494.34\n",
      "    11.92\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.762717444230354\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.319352594143247\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.653661268594995\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "     7.16\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   170.71\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    49.95\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.352209273882316\n",
      "20.533139863487882\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 20.33942982326004\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    10.45\n",
      "    22.22\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    26.56\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 18.89124096314365\n",
      "               0.0\n",
      "               0.0\n",
      " 17.77074807042053\n",
      " 18.08718618445767\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.549488161231373\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "          100.81\n",
      "             nan\n",
      "             nan\n",
      "282.944184337535\n",
      "          211.41\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "           54.98\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.278972788196818\n",
      "17.563816467000514\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "28.0808910636336\n",
      "342.352428727329\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "22.611077221876037\n",
      "               0.0\n",
      "22.201104540979138\n",
      "23.476689979763357\n",
      "23.885970854457106\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "3.27769932170304\n",
      "             nan\n",
      "4.78143420027667\n",
      "1.47680790408853\n",
      "1.01300516154319\n",
      "             nan\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.136224538075062\n",
      "18.758481679372217\n",
      "17.783330923458287\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "           12.75\n",
      "113.921928512143\n",
      " 279.68400541039\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.162964177291748\n",
      " 22.32902767487422\n",
      "               0.0\n",
      "               0.0\n",
      "19.340336726688726\n",
      "               0.0\n",
      " 19.85331115278715\n",
      "21.836434705580437\n",
      "f_irac_i1\n",
      "---------\n",
      "    78.49\n",
      "     4.25\n",
      "      nan\n",
      "      nan\n",
      "    66.66\n",
      "      nan\n",
      "    41.56\n",
      "     6.69\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 20.06095802001942\n",
      "               0.0\n",
      "19.209327703149746\n",
      "               0.0\n",
      "20.583539392295016\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      " 34.325493670458\n",
      "             nan\n",
      "75.2088449262219\n",
      "             nan\n",
      "21.2121281939748\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "16.34383627803556\n",
      " 16.4285269560474\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "         1053.09\n",
      "974.067868582846\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.365800756772025\n",
      "18.787291626807438\n",
      "19.244798528486648\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "           10.32\n",
      "110.938770719336\n",
      "72.7914865431909\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.815193644642825\n",
      "24.698235615132894\n",
      " 22.46436593518387\n",
      "               0.0\n",
      "24.361032901487725\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      " 43.0449831494006\n",
      "0.479408526560098\n",
      " 3.75192048662773\n",
      "              nan\n",
      "0.654013690316631\n",
      "m_irac_i1\n",
      "---------\n",
      "f_irac_i1\n",
      "---------\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "22.361275844648084\n",
      "  19.4497170105658\n",
      "               0.0\n",
      "               0.0\n",
      " 19.20341693523249\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "4.12562416446357\n",
      "60.2716659422072\n",
      "             nan\n",
      "             nan\n",
      " 75.619399784814\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.218607866232425\n",
      "               0.0\n",
      "18.996460196920786\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.058538765007775\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "74.5687483615124\n",
      "             nan\n",
      "91.4989101598524\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      " 86.414076690747\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.009687277644282\n",
      " 22.53726633700692\n",
      "  18.0010964910066\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "35.9852967937289\n",
      "3.50827367937289\n",
      "228.855526068245\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.602057928896407\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "15.443674190252032\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "52.3813670473409\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "         2412.85\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "21.759688889394248\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "     7.18\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "16.241188120805127\n",
      "               0.0\n",
      "18.566951358168758\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "  1157.51\n",
      "      nan\n",
      "    135.9\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 22.23571547368558\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.802899846881722\n",
      "               0.0\n",
      "               0.0\n",
      " 21.99114379472544\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "4.63141620119889\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "17.3316560282816\n",
      "             nan\n",
      "             nan\n",
      "5.80152919535813\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "17.11945936727853\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "515.485262004304\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "22.67379961578677\n",
      "21.16729609132903\n",
      "23.01978623781506\n",
      "24.17188470502851\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 3.09371393621273\n",
      " 12.3902926283431\n",
      " 2.24949744835536\n",
      "0.778477595235167\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 18.34901040814409\n",
      "               0.0\n",
      "20.249965898901372\n",
      "               0.0\n",
      " 21.87988192351991\n",
      "               0.0\n",
      "19.770109826167307\n",
      "19.681623576104933\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "166.110022379342\n",
      "             nan\n",
      "28.8412208699662\n",
      "             nan\n",
      "6.42757614986167\n",
      "             nan\n",
      "           44.87\n",
      "           48.68\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.046410316286277\n",
      "               0.0\n",
      " 20.18487728270474\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.745942275418777\n",
      " 20.64023187818406\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      " 13.849556727636\n",
      "             nan\n",
      "30.6230953719643\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "18.2651435521057\n",
      "20.1329422932678\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "18.84975182989225\n",
      "              0.0\n",
      "   f_irac_i1   \n",
      "---------------\n",
      "            nan\n",
      "104.73679208423\n",
      "            nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "23.614156574277665\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.351601152000164\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "1.30117997310175\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "165.714129265294\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.433070664334387\n",
      "               0.0\n",
      " 20.73265772210207\n",
      "19.900019556039744\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      9.7\n",
      "      nan\n",
      "    18.49\n",
      "    39.81\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "  16.0008938082619\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.133201624374173\n",
      "22.004324563200548\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "1444.25033415309\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "32.1158447802029\n",
      " 5.7315247841992\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.575802543891804\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "338.593785167538\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "17.54190253802141\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "349.332494266831\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 17.92084311881876\n",
      "               0.0\n",
      "               0.0\n",
      "18.451255330290984\n",
      "  18.1982695892872\n",
      "               0.0\n",
      "17.361782343124368\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "16.341756778076963\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.187345060162095\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "246.412509960037\n",
      "             nan\n",
      "             nan\n",
      "151.181227728251\n",
      "          190.85\n",
      "             nan\n",
      "          412.37\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "1055.10890577928\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "          192.78\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.905100890657003\n",
      "21.077387350280098\n",
      "19.316494676920364\n",
      "f_irac_i1\n",
      "---------\n",
      "     6.28\n",
      "    13.46\n",
      "    68.14\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.310425436867924\n",
      "f_irac_i1\n",
      "---------\n",
      "    10.86\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.210753207214488\n",
      " 23.73926757963688\n",
      "               0.0\n",
      "21.368223996886634\n",
      "               0.0\n",
      "               0.0\n",
      " 20.43573760979971\n",
      "               0.0\n",
      "               0.0\n",
      "  22.3038943716272\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "29.9018953427605\n",
      "1.15955931263449\n",
      "             nan\n",
      "10.2969926145097\n",
      "             nan\n",
      "             nan\n",
      "24.3055221902859\n",
      "             nan\n",
      "             nan\n",
      "4.34952920581002\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.664881409745313\n",
      " 19.66454071225359\n",
      "               0.0\n",
      "               0.0\n",
      "20.933714771963132\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "7.83515218060252\n",
      "49.4519834352905\n",
      "             nan\n",
      "             nan\n",
      " 15.364346440209\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "18.980825786294993\n",
      "20.319581826393538\n",
      " 17.91937327789004\n",
      "19.719248438344003\n",
      "               0.0\n",
      "19.593359867463015\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      " 92.826010467261\n",
      "           27.05\n",
      "246.746322594528\n",
      "47.0219488426068\n",
      "             nan\n",
      "52.8026906148171\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "15.750406546698635\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "1819.01961128189\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 19.15634465496735\n",
      "17.202535641702916\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "           78.97\n",
      "477.513597955733\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 19.98892668250503\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.837965168426727\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.149218757540687\n",
      "19.199538617933904\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    36.68\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   105.88\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    79.49\n",
      "    75.89\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "18.724434653607368\n",
      "19.833192762555576\n",
      "19.261994016774672\n",
      " 24.11969894910414\n",
      "23.861190790962716\n",
      "               0.0\n",
      "21.631950687966885\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 117.550948724255\n",
      "  42.337274352905\n",
      " 71.6477230710114\n",
      "0.816808823178604\n",
      " 1.03639112096526\n",
      "              nan\n",
      "   8.076435420996\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.495771532403147\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "    16.10571171499\n",
      "19.241088562886524\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      " 57.768539388257\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "1311.34001583154\n",
      "73.0406408253919\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "15.896391833690636\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "1590.16894067015\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "14.113744120959787\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "  8213.01\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.349926456916627\n",
      "               0.0\n",
      " 21.76516792162102\n",
      "21.315096429273858\n",
      "               0.0\n",
      "23.180653254634528\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "26.3044616092837\n",
      "             nan\n",
      "7.14385829526591\n",
      "10.8133790839225\n",
      "             nan\n",
      "1.93971845650169\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 23.50983890144024\n",
      "21.575781703811707\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "1.43240041915155\n",
      "8.50525459944666\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.398914806301697\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    10.01\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "15.656138592884481\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "1984.01322548417\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 19.45087468289416\n",
      " 24.36561927014116\n",
      "21.762487105884823\n",
      "               0.0\n",
      "               0.0\n",
      " 22.34187677400525\n",
      " 22.10863786255927\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 60.2074351890562\n",
      "0.651256831478635\n",
      "   7.161519151245\n",
      "              nan\n",
      "              nan\n",
      "              4.2\n",
      " 5.20648779880111\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 19.97131024079514\n",
      "21.686596949921217\n",
      "21.967363266589338\n",
      "f_irac_i1\n",
      "---------\n",
      "    37.28\n",
      "     7.68\n",
      "     5.93\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "15.158353812111265\n",
      "17.346825549772355\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "  3138.04\n",
      "   418.09\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.785216812415392\n",
      " 20.87019728922872\n",
      "               0.0\n",
      "               0.0\n",
      "  16.9983407721514\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    44.25\n",
      "    16.29\n",
      "      nan\n",
      "      nan\n",
      "   576.32\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 23.47126044015355\n",
      "               0.0\n",
      "               0.0\n",
      "20.909674392910652\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "1.48421160820781\n",
      "             nan\n",
      "             nan\n",
      "15.7083381924377\n",
      "             nan\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 20.18768016833041\n",
      "21.005623229432906\n",
      "               0.0\n",
      " 23.46659468035036\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "30.5441421810636\n",
      "14.3797292253305\n",
      "             nan\n",
      "1.49060346987396\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "21.35515811757545\n",
      "22.56161779614765\n",
      "22.72471594829431\n",
      "              0.0\n",
      "21.93148519924261\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "10.4216564601906\n",
      "3.43046412188749\n",
      "2.95198142683677\n",
      "             nan\n",
      "6.12923002397787\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.766654986684735\n",
      "               0.0\n",
      "               0.0\n",
      "18.141793811038703\n",
      " 20.02290098733554\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.589808550651277\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    17.92\n",
      "      nan\n",
      "      nan\n",
      "   201.04\n",
      "    35.55\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    21.09\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "20.38834324781569\n",
      "              0.0\n",
      "21.91203852579394\n",
      "              0.0\n",
      "21.52774559757446\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    25.39\n",
      "      nan\n",
      "     6.24\n",
      "      nan\n",
      "     8.89\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.967034328969312\n",
      "               0.0\n",
      " 18.63231442146982\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "     14.9\n",
      "      nan\n",
      "   127.96\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.489559669024167\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.703695511246984\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "     58.1\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "     7.56\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "17.241682488900075\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1   \n",
      "---------------\n",
      "            nan\n",
      "            nan\n",
      "460.60325682447\n",
      "            nan\n",
      "            nan\n",
      "            nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 19.54850085160745\n",
      "20.214000745008683\n",
      " 21.53281556369803\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "55.0300185690132\n",
      "29.8125896249616\n",
      "8.84858392868122\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.080463373547325\n",
      " 20.12766618487492\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.492455093089454\n",
      "               0.0\n",
      "19.548478099910632\n",
      "               0.0\n",
      "21.904438869493227\n",
      "21.850285066095445\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "33.7143390946818\n",
      "           32.28\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      " 9.1837058023363\n",
      "             nan\n",
      "55.0311717399324\n",
      "             nan\n",
      "6.28383036012911\n",
      "6.60520002028896\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.874872875312157\n",
      "19.688784269528163\n",
      "20.768474148581568\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    16.22\n",
      "    48.36\n",
      "    17.89\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "  19.7414544693683\n",
      "21.362649125517656\n",
      "               0.0\n",
      "               0.0\n",
      "19.093964939635917\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    46.07\n",
      "    10.35\n",
      "      nan\n",
      "      nan\n",
      "    83.64\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.923985905854657\n",
      "               0.0\n",
      " 18.92379782406136\n",
      "23.007972439509835\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "23.009303299003015\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "6.17171180018444\n",
      "             nan\n",
      "97.8319861205041\n",
      "2.27410767645251\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "2.27132185828466\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.606606623885874\n",
      " 23.03652940333979\n",
      " 20.92383099243181\n",
      "19.620766622750317\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "20.7662152075008\n",
      "2.21507399584998\n",
      "15.5048512127267\n",
      "51.4864977436213\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "17.78130688759486\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "280.205880279742\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "20.024735001631022\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    35.49\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 17.41258653772794\n",
      "19.040151338819463\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "393.518709114663\n",
      "           87.89\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "16.361525107113103\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "1036.07204810944\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.335052337813032\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "422.648240055334\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "20.860078619341145\n",
      " 18.56906910444703\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "16.4425265677836\n",
      "135.635183169382\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.137942666827037\n",
      "19.238735743864133\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "201.754362081156\n",
      "73.1990934460498\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "20.657240874626858\n",
      "               0.0\n",
      "20.364656594538808\n",
      "21.308427761594594\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    19.82\n",
      "      nan\n",
      "    25.95\n",
      "    10.88\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.998699012411628\n",
      "               0.0\n",
      "               0.0\n",
      " 18.61018396482853\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 20.36008211500461\n",
      "21.468471137886574\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "36.3513375207501\n",
      "             nan\n",
      "             nan\n",
      "130.594959206886\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "26.0595645219797\n",
      "9.38883149861666\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.291494581779567\n",
      "               0.0\n",
      " 19.62953145479647\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.956905084068076\n",
      "               0.0\n",
      "               0.0\n",
      " 19.94654827822503\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "69.7271906040578\n",
      "             nan\n",
      "  51.07253539502\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "94.8938280049185\n",
      "             nan\n",
      "             nan\n",
      "           38.14\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "    f_irac_i1     \n",
      "------------------\n",
      "               nan\n",
      "               nan\n",
      "-0.226731350553335\n",
      " -1.16122143944052\n",
      "               nan\n",
      "               nan\n",
      "               nan\n",
      "               nan\n",
      "               nan\n",
      "               nan\n",
      "               nan\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "24.481810967297683\n",
      "18.649635193114754\n",
      " 21.76387992489412\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "0.585161322917307\n",
      " 125.934848124808\n",
      " 7.15233800322779\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.462662237963592\n",
      "               0.0\n",
      " 23.36059287252801\n",
      "               0.0\n",
      "               0.0\n",
      " 18.97604756056696\n",
      "               0.0\n",
      "  22.6537542385909\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "9.43919818936366\n",
      "             nan\n",
      "1.64347404964648\n",
      "             nan\n",
      "             nan\n",
      "  93.23542949585\n",
      "             nan\n",
      "3.15136207762066\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 20.58306019977406\n",
      " 21.02268278205039\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 20.26403133213261\n",
      "               0.0\n",
      "20.129546701144697\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "21.2214922886566\n",
      " 14.155554532739\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "           28.47\n",
      "             nan\n",
      "32.2241388011067\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "  21.9933035906814\n",
      "20.073611399327653\n",
      " 19.10219014535175\n",
      "18.303012286440485\n",
      " 21.14695268500794\n",
      "21.244970319672937\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "            5.79\n",
      "33.9277797602213\n",
      "83.0087629664925\n",
      "173.298612434676\n",
      " 12.624637768214\n",
      "11.5348478973255\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 21.20077121908789\n",
      "21.209309361489453\n",
      "19.064928807449427\n",
      " 18.95748657413869\n",
      "               0.0\n",
      "               0.0\n",
      "19.996160212872503\n",
      "19.910433057316943\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "12.0141074654165\n",
      "           11.92\n",
      "85.9069849523517\n",
      "94.8430191208115\n",
      "             nan\n",
      "             nan\n",
      "36.4364380664002\n",
      "           39.43\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 19.01178759973309\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 19.83537334553278\n",
      "18.340818247234814\n",
      "19.667461379673973\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "90.2162893021826\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "42.2523298754995\n",
      "167.368105840762\n",
      " 49.319134677221\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 23.66210784976925\n",
      "21.452772192619115\n",
      "20.076698160959104\n",
      " 24.07169691121546\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      " 1.24496419136182\n",
      " 9.52557329234553\n",
      "  33.831459641869\n",
      "0.853731361804488\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "23.867884870141204\n",
      "               0.0\n",
      "24.331107991200234\n",
      "               0.0\n",
      "23.989370978110266\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      " 1.03002093544421\n",
      "              nan\n",
      "0.672290235521057\n",
      "              nan\n",
      "0.920982989240701\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "23.687198098760454\n",
      " 19.18535052127873\n",
      "               0.0\n",
      "20.560947715576383\n",
      "               0.0\n",
      "20.497640949028714\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "1.21652422194897\n",
      "76.8882172732862\n",
      "             nan\n",
      "21.6581278850292\n",
      "             nan\n",
      "22.9585058407624\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 17.78183313033535\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.231808733849697\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "280.070100906855\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "464.811116815247\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "15.861223333968773\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "  1642.52\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 22.62102995651785\n",
      "               0.0\n",
      "               0.0\n",
      "21.360030567975734\n",
      "23.148797572994802\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "3.24779057669843\n",
      "             nan\n",
      "             nan\n",
      "10.3749920550261\n",
      " 1.9974732445435\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "20.53705595864323\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "19.32218892479306\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "18.52715965262839\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "           22.14\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "67.7835687073471\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "140.973063956348\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "21.206040922276152\n",
      "20.426457100726743\n",
      " 19.43909851770116\n",
      "19.483967882218998\n",
      "               0.0\n",
      "               0.0\n",
      "24.834070300631005\n",
      "21.548307133803284\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "              nan\n",
      " 11.9559373624347\n",
      "   24.51416809253\n",
      " 60.8640142944974\n",
      "             58.4\n",
      "              nan\n",
      "              nan\n",
      "0.423030693959422\n",
      " 8.72322644635721\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "16.861786339746594\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "   653.56\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.532764360607636\n",
      " 21.65236335366786\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "23.658583854162806\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "55.8334232108823\n",
      "7.92601077743621\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      " 1.2490115611743\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.234150942335567\n",
      "               0.0\n",
      "18.925948645252127\n",
      "               0.0\n",
      "18.874220510990476\n",
      "23.668556529035122\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "29.2643999154626\n",
      "             nan\n",
      "97.6383747924992\n",
      "             nan\n",
      "102.402791484783\n",
      "1.23759170089148\n",
      "             nan\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.572333289443158\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 18.96713140490487\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "135.228018459883\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "94.0042390101445\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 19.62248009495655\n",
      "25.353721595504958\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      " 51.4053075745466\n",
      "0.262126761404857\n",
      "              nan\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "18.162567563198984\n",
      " 18.50462168651824\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "   197.23\n",
      "   143.93\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.754748671870736\n",
      "23.448171817511714\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "22.661139156133878\n",
      "22.515424695197744\n",
      "25.102064506725775\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "7.21274421733784\n",
      "1.51611195742392\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "            3.13\n",
      "3.57956391945896\n",
      "0.33050208020289\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "24.546604347474748\n",
      "21.172372598598976\n",
      " 22.27191684307092\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "0.55126225971411\n",
      "12.3324953550569\n",
      "4.47953838887181\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.677802016005778\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "122.709784552721\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.762918039736086\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 19.31326869634605\n",
      "               0.0\n",
      "               0.0\n",
      "20.809286806379923\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 22.11326794889157\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "17.9817843129419\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "68.3427612280971\n",
      "             nan\n",
      "             nan\n",
      "           17.23\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "5.18433217737473\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 20.76566580754251\n",
      "               0.0\n",
      "21.480730461591342\n",
      "               0.0\n",
      "19.409992587853118\n",
      "20.395176603677463\n",
      " 19.80261189623888\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "17.9363337719029\n",
      "             nan\n",
      "9.28341606978174\n",
      "             nan\n",
      "62.5176960743929\n",
      "25.2307034153089\n",
      "43.5466992038119\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "  21.4187970261519\n",
      "               0.0\n",
      "               0.0\n",
      "24.378638896736142\n",
      "               0.0\n",
      " 23.15065744941844\n",
      "23.382462958751454\n",
      "               0.0\n",
      "               0.0\n",
      "22.430969276216707\n",
      "20.907634533597026\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 9.82836302797418\n",
      "              nan\n",
      "              nan\n",
      "0.643493910282816\n",
      "              nan\n",
      " 1.99405448293883\n",
      " 1.61070058530587\n",
      "              nan\n",
      "              nan\n",
      "  3.8691208020289\n",
      " 15.7378784429757\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 18.86587969852443\n",
      " 20.70479496430861\n",
      "               0.0\n",
      "22.263981162008996\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "103.192496802951\n",
      "18.9706413818014\n",
      "             nan\n",
      "4.51239942483861\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.558530860664426\n",
      "21.038645827956294\n",
      "               0.0\n",
      " 21.96300115432451\n",
      " 20.90294907179598\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "54.5239932969566\n",
      "13.9489548585921\n",
      "             nan\n",
      "5.95387261128189\n",
      "15.8059415385798\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "  21.9598196905878\n",
      "24.686138931751678\n",
      "24.728296268956335\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 5.97134445127574\n",
      "0.484779701905933\n",
      "0.466317262081156\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.310268777751496\n",
      "               0.0\n",
      " 20.70083263987886\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "68.5318552474639\n",
      "             nan\n",
      "           19.04\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 21.57669244941912\n",
      "               0.0\n",
      "21.049515803553412\n",
      " 19.46943783366229\n",
      " 20.57999526920353\n",
      "               0.0\n",
      "23.421213067939185\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "8.49812314770981\n",
      "             nan\n",
      "           13.81\n",
      "59.1868008914848\n",
      "21.2814831878266\n",
      "             nan\n",
      "1.55422815800799\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 24.63853933855504\n",
      " 22.72864998546641\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.579842056427843\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "0.506505615431909\n",
      " 2.94130462480787\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "   134.2960309253\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 24.08014826487898\n",
      "21.015954972710652\n",
      "  25.1871384806522\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "0.847111727205656\n",
      " 14.2435423409161\n",
      "0.305593848462957\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "22.169323442105345\n",
      "24.693168322009804\n",
      "               0.0\n",
      "               0.0\n",
      "24.454971283237533\n",
      "20.525677735758897\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 4.92346237227175\n",
      "0.481651227236397\n",
      "              nan\n",
      "              nan\n",
      "0.599806940408853\n",
      " 22.3732412526898\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.708271166503046\n",
      "               0.0\n",
      "               0.0\n",
      "18.830058856798438\n",
      "               0.0\n",
      "19.927330645719245\n",
      "21.278562871480453\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "18.9100001982785\n",
      "             nan\n",
      "             nan\n",
      "106.653830356594\n",
      "             nan\n",
      "38.8210914817092\n",
      "11.1834255625576\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "17.96884432672943\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "   f_irac_i1   \n",
      "---------------\n",
      "            nan\n",
      "            nan\n",
      "            nan\n",
      "235.75573668921\n",
      "            nan\n",
      "            nan\n",
      "            nan\n",
      "            nan\n",
      "            nan\n",
      "            nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 23.11657368894857\n",
      "21.116928884310887\n",
      "18.089207663433605\n",
      "20.223606286956816\n",
      "               0.0\n",
      "20.578444177119984\n",
      "   f_irac_i1    \n",
      "----------------\n",
      " 2.0576453562865\n",
      "12.9786178881033\n",
      "211.016752290194\n",
      "           29.55\n",
      "             nan\n",
      "21.3119078250845\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.845501939993333\n",
      "20.729140215122335\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    41.86\n",
      "    18.55\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "23.893507533355795\n",
      " 22.33593450158481\n",
      "23.180638209837007\n",
      " 22.48026330087962\n",
      " 22.41615320793114\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "1.00599769735629\n",
      " 4.2230497662158\n",
      "1.93974533492161\n",
      " 3.6973850396557\n",
      "3.92228111435598\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "23.063393233072382\n",
      "               0.0\n",
      "               0.0\n",
      " 20.51628748006906\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "2.16093999108515\n",
      "             nan\n",
      "             nan\n",
      "  22.56758089917\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 22.90000941851418\n",
      "               0.0\n",
      "18.696385856718102\n",
      "               0.0\n",
      "21.860566494264624\n",
      "21.691760896858803\n",
      " 22.50924374808178\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "2.51186464156164\n",
      "             nan\n",
      "120.627313940978\n",
      "             nan\n",
      "6.54294699861666\n",
      "7.64355933522902\n",
      "             3.6\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "22.252587893338905\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "     4.56\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.638864081667016\n",
      "               0.0\n",
      "               0.0\n",
      "23.171964016184056\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "50.6354142529972\n",
      "             nan\n",
      "             nan\n",
      "1.95530447187212\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "22.152998511576065\n",
      "               0.0\n",
      "20.145570585736728\n",
      "21.150381470405456\n",
      "               0.0\n",
      "19.953980542532527\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.239331717326458\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "4.99804998754995\n",
      "             nan\n",
      "31.7520497018137\n",
      "12.5848316953581\n",
      "             nan\n",
      "37.8798092161082\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "11.5949081601599\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.219956996980095\n",
      "21.262582277622208\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "187.075623439902\n",
      "11.3492480725484\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "19.00717950580796\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "     90.6\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "18.69249832605866\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "   121.06\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "23.413261662063455\n",
      "               0.0\n",
      "21.665294920011952\n",
      "               0.0\n",
      " 19.85228162735303\n",
      "20.388485016185292\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "1.56565235351983\n",
      "             nan\n",
      "7.83216867599139\n",
      "             nan\n",
      "41.5994270442668\n",
      "25.3866849554258\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "22.067953520561595\n",
      "20.120222725206553\n",
      "20.720997630345103\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "5.40528492775899\n",
      "32.5020616630802\n",
      "18.6896405072241\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.565526191822038\n",
      "               0.0\n",
      "               0.0\n",
      "23.025355479195206\n",
      "               0.0\n",
      "21.630040448485595\n",
      "               0.0\n",
      "23.054948251319722\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "8.58597309560406\n",
      "             nan\n",
      "             nan\n",
      "2.23798828235475\n",
      "             nan\n",
      "8.09065757331694\n",
      "             nan\n",
      "2.17781356947433\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "16.721887068307247\n",
      "               0.0\n",
      "               0.0\n",
      "20.201414254561705\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "743.438713618199\n",
      "             nan\n",
      "             nan\n",
      "30.1602056286505\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "  23.5227712342841\n",
      "               0.0\n",
      "19.091356221503368\n",
      "               0.0\n",
      "               0.0\n",
      " 19.80852377980292\n",
      "  19.1164903724925\n",
      "               0.0\n",
      "19.409870174312736\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "1.41544013618199\n",
      "             nan\n",
      "83.8412049723332\n",
      "             nan\n",
      "             nan\n",
      "43.3102298017215\n",
      "81.9226233584384\n",
      "             nan\n",
      "62.5247451567784\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "17.842719827663096\n",
      "               0.0\n",
      "20.556851150624304\n",
      "               0.0\n",
      "18.442395894871545\n",
      "21.127217011623053\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "264.796395434983\n",
      "             nan\n",
      "           21.74\n",
      "             nan\n",
      "152.419889363664\n",
      "12.8562170319705\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.001250251804642\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "36.2660202136489\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.480479006789004\n",
      "               0.0\n",
      " 22.70422266149898\n",
      "24.476530051658777\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      " 9.28556634337535\n",
      "              nan\n",
      " 3.00822928927144\n",
      "0.588014423839533\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "23.589454204986858\n",
      " 24.65726377830253\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 1.33112339993852\n",
      "0.497845388533661\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "21.097742955963675\n",
      "  20.5341175638734\n",
      "               0.0\n",
      "19.897839909225404\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    13.21\n",
      "     22.2\n",
      "      nan\n",
      "    39.89\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   m_irac_i1    \n",
      "----------------\n",
      "             0.0\n",
      "18.8115771910061\n",
      "             0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "108.484857685214\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "22.172296269692573\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "     4.91\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.481001246191916\n",
      "               0.0\n",
      "22.237879709026778\n",
      " 22.45947749611411\n",
      "               0.0\n",
      " 22.60920336849704\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      " 9.2811010574854\n",
      "             nan\n",
      "4.62219343498309\n",
      "3.76885129003996\n",
      "             nan\n",
      "3.28336113080234\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.611875742371275\n",
      "               0.0\n",
      "               0.0\n",
      "17.572041518189728\n",
      " 17.61190543670393\n",
      "23.669821477863174\n",
      "               0.0\n",
      "  20.7850038912922\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "51.9098415278205\n",
      "             nan\n",
      "             nan\n",
      "339.768718936366\n",
      "          327.52\n",
      "1.23615067076545\n",
      "             nan\n",
      "17.6196973147864\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.477492369280377\n",
      "20.154234690792144\n",
      "23.886714546987612\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "9.31114419458961\n",
      "31.4996786796803\n",
      "1.01231152490009\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.060446673103748\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "216.681249231479\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "18.661030632703138\n",
      "18.133203517783024\n",
      "  19.9716015181154\n",
      "               0.0\n",
      "21.666983117350377\n",
      "20.946820571101348\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "          124.62\n",
      "202.636928004919\n",
      "           37.27\n",
      "             nan\n",
      "            7.82\n",
      "           15.18\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 18.16372881560924\n",
      "               0.0\n",
      "21.320903851771682\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "197.019164832462\n",
      "             nan\n",
      "10.7556945265908\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.494019400937226\n",
      "               0.0\n",
      " 18.08842233430382\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      " 23.035213383031\n",
      "             nan\n",
      "211.169439056256\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "23.300314236321945\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 17.78841079533543\n",
      "               0.0\n",
      "18.317624868660765\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "1.73729794312942\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "278.378494543498\n",
      "             nan\n",
      "170.981866046726\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "21.23804806098604\n",
      "18.84944088673685\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "11.6086248247771\n",
      "104.766791869044\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "18.826946514365183\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "   106.96\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.435984316004216\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "     24.3\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "15.107753033903819\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "  3287.75\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.332332200128683\n",
      "               0.0\n",
      "18.976377777378225\n",
      "               0.0\n",
      "  20.9993286272123\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "26.7341955210575\n",
      "             nan\n",
      "93.2070770980633\n",
      "             nan\n",
      " 14.463338452198\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "22.041225588178925\n",
      "21.270190209884724\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "     5.54\n",
      "    11.27\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "18.67364950061441\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   123.18\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 21.64227503252014\n",
      " 21.11536111974919\n",
      "               0.0\n",
      "19.385412843896553\n",
      "               0.0\n",
      "               0.0\n",
      "20.408563149880884\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.931840907295076\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             8.0\n",
      "12.9973720888411\n",
      "             nan\n",
      "63.9491626852136\n",
      "             nan\n",
      "             nan\n",
      "24.9215322225638\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "38.6601591100523\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 20.86887153850197\n",
      "               0.0\n",
      "18.141057008813043\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.999570789353648\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "16.3099032416231\n",
      "             nan\n",
      "201.176476052874\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "36.3221614294497\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "16.64896812525553\n",
      "19.11241488997802\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "795.083516584691\n",
      "82.2307107439287\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.583404988128116\n",
      "24.365127482447782\n",
      "               0.0\n",
      "               0.0\n",
      "21.946477470096077\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      " 8.44574577774362\n",
      "0.651551887165693\n",
      "              nan\n",
      "              nan\n",
      " 6.04517686965878\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 17.84402605323981\n",
      "               0.0\n",
      "               0.0\n",
      "22.956851810264816\n",
      "               0.0\n",
      "19.606263357052747\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "264.478016215801\n",
      "             nan\n",
      "             nan\n",
      "2.38374215016907\n",
      "             nan\n",
      "52.1788684998463\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.969222578695103\n",
      "22.352266673433142\n",
      " 19.94002050200421\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    14.87\n",
      "     4.16\n",
      "    38.37\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "23.279530666870407\n",
      "22.980361640627713\n",
      " 21.84580276599477\n",
      "               0.0\n",
      "22.547727055241147\n",
      "22.031433360803213\n",
      "               0.0\n",
      "23.205362305139126\n",
      " 22.70862299629085\n",
      "22.408561444023583\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "1.77087429188441\n",
      "2.33268095573317\n",
      "6.63252496879803\n",
      "             nan\n",
      "3.47463490332001\n",
      "5.59019111589302\n",
      "             nan\n",
      "1.89607310482631\n",
      "2.99606203550569\n",
      "3.94980288226253\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "16.136958361696948\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "1274.13854857055\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "   22.483617076967\n",
      "               0.0\n",
      "22.584775034247762\n",
      "               0.0\n",
      "20.920145153230315\n",
      "  24.3428386848666\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "              nan\n",
      " 3.68598165324316\n",
      "              nan\n",
      " 3.35807186658469\n",
      "              nan\n",
      " 15.5575762680603\n",
      "0.665065663064863\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "22.510537294004344\n",
      "               0.0\n",
      " 19.13441194265595\n",
      "20.256214532008634\n",
      " 21.51357131677465\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "3.59571351460191\n",
      "             nan\n",
      "80.5814769090071\n",
      "28.6757104964648\n",
      " 9.0068197878881\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "15.635042495316362\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "  2022.94\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.188335307069444\n",
      "21.269663255234597\n",
      " 20.87096585243747\n",
      "19.564968002954224\n",
      "               0.0\n",
      " 23.88521095520428\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "76.6771349723332\n",
      "11.2754711450968\n",
      "16.2784728312327\n",
      "54.2016863602828\n",
      "             nan\n",
      "1.01371440501076\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.962025607270867\n",
      "               0.0\n",
      "               0.0\n",
      " 22.99688592399314\n",
      "23.548749714506947\n",
      "               0.0\n",
      " 23.98567810359173\n",
      "21.613311415023098\n",
      " 20.44953656071116\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 14.9688955195204\n",
      "              nan\n",
      "              nan\n",
      " 2.29744768244697\n",
      " 1.38197476928989\n",
      "              nan\n",
      "0.924120828004918\n",
      " 8.21628383984015\n",
      " 23.9985706347986\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.164418335434668\n",
      "17.295905843905253\n",
      "               0.0\n",
      "               0.0\n",
      " 17.96080422779439\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 19.86613804065575\n",
      "19.164546366837975\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "78.3849464217645\n",
      "438.164978466031\n",
      "             nan\n",
      "             nan\n",
      "237.508036258838\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "41.0718990362742\n",
      "78.3757037134952\n",
      "             nan\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    m_irac_i1    \n",
      "-----------------\n",
      "20.12162871127446\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    32.46\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "21.591889953424307\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "     8.38\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "  24.0821497557774\n",
      "               0.0\n",
      "               0.0\n",
      "22.604271079472433\n",
      "               0.0\n",
      " 21.48497747814347\n",
      "               0.0\n",
      "19.578638903772934\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "0.845551564986166\n",
      "              nan\n",
      "              nan\n",
      " 3.29831073455272\n",
      "              nan\n",
      " 9.24717355517983\n",
      "              nan\n",
      " 53.5234918029511\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.860738158634682\n",
      "               0.0\n",
      "               0.0\n",
      "17.249270199976117\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1   \n",
      "---------------\n",
      "            nan\n",
      "41.276677914233\n",
      "            nan\n",
      "            nan\n",
      "457.39553416846\n",
      "            nan\n",
      "            nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "18.144600872284933\n",
      "               0.0\n",
      " 22.69797320115645\n",
      "22.043187171738246\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "200.520902720566\n",
      "             nan\n",
      "3.02559448263142\n",
      "            5.53\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 20.56845665539104\n",
      "               0.0\n",
      "               0.0\n",
      "19.464214714999237\n",
      "               0.0\n",
      "19.162819934979574\n",
      "               0.0\n",
      "20.015842926955138\n",
      "               0.0\n",
      " 24.22715287628879\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "21.5088572794344\n",
      "             nan\n",
      "             nan\n",
      "59.4722150292038\n",
      "             nan\n",
      "78.5004282523824\n",
      "             nan\n",
      " 35.781853166308\n",
      "             nan\n",
      "0.73984177410083\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.719235388994782\n",
      "               0.0\n",
      "               0.0\n",
      "18.265383384503743\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 17.98576537105685\n",
      "f_irac_i1\n",
      "---------\n",
      "    18.72\n",
      "      nan\n",
      "      nan\n",
      "   179.41\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   232.11\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "18.97803542726212\n",
      "              0.0\n",
      "              0.0\n",
      "22.53129175120025\n",
      "              0.0\n",
      "23.40572328874537\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "93.0648815862281\n",
      "             nan\n",
      "             nan\n",
      "3.52763221103597\n",
      "             nan\n",
      "1.57656065677836\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "17.177163873958825\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.814329040376656\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "488.803661481709\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "43.0792748109437\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.626532540000433\n",
      "18.646921533023253\n",
      "               0.0\n",
      "18.561912050684946\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 19.24533833996461\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "323.137219735629\n",
      "          126.25\n",
      "             nan\n",
      "136.532228758069\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "72.7553047217953\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "21.41861620541966\n",
      "              0.0\n",
      "18.29054520976552\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "     9.83\n",
      "      nan\n",
      "    175.3\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.837387813621525\n",
      " 19.96666039983483\n",
      "               0.0\n",
      "               0.0\n",
      "16.823784958012318\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    266.1\n",
      "    37.44\n",
      "      nan\n",
      "      nan\n",
      "   676.84\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "23.022927748813068\n",
      "22.051069138874773\n",
      "               0.0\n",
      "23.463941646529314\n",
      "20.721971200460665\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 25.10750563403601\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      " 2.24299807300953\n",
      "             5.49\n",
      "              nan\n",
      " 1.49425026452505\n",
      " 18.6728891822933\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "0.328849924423609\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.660886208475297\n",
      "               0.0\n",
      "20.225693813013216\n",
      "               0.0\n",
      "21.463718905907605\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      " 19.753566401783\n",
      "             nan\n",
      "29.4932393144789\n",
      "             nan\n",
      "9.43001617430065\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "17.247591235139673\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "  20.3151464028606\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "458.103390362742\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "27.1607300338149\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "17.748619817846112\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "   288.77\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "18.048384800835002\n",
      "               0.0\n",
      "               0.0\n",
      "23.915659903927697\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 219.101867706732\n",
      "              nan\n",
      "              nan\n",
      "0.985680213034122\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 23.48899970721711\n",
      "21.076222647805032\n",
      "24.402375694911164\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 1.46015889056256\n",
      " 13.4744467015063\n",
      "0.629578258653551\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 20.74387227567393\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.412009271007058\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "     18.3\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "     9.89\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "17.48403779481034\n",
      "              0.0\n",
      "20.50053720751037\n",
      "21.54870878766858\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "368.455362880418\n",
      "             nan\n",
      "22.8973444297571\n",
      "            8.72\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.863552616073754\n",
      "22.403023733092205\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    16.39\n",
      "     3.97\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "21.58157409240244\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "     8.46\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.755803562827033\n",
      "               0.0\n",
      "               0.0\n",
      "19.656054915872225\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "     18.1\n",
      "      nan\n",
      "      nan\n",
      "    49.84\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 22.21284714815547\n",
      "19.924846922990646\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "     4.73\n",
      "    38.91\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "22.220247499279274\n",
      "               0.0\n",
      "22.954896752141458\n",
      "               0.0\n",
      "               0.0\n",
      "20.197538625765695\n",
      "19.531352532255305\n",
      "20.793243199853443\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "4.69787005979096\n",
      "             nan\n",
      "2.38803836212727\n",
      "             nan\n",
      "             nan\n",
      "30.2680574561943\n",
      "55.9060729787888\n",
      "17.4864930679373\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "13.07884864534266\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      " 21303.97\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.636968015290584\n",
      "               0.0\n",
      "               0.0\n",
      " 18.76677752328424\n",
      "20.322639286308082\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "8.03919927190286\n",
      "             nan\n",
      "             nan\n",
      "113.054796003689\n",
      "26.9739336858285\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.998828672202414\n",
      "21.457979156654837\n",
      " 20.43911646465623\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    14.47\n",
      "     9.48\n",
      "    24.23\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.352752011032486\n",
      " 19.00185754213114\n",
      "19.421202413759396\n",
      "19.823882617782836\n",
      "18.010256986831557\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "26.2360950476483\n",
      "91.0451850906855\n",
      "61.8755446111282\n",
      "42.7018757838918\n",
      "226.932765293575\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "15.699034139708893\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "1907.15655133723\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "17.666076067553256\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.922045605830313\n",
      "               0.0\n",
      "20.606408758662248\n",
      "20.202502170816608\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "   311.58\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    97.99\n",
      "      nan\n",
      "    20.77\n",
      "    30.13\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "23.420416875420408\n",
      "               0.0\n",
      " 22.34711490468205\n",
      " 20.97744561433796\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "23.971059083917588\n",
      " 17.93642065637649\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "1.55536832324009\n",
      "             nan\n",
      "4.17978591469413\n",
      "14.7578045481094\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "0.93664790577928\n",
      "242.902361727636\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "20.173773751532572\n",
      "20.238776131415072\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "30.9378763510606\n",
      "           29.14\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "24.415586817611718\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "              nan\n",
      "0.621964035813096\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.518596204204123\n",
      " 24.18688167408147\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.418239563265267\n",
      "               0.0\n",
      "19.779048175956753\n",
      "               0.0\n",
      "               0.0\n",
      " 20.22940686226709\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 56.5667878927144\n",
      "0.767798625591761\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      " 155.849055517983\n",
      "              nan\n",
      "  44.502122986474\n",
      "              nan\n",
      "              nan\n",
      " 29.3925492852751\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "19.564400988911366\n",
      " 20.41474674489988\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    54.23\n",
      "    24.78\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "22.60719193265779\n",
      "              0.0\n",
      " 20.7112212864809\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "3.28944952643713\n",
      "             nan\n",
      "18.8586884276053\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 24.06489593344846\n",
      "               0.0\n",
      "19.839159299523324\n",
      "               0.0\n",
      " 19.93406050472617\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "0.859095860897633\n",
      "              nan\n",
      " 42.1052528957885\n",
      "              nan\n",
      " 38.5812059191516\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "20.73089754413521\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    18.52\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 16.68631561763228\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.761616824640633\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      " 768.19902734399\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "18.0033477420842\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "16.63850966507014\n",
      "   f_irac_i1   \n",
      "---------------\n",
      "802.77924173071\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "19.30146201829026\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    69.09\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.755448859960744\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    45.48\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "15.450734798263433\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "  2397.21\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "23.951611596899305\n",
      "               0.0\n",
      "               0.0\n",
      " 23.08741485914593\n",
      "               0.0\n",
      "22.223029198258764\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "0.953576108054104\n",
      "              nan\n",
      "              nan\n",
      " 2.11365478112512\n",
      "              nan\n",
      " 4.68584933676606\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.520377719509987\n",
      "17.101399644844243\n",
      "21.764234895497303\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "22.4827231263449\n",
      "524.131356055948\n",
      "            7.15\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "23.514469582035325\n",
      "               0.0\n",
      "               0.0\n",
      "20.131034900592475\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 20.03087085410008\n",
      "               0.0\n",
      " 19.64026761591864\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "1.42630422010452\n",
      "             nan\n",
      "             nan\n",
      "           32.18\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "           35.29\n",
      "             nan\n",
      "           50.57\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "22.671145506892863\n",
      "               0.0\n",
      "22.982765902287362\n",
      "21.183852574220175\n",
      "20.221396826803094\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "3.10128584721795\n",
      "             nan\n",
      "2.32752116615432\n",
      "12.2027853027974\n",
      "29.6101951229634\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.382685557790673\n",
      "20.666041216259707\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    64.11\n",
      "    19.66\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "16.67192319255485\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "   778.45\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.693759470610722\n",
      "               0.0\n",
      " 20.99931821325695\n",
      " 19.54516265167272\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "19.1644434598832\n",
      "             nan\n",
      "14.4634771795266\n",
      "55.1994740009222\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "17.69217336110517\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "   304.18\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "17.08508544366577\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "532.066385843836\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.071238109831405\n",
      "21.252171112440827\n",
      " 19.69970560461136\n",
      "               0.0\n",
      "               0.0\n",
      "20.145936503031173\n",
      " 19.05136764816907\n",
      "               0.0\n",
      "20.743422839878654\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "13.5364491469413\n",
      "11.4585998893329\n",
      "47.8759889594221\n",
      "             nan\n",
      "             nan\n",
      "31.7413503565939\n",
      "86.9867170919151\n",
      "             nan\n",
      "18.3075767737473\n",
      "             nan\n",
      "             nan\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      ...\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "Length = 32 rows\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      ...\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "Length = 32 rows\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 21.07922537266615\n",
      "               0.0\n",
      "17.986549309199198\n",
      "               0.0\n",
      "               0.0\n",
      " 20.94253758249105\n",
      "               0.0\n",
      "21.552450558878327\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "13.4372330956041\n",
      "             nan\n",
      "231.942469243775\n",
      "             nan\n",
      "             nan\n",
      "           15.24\n",
      "             nan\n",
      "            8.69\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 20.94396336891362\n",
      "21.470108717583095\n",
      "19.069704013306186\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "           15.22\n",
      "9.37468131109745\n",
      "85.5299847663695\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "18.414050817735223\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.238840914487803\n",
      " 18.18565383613298\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "156.451478942515\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "          183.85\n",
      "193.080522563787\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.695088852513287\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.883609889752414\n",
      "               0.0\n",
      "19.097084873405656\n",
      "f_irac_i1\n",
      "---------\n",
      "    48.08\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    16.09\n",
      "      nan\n",
      "     83.4\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "20.18215406130704\n",
      "              0.0\n",
      "20.14154484131567\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "     30.7\n",
      "      nan\n",
      "    31.87\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.305340184567278\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.041382563319537\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "27.4071531217338\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "220.519487596065\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 16.98092779664318\n",
      "20.287050527335147\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "585.637504472794\n",
      "27.8727480479557\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "  22.4169810747264\n",
      "23.315626470758282\n",
      "               0.0\n",
      " 24.67416055879294\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 3.91929154042422\n",
      " 1.71296863787273\n",
      "              nan\n",
      "0.490157640209038\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.889880433072257\n",
      "17.840074488330906\n",
      "               0.0\n",
      " 21.57201386451569\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "15.9973418997848\n",
      "265.442344558869\n",
      "             nan\n",
      "8.53482172840455\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 23.71679127307248\n",
      "23.111488097418295\n",
      "24.681853132773604\n",
      " 20.24712730478557\n",
      "23.433538326917734\n",
      "24.797366924766372\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 1.18381405195204\n",
      " 2.06730598063326\n",
      "0.486697086996618\n",
      " 28.9167232185675\n",
      " 1.53668435321242\n",
      "0.437575734137719\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 18.49500868644389\n",
      "18.051719285571842\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "   145.21\n",
      "   218.43\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 19.42544616022669\n",
      "22.638451195585382\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "61.6341677297879\n",
      "3.19609383768829\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      " 23.2283420733116\n",
      "              0.0\n",
      "24.09485448470553\n",
      "              0.0\n",
      "              0.0\n",
      "19.89346011816759\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 1.85636414110052\n",
      "              nan\n",
      "0.835715017045804\n",
      "              nan\n",
      "              nan\n",
      " 40.0512387273286\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "18.650108164397047\n",
      "               0.0\n",
      "18.662165318894488\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "          125.88\n",
      "             nan\n",
      "124.489829588073\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.107340316293367\n",
      "22.039267542193308\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    32.89\n",
      "     5.55\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "14.882808371787881\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "  4044.61\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.221381382634426\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "11.7881986812173\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 23.67078373411075\n",
      " 21.43010630886736\n",
      "23.743350712203487\n",
      " 21.25875936528353\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "1.23505559191516\n",
      "9.72651982785121\n",
      "1.15520674269905\n",
      "11.3892795773132\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.676727852190943\n",
      "24.270263349600263\n",
      "               0.0\n",
      "               0.0\n",
      " 17.77640554276922\n",
      "               0.0\n",
      "               0.0\n",
      "19.931391252027986\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "             48.9\n",
      "0.711041026928989\n",
      "              nan\n",
      "              nan\n",
      " 281.473674654165\n",
      "              nan\n",
      "              nan\n",
      " 38.6761734460498\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.235431670019345\n",
      "               0.0\n",
      "               0.0\n",
      "19.812478414003017\n",
      "19.923390508041784\n",
      "21.402349036345804\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "29.2299001629265\n",
      "             nan\n",
      "             nan\n",
      "43.1527656132801\n",
      "38.9622291976637\n",
      "9.97838796341838\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "22.157277392971658\n",
      "20.675964530745127\n",
      "               0.0\n",
      "20.479550782465573\n",
      " 22.86059267111215\n",
      "21.460053413339857\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "4.97839145803873\n",
      "19.4811319397479\n",
      "             nan\n",
      "23.3442371779895\n",
      " 2.6047313164771\n",
      "9.46190611896711\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "20.130586618800812\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "32.1932893114049\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 19.61501381308137\n",
      "               0.0\n",
      "               0.0\n",
      "18.912227123020564\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "51.7600246833692\n",
      "             nan\n",
      "             nan\n",
      "98.8801577928066\n",
      "             nan\n",
      "   m_irac_i1    \n",
      "----------------\n",
      "             0.0\n",
      "             0.0\n",
      "16.2016342667202\n",
      "             0.0\n",
      "             0.0\n",
      "             0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "1200.45612911159\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "22.958645033921222\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "22.346357294399702\n",
      "               0.0\n",
      " 20.71621604521794\n",
      "   f_irac_i1    \n",
      "----------------\n",
      " 2.3798083633569\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "4.18270352382416\n",
      "             nan\n",
      "18.7721312450046\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.927516168462837\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 18.27478595674355\n",
      " 19.24548236091251\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "38.8144585813096\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "177.863001660006\n",
      "72.7456545019982\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "15.303881473364065\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "   2744.4\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.070664226808624\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    34.02\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.204213536676697\n",
      "22.430722587452728\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "189.808031586228\n",
      "            3.87\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "21.292319944539138\n",
      "22.054600245662222\n",
      "20.958079566816984\n",
      "               0.0\n",
      "               0.0\n",
      "23.838629614453076\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "11.0426173240086\n",
      " 5.4721740433446\n",
      "15.0233980187519\n",
      "             nan\n",
      "             nan\n",
      "1.05815223655088\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 20.98729513610258\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.088270243043702\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "14.6245309375961\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "530.507957715954\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "18.117600660294734\n",
      "f_irac_i1\n",
      "---------\n",
      "   205.57\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.148124767058427\n",
      "               0.0\n",
      "               0.0\n",
      " 19.88381035576088\n",
      "23.237615040182526\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "22.111983469391667\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "12.6110164786351\n",
      "             nan\n",
      "             nan\n",
      "40.4087910759299\n",
      " 1.8405769711036\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "5.19046912757455\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.888968111687667\n",
      "               0.0\n",
      "17.862666629778296\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 20.38746871006581\n",
      " 20.58467260822301\n",
      "20.000552991938058\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "16.0107897802029\n",
      "             nan\n",
      "259.976054288349\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      " 25.410459351368\n",
      "           21.19\n",
      " 36.289317734399\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 25.82679198976333\n",
      "               0.0\n",
      "  21.2206748684686\n",
      "               0.0\n",
      "               0.0\n",
      "20.232177609318278\n",
      "               0.0\n",
      " 18.94570343404431\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "0.169544304103904\n",
      "              nan\n",
      " 11.7958720365816\n",
      "              nan\n",
      "              nan\n",
      " 29.3176365278205\n",
      "              nan\n",
      " 95.8779249923148\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "23.579264605744306\n",
      "               0.0\n",
      "19.644053423352325\n",
      " 21.01546283913867\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "1.34367475499539\n",
      "             nan\n",
      "50.3939766784507\n",
      "           14.25\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 19.95340197507982\n",
      "               0.0\n",
      "18.986642911098436\n",
      "               0.0\n",
      "               0.0\n",
      "19.884315367075025\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "     37.9\n",
      "      nan\n",
      "    92.33\n",
      "      nan\n",
      "      nan\n",
      "    40.39\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    m_irac_i1     \n",
      "------------------\n",
      "21.358810857069166\n",
      "23.866462788682576\n",
      "22.030922221542546\n",
      "24.324829617073412\n",
      " 23.78509946288802\n",
      " 25.92106589484299\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 10.3866538210882\n",
      " 1.03137092576084\n",
      " 5.59282346695358\n",
      "0.676189080387335\n",
      " 1.11162988764218\n",
      "0.155443885013833\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "24.421032180911077\n",
      "               0.0\n",
      "               0.0\n",
      "19.187338607860333\n",
      "19.913568509202996\n",
      "20.972147122429043\n",
      " 22.88838082143264\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "0.618852468536735\n",
      "              nan\n",
      "              nan\n",
      " 76.7475564325238\n",
      " 39.3162960221334\n",
      "            14.83\n",
      " 2.53891213541346\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.825711668382176\n",
      "               0.0\n",
      " 20.02687860786485\n",
      "               0.0\n",
      "               0.0\n",
      " 19.24109808868439\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    42.63\n",
      "      nan\n",
      "    35.42\n",
      "      nan\n",
      "      nan\n",
      "    73.04\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.029579095682173\n",
      " 17.93853409628621\n",
      "               0.0\n",
      "               0.0\n",
      "19.668102720930598\n",
      "               0.0\n",
      "               0.0\n",
      "19.341640522948374\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "           88.75\n",
      "          242.43\n",
      "             nan\n",
      "             nan\n",
      "49.2900106086689\n",
      "             nan\n",
      "             nan\n",
      "           66.58\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 21.48250040331107\n",
      " 22.46585860273924\n",
      " 22.92514417649486\n",
      "23.817089256286998\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "9.26829479096219\n",
      " 3.7467658993237\n",
      "2.45438297294805\n",
      "1.07935497463879\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.465170729790266\n",
      "               0.0\n",
      "20.538384365900136\n",
      "               0.0\n",
      "18.917944898337986\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 19.93206129906897\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      " 59.419871474024\n",
      "             nan\n",
      "22.1129280909929\n",
      "             nan\n",
      "98.3607973562865\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "38.6523123455272\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.396164627308714\n",
      "               0.0\n",
      "17.968405180716154\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.003120037649573\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      " 10.035387554565\n",
      "             nan\n",
      "235.851111727636\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "36.2036189271442\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.107010255125054\n",
      "               0.0\n",
      " 18.76605553218679\n",
      "  19.4642551537518\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.305397845861187\n",
      " 19.58297829368758\n",
      "19.037560228969873\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "     32.9\n",
      "      nan\n",
      "   113.13\n",
      "    59.47\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    68.84\n",
      "    53.31\n",
      "     88.1\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "18.208032237826153\n",
      "               0.0\n",
      "               0.0\n",
      "22.857109907458344\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "189.141620181371\n",
      "             nan\n",
      "             nan\n",
      "2.61310004257608\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 19.61971250913765\n",
      "               0.0\n",
      "19.179753397021393\n",
      " 18.83960421630325\n",
      "19.408372817537433\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.059597946980965\n",
      "22.270448035402318\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "51.5365089455887\n",
      "             nan\n",
      "77.2856103765755\n",
      "105.720282139563\n",
      "62.6110335551798\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "86.3298171795266\n",
      " 4.4856025072241\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 19.30660609959522\n",
      "18.398968247006884\n",
      "20.399363124754778\n",
      " 18.98316385971112\n",
      "               0.0\n",
      "18.508058018468894\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "68.7634345112204\n",
      "          158.64\n",
      "25.1336029557332\n",
      "92.6263298186289\n",
      "             nan\n",
      "143.475184737166\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "17.49395654678346\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "365.104664371349\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.229130337462813\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "465.959172164156\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "21.49053043163611\n",
      " 18.9322874259397\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      9.2\n",
      "    97.07\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "16.051789333928618\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "1378.11121318783\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 21.27792478367912\n",
      "               0.0\n",
      " 20.76061303339238\n",
      "               0.0\n",
      "20.100758082100363\n",
      "19.418845671632617\n",
      "19.492741178752347\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    11.19\n",
      "      nan\n",
      "    18.02\n",
      "      nan\n",
      "    33.09\n",
      "    62.01\n",
      "    57.93\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 20.24026752753523\n",
      "               0.0\n",
      "20.144273680213068\n",
      "               0.0\n",
      "               0.0\n",
      "18.071836770809433\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "     29.1\n",
      "      nan\n",
      "    31.79\n",
      "      nan\n",
      "      nan\n",
      "   214.42\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 21.26258891338093\n",
      "               0.0\n",
      "20.252007829888832\n",
      "               0.0\n",
      "18.770569494001016\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "11.3491787088841\n",
      "             nan\n",
      "28.7870305072241\n",
      "             nan\n",
      "112.660636981248\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "19.03534418877596\n",
      "19.17604549462593\n",
      "19.37677424705921\n",
      "17.89168384545605\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    88.28\n",
      "    77.55\n",
      "    64.46\n",
      "   253.12\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "23.025244857024497\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "  17.2478723897322\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "2.23821631540117\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "457.984778496772\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 20.09898156975097\n",
      " 20.68759850246868\n",
      "               0.0\n",
      "               0.0\n",
      "18.951412198123073\n",
      "               0.0\n",
      "               0.0\n",
      "19.375187789317202\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "33.1441871149708\n",
      "19.2735004810944\n",
      "             nan\n",
      "             nan\n",
      "95.3751251306486\n",
      "             nan\n",
      "             nan\n",
      "64.5542566108208\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 17.52706705199558\n",
      "17.308771161525975\n",
      "19.898347573929108\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "354.138529157701\n",
      "433.003628204734\n",
      " 39.871352734399\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.804819978345357\n",
      "19.980168590914026\n",
      "18.832089089931806\n",
      "22.402831247099947\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "17.3010319704888\n",
      "36.9770758069474\n",
      "106.454583230864\n",
      " 3.9707038884107\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "  23.3838086247167\n",
      "21.694018553811752\n",
      "               0.0\n",
      " 20.25056011299153\n",
      "               0.0\n",
      " 23.50679242643033\n",
      "23.213393381712315\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "1.60870551291116\n",
      "7.62768199246849\n",
      "             nan\n",
      "28.8254406363357\n",
      "             nan\n",
      "1.43642524577313\n",
      "1.88209979465109\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 24.16068863807731\n",
      "19.695380517209706\n",
      "19.528618853378426\n",
      "               0.0\n",
      "               0.0\n",
      "21.761966030958725\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "0.786546757008915\n",
      " 48.0670858545958\n",
      " 56.0470112742084\n",
      "              nan\n",
      "              nan\n",
      " 7.16495698785736\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "17.396294457469587\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 22.80129944859882\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "399.468204011682\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "2.75093431401783\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.920800670255126\n",
      "20.714452773086542\n",
      "22.838475499574024\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "15.5481861620043\n",
      "18.8026425868429\n",
      "2.65833555625576\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 20.14222640832157\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 17.06236076994943\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.595444058119533\n",
      "f_irac_i1\n",
      "---------\n",
      "    31.85\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   543.32\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   132.38\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.107650883623116\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 19.39546207854641\n",
      " 17.47224260341556\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    13.09\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    63.36\n",
      "   372.48\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.077219358363344\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.119641472351468\n",
      "               0.0\n",
      "               0.0\n",
      "17.773212585194536\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "           84.94\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "205.183961758377\n",
      "             nan\n",
      "             nan\n",
      "282.302657147249\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "19.47121502505083\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    59.09\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "22.118375745931978\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "     5.16\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 18.06666892379993\n",
      "               0.0\n",
      "               0.0\n",
      "21.204143427980362\n",
      "20.842558875266526\n",
      "20.607202455491425\n",
      " 20.39164564088224\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "215.443021118967\n",
      "             nan\n",
      "             nan\n",
      "11.9768505072241\n",
      "           16.71\n",
      "20.7548222256379\n",
      "25.3128906870581\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "17.936878293991946\n",
      "20.998078595347174\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.699692759244222\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    242.8\n",
      "    14.48\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    19.06\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.554178548525307\n",
      "               0.0\n",
      "19.017099329962768\n",
      "17.869984730834766\n",
      "               0.0\n",
      "               0.0\n",
      "20.083828718826304\n",
      "19.300135458051322\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "8.67618054103904\n",
      "             nan\n",
      "89.7760034429757\n",
      "258.229650630187\n",
      "             nan\n",
      "             nan\n",
      "           33.61\n",
      "69.1744662450046\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 20.18827639876175\n",
      "               0.0\n",
      "16.438131317710408\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "30.5273735152167\n",
      "             nan\n",
      "965.489317399324\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 20.75520387421485\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.320220073844702\n",
      " 19.09357557753571\n",
      "               0.0\n",
      " 20.52244286853969\n",
      "               0.0\n",
      " 24.57687553438432\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "            18.11\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      " 170.573660882262\n",
      "            83.67\n",
      "              nan\n",
      "            22.44\n",
      "              nan\n",
      "0.536104911789118\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.177888593182495\n",
      "               0.0\n",
      "  19.6442770515715\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "           12.27\n",
      "             nan\n",
      "50.3835981401783\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.176740939322038\n",
      "18.237033153716176\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "77.5003429403627\n",
      " 184.15636692284\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.627073746649266\n",
      "               0.0\n",
      "               0.0\n",
      "18.441073131044043\n",
      "               0.0\n",
      "20.067377449873867\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "8.11279498678143\n",
      "             nan\n",
      "             nan\n",
      "152.605697279434\n",
      "             nan\n",
      "34.1231425207501\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.689949366253565\n",
      "               0.0\n",
      "22.842330611770244\n",
      "               0.0\n",
      " 25.18221837491867\n",
      " 23.48985493303224\n",
      " 23.72492967925276\n",
      "               0.0\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      " 7.65632311650784\n",
      "              nan\n",
      " 2.64891336950507\n",
      "              nan\n",
      "0.306981815385798\n",
      " 1.45900918782662\n",
      " 1.17497365293575\n",
      "              nan\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "18.779419285432333\n",
      " 21.74133888607107\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "111.746077067322\n",
      "7.30238027958807\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "23.985415316063715\n",
      "18.825913897449475\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "              nan\n",
      "0.924344525822318\n",
      " 107.061775407316\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.487812703023927\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 18.44078570637256\n",
      "17.277222458214105\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "23.857154427094223\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      " 23.167273129419\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "152.646101613895\n",
      "445.770184030126\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "1.04025120888411\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.514728902131488\n",
      " 24.60691521026397\n",
      " 22.89958038639596\n",
      " 23.24155993507646\n",
      "               0.0\n",
      " 22.32949953785566\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "             22.6\n",
      "0.521475508054104\n",
      " 2.51285740900707\n",
      " 1.83390158545958\n",
      "              nan\n",
      " 4.24815334337535\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.402165766744837\n",
      "               0.0\n",
      "               0.0\n",
      " 17.36402263272972\n",
      "               0.0\n",
      " 19.37542759733028\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    62.97\n",
      "      nan\n",
      "      nan\n",
      "   411.52\n",
      "      nan\n",
      "    64.54\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "15.598056179495764\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "  2093.04\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.150766774155976\n",
      "               0.0\n",
      "               0.0\n",
      "18.708657376662153\n",
      "               0.0\n",
      " 22.89576291792107\n",
      " 21.79983746573982\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "12.5803664094682\n",
      "             nan\n",
      "             nan\n",
      "119.271601122041\n",
      "             nan\n",
      "2.52170821257301\n",
      "6.91934545481094\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.907408337555857\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    39.54\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 20.75760461859766\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.599114917955824\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    18.07\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    20.91\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "19.22399023680243\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "     74.2\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 20.81095700308513\n",
      "18.070770466332426\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "17.2035153289271\n",
      "214.630685905318\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 21.21428844733783\n",
      "19.525988716028927\n",
      "22.557664593123626\n",
      "  23.6600538147837\n",
      " 24.89455433221267\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      " 11.8654611328005\n",
      " 56.1829467153397\n",
      " 3.44297732692899\n",
      " 1.24732168890255\n",
      "0.400108950860744\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 22.30794054728161\n",
      " 20.79523314395191\n",
      "21.951511553743835\n",
      "21.240312927876893\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "4.33335013110974\n",
      "17.4544730664002\n",
      "6.01721290839225\n",
      "11.5844342468491\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.653858719021677\n",
      "19.916308504901615\n",
      "               0.0\n",
      "19.891995133355827\n",
      "18.099176282173723\n",
      "               0.0\n",
      "21.604924158037797\n",
      "   f_irac_i1    \n",
      "----------------\n",
      " 19.881837158008\n",
      "39.2172013572087\n",
      "             nan\n",
      "40.1053163741162\n",
      "209.088182308638\n",
      "             nan\n",
      "            8.28\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.660099012795733\n",
      "16.727170155212086\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    313.3\n",
      "   739.83\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "22.648251398543643\n",
      "               0.0\n",
      "23.801763113061007\n",
      "               0.0\n",
      "               0.0\n",
      "25.382289307523443\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 3.16737467952659\n",
      "              nan\n",
      " 1.09469908422994\n",
      "              nan\n",
      "              nan\n",
      "0.255319671503228\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "22.226189113713495\n",
      "               0.0\n",
      "18.067415932029043\n",
      "               0.0\n",
      "               0.0\n",
      " 24.24657290743408\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 4.67223151537043\n",
      "              nan\n",
      " 215.294842991085\n",
      "              nan\n",
      "              nan\n",
      "0.726726232339379\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.843785483348476\n",
      "19.582140202219513\n",
      "18.085132007607534\n",
      "               0.0\n",
      "19.739343219518936\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "6.64485956240393\n",
      "53.3511664494313\n",
      "211.810359314479\n",
      "             nan\n",
      "46.1596717906548\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "19.769499008875037\n",
      "               0.0\n",
      "22.148526321794073\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "44.8952502244082\n",
      "             nan\n",
      "5.01867960836151\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.032804393510865\n",
      "               0.0\n",
      "               0.0\n",
      "18.630086052229963\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "222.268665800799\n",
      "             nan\n",
      "             nan\n",
      "128.222895296649\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.557757013425395\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.495036787758586\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "344.268426544728\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "145.206241684599\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.276954943324547\n",
      "20.898214360307726\n",
      "21.589301784845297\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "            11.2\n",
      "15.8750190777744\n",
      "             8.4\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "23.854213681883543\n",
      " 18.73395650802079\n",
      "18.525933642231983\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "1.04307257592991\n",
      "116.524539901629\n",
      " 141.13234027052\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "18.592331890658578\n",
      "               0.0\n",
      "               0.0\n",
      " 19.66700213711571\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 18.13758949540577\n",
      "f_irac_i1\n",
      "---------\n",
      "   132.76\n",
      "      nan\n",
      "      nan\n",
      "    49.34\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   201.82\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 25.27841174188007\n",
      "               0.0\n",
      " 18.00788468415103\n",
      "               0.0\n",
      "               0.0\n",
      "20.819228775929695\n",
      " 20.36261629852479\n",
      " 23.90807463980598\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "0.280954054103904\n",
      "              nan\n",
      " 227.429149016293\n",
      "              nan\n",
      "              nan\n",
      " 17.0729469013219\n",
      " 25.9988106225023\n",
      "0.992590568090993\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 24.76422256378671\n",
      "               0.0\n",
      "18.600211474355014\n",
      "               0.0\n",
      "17.750911570614086\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "0.451139625284353\n",
      "              nan\n",
      "            131.8\n",
      "              nan\n",
      "  288.16111223486\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.228689353102716\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "  17.1778304371308\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "29.4119797817399\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "488.503663633569\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.822874933246403\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "107.361859960037\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.171364689251867\n",
      "               0.0\n",
      "               0.0\n",
      "20.520532654732172\n",
      "               0.0\n",
      "18.131087159121016\n",
      "               0.0\n",
      "               0.0\n",
      "19.404792329710084\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "31.0065984014756\n",
      "             nan\n",
      "             nan\n",
      "22.4795150568706\n",
      "             nan\n",
      "203.032300891485\n",
      "             nan\n",
      "             nan\n",
      "62.8178499907777\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "19.490230142562616\n",
      "               0.0\n",
      "               0.0\n",
      " 24.62946399476555\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "              nan\n",
      " 58.0641326437135\n",
      "              nan\n",
      "              nan\n",
      "0.510757087826622\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "22.705443798067087\n",
      "20.931047876410382\n",
      " 21.33922317188415\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "3.00484781063634\n",
      "15.4021322963418\n",
      "10.5757391699969\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "23.397018944765456\n",
      " 22.36225883058909\n",
      "               0.0\n",
      "21.054934763716567\n",
      "               0.0\n",
      "21.080656896294748\n",
      "               0.0\n",
      "19.828727542744353\n",
      "21.956662612422086\n",
      " 21.97654141847932\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "1.58925073916385\n",
      "4.12189066523209\n",
      "             nan\n",
      "13.7412453658162\n",
      "             nan\n",
      " 13.419528020289\n",
      "             nan\n",
      "42.5117499800184\n",
      "5.98873305487242\n",
      "5.88008267814325\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "19.55956918511591\n",
      "              0.0\n",
      "18.23633203186639\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "54.4718751736858\n",
      "             nan\n",
      "184.275325607132\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 20.01529243339032\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.498823056164262\n",
      "21.060578713580448\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "     35.8\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "     9.13\n",
      "    13.67\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "22.412943515514677\n",
      "20.271702701673213\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "3.93389345880725\n",
      "28.2695515600984\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.098565171985378\n",
      "19.364547547399532\n",
      "               0.0\n",
      "               0.0\n",
      "20.315175585978842\n",
      " 21.66144363490148\n",
      "f_irac_i1\n",
      "---------\n",
      "     13.2\n",
      "    65.19\n",
      "      nan\n",
      "      nan\n",
      "    27.16\n",
      "     7.86\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.368332678016436\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   163.18\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "18.625788620083746\n",
      "19.014755698802027\n",
      "               0.0\n",
      "               0.0\n",
      " 18.45969947235978\n",
      "18.096366867215984\n",
      " 20.21445933980936\n",
      "               0.0\n",
      " 21.07658101069253\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "128.731417660621\n",
      "           89.97\n",
      "             nan\n",
      "             nan\n",
      "          150.01\n",
      "209.629912526898\n",
      "            29.8\n",
      "             nan\n",
      "           13.47\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 19.00669177440465\n",
      "               0.0\n",
      "17.773831007012525\n",
      "               0.0\n",
      "               0.0\n",
      "20.006945489723982\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "90.6407082231786\n",
      "             nan\n",
      "282.141906855211\n",
      "             nan\n",
      "             nan\n",
      "36.0762845803873\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "18.040657940278457\n",
      "20.393744805400438\n",
      " 20.03766058529623\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "220.666711973563\n",
      "25.2639979741777\n",
      "           35.07\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "17.339297703449482\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.810840716658795\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "420.998858822625\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "108.558469873962\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "16.672862954484295\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "777.776501998155\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 20.56688575259509\n",
      "               0.0\n",
      "               0.0\n",
      "17.548904613736163\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "           21.54\n",
      "             nan\n",
      "             nan\n",
      "347.086845634799\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.865970724809763\n",
      " 22.46057883420172\n",
      "               0.0\n",
      "21.450543957198654\n",
      "               0.0\n",
      " 20.75005520598129\n",
      "               0.0\n",
      "               0.0\n",
      "20.496371397833123\n",
      "               0.0\n",
      "19.878538135326814\n",
      "               0.0\n",
      " 23.75812310681743\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "6.51046052643713\n",
      "3.76503021918229\n",
      "             nan\n",
      "9.54514251613895\n",
      "             nan\n",
      "18.1960833538272\n",
      "             nan\n",
      "             nan\n",
      "22.9853669197664\n",
      "             nan\n",
      "40.6054890869966\n",
      "             nan\n",
      "1.13959558300031\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.863265102873704\n",
      " 20.90592274241599\n",
      "               0.0\n",
      "18.504869323186476\n",
      "               0.0\n",
      " 20.81574188497978\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      " 6.5267046295727\n",
      "15.7627106347986\n",
      "             nan\n",
      "143.897175929911\n",
      "             nan\n",
      "17.1278655825392\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.355304862323685\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "414.837544635721\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "16.723491205010596\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.572298942860463\n",
      "               0.0\n",
      "               0.0\n",
      "18.560100879573163\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "742.341120335075\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "339.688170381187\n",
      "             nan\n",
      "             nan\n",
      "136.760175099908\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "19.839552685629947\n",
      "18.275996022409338\n",
      "               0.0\n",
      "18.740296675447915\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "           42.09\n",
      "177.664881693821\n",
      "             nan\n",
      "115.846076560098\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "16.776973566615546\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "706.660104595758\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "16.74030419546559\n",
      "              0.0\n",
      "              0.0\n",
      "17.28905125559178\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "730.934265739317\n",
      "             nan\n",
      "             nan\n",
      "          440.94\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.957731690562788\n",
      "               0.0\n",
      "17.440345813067687\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "37.7491627543806\n",
      "             nan\n",
      "383.585052044267\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.300833607793912\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 19.09747549625741\n",
      " 24.80346007683655\n",
      "               0.0\n",
      "               0.0\n",
      "19.706667121450245\n",
      "16.623594509103164\n",
      "               0.0\n",
      "24.532624595526094\n",
      "               0.0\n",
      "               0.0\n",
      " 19.57082667042841\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "            69.13\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "            83.37\n",
      " 0.43512693667384\n",
      "              nan\n",
      "              nan\n",
      "            47.57\n",
      " 813.883410636336\n",
      "              nan\n",
      "0.558406110205964\n",
      "              nan\n",
      "              nan\n",
      "            53.91\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "23.696172046476867\n",
      " 19.18371589465962\n",
      "               0.0\n",
      "26.916917602449082\n",
      "               0.0\n",
      "22.637235124962608\n",
      "    f_irac_i1     \n",
      "------------------\n",
      "               nan\n",
      "  1.20651070996004\n",
      "  77.0040632631417\n",
      "               nan\n",
      "0.0621202162665232\n",
      "               nan\n",
      "  3.19967560390409\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "22.934642068602678\n",
      "               0.0\n",
      " 20.82750015559217\n",
      "               0.0\n",
      " 20.11760899500097\n",
      "               0.0\n",
      "               0.0\n",
      "22.979653618997325\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "2.43300595865355\n",
      "             nan\n",
      " 16.943375576391\n",
      "             nan\n",
      "32.5803992514602\n",
      "             nan\n",
      "             nan\n",
      "2.33420262111897\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "24.074158320009225\n",
      "23.850657307356947\n",
      "22.691324318414637\n",
      " 23.68465131798171\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "0.851798109775592\n",
      "  1.0464948057178\n",
      " 3.04417960943744\n",
      " 1.21938113787273\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "24.450948485720367\n",
      "22.939957045825743\n",
      "               0.0\n",
      "19.807826067102916\n",
      "               0.0\n",
      "21.930870709523766\n",
      "               0.0\n",
      " 22.98855574993697\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "0.60203342732862\n",
      "2.42112483000307\n",
      "             nan\n",
      "43.3380706424839\n",
      "             nan\n",
      "6.13269994128497\n",
      "             nan\n",
      "2.31514235321242\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.532417775955956\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.983253787441136\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "22.2347827082693\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "232.647550891485\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "16.05302002309994\n",
      "16.24759471726542\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "  1376.55\n",
      "   1150.7\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "   23.120812501197\n",
      "20.686814849003405\n",
      "               0.0\n",
      " 23.49969448078115\n",
      "22.095339544495253\n",
      "               0.0\n",
      "23.966044400437532\n",
      " 21.36225223668651\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      " 2.04962778373809\n",
      " 19.2874165662465\n",
      "              nan\n",
      " 1.44584656547802\n",
      " 5.27065005533354\n",
      "              nan\n",
      "0.940984001844451\n",
      " 10.3537841146634\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "24.575852287422585\n",
      "20.681380992269162\n",
      "               0.0\n",
      "20.465485786394446\n",
      "               0.0\n",
      "23.314527902080165\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "0.536610399492776\n",
      " 19.3841875484168\n",
      "              nan\n",
      " 23.6486136074393\n",
      "              nan\n",
      " 1.71470272948048\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.268105410755844\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1   \n",
      "---------------\n",
      "            nan\n",
      "            nan\n",
      "            nan\n",
      "            nan\n",
      "178.96076835229\n",
      "            nan\n",
      "            nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.752311145353836\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 22.68215406130704\n",
      "               0.0\n",
      "19.375242038758067\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "18.1583148386105\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "            3.07\n",
      "             nan\n",
      "64.5510312004304\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "17.693264059091653\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 17.67029257410146\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "303.874583338457\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "310.372311297264\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.192260673183107\n",
      "19.718509548593794\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "76.4004173040271\n",
      "47.0539601736858\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.865087192102912\n",
      "22.444776026952958\n",
      "21.388255611034147\n",
      "22.828021579610258\n",
      "22.690105359185957\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "41.1116704272979\n",
      "3.82023069028589\n",
      "10.1087569704888\n",
      "2.68405473593606\n",
      "3.04759923808792\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 20.14775605848842\n",
      "20.093561126260646\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.538059518091792\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.983199075055403\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "31.6882004488165\n",
      "33.3100703181678\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "139.564894866277\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      " 36.874010072241\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.761924119278312\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "22.844042782548165\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      " 7.1652335754688\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "2.64473941100523\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "16.648325992357478\n",
      "               0.0\n",
      "19.268887842485988\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "795.553888933292\n",
      "             nan\n",
      "71.1942407746695\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.962182231093685\n",
      "19.627365612268214\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "37.5947418967107\n",
      "51.1745173224716\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "24.057446442437517\n",
      "21.867569971044553\n",
      "               0.0\n",
      "19.777985090282833\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "0.865010587257916\n",
      " 6.50087793621273\n",
      "              nan\n",
      " 44.5457180494928\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 19.12167904264313\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.987813316824052\n",
      " 19.83134014036164\n",
      "               0.0\n",
      "               0.0\n",
      " 18.60657566666898\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "81.5320539056256\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "92.2305234091608\n",
      "  42.40957730249\n",
      "             nan\n",
      "             nan\n",
      "131.029695972948\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 21.48306019967776\n",
      "               0.0\n",
      " 21.31414183104028\n",
      "20.199396665276176\n",
      "               0.0\n",
      " 23.02480878739275\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "9.26351736858285\n",
      "             nan\n",
      " 10.822890576391\n",
      "30.2163034921611\n",
      "             nan\n",
      "2.23911544189978\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "23.405719108970594\n",
      " 24.99530588402758\n",
      "19.616086129047993\n",
      "20.314063480570233\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 22.47064544299915\n",
      "               0.0\n",
      "21.904451004201896\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 1.57656672609899\n",
      "0.364651199415924\n",
      " 51.7089296741469\n",
      "  27.187833885644\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      " 3.73028335859207\n",
      "              nan\n",
      "   6.283760129419\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "19.974226536410292\n",
      "19.747836304990322\n",
      "17.479845569872275\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.886834167568075\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "           37.18\n",
      "            45.8\n",
      "369.880786181986\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "          101.22\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.065496762883733\n",
      "               0.0\n",
      "               0.0\n",
      " 18.54386502921907\n",
      "19.940447911350113\n",
      " 21.95462187404089\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "34.1823010559484\n",
      "             nan\n",
      "             nan\n",
      "138.820622748232\n",
      "38.3548982938826\n",
      "             6.0\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "16.924463074390054\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    616.9\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "18.444462836831157\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "   152.13\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.224905333480613\n",
      " 16.55674624434068\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "           11.75\n",
      "865.568617937289\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "16.192602802626958\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.540986229739566\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "1210.48351383338\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "           22.06\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "18.746095517089195\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "115.229000061482\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "19.88055849064576\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    40.53\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.903357282613946\n",
      "               0.0\n",
      "16.790649346633806\n",
      "21.187666062658202\n",
      "20.819416197213165\n",
      "  18.2053469044372\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "            15.8\n",
      "             nan\n",
      "697.814936827544\n",
      "           12.16\n",
      "           17.07\n",
      "          189.61\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "14.825780436399775\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "  4262.73\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "18.984983586295293\n",
      " 19.94683435557537\n",
      "               0.0\n",
      "               0.0\n",
      " 18.25902323665941\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 19.39458470286383\n",
      "   f_irac_i1    \n",
      "----------------\n",
      " 92.471215324316\n",
      "38.1299519305257\n",
      "             nan\n",
      "             nan\n",
      "180.464052367046\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "63.4112214571165\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "22.010312860818765\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 17.91194619856622\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      5.7\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   248.44\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.163822178395883\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    12.43\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.043491877894603\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.395119412864283\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    87.62\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    63.38\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "16.16761448358573\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "1238.66597064248\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "18.834655720942145\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "106.203226652321\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "16.19241850532905\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "18.88385875864281\n",
      "              0.0\n",
      "              0.0\n",
      "   f_irac_i1   \n",
      "---------------\n",
      "1210.6890036889\n",
      "            nan\n",
      "            nan\n",
      "            nan\n",
      "            nan\n",
      "            nan\n",
      "            nan\n",
      "            nan\n",
      " 101.4977690747\n",
      "            nan\n",
      "            nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "18.629360927539274\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "128.308559422072\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.935863812551297\n",
      "               0.0\n",
      " 18.33923157520949\n",
      "20.543050007804204\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "96.7507800030741\n",
      "             nan\n",
      "167.612872871196\n",
      "22.0181079618813\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.512106949567674\n",
      "               0.0\n",
      "21.593411685325187\n",
      "23.621570046204475\n",
      " 21.39001338002989\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "9.01897577005841\n",
      "             nan\n",
      "8.36826309652628\n",
      " 1.2923257013526\n",
      "10.0924044866277\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 19.67379820733577\n",
      "               0.0\n",
      "19.959669593793286\n",
      "18.552826769981728\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "49.0321251752229\n",
      "             nan\n",
      "37.6818453181678\n",
      "137.679503765755\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "24.470320458557858\n",
      " 19.68535003922002\n",
      " 18.15299920339269\n",
      "20.541971024550627\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "0.591387058607439\n",
      " 48.5132069320627\n",
      " 198.975827098063\n",
      "            22.04\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "22.780936721467874\n",
      "  22.3823450638561\n",
      "24.839039244494863\n",
      "22.882225154297252\n",
      "23.047143377043234\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 2.80301428727329\n",
      " 4.04633629388257\n",
      "0.421099089317553\n",
      " 2.55334758100215\n",
      " 2.19352530648632\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.614034625851623\n",
      "               0.0\n",
      "20.213957170045383\n",
      "               0.0\n",
      "               0.0\n",
      "18.452740203857523\n",
      "               0.0\n",
      "19.001231134969508\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "23.225144885320013\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "8.21081278081771\n",
      "             nan\n",
      "29.8137861481709\n",
      "             nan\n",
      "             nan\n",
      "150.974610713188\n",
      "             nan\n",
      "91.0977280664002\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "1.86183866830618\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 20.63393743112328\n",
      "19.213791135914825\n",
      "               0.0\n",
      "               0.0\n",
      "20.642406447014302\n",
      "18.876149063627928\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "           20.25\n",
      "74.9002980064556\n",
      "             nan\n",
      "             nan\n",
      "20.0926593452198\n",
      "102.221058684291\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 19.36805073247759\n",
      "20.464963149270226\n",
      "  21.2615541715625\n",
      "               0.0\n",
      "20.391769637104368\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    64.98\n",
      "    23.66\n",
      "    11.36\n",
      "      nan\n",
      "    25.31\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.715246005338848\n",
      "               0.0\n",
      " 21.17171210075694\n",
      "               0.0\n",
      "               0.0\n",
      "20.494265155089415\n",
      " 19.17758663924915\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.255673629385008\n",
      "19.963186041014815\n",
      "f_irac_i1\n",
      "---------\n",
      "     7.48\n",
      "      nan\n",
      "    12.34\n",
      "      nan\n",
      "      nan\n",
      "    23.03\n",
      "    77.44\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    28.69\n",
      "    37.56\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "  19.4242391383629\n",
      "20.455886664509784\n",
      "22.488752435703553\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "61.7027250415001\n",
      "23.8586207715955\n",
      "3.66858871441746\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "15.546571985098417\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "  2194.68\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 18.80992567335864\n",
      "18.413043422239888\n",
      "23.411327290204632\n",
      "19.698707976546864\n",
      "21.584143883435864\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "          108.65\n",
      "156.596709114663\n",
      " 1.5684442410083\n",
      "           47.92\n",
      "            8.44\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "16.606696438243397\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 19.89376482798179\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "826.649532938826\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "           40.04\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "17.986654494132644\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "   231.92\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "17.713553395426537\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "298.248756640025\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "25.092300842627985\n",
      "  24.5687856262628\n",
      "               0.0\n",
      "               0.0\n",
      "18.930720100402446\n",
      "19.770036772637233\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "0.333487579019367\n",
      "0.540114391699969\n",
      "              nan\n",
      "              nan\n",
      " 97.2102275745466\n",
      " 44.8730191699969\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 22.97566506155936\n",
      " 20.00808248875861\n",
      " 23.50354209787401\n",
      "23.567042274144065\n",
      "24.762229530230563\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 2.34279331094374\n",
      " 36.0385247356286\n",
      " 1.44073186228097\n",
      " 1.35888620657854\n",
      "0.451968521072856\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.552450558878327\n",
      "f_irac_i1\n",
      "---------\n",
      "     8.69\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "16.654365783742882\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "791.140625791577\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 21.91377988335207\n",
      "21.734411251300095\n",
      "               0.0\n",
      "19.655935089713644\n",
      "20.393150641677487\n",
      " 20.18662508206517\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "            6.23\n",
      "7.34912271887488\n",
      "             nan\n",
      "49.8455008438365\n",
      "25.2778273547495\n",
      "30.5738384998463\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "17.210167773445654\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "22.779783029623154\n",
      "   f_irac_i1   \n",
      "---------------\n",
      "            nan\n",
      "            nan\n",
      "474.16870865355\n",
      "            nan\n",
      "            nan\n",
      "            nan\n",
      "            nan\n",
      "2.8059943237012\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.142567352335924\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 18.82228712990129\n",
      " 21.89306568677005\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    31.84\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   107.42\n",
      "     6.35\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 20.56799369685546\n",
      "               0.0\n",
      "22.911505563635437\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "21.5180306240393\n",
      "             nan\n",
      "2.48540847294805\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "17.64911692873229\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "316.485070919151\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "15.91952933997677\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "1556.64027943437\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "22.249747587058557\n",
      "               0.0\n",
      "               0.0\n",
      "20.637873612430887\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "4.57194466246542\n",
      "             nan\n",
      "             nan\n",
      "20.1767194359053\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 20.03162484324711\n",
      "20.683015445412117\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "35.2655013787273\n",
      "19.3550287980326\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "24.508855052138024\n",
      "               0.0\n",
      "20.245128761990593\n",
      "19.360385223716087\n",
      "               0.0\n",
      "               0.0\n",
      " 18.71594231875617\n",
      "               0.0\n",
      "22.944957393562824\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "0.570765848140178\n",
      "              nan\n",
      "            28.97\n",
      " 65.4403947632954\n",
      "              nan\n",
      "              nan\n",
      " 118.474005687058\n",
      "              nan\n",
      "             2.41\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.039231738653534\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "555.018302136489\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.746414874015194\n",
      " 21.68095674916065\n",
      " 20.96557794215837\n",
      "19.539658868996888\n",
      " 19.56941779944875\n",
      " 19.76962598649586\n",
      "f_irac_i1\n",
      "---------\n",
      "    45.86\n",
      "     7.72\n",
      "    14.92\n",
      "    55.48\n",
      "    53.98\n",
      "    44.89\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.236415257067684\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "  18.8307713913643\n",
      "               0.0\n",
      " 21.06642035315074\n",
      "22.101602082183994\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "11.6260957977252\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "106.583859760221\n",
      "             nan\n",
      "13.5966481371042\n",
      "5.24033639993852\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "23.89137607005862\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "1.00797456178912\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "24.657812092821352\n",
      "22.400629328639916\n",
      "22.205447989911953\n",
      "22.758564974788946\n",
      "               0.0\n",
      "24.212317727537076\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "0.497594031955118\n",
      " 3.97876481324931\n",
      " 4.76234445281279\n",
      " 2.86136993805718\n",
      "              nan\n",
      " 0.75002011149708\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 22.72273197988921\n",
      "20.708338872521757\n",
      "21.984502696843442\n",
      "23.300531004436188\n",
      "19.953966377075197\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "2.95738052105748\n",
      "18.9088210159852\n",
      "5.83712402674454\n",
      "1.73695112480787\n",
      "37.8803034322164\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "22.980839564033964\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 19.66913703473869\n",
      "               0.0\n",
      "               0.0\n",
      " 16.66794760364683\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "2.33165437350138\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "49.2430774193053\n",
      "             nan\n",
      "             nan\n",
      "781.305638533661\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.725797332413826\n",
      "21.188877059833466\n",
      " 21.37487892530408\n",
      "20.754404512089756\n",
      " 21.91695124532429\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "7.40766044927759\n",
      "12.1464446664617\n",
      "10.2340711005226\n",
      "18.1233382108823\n",
      "6.21182914248386\n",
      "             nan\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    m_irac_i1     \n",
      "------------------\n",
      "24.839446859579574\n",
      " 20.45044660751835\n",
      "21.715848533487296\n",
      "22.509354570719573\n",
      "               0.0\n",
      " 24.70346043739105\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "0.420941026867507\n",
      " 23.9784638426068\n",
      " 7.47585013356901\n",
      " 3.59963256163541\n",
      "              nan\n",
      "0.477107040178297\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.691382147891083\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "304.401747187212\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "18.920900525716426\n",
      " 19.89668242159177\n",
      "               0.0\n",
      "               0.0\n",
      " 17.73674679983217\n",
      "   f_irac_i1    \n",
      "----------------\n",
      " 98.093400430372\n",
      "39.9325488272364\n",
      "             nan\n",
      "             nan\n",
      "291.945160236705\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "17.22578319799316\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "467.397861266523\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.430109691790157\n",
      "18.167376827367697\n",
      "19.371127513523284\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.089683166995307\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "           61.37\n",
      " 196.35830252075\n",
      "64.7961190378113\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "83.9704988426068\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "17.807492506151654\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "273.528760544113\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "20.50892371558239\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "17.31869450613815\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "22.7211607224101\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "429.064118890255\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 19.09323890762274\n",
      "               0.0\n",
      "20.616697679880765\n",
      " 18.50569131618365\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "83.6959487888103\n",
      "             nan\n",
      "20.5741038687365\n",
      "143.788274976944\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.237255748363303\n",
      "               0.0\n",
      "               0.0\n",
      "18.477192402229328\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.928979092687506\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "29.1808340408853\n",
      "             nan\n",
      "             nan\n",
      "147.612467199508\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "15.4315078081771\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.868603631574054\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 24.41165579766328\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "  40.978734964648\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "0.624220002290194\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "18.842351155317225\n",
      "               0.0\n",
      "               0.0\n",
      "19.870243496091867\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "23.412607675061217\n",
      "   f_irac_i1    \n",
      "----------------\n",
      " 105.45314532739\n",
      "             nan\n",
      "             nan\n",
      "40.9168885874577\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "1.56659569935444\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "23.003761152592624\n",
      "               0.0\n",
      "               0.0\n",
      "19.976246917346977\n",
      " 24.25552330326645\n",
      " 23.17755261265689\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 2.28294547433139\n",
      "              nan\n",
      "              nan\n",
      " 37.1108783154012\n",
      "0.720760003458346\n",
      " 1.94526581555487\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.340152868122736\n",
      "23.271602281092576\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.750107693893163\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "26.5423182846603\n",
      "1.78385310052259\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "114.803974208423\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.416208246390887\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.892011878822593\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "-0.01716566010913\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      " 9.85182528742699\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      " 6.35616625745466\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.473063493542874\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.084953635906125\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      " 372.19848632032\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "84.3370771380264\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.075349353296808\n",
      "               0.0\n",
      " 21.74049379347266\n",
      "20.399377357807374\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      " 85.086421474024\n",
      "             nan\n",
      "7.30806636596987\n",
      "25.1332734783277\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "16.483976205892013\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "925.570528588995\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "24.951520762016152\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.025376931947555\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "0.37965724784814\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "223.794406301875\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.721557820264813\n",
      " 19.32367860862518\n",
      "               0.0\n",
      "               0.0\n",
      " 17.60682024516685\n",
      "19.717643614422137\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "           18.68\n",
      "67.6906300676299\n",
      "             nan\n",
      "             nan\n",
      "329.057581893637\n",
      "47.0915032569935\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "28.720846465229975\n",
      "               0.0\n",
      "               0.0\n",
      "17.834153166160867\n",
      "               0.0\n",
      "               0.0\n",
      "    f_irac_i1     \n",
      "------------------\n",
      "               nan\n",
      "               nan\n",
      "               nan\n",
      "0.0117940078881033\n",
      "               nan\n",
      "               nan\n",
      "  266.893952643713\n",
      "               nan\n",
      "               nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.961945499142367\n",
      "18.483920952526795\n",
      "18.930052710311294\n",
      "21.516809158331732\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "           14.97\n",
      "146.700508422994\n",
      "           97.27\n",
      "            8.98\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "21.267603021452125\n",
      "21.738722297354023\n",
      " 18.28711152827885\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "11.2968871764525\n",
      "            7.32\n",
      "175.855270396557\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.007548981319722\n",
      " 20.73287597264588\n",
      "20.081289351052312\n",
      "22.954029841470565\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "14.3542467491546\n",
      "18.4862835843836\n",
      "33.6887005502613\n",
      "2.38994586289579\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "  22.3979837969002\n",
      "               0.0\n",
      "21.643064180416978\n",
      "20.274276862780887\n",
      "  22.5926757808869\n",
      " 21.96290391935303\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "3.98847139102367\n",
      "             nan\n",
      "7.99418745604058\n",
      "28.2026069535813\n",
      "3.33372435336612\n",
      "5.95440584445127\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "17.711830439046473\n",
      "               0.0\n",
      "               0.0\n",
      "20.576805760764465\n",
      " 20.15289425822403\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "298.722423762681\n",
      "             nan\n",
      "             nan\n",
      "21.3440925653243\n",
      "31.5385916953581\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.614074296038275\n",
      "               0.0\n",
      "19.217269246755357\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.628016911765222\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "8.21051278296957\n",
      "             nan\n",
      "74.6607419213034\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "128.467488917922\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "20.76001068319399\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    18.03\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.603276825130628\n",
      "               0.0\n",
      "               0.0\n",
      "20.092586011270036\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    20.83\n",
      "      nan\n",
      "      nan\n",
      "    33.34\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 24.72053749520041\n",
      " 20.40950163226065\n",
      "21.258690689802243\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.713535994242726\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "0.469661544451276\n",
      "             24.9\n",
      "            11.39\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "            47.27\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "24.134982426046484\n",
      "23.916731053570324\n",
      "20.172529952010173\n",
      "22.884720704856086\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "0.80539147732862\n",
      "0.98470825468798\n",
      " 30.973338524439\n",
      "2.54748548432216\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "18.258282231001907\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "180.587259575776\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.475241889461337\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "58.8712482416231\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "  21.0542432545843\n",
      "               0.0\n",
      "19.201400085011947\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    13.75\n",
      "      nan\n",
      "    75.76\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "23.114663456996844\n",
      "               0.0\n",
      "18.522586357373832\n",
      "21.215815191742458\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "2.06126874070089\n",
      "             nan\n",
      "141.568117491546\n",
      " 11.848787841992\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 20.77144608587053\n",
      "               0.0\n",
      "19.413115407753573\n",
      "22.084548595023016\n",
      " 23.71199957761562\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "17.8410974608054\n",
      "             nan\n",
      "62.3381395588687\n",
      "5.32329534245312\n",
      "1.18905014156164\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "19.86652752755193\n",
      "              0.0\n",
      "              0.0\n",
      "19.19021645730964\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "41.0571679280664\n",
      "             nan\n",
      "             nan\n",
      "76.5443989302183\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.821326023923298\n",
      "20.360897550259615\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.429859478904085\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    17.04\n",
      "    26.04\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   154.19\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.676690652635507\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "7.75039325099908\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "17.811443097058067\n",
      "               0.0\n",
      "               0.0\n",
      "23.620752314984337\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "272.535299462035\n",
      "             nan\n",
      "             nan\n",
      "1.29329939379035\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "  22.2628135103484\n",
      "               0.0\n",
      "23.059664935185175\n",
      "   f_irac_i1    \n",
      "----------------\n",
      " 4.5172548813403\n",
      "             nan\n",
      "2.16837317476176\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "19.02457485047949\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    89.16\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "22.823056069077346\n",
      " 18.31161165624082\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "2.69635811589302\n",
      "171.931454611128\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "23.89177399940754\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "20.17424579507894\n",
      "22.50692122235734\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "1.00760520027667\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "30.9244284706425\n",
      "3.60770909329849\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "19.27734810086465\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "70.6416378020289\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.501120569254418\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               ...\n",
      "18.848957573905842\n",
      "               0.0\n",
      "               0.0\n",
      "20.187275879816518\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.237425442120987\n",
      "20.527027961652117\n",
      "               0.0\n",
      " 23.28116707715224\n",
      "Length = 29 rows\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "9.11070054565017\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             ...\n",
      "104.813438933292\n",
      "             nan\n",
      "             nan\n",
      "30.5555178220105\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "11.6152837365509\n",
      "22.3454350937596\n",
      "             nan\n",
      " 1.7682072589917\n",
      "Length = 29 rows\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.996606756082123\n",
      " 21.98291787429948\n",
      "20.944726840668302\n",
      "23.023997667690388\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "36.4214555149093\n",
      "5.84565055517983\n",
      "15.2093013095604\n",
      "2.24078884030126\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.349864186747915\n",
      "22.526180627137542\n",
      "23.262172279401575\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "10.4725954011682\n",
      "3.54427775637873\n",
      "1.79941397156471\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.083507670712258\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.863020520108954\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.204922560224226\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "532.840137519213\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "           41.19\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "75.5146086289579\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.559604925879903\n",
      "  22.0542440281121\n",
      "               0.0\n",
      "20.139962362214995\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "8.63292622702121\n",
      "5.47396969520443\n",
      "             nan\n",
      "31.9164849385183\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "18.883542530151594\n",
      "               0.0\n",
      "18.957619586618726\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.449647195890087\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "101.527335336612\n",
      "             nan\n",
      "94.8314007070397\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "60.2755416369505\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "14.868117156892204\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.061231835438228\n",
      "19.107549881699036\n",
      " 18.90150877261943\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "         4099.71\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "            86.2\n",
      "            82.6\n",
      "99.8611334153089\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "16.73909615721471\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "731.747988226253\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.249562536322536\n",
      "               0.0\n",
      "22.627453229367397\n",
      "               0.0\n",
      " 20.39036260509038\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "11.4861632754381\n",
      "             nan\n",
      "3.22863319966185\n",
      "             nan\n",
      "25.3428211082078\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "18.696181684387987\n",
      " 20.35366413578705\n",
      " 18.01968496894414\n",
      "18.553059460676614\n",
      " 20.72505080838669\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "          120.65\n",
      "26.2140634137719\n",
      " 224.97072734399\n",
      "          137.65\n",
      "           18.62\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.933393376763824\n",
      "18.701973873133674\n",
      "23.185647985431068\n",
      "               0.0\n",
      "               0.0\n",
      "21.472675410428558\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "6.11846738441439\n",
      "120.008069827851\n",
      "1.93081563018752\n",
      "             nan\n",
      "             nan\n",
      "9.35254563172456\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 22.41338583308808\n",
      "               0.0\n",
      "               0.0\n",
      " 22.85901264071496\n",
      "23.076196399519127\n",
      "21.904167297239105\n",
      "               0.0\n",
      "               0.0\n",
      " 25.21640291340173\n",
      "               0.0\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "  3.9322911581617\n",
      "              nan\n",
      "              nan\n",
      " 2.60852464186904\n",
      " 2.13560751383338\n",
      " 6.28540231417153\n",
      "              nan\n",
      "              nan\n",
      "0.297467028143252\n",
      "              nan\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.040825843486537\n",
      "               0.0\n",
      " 18.01328946980454\n",
      "               0.0\n",
      "               0.0\n",
      "  20.8569483608887\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "13.9209752905011\n",
      "             nan\n",
      "226.299821856748\n",
      "             nan\n",
      "             nan\n",
      "           16.49\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "  19.0072548347784\n",
      "               0.0\n",
      "               0.0\n",
      "20.749023056653932\n",
      " 19.66524314733484\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "90.5937143406087\n",
      "             nan\n",
      "             nan\n",
      "18.2133895880725\n",
      "           49.42\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "23.067273396928535\n",
      "               0.0\n",
      "               0.0\n",
      "23.071949201609762\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "2.15323108684291\n",
      "             nan\n",
      "             nan\n",
      "2.14397797402398\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "18.116228314884815\n",
      "19.310773571268932\n",
      " 18.89978287447088\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "   205.83\n",
      "     68.5\n",
      "   100.02\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.862324151012338\n",
      "               0.0\n",
      "19.708961956117214\n",
      "               0.0\n",
      "24.731198276855913\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 41.2164269013219\n",
      "              nan\n",
      " 47.4695612388564\n",
      "              nan\n",
      "0.465072531125115\n",
      "              nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "13.22521642202787\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      " 18617.16\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.367589320008342\n",
      "               0.0\n",
      "19.732375966638536\n",
      "               0.0\n",
      "               0.0\n",
      "17.853718722446835\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.652483223252126\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "           25.88\n",
      "             nan\n",
      "46.4568343990163\n",
      "             nan\n",
      "             nan\n",
      "  262.1274550415\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "125.604937196434\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 21.65454714057126\n",
      "               0.0\n",
      "17.716145656746157\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "7.91008488011067\n",
      "             nan\n",
      "297.537518967107\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 22.44486843855973\n",
      "               0.0\n",
      "               0.0\n",
      "17.950128259473622\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "3.81990554810944\n",
      "             nan\n",
      "             nan\n",
      "239.854955840762\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "16.604607169536727\n",
      "               0.0\n",
      "15.695445855987778\n",
      "               0.0\n",
      "18.858879204352398\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "828.241775853059\n",
      "             nan\n",
      "         1913.47\n",
      "             nan\n",
      "          103.86\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.610074136357703\n",
      "               0.0\n",
      "               0.0\n",
      "18.516279532529516\n",
      "19.753064197889096\n",
      "               0.0\n",
      "               0.0\n",
      " 17.46419784052346\n",
      " 18.97914292260264\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "            20.7\n",
      "             nan\n",
      "             nan\n",
      "142.392851460191\n",
      "           45.58\n",
      "             nan\n",
      "             nan\n",
      "375.250140731632\n",
      "           92.97\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.229535345634595\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 18.44665659062938\n",
      "               0.0\n",
      "               0.0\n",
      "18.254299592024786\n",
      "               0.0\n",
      "19.855403130707494\n",
      "19.096043899016458\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "            11.7\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "151.822928327698\n",
      "             nan\n",
      "             nan\n",
      "181.250896434061\n",
      "             nan\n",
      "           41.48\n",
      "           83.48\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 18.86744991920653\n",
      "               0.0\n",
      "20.915910487629326\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "103.043364924685\n",
      "             nan\n",
      "15.6183735198278\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.478308401025053\n",
      "17.663083427165923\n",
      "19.343272473059862\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "370.404828665847\n",
      "          312.44\n",
      "           66.48\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "24.086567094953672\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "0.84211841042115\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "22.921946615605357\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.067148964540557\n",
      "19.687889197049167\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "24.611704561822044\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "2.46162193836459\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "13.5875268152475\n",
      "48.3998840454965\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "0.51918026440209\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 24.45949892003332\n",
      " 21.25773787165881\n",
      "19.564518087419565\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "0.597310888948663\n",
      "             11.4\n",
      " 54.2241515170612\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.236484085068447\n",
      "               0.0\n",
      "21.206905018614997\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.892146218798807\n",
      "               0.0\n",
      " 24.13189031196918\n",
      "               0.0\n",
      "19.632702931469744\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      " 11.6253588087919\n",
      "              nan\n",
      " 11.9464258699662\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      " 6.35537984691054\n",
      "              nan\n",
      "0.807688455072241\n",
      "              nan\n",
      " 50.9235682554565\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 19.44644476841315\n",
      "20.899617109724367\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "60.4535894927759\n",
      "15.8545221149708\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 19.36671485263542\n",
      "19.415349496643323\n",
      " 18.65555566365179\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    65.06\n",
      "    62.21\n",
      "   125.25\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 20.32946790776574\n",
      "               0.0\n",
      "               0.0\n",
      " 18.98176832866931\n",
      "               0.0\n",
      "17.937436528570608\n",
      "20.570546800322923\n",
      "   f_irac_i1    \n",
      "----------------\n",
      " 26.804816401783\n",
      "             nan\n",
      "             nan\n",
      "92.7454619120811\n",
      "             nan\n",
      "242.675195727021\n",
      "21.4674905241316\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "17.412634861631624\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "393.501194789425\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.318975657451112\n",
      "               0.0\n",
      "  18.5827240858274\n",
      "20.287330552528694\n",
      "20.568398974031346\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "10.7748128865662\n",
      "             nan\n",
      "133.940021918229\n",
      "27.8655602382416\n",
      "           21.51\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      " 20.1887859511832\n",
      "              0.0\n",
      "21.86535564539367\n",
      "23.75738898094324\n",
      "24.23535995006808\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 30.5130499185367\n",
      "              nan\n",
      " 6.51414980633262\n",
      " 1.14036638671995\n",
      "0.734270397878881\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "23.788363888514787\n",
      " 23.44744372347693\n",
      " 24.68678712988092\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "1.10829262834307\n",
      "1.51712900215186\n",
      "0.48449036872118\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 21.01090091560055\n",
      "               0.0\n",
      "18.877814458316074\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "           14.31\n",
      "             nan\n",
      "102.064383507532\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "18.995457535032692\n",
      "               0.0\n",
      " 21.60784631721898\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "91.5834471257301\n",
      "             nan\n",
      "8.25774510313557\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.072540351258276\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "33.9612650691669\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 19.52562166131009\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.979942419928754\n",
      "               0.0\n",
      " 20.44178798933087\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "56.2019436889025\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "233.358181632339\n",
      "             nan\n",
      "24.1704537949585\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.378499570595203\n",
      "               0.0\n",
      "20.552863134369197\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "     10.2\n",
      "      nan\n",
      "    21.82\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "18.209246341449635\n",
      "               0.0\n",
      "18.482728679674956\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.901420611972533\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "188.930234414387\n",
      "             nan\n",
      "146.861692237934\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "250.860194820166\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.058991379665024\n",
      "18.970187627039515\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    13.69\n",
      "    93.74\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 18.56964810082551\n",
      "21.453407629038814\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "135.562871549339\n",
      "            9.52\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "18.529390308023913\n",
      " 23.77659156206979\n",
      "20.495235879231366\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "140.683730771595\n",
      "1.12037491162004\n",
      "23.0094187703658\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      " 20.8505535564233\n",
      "23.66225757832526\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "16.5874099216108\n",
      "1.24479251629265\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "18.874454036853685\n",
      "               0.0\n",
      " 22.50948900133718\n",
      "23.685908116836806\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "102.380768521365\n",
      "             nan\n",
      "3.59918690009222\n",
      "1.21797045434983\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.394504094492554\n",
      "               0.0\n",
      "  22.2121692449904\n",
      "               0.0\n",
      "  21.6254819604547\n",
      "21.388656124535693\n",
      "               0.0\n",
      " 24.88743971824197\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 25.2463362511528\n",
      "              nan\n",
      " 4.73295420119889\n",
      "              nan\n",
      "   8.124697791577\n",
      " 10.1050286735321\n",
      "              nan\n",
      "0.402739394420535\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.769165687826494\n",
      "23.285195714314774\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 21.19951823888004\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "7.11760241423301\n",
      "1.76165846203504\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "12.0279801982785\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 22.16308997331968\n",
      "               0.0\n",
      "               0.0\n",
      "21.557753710391104\n",
      "               0.0\n",
      "20.919441654319492\n",
      "               0.0\n",
      "               0.0\n",
      "20.100771275363122\n",
      "  24.1874877722692\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 4.95181043482939\n",
      "              nan\n",
      "              nan\n",
      " 8.64765820227482\n",
      "              nan\n",
      " 15.5676600107593\n",
      "              nan\n",
      "              nan\n",
      " 33.0895979111589\n",
      "0.767370131555487\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "22.742689054174882\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 23.01725317028461\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "2.90351703458346\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "2.25475174592684\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 19.02026544345167\n",
      " 19.44597490727329\n",
      "               0.0\n",
      "               0.0\n",
      "19.743997724864137\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "89.5145891331079\n",
      "60.4797569351368\n",
      "             nan\n",
      "             nan\n",
      "45.9622107792807\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.810547824181093\n",
      "16.687572854502996\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    17.21\n",
      "   767.31\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.734281652289518\n",
      "               0.0\n",
      "               0.0\n",
      "24.015940207360124\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.190347997833562\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "             7.35\n",
      "              nan\n",
      "              nan\n",
      "0.898718987088841\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "            12.13\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "16.375246928441065\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "1023.06029173071\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "24.48256300034671\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "18.54556914800603\n",
      "              0.0\n",
      "              0.0\n",
      "21.48182314101833\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "0.584756152413157\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "  138.60290754688\n",
      "              nan\n",
      "              nan\n",
      " 9.27407798647402\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "17.480651647197497\n",
      "               0.0\n",
      "19.935249926007792\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      " 369.60627948048\n",
      "             nan\n",
      "38.5389634475868\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.165962976833036\n",
      "16.107878279396537\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "196.614167737473\n",
      "1308.72587273286\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "15.867969196353137\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "1632.34638379957\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "20.858432700392775\n",
      "               0.0\n",
      "17.980974017904977\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      " 16.467471475561\n",
      "             nan\n",
      "233.136564724869\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "15.794810386640954\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "1746.12707055026\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "19.36271426271832\n",
      "   f_irac_i1   \n",
      "---------------\n",
      "            nan\n",
      "            nan\n",
      "            nan\n",
      "65.300167445435\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.689412554603557\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "23.090944002716604\n",
      "               0.0\n",
      "20.824712930539953\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "7.66010950553335\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "2.10679558177067\n",
      "             nan\n",
      "16.9869272871196\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "20.646058612048996\n",
      "               0.0\n",
      "               0.0\n",
      "19.293775124788247\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "22.342920809113927\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "20.0251858407624\n",
      "             nan\n",
      "             nan\n",
      "69.5808852951122\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      " 4.1959632553028\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "21.440681093045434\n",
      "               0.0\n",
      " 21.76941092788598\n",
      "               0.0\n",
      "20.156295156559317\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "9.63224593759606\n",
      "             nan\n",
      "7.11599491131263\n",
      "             nan\n",
      "31.4399565647095\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "19.796397739424343\n",
      "               0.0\n",
      "               0.0\n",
      "23.961072688690855\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "              nan\n",
      " 43.7966511681525\n",
      "              nan\n",
      "              nan\n",
      "0.945302756993544\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 22.31289276229993\n",
      "               0.0\n",
      "               0.0\n",
      "21.996491066205927\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "  18.9251188269751\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "4.31363004134645\n",
      "             nan\n",
      "             nan\n",
      " 5.7730267986474\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "97.7130274362127\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.234907158287605\n",
      "  22.6325909318819\n",
      "               0.0\n",
      "18.801929095488198\n",
      " 20.12178470709332\n",
      "20.565316961871808\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "29.2440243390716\n",
      "3.21339140147556\n",
      "             nan\n",
      "109.453174438979\n",
      "32.4553365647095\n",
      "21.5711458499846\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "  19.2757376279284\n",
      "20.679796033723555\n",
      "               0.0\n",
      "21.056614721573162\n",
      "20.739594150434293\n",
      "20.690300948435826\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "70.7464983215493\n",
      "19.4125052643713\n",
      "             nan\n",
      "           13.72\n",
      "18.3722497202582\n",
      "19.2255875299723\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.753561880493898\n",
      "20.861885306952864\n",
      "               0.0\n",
      "               0.0\n",
      " 20.84271822000118\n",
      " 24.24975810937871\n",
      "23.030396733925237\n",
      " 23.31683948258985\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 7.22063260006148\n",
      " 16.4151886135875\n",
      "              nan\n",
      "              nan\n",
      " 16.7075477881955\n",
      "0.724597374777129\n",
      " 2.22762101567784\n",
      " 1.71105593482939\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.409712748067484\n",
      "               0.0\n",
      "18.627523863339725\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "157.077832831233\n",
      "             nan\n",
      "128.525841100523\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.306968109598863\n",
      "               0.0\n",
      "17.126428212280906\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1   \n",
      "---------------\n",
      "            nan\n",
      "            nan\n",
      "            nan\n",
      "            nan\n",
      "            nan\n",
      "172.66835683984\n",
      "            nan\n",
      "512.18719317553\n",
      "            nan\n",
      "            nan\n",
      "            nan\n",
      "            nan\n",
      "            nan\n",
      "            nan\n",
      "            nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "25.980417772764277\n",
      "               0.0\n",
      "               0.0\n",
      " 23.42333870227737\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "22.220302806967247\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "0.147174609068552\n",
      "              nan\n",
      "              nan\n",
      " 1.55118829541961\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      " 4.69763075514909\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "17.761517259174262\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "   285.36\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "18.62447969261178\n",
      "              0.0\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "128.886705564095\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 19.94025893891675\n",
      "19.341531291449336\n",
      "               0.0\n",
      "               0.0\n",
      " 19.63635509938559\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "38.3615745465724\n",
      "66.5866986796803\n",
      "             nan\n",
      "             nan\n",
      "50.7525608115586\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 19.66858048852655\n",
      "  21.7795343277377\n",
      " 21.86411916909156\n",
      "23.643145259937334\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      " 49.268325793114\n",
      "7.04995376652321\n",
      "6.52157258545957\n",
      "1.26689871610821\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "22.381804518181646\n",
      "               0.0\n",
      " 22.46614531930644\n",
      "23.266104668281834\n",
      "               0.0\n",
      "               0.0\n",
      "23.450767254870833\n",
      "               0.0\n",
      "20.259320615510013\n",
      "               0.0\n",
      "19.253989330718305\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "4.04835130833077\n",
      "             nan\n",
      "3.74577660006148\n",
      "1.79290852689825\n",
      "             nan\n",
      "             nan\n",
      "1.51249204119274\n",
      "             nan\n",
      "28.5937920089148\n",
      "             nan\n",
      "72.1779042391639\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "24.971547003108775\n",
      "               0.0\n",
      "               0.0\n",
      " 20.97632287382242\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "0.372718713802644\n",
      "              nan\n",
      "              nan\n",
      " 14.7730732247156\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 21.36534798164508\n",
      "               0.0\n",
      "18.795840503279173\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "10.3243045573317\n",
      "             nan\n",
      "110.068690255149\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 20.21320593484362\n",
      " 19.88608134141736\n",
      "               0.0\n",
      "19.606909253022657\n",
      "               0.0\n",
      "               0.0\n",
      "20.764838867714154\n",
      "20.427262680841828\n",
      "               0.0\n",
      "               0.0\n",
      "22.678299013906347\n",
      "               0.0\n",
      " 21.28611531030969\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "29.8344218383031\n",
      "40.3243581555487\n",
      "             nan\n",
      "52.1478369305257\n",
      "             nan\n",
      "             nan\n",
      "           17.95\n",
      "24.4959861420227\n",
      "             nan\n",
      "             nan\n",
      "3.08091980833077\n",
      "             nan\n",
      "11.1059029972333\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "22.225763057244414\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "4.67406531724562\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "19.34890163650507\n",
      "              0.0\n",
      "              0.0\n",
      "19.67064029375114\n",
      "              0.0\n",
      "19.92205496131985\n",
      " 21.4287105961267\n",
      "19.77515506275993\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "66.1362163618198\n",
      "             nan\n",
      "             nan\n",
      "49.1749449600369\n",
      "             nan\n",
      "39.0101855010759\n",
      "9.73903129880111\n",
      "44.6619802213341\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "17.703945435663563\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "300.899749185367\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 21.43208834177117\n",
      "               0.0\n",
      "               0.0\n",
      "19.874972325715014\n",
      "               0.0\n",
      " 23.70207742324046\n",
      " 21.36896156309391\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "9.70878007070396\n",
      "             nan\n",
      "             nan\n",
      "40.7390661635413\n",
      "             nan\n",
      " 1.1999662482324\n",
      "           10.29\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 20.36969167006341\n",
      "22.908606968468355\n",
      " 21.33278614584858\n",
      "24.046769329249635\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      " 25.8299361112819\n",
      " 2.49205264494313\n",
      " 10.6386260021519\n",
      "0.873559051952044\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.783159580810825\n",
      "               0.0\n",
      "               0.0\n",
      " 22.31610424538912\n",
      "23.614207219345765\n",
      "               0.0\n",
      "22.023219020506126\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "7.02645335705502\n",
      "             nan\n",
      "             nan\n",
      "4.30088967030433\n",
      "1.30111927989548\n",
      "             nan\n",
      "5.63264514663388\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "17.09684733245961\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "526.333565693206\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "24.109377847020333\n",
      "21.714738710067827\n",
      "18.762068129649585\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "0.824610501321857\n",
      " 7.48349574346757\n",
      " 113.546237565324\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.571192487292144\n",
      "               0.0\n",
      "               0.0\n",
      " 22.32615744651026\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "21.4547276098986\n",
      "             nan\n",
      "             nan\n",
      "4.26125007024285\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "24.120804426188464\n",
      "22.950381438668252\n",
      "23.195939205895293\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "0.815977586366431\n",
      " 2.39799031386412\n",
      " 1.91260073193975\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "16.71987167535068\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   744.82\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.245690790008503\n",
      " 19.52585241976275\n",
      "               0.0\n",
      "19.541422973320756\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 18.95048971518738\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "182.693747356286\n",
      "           56.19\n",
      "             nan\n",
      " 55.389929282201\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "95.4561939133108\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "18.443113194144097\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 18.14885271496511\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "152.319225345835\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "199.737180018444\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 18.73707812073564\n",
      "               0.0\n",
      "20.373900534474124\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "   116.19\n",
      "      nan\n",
      "    25.73\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "24.019358245874493\n",
      "22.191399385805404\n",
      " 19.26252601583692\n",
      "               0.0\n",
      "21.995796791145544\n",
      "               0.0\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "0.895894151859822\n",
      " 4.82436597325546\n",
      " 71.6126250568706\n",
      "              nan\n",
      "  5.7767195467261\n",
      "              nan\n",
      "              nan\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.275532882535565\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 19.67008724308159\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 20.83543502134527\n",
      "f_irac_i1\n",
      "---------\n",
      "    28.17\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "     49.2\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    16.82\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.812359745699702\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "     6.84\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 19.42745918301656\n",
      "               0.0\n",
      "20.961220466591378\n",
      "               0.0\n",
      "               0.0\n",
      " 20.54988170584651\n",
      "f_irac_i1\n",
      "---------\n",
      "    61.52\n",
      "      nan\n",
      "    14.98\n",
      "      nan\n",
      "      nan\n",
      "    21.88\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "19.48067738480892\n",
      "19.53460422594801\n",
      "              0.0\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "58.5772590209038\n",
      "55.7388892068859\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.021375005067817\n",
      "               0.0\n",
      "               0.0\n",
      " 20.03148635083128\n",
      "               0.0\n",
      "               0.0\n",
      "18.799780391325292\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "     35.6\n",
      "      nan\n",
      "      nan\n",
      "    35.27\n",
      "      nan\n",
      "      nan\n",
      "   109.67\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "19.020189727063133\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.395166049090825\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "89.5208318628958\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "10.0446215923763\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "15.211512181196582\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   2988.1\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.453466727183446\n",
      "21.730974537806354\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "60.0638697448509\n",
      "7.37242197371657\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "23.242554696402472\n",
      "               0.0\n",
      "22.070938189003023\n",
      "               0.0\n",
      " 22.92036147902325\n",
      "21.064726767543057\n",
      "22.197583884194692\n",
      "               0.0\n",
      "26.426542725812745\n",
      "               0.0\n",
      "21.010060402659768\n",
      "               0.0\n",
      "    f_irac_i1     \n",
      "------------------\n",
      "  1.83222211773747\n",
      "               nan\n",
      "   5.3904463058715\n",
      "               nan\n",
      "  2.46521844435905\n",
      "   13.617873418383\n",
      "  4.79696385766984\n",
      "               nan\n",
      "0.0975849647709806\n",
      "               nan\n",
      "  14.3210822471565\n",
      "               nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 21.17192995431349\n",
      "24.046436389244285\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "              nan\n",
      " 12.3375242207193\n",
      "0.873826969105441\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.364535984891198\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.805932704839186\n",
      "               0.0\n",
      "20.309283626970036\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "65.1906942422379\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "43.4137117184138\n",
      "             nan\n",
      "27.3077896726099\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.666308720048583\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.657850309259764\n",
      "21.238482808714473\n",
      " 23.17314854977557\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "49.3715215846911\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      " 49.757651762988\n",
      "11.6039774592684\n",
      "1.95317240624039\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.620774603115343\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.222136773872286\n",
      "21.607549881699036\n",
      "               0.0\n",
      "               0.0\n",
      "19.917693478089852\n",
      " 18.57177373311813\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "            8.16\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "           11.78\n",
      "            8.26\n",
      "             nan\n",
      "             nan\n",
      "39.1672074961574\n",
      "135.297728942515\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "24.857004067436797\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "23.506972011327626\n",
      "               0.0\n",
      " 24.14526932532349\n",
      "22.211273372791915\n",
      "18.406388077694636\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "0.414188820965263\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      " 1.43618767522287\n",
      "              nan\n",
      "0.797796763018752\n",
      " 4.73686110959115\n",
      " 157.559563479865\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.000886638328275\n",
      "20.396392503844503\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "14.4425987165693\n",
      "25.2024637334768\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "23.448246330372264\n",
      "23.097308074680534\n",
      " 20.83605565039432\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "1.51600791192745\n",
      "2.09448266430987\n",
      "16.8103880909929\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "17.00201770949139\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "574.371544820166\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "18.036937469861222\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "221.424163187827\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "23.317023257142814\n",
      "  20.9234175993652\n",
      "               0.0\n",
      "19.087717886078515\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "1.71076634153089\n",
      "15.5107557946511\n",
      "             nan\n",
      "84.1226306993544\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 24.44453343212364\n",
      "20.139052521753207\n",
      "               0.0\n",
      "21.844825420381262\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "0.605601060697817\n",
      " 31.9432419720258\n",
      "              nan\n",
      " 6.63849804734092\n",
      "              nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "25.06109460603256\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "20.85443500417474\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "0.343211757823547\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      " 16.5282167045804\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.567894332514122\n",
      "               0.0\n",
      "21.889651419161616\n",
      "f_irac_i1\n",
      "---------\n",
      "    21.52\n",
      "      nan\n",
      "     6.37\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "22.599562559532096\n",
      "               0.0\n",
      "               0.0\n",
      " 20.25286887831239\n",
      " 23.14856478221244\n",
      "22.422476865814197\n",
      "               0.0\n",
      "   22.917497446424\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "3.31264560282816\n",
      "             nan\n",
      "             nan\n",
      "28.7642098616661\n",
      "1.99790156517061\n",
      "3.89950295404242\n",
      "             nan\n",
      "2.47172995834614\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.901032375433594\n",
      "               0.0\n",
      "19.195813280382076\n",
      "               0.0\n",
      "               0.0\n",
      "21.191642777897407\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "15.8338690839225\n",
      "             nan\n",
      "76.1508381693821\n",
      "             nan\n",
      "             nan\n",
      "12.1155431540117\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "17.32739816284846\n",
      "              0.0\n",
      "17.37681456898853\n",
      "23.51093436009706\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "425.638334214571\n",
      "             nan\n",
      "           406.7\n",
      " 1.4309559208423\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.020809422882373\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.217570923153893\n",
      "               0.0\n",
      "               0.0\n",
      "22.442003065078445\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    14.18\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    74.64\n",
      "      nan\n",
      "      nan\n",
      "     3.83\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "22.252795744965262\n",
      "22.725299370728344\n",
      "               0.0\n",
      "20.083395264476017\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 17.93068758667831\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "4.55912712434676\n",
      "2.95039560006148\n",
      "             nan\n",
      "33.6234206716877\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "244.188364063941\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "16.926594750340307\n",
      "20.972147122429043\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   615.69\n",
      "    14.83\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "24.236137160100036\n",
      "               0.0\n",
      "               0.0\n",
      "18.943781680180585\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.010142455070415\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "0.733744968121734\n",
      "              nan\n",
      "              nan\n",
      " 96.0477792652936\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "            14.32\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "22.515541205215065\n",
      " 19.11045857543717\n",
      "               0.0\n",
      "20.760142743712642\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "3.57917981816784\n",
      "82.3790102582232\n",
      "             nan\n",
      "18.0278071042115\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.683651906436175\n",
      "19.878894294439313\n",
      "               0.0\n",
      "               0.0\n",
      "17.076091251255257\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "48.5891428035659\n",
      "40.5921712634491\n",
      "             nan\n",
      "             nan\n",
      "536.492307854288\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.252056101319162\n",
      " 21.28767113462711\n",
      "               0.0\n",
      "20.611788225780707\n",
      " 20.43531590849816\n",
      "22.505011803331932\n",
      " 21.77670783358544\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "11.4598137534583\n",
      "           11.09\n",
      "             nan\n",
      "20.6673459744851\n",
      "24.3149643190901\n",
      "3.61405933676606\n",
      " 7.0683308023363\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.166486070547542\n",
      " 20.16204459276434\n",
      " 23.45757338294036\n",
      "               0.0\n",
      "22.027232531509036\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "31.1462361281894\n",
      "31.2739086228097\n",
      "1.50304037488472\n",
      "             nan\n",
      "5.61186205871503\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "17.00007535611423\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    575.4\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.024941567658793\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "14.1261356686136\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "18.847886608054488\n",
      " 21.21356829636772\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "104.916877497694\n",
      "11.8733339086997\n",
      "             nan\n",
      "             nan\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    m_irac_i1     \n",
      "------------------\n",
      "17.971212786715903\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "235.242012050415\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.067795701481508\n",
      "               0.0\n",
      "               0.0\n",
      " 19.78035477760657\n",
      "18.437811078023636\n",
      " 19.55821216598597\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "           34.11\n",
      "             nan\n",
      "             nan\n",
      "44.4486002490009\n",
      "153.064884737166\n",
      "           54.54\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 22.57000450282785\n",
      "25.401000774961027\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 3.40406777943437\n",
      "0.250957217245619\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.689841263372706\n",
      "23.442302637533565\n",
      "22.473187180912724\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "19.2337290900707\n",
      "1.52432981755303\n",
      " 3.7215608778051\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 23.37948165630879\n",
      " 23.23193124687426\n",
      "               0.0\n",
      "19.373330215718475\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "1.61512945527206\n",
      "1.85023759545035\n",
      "             nan\n",
      "64.6647962803566\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "18.168261719693355\n",
      "               0.0\n",
      "               0.0\n",
      "21.334688708136376\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "196.198332569935\n",
      "             nan\n",
      "             nan\n",
      "           10.62\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "  23.5027406644219\n",
      "               0.0\n",
      "23.204996949324162\n",
      "               0.0\n",
      "               0.0\n",
      "21.164441574813218\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "1.44179572748232\n",
      "             nan\n",
      "1.89671125053796\n",
      "             nan\n",
      "             nan\n",
      "12.4229108914848\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "22.483935601837963\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "3.68490044712573\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 21.51560077066693\n",
      "22.794143964181153\n",
      " 19.85594635064553\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.446754563465085\n",
      "               0.0\n",
      "20.043754639553548\n",
      "20.891058062555068\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "            8.99\n",
      "2.76912406793729\n",
      "41.4592517491546\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "151.809229003996\n",
      "             nan\n",
      "34.8737093913311\n",
      "           15.98\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "18.004591539825917\n",
      "               0.0\n",
      "18.622534201609504\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "228.120011112819\n",
      "             nan\n",
      "129.117859975407\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.684726358079693\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "  18.7615318508444\n",
      "17.515225631390983\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "48.5410824546572\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "113.602335428835\n",
      "358.022027313249\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "24.249068852937178\n",
      " 22.41430527157886\n",
      "22.614358649896978\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "0.725057515985244\n",
      " 3.92896256932063\n",
      " 3.26780806317246\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 19.04278184539472\n",
      "18.499879407420742\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "87.6773190747003\n",
      "144.560032446972\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "20.09555792038821\n",
      "              0.0\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "33.2488655548724\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 19.13489990826782\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "22.912286476812717\n",
      "               0.0\n",
      "               0.0\n",
      "17.911810890270793\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "80.5452690762373\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "2.48362149154626\n",
      "             nan\n",
      "             nan\n",
      "248.470963403013\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.001643322754724\n",
      "               0.0\n",
      " 21.27071573241033\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "36.2528931401783\n",
      "             nan\n",
      " 11.264546367968\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.848851737413703\n",
      "               0.0\n",
      "  19.8321948552317\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "16.6134299661851\n",
      "             nan\n",
      "42.3762047094989\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 21.10962473565761\n",
      "               0.0\n",
      "               0.0\n",
      "22.423402588822036\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "13.0662241961267\n",
      "             nan\n",
      "             nan\n",
      "3.89617956747618\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 19.84653992879587\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.368839584543203\n",
      "17.724635560250753\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.258325926440612\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "           41.82\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "409.698304042422\n",
      "          295.22\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "           28.62\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 21.44451898033541\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 18.22195506796367\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 21.30344959512575\n",
      "19.892563323129615\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "9.59825774208423\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "186.731666369505\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "           10.93\n",
      "40.0843338656625\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 22.51993747040151\n",
      "20.786803764672335\n",
      " 22.24329665873413\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "3.56471662711343\n",
      " 17.590512553028\n",
      "4.59918984276053\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.817802927358905\n",
      "22.053926609649785\n",
      "               0.0\n",
      "               0.0\n",
      "23.034397625623548\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "107.864573117123\n",
      "5.47557026175838\n",
      "             nan\n",
      "             nan\n",
      "2.21942743283123\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "24.348524785546964\n",
      "               0.0\n",
      "               0.0\n",
      "19.957759621315894\n",
      " 23.87615274734879\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "0.661591757347064\n",
      "              nan\n",
      "              nan\n",
      " 37.7481916630802\n",
      "  1.0222071186597\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.328850176202813\n",
      "               0.0\n",
      " 19.04293968936711\n",
      "20.131640997562265\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "67.3689734153089\n",
      "             nan\n",
      "87.6645735013833\n",
      "32.1620409806333\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.587003284258053\n",
      "               0.0\n",
      "               0.0\n",
      "23.530007438260235\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 21.34248328334838\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "53.1127375238242\n",
      "             nan\n",
      "             nan\n",
      "1.40603789148478\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "10.5440313049493\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "  20.1122168886128\n",
      "               0.0\n",
      "               0.0\n",
      "18.196357656939888\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "32.7426061804488\n",
      "             nan\n",
      "             nan\n",
      "191.186374300646\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.323070034419253\n",
      " 19.26035563150787\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "26.9632343406087\n",
      "71.7559217168767\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 21.39694913170296\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.765137798439206\n",
      " 17.77445423450002\n",
      "               0.0\n",
      "               0.0\n",
      "21.568684412770132\n",
      "21.608857055618024\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "10.0281390516446\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "284.410011973563\n",
      "          281.98\n",
      "             nan\n",
      "             nan\n",
      "8.56103425714725\n",
      "8.25006134322164\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "24.371054002379402\n",
      "               0.0\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "              nan\n",
      "0.648005062895788\n",
      "              nan\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "21.652411457131244\n",
      "19.611321498061763\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "7.92565962388564\n",
      "51.9363471180449\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.275692399484832\n",
      "23.288654336644008\n",
      "19.731707675968572\n",
      "               0.0\n",
      "               0.0\n",
      " 20.47739748686549\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "28.1658615524132\n",
      "1.75605561205041\n",
      "46.4854382400861\n",
      "             nan\n",
      "             nan\n",
      "23.3905807762066\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 22.49426783885881\n",
      "               0.0\n",
      "               0.0\n",
      "21.038564480975957\n",
      "               0.0\n",
      "               0.0\n",
      "19.530111732733182\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "     3.65\n",
      "      nan\n",
      "      nan\n",
      "    13.95\n",
      "      nan\n",
      "      nan\n",
      "    55.97\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.820537525671277\n",
      " 24.02913440361072\n",
      "  20.4555544897104\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      " 42.8336407347064\n",
      "0.887863573624347\n",
      " 23.8659212972641\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.791227589354285\n",
      "               0.0\n",
      "               0.0\n",
      "20.712759842333732\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "110.537328512143\n",
      "             nan\n",
      "             nan\n",
      " 18.831983416846\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.216171917547122\n",
      "20.286888085024223\n",
      "19.362158658770802\n",
      "               0.0\n",
      " 20.67723713260468\n",
      " 20.37284330237724\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "29.7530322486935\n",
      "27.8769185382724\n",
      "65.3335920611743\n",
      "             nan\n",
      "  19.45831129419\n",
      "25.7550667061174\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 20.97480223641532\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.740187790448765\n",
      "               0.0\n",
      "               0.0\n",
      "19.352221664093328\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "14.7937782785121\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      " 115.85769497387\n",
      "             nan\n",
      "             nan\n",
      "65.9342900645558\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "  20.8724669982117\n",
      "               0.0\n",
      "20.688084602958803\n",
      "               0.0\n",
      "               0.0\n",
      " 25.82896460728717\n",
      "               0.0\n",
      "21.383704805995457\n",
      "24.605696642276477\n",
      "22.112214374920818\n",
      " 22.79182555501628\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "16.2559816630802\n",
      "             nan\n",
      "19.2648733753458\n",
      "             nan\n",
      "             nan\n",
      "0.16920537589917\n",
      "             nan\n",
      "10.1512162035045\n",
      "0.52206111079004\n",
      "5.18936537826622\n",
      "2.77504338964033\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.669119383433262\n",
      "23.893575846755148\n",
      "  20.8780627539984\n",
      "21.599132674156742\n",
      "23.663029991384157\n",
      "23.981972366433773\n",
      "24.345627065505333\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 7.80462870012296\n",
      "  1.0059344030126\n",
      " 16.1724157885029\n",
      " 8.32428479926222\n",
      "  1.2439072625269\n",
      "0.927280342914233\n",
      "0.663359837150323\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "17.051728207097618\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 19.89159768912905\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "548.666844804796\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "           40.12\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 21.57517609978853\n",
      " 22.89485652239957\n",
      "19.793032636744066\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "            8.51\n",
      "2.52381426683062\n",
      "43.9326039501998\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "16.361855890692432\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "1035.75644343683\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "21.06081286259947\n",
      "20.17027407249133\n",
      "              0.0\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "13.6670522563787\n",
      "31.0377600276668\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "22.233407265951847\n",
      "               0.0\n",
      "20.517604353587792\n",
      "20.358398731654297\n",
      "               0.0\n",
      "22.086695457813512\n",
      "               0.0\n",
      "               0.0\n",
      "22.758884149091635\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "4.64127277789733\n",
      "             nan\n",
      "22.5402256040578\n",
      "            26.1\n",
      "             nan\n",
      "5.31277981094374\n",
      "             nan\n",
      "             nan\n",
      "2.86052890362742\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.802660883595273\n",
      "               0.0\n",
      "               0.0\n",
      " 18.17055764655766\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "17.3354710298186\n",
      "             nan\n",
      "             nan\n",
      "195.783884675684\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "23.426816826863593\n",
      "               0.0\n",
      "               0.0\n",
      "  20.6407556979648\n",
      " 20.50575217553621\n",
      "               0.0\n",
      "19.725360723371075\n",
      " 20.28115638741138\n",
      "               0.0\n",
      "18.675703555252362\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "1.54622705932985\n",
      "             nan\n",
      "             nan\n",
      "20.1232313802644\n",
      " 22.787628453735\n",
      "             nan\n",
      "46.7579767476176\n",
      "28.0244723931755\n",
      "             nan\n",
      "122.947181693821\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "24.496637672224573\n",
      "               0.0\n",
      " 23.39478987496212\n",
      "22.743798134191728\n",
      "               0.0\n",
      "               0.0\n",
      "20.487548206767137\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "0.577224732446972\n",
      "              nan\n",
      " 1.59251690070704\n",
      " 2.90055260498002\n",
      "              nan\n",
      "              nan\n",
      " 23.1729175976022\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.150564450699356\n",
      "               0.0\n",
      "               0.0\n",
      "22.123623425049253\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "199.422529096219\n",
      "             nan\n",
      "             nan\n",
      "5.13512039163849\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.724658587722764\n",
      "20.490109335815113\n",
      "20.830283238465817\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "  20.3567100977477\n",
      " 20.34721675581917\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      " 18.626727663695\n",
      "23.1183197233323\n",
      "            16.9\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "26.1406246341838\n",
      "26.3701923516754\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.779500812129093\n",
      "24.271916632967624\n",
      "               0.0\n",
      "22.694744020387112\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      " 7.05017139501998\n",
      "0.709959127174915\n",
      "              nan\n",
      " 3.03460655671688\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.733456554428805\n",
      "               0.0\n",
      "               0.0\n",
      "21.830340498425777\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.453702788722858\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "46.4106208576698\n",
      "             nan\n",
      "             nan\n",
      "6.72765636735321\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "60.0508120350446\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               ...\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 20.16809902743291\n",
      "21.062168371558066\n",
      "               0.0\n",
      "               0.0\n",
      "Length = 24 rows\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      ...\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "     31.1\n",
      "    13.65\n",
      "      nan\n",
      "      nan\n",
      "Length = 24 rows\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "14.872368083455534\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "  4083.69\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "16.501084883405177\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    911.1\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 20.94492863783109\n",
      "20.913639326595153\n",
      " 23.06585606011715\n",
      " 22.21366181906202\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "15.2064747402398\n",
      "  15.65107848755\n",
      "2.15604378343068\n",
      "4.72645222471565\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 22.09425111407989\n",
      "               0.0\n",
      "20.721787707450396\n",
      "               0.0\n",
      "21.056350373036828\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "5.27593643359975\n",
      "             nan\n",
      "18.6760452290194\n",
      "             nan\n",
      "13.7233408699662\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 21.30453998966791\n",
      " 18.43210883189996\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.616673429617812\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "10.9190286151245\n",
      "153.870890516446\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "20.5745634030126\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 18.24648593231465\n",
      "18.220498082406003\n",
      "               0.0\n",
      "21.318458557012356\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "          182.56\n",
      "186.982416015985\n",
      "             nan\n",
      "10.7799457977252\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 20.67790642708892\n",
      "18.514936973660376\n",
      "23.185556328550454\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "19.4463200507224\n",
      "142.569035167538\n",
      "1.93097863479865\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 21.80787838762179\n",
      "               0.0\n",
      "               0.0\n",
      "22.466985299313585\n",
      "               0.0\n",
      " 22.04588428421112\n",
      " 20.18408875635395\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "6.86829032969567\n",
      "             nan\n",
      "             nan\n",
      "3.74287980003074\n",
      "             nan\n",
      "5.51627979634184\n",
      "30.6453437672917\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "23.456979794645754\n",
      "23.772317286842046\n",
      "               0.0\n",
      " 20.80882609486155\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "1.50386233430679\n",
      "1.12479424408239\n",
      "             nan\n",
      "17.2373127743621\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 22.56625327675018\n",
      " 20.66967280354192\n",
      "21.606613764991245\n",
      " 21.06887131673603\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      " 3.4158491978174\n",
      "19.5943507808177\n",
      "8.26712480464187\n",
      "13.5659893974792\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 17.97960199787368\n",
      "19.636106207271304\n",
      "               0.0\n",
      " 19.61164853506832\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "233.431360298186\n",
      "50.7641965662465\n",
      "             nan\n",
      " 51.920705611743\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "25.906503396985862\n",
      "23.277131585659255\n",
      "20.750301494775606\n",
      "23.260929437570432\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "0.15754282949585\n",
      "1.77479160482631\n",
      "18.1919562158008\n",
      "1.80147493944052\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "22.350868190824066\n",
      "               0.0\n",
      "               0.0\n",
      "23.594656149598727\n",
      "               0.0\n",
      "               0.0\n",
      " 22.81969216852709\n",
      "               0.0\n",
      "               0.0\n",
      "22.457806007904104\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "4.16536174070089\n",
      "             nan\n",
      "             nan\n",
      " 1.3247610178297\n",
      "             nan\n",
      "             nan\n",
      " 2.7047251079004\n",
      "             nan\n",
      "             nan\n",
      " 3.7746578957885\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "15.299488642681098\n",
      " 19.76841732979222\n",
      "15.494213297455737\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "2755.52618859514\n",
      "           44.94\n",
      "         2303.11\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.779899654573775\n",
      "               0.0\n",
      "               0.0\n",
      "21.470502425958863\n",
      "               0.0\n",
      " 20.18026825177838\n",
      "               0.0\n",
      "19.079987362654713\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "17.7027256209653\n",
      "             nan\n",
      "             nan\n",
      "9.37128249154627\n",
      "             nan\n",
      "30.7533690039963\n",
      "             nan\n",
      "84.7237275438057\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "18.756297381114003\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.738889325526323\n",
      "               0.0\n",
      "               0.0\n",
      "21.806670992934237\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "114.151348831848\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      " 115.99633559791\n",
      "             nan\n",
      "             nan\n",
      "  6.875932471411\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "14.864130698002064\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "4114.79042714417\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 20.67327628103684\n",
      "               0.0\n",
      "               0.0\n",
      "22.107905691751192\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "22.488334839369777\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "19.5294263910237\n",
      "             nan\n",
      "             nan\n",
      "            5.21\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "            3.67\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 17.90145701299813\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.246612099516845\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 18.74483566807792\n",
      "               0.0\n",
      "23.400521193470148\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "250.851784475868\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "           72.67\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "115.362785229019\n",
      "             nan\n",
      "1.58413256778358\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 17.94488797198627\n",
      "               0.0\n",
      "               0.0\n",
      "20.430537246197794\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "241.015409944666\n",
      "             nan\n",
      "             nan\n",
      "24.4222178850292\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 18.05353438332923\n",
      "               0.0\n",
      "18.671815506707695\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "218.065141039041\n",
      "             nan\n",
      "123.388247894251\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "18.560363171030126\n",
      "  19.5478241496944\n",
      "               0.0\n",
      "24.596737698817627\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "  136.72714065478\n",
      " 55.0643275714725\n",
      "              nan\n",
      "0.526386715600984\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "23.73718800059826\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "1.16178241807562\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.029881574120388\n",
      "20.601193846630657\n",
      "23.107762762890097\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "14.0620089609591\n",
      "20.8700005902244\n",
      "  2.074411420996\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "22.875714184206736\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "2.56870556332616\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "18.14482717981702\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "200.479111112819\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.742940770666785\n",
      "24.961419521592354\n",
      "               0.0\n",
      "20.288960793468256\n",
      "               0.0\n",
      "               0.0\n",
      " 22.51785347576385\n",
      "22.829478092590442\n",
      "               0.0\n",
      "23.277200011854227\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 46.0069763541346\n",
      "0.376211607823547\n",
      "              nan\n",
      " 27.8237512895789\n",
      "              nan\n",
      "              nan\n",
      " 3.57156542191823\n",
      " 2.68045649584998\n",
      "              nan\n",
      " 1.77467975591761\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      " 20.4821994053678\n",
      "19.83605109262266\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "23.2873589732555\n",
      "42.2259630126037\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "17.06985195305314\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "539.584193190901\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "19.098616546676716\n",
      "21.817132220218035\n",
      "20.413135091894013\n",
      "20.656693214486744\n",
      "   f_irac_i1   \n",
      "---------------\n",
      "            nan\n",
      "            nan\n",
      "83.282428633569\n",
      "           6.81\n",
      "24.816810430372\n",
      "          19.83\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.062081287212642\n",
      "20.275147528066647\n",
      "               0.0\n",
      "               0.0\n",
      "20.968492671975348\n",
      "f_irac_i1\n",
      "---------\n",
      "    34.29\n",
      "    28.18\n",
      "      nan\n",
      "      nan\n",
      "    14.88\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "18.096739658505392\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "  17.9168958543548\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "209.557947725177\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "247.309989071626\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.594950529553422\n",
      "               0.0\n",
      "20.449990115259887\n",
      "19.410016680704253\n",
      " 19.28075994816458\n",
      "19.785987766453495\n",
      "               0.0\n",
      "20.948353762080707\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "20.9903552182601\n",
      "             nan\n",
      "23.9885475853059\n",
      "62.5163088011067\n",
      "           70.42\n",
      "44.2185903381494\n",
      "             nan\n",
      "15.1585791300338\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 23.70474960482081\n",
      "19.378559170277008\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "1.19701655840762\n",
      "64.3541164279127\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.555866098532015\n",
      "  20.1100271212592\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "54.6579778850292\n",
      "32.8087097525361\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.587942720914548\n",
      " 19.47894328540159\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "53.0668014371349\n",
      "58.6708912972641\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.220002348546807\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.350133148804225\n",
      "               0.0\n",
      "21.244321697357286\n",
      "               0.0\n",
      "20.136166190641497\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 20.68883152096837\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "29.6482497632954\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "66.0612429111589\n",
      "             nan\n",
      "11.5417409114663\n",
      "             nan\n",
      "32.0282731540117\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "19.2516249154626\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "22.362756959917157\n",
      "19.811032815790504\n",
      "               0.0\n",
      "20.186898843901766\n",
      "               0.0\n",
      "23.223095015322293\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "            4.12\n",
      "43.2102594205349\n",
      "             nan\n",
      "30.5661304626499\n",
      "             nan\n",
      " 1.8653571401783\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 21.33581663603659\n",
      "               0.0\n",
      "               0.0\n",
      "18.562381008612597\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "10.6089730356594\n",
      "             nan\n",
      "             nan\n",
      "136.473269643406\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 23.20051596704814\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 24.59294490359013\n",
      "               0.0\n",
      "25.693372954522253\n",
      "               0.0\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      " 1.90455541392561\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "0.528228754411313\n",
      "              nan\n",
      "0.191712671103597\n",
      "              nan\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "16.892165475063713\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "635.526713095604\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.126969325652475\n",
      "21.015380785805455\n",
      "               0.0\n",
      "22.252742267141322\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "32.3007249569628\n",
      "14.2510769689517\n",
      "             nan\n",
      "4.55935168920996\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "18.773507227543966\n",
      "22.532698746441177\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "112.356217199508\n",
      "3.52306374669536\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.471046015910453\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "372.890735690132\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 23.58047872932155\n",
      "21.409127885828262\n",
      "24.074506173207247\n",
      "               0.0\n",
      " 23.14237318254225\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      " 1.34217303166308\n",
      " 9.91628147248693\n",
      "0.851525250461113\n",
      "              nan\n",
      " 2.00932749477405\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "17.845730919849366\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "264.063048094067\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.278066886242563\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 20.76018974127873\n",
      "19.715913416045176\n",
      "               0.0\n",
      "24.665913907468116\n",
      "               0.0\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "  70.594886692284\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "  18.027026762988\n",
      "  47.166606764525\n",
      "              nan\n",
      "0.493894781032893\n",
      "              nan\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 19.49836745375314\n",
      "               0.0\n",
      "               0.0\n",
      " 21.62607849090002\n",
      "               0.0\n",
      "23.480742117083956\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "57.6305837304027\n",
      "             nan\n",
      "             nan\n",
      "8.12023510682447\n",
      "             nan\n",
      "1.47130649846296\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.518793076141172\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "8.96360622502305\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 20.77700410652222\n",
      " 21.19262691133833\n",
      "               0.0\n",
      " 20.59205494763031\n",
      "20.594197786577944\n",
      "               0.0\n",
      "19.131092102636224\n",
      "               0.0\n",
      "22.327833290826355\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "           17.75\n",
      "12.1045663541346\n",
      "             nan\n",
      "21.0464097294805\n",
      "21.0049129173071\n",
      "             nan\n",
      "80.8282468152475\n",
      "             nan\n",
      "4.25467786304949\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.558841249251238\n",
      "               0.0\n",
      "               0.0\n",
      "  22.3184806084953\n",
      "25.164570915500384\n",
      " 23.87284703512116\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "136.918931186597\n",
      "             nan\n",
      "             nan\n",
      "4.29148655856133\n",
      "0.31201224173071\n",
      "1.02532414832462\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "18.13960643173646\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "201.445433661236\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "24.207819211131813\n",
      "               0.0\n",
      "21.395876680018127\n",
      "19.714664123189614\n",
      "               0.0\n",
      "20.856290139465237\n",
      "21.157990099048455\n",
      " 21.81337738208925\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "0.753134106501691\n",
      "              nan\n",
      " 10.0380493851829\n",
      " 47.2209098432216\n",
      "              nan\n",
      "             16.5\n",
      " 12.4969479326775\n",
      " 6.83359202367046\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.405686326423613\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "9.94776390562557\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 19.49764406395034\n",
      "21.521041841026623\n",
      " 20.97235128897058\n",
      "               0.0\n",
      "               0.0\n",
      " 22.07768674333662\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "57.6689938595143\n",
      " 8.9450601152782\n",
      "14.8272115647095\n",
      "             nan\n",
      "             nan\n",
      "5.35704510036889\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "20.524379954164594\n",
      "               0.0\n",
      "               0.0\n",
      "17.878721713561937\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 20.00172997273247\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "     22.4\n",
      "      nan\n",
      "      nan\n",
      "   256.16\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    36.25\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 21.35526380823486\n",
      "               0.0\n",
      "               0.0\n",
      "20.121523109068555\n",
      " 20.59689914447167\n",
      "21.183748433558996\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "10.4206420166001\n",
      "             nan\n",
      "             nan\n",
      "32.4631573178604\n",
      "20.9527167599139\n",
      "12.2039558146326\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 18.48552125767167\n",
      "18.523185633534517\n",
      "19.044562409735427\n",
      "               0.0\n",
      "18.921754977295656\n",
      " 18.52717901827902\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "146.484440608669\n",
      "          141.49\n",
      "87.5336495849985\n",
      "             nan\n",
      "98.0162333538272\n",
      "140.970549523517\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "23.646573204634926\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "1.26290510313557\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "  20.5556937244748\n",
      "17.711559455582666\n",
      "               0.0\n",
      " 21.49443423252921\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "21.7631878250845\n",
      "298.796989701814\n",
      "             nan\n",
      "9.16698048877959\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.656240897405944\n",
      "               0.0\n",
      "20.046076179499714\n",
      "               0.0\n",
      "               0.0\n",
      "22.929526650569933\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "49.8314633722717\n",
      "             nan\n",
      "34.7992214863203\n",
      "             nan\n",
      "             nan\n",
      "2.44449604964648\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.602160920103906\n",
      "               0.0\n",
      "19.488977290856603\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.504400902988642\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "20.8514197986474\n",
      "             nan\n",
      " 58.131172625269\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "22.8160068628958\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 22.02605523808412\n",
      "               0.0\n",
      "  18.4213838864217\n",
      "23.015305143850192\n",
      "20.412312630641303\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "5.61795045434983\n",
      "             nan\n",
      " 155.39836510913\n",
      "2.25880084983093\n",
      " 24.835616653858\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "24.134012478929854\n",
      "21.049825841646303\n",
      "               0.0\n",
      " 20.63108669545941\n",
      " 23.88849124410985\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "0.806111298754995\n",
      " 13.8060570396557\n",
      "              nan\n",
      " 20.3032387596065\n",
      "  1.0106563344605\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 22.85715061706528\n",
      "               0.0\n",
      "               0.0\n",
      "22.325929704864073\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "2.61300206640025\n",
      "             nan\n",
      "             nan\n",
      "4.26214399446665\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 15.29256268170581\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.941353420239103\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "         2773.16\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "241.801300261297\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "17.805158841862912\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.768474148581568\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "274.117311235782\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "           17.89\n",
      "   m_irac_i1    \n",
      "----------------\n",
      "             0.0\n",
      "             0.0\n",
      "             0.0\n",
      "19.4948409537867\n",
      "17.6557952361047\n",
      "             0.0\n",
      "             0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "57.8180737150323\n",
      "314.544362296342\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.102435700718168\n",
      "               0.0\n",
      "22.762887849978718\n",
      " 23.93380786986294\n",
      " 18.71995924328032\n",
      "               0.0\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 82.9899914248386\n",
      "              nan\n",
      "             2.85\n",
      "0.969341601905933\n",
      " 118.036494374424\n",
      "              nan\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 21.08283795175347\n",
      "22.545323857979163\n",
      "23.169189112314378\n",
      "20.946832700037895\n",
      "18.721747194301066\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "13.3925975776207\n",
      "3.48233427005841\n",
      "1.96030819320627\n",
      "15.1798304226868\n",
      "117.842276114356\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "19.727945061382307\n",
      "               0.0\n",
      "               0.0\n",
      "  19.4454988704046\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      " 46.646812805103\n",
      "             nan\n",
      "             nan\n",
      "60.5062798662773\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "16.797151201783258\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "693.648608330771\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "20.112981359547312\n",
      "               0.0\n",
      "               0.0\n",
      "17.130336875235635\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "32.7195601029819\n",
      "             nan\n",
      "             nan\n",
      "510.346628343068\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "17.17071074430097\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "491.717542314786\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.993211389362123\n",
      "               0.0\n",
      "               0.0\n",
      " 19.32482655426187\n",
      " 23.59281227261763\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "36.5355327313249\n",
      "             nan\n",
      "             nan\n",
      "67.6190987888103\n",
      "1.32701273578235\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "18.568535507153022\n",
      "  f_irac_i1   \n",
      "--------------\n",
      "135.7018589917\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "22.308416844873214\n",
      "               0.0\n",
      " 21.48797153451016\n",
      "               0.0\n",
      " 22.39797317578134\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "4.33144956670765\n",
      "             nan\n",
      "9.22170841992007\n",
      "             nan\n",
      "3.98851040808484\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "24.575569879634692\n",
      "               0.0\n",
      "               0.0\n",
      "21.061958937363777\n",
      "20.600669829819587\n",
      "23.320655052153647\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "0.536749993867199\n",
      "              nan\n",
      "              nan\n",
      " 13.6526332846603\n",
      " 20.8800756624654\n",
      " 1.70505337672917\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "18.449548647068774\n",
      "17.802814761925227\n",
      " 19.83866686772692\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "151.419058392253\n",
      "274.709763633569\n",
      "42.1243539148478\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "17.03788262756833\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "555.708383891792\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 20.60109281166212\n",
      "               0.0\n",
      "20.232908995421305\n",
      "               0.0\n",
      " 20.83403536841366\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "20.8719427728251\n",
      "             nan\n",
      "29.2978938948663\n",
      "             nan\n",
      "16.8416971149708\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "23.419916450957494\n",
      "               0.0\n",
      "18.998653853810502\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "1.55608537011989\n",
      "             nan\n",
      "91.3142294036274\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "22.84394739335182\n",
      "              0.0\n",
      "19.73843708187305\n",
      "              0.0\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "2.64497177928066\n",
      "             nan\n",
      "46.1982119766369\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "  24.4043229224496\n",
      "               0.0\n",
      "21.527739972398017\n",
      "22.439071619600092\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "0.628450145358131\n",
      "              nan\n",
      " 8.89004605902244\n",
      " 3.84035482339379\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.784369219251694\n",
      "               0.0\n",
      "19.732535704175838\n",
      "22.326476002243204\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    17.63\n",
      "      nan\n",
      "    46.45\n",
      "     4.26\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 24.21706903733189\n",
      " 25.09634389714342\n",
      "               0.0\n",
      "24.977601332498473\n",
      "24.664930836215923\n",
      " 25.01209537774792\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "0.746745106086689\n",
      "0.332248050338149\n",
      "              nan\n",
      "0.370646127513065\n",
      "0.494342176667691\n",
      "0.359055719320627\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "18.857125468843883\n",
      "               0.0\n",
      "               0.0\n",
      "20.701590073615783\n",
      "19.372184386681944\n",
      " 21.02768665506263\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "104.027895434983\n",
      "             nan\n",
      "             nan\n",
      "19.0267219043959\n",
      "64.7330761374116\n",
      "14.0904654042422\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      " 17.7936535170659\n",
      "21.21013432830012\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "277.037521503228\n",
      "11.9109463556717\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 24.03133565199166\n",
      "21.940858849919657\n",
      " 23.88727544211327\n",
      "24.554785194630306\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "0.886065320627113\n",
      " 6.07654138456809\n",
      " 1.01178869628036\n",
      "0.547124196910544\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.873083513066824\n",
      "21.761202110830503\n",
      "20.476496465758437\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.243256479745703\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    40.81\n",
      "     7.17\n",
      "    23.41\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    29.02\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "18.884911971983136\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "  23.4224972877443\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "101.399359375961\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "1.55239088794958\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 24.46348856713093\n",
      "               0.0\n",
      "18.163901319775825\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "              nan\n",
      "0.595120037611436\n",
      "              nan\n",
      " 196.987864478942\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 20.81146109485467\n",
      "               0.0\n",
      "18.869231947209933\n",
      "               0.0\n",
      "20.729140215122335\n",
      "               0.0\n",
      "25.098054334980525\n",
      "               0.0\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 17.1955298370735\n",
      "              nan\n",
      "  102.87437769751\n",
      "              nan\n",
      "            18.55\n",
      "              nan\n",
      "0.331725048309253\n",
      "              nan\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.597084873405656\n",
      "               0.0\n",
      "               0.0\n",
      "20.261745570857308\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "     8.34\n",
      "      nan\n",
      "      nan\n",
      "    28.53\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "21.532959196979014\n",
      "               0.0\n",
      " 23.38726140709749\n",
      "               0.0\n",
      "  20.2849194343246\n",
      "21.716569557279975\n",
      " 20.69974862194632\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "8.84741341684599\n",
      "             nan\n",
      "1.60359774608054\n",
      "             nan\n",
      "27.9275106609284\n",
      "7.47088716338764\n",
      "19.0590193605902\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "21.050302283996906\n",
      "19.573112001674325\n",
      "               0.0\n",
      "               0.0\n",
      "18.074956686826958\n",
      "               0.0\n",
      " 19.47581833986127\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "            13.8\n",
      "53.7966459130034\n",
      "             nan\n",
      "             nan\n",
      "213.804738072548\n",
      "             nan\n",
      "           58.84\n",
      "             nan\n",
      "             nan\n",
      "   m_irac_i1    \n",
      "----------------\n",
      "             0.0\n",
      "19.0002612272609\n",
      "             0.0\n",
      "16.5036954336154\n",
      "             0.0\n",
      "             0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "91.1791436673839\n",
      "             nan\n",
      "908.911977559176\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.626102205931765\n",
      "               0.0\n",
      "21.012670550800586\n",
      "23.002493490231082\n",
      "23.010984425781608\n",
      "               0.0\n",
      "24.673386268278385\n",
      "22.472374997112475\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "51.2341007101137\n",
      "             nan\n",
      "14.2866952105749\n",
      " 2.2856125072241\n",
      "2.26780772164156\n",
      "             nan\n",
      "0.49050731978174\n",
      "3.72434582892714\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "16.56401484285238\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "18.49500868644389\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "19.14689924481673\n",
      "              0.0\n",
      "18.04785945938844\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "859.793312542269\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "          145.21\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "           79.66\n",
      "             nan\n",
      "219.207907408546\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.621789638038244\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "324.551891669228\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "16.234931012627833\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "   1164.2\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.062964074198852\n",
      "19.287410016216462\n",
      "18.616142907031723\n",
      "               0.0\n",
      "               0.0\n",
      "20.130023187950762\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.988025640041364\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "           13.64\n",
      "           69.99\n",
      "129.880166646173\n",
      "             nan\n",
      "             nan\n",
      "           32.21\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "92.2124888564402\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.029314665988558\n",
      " 24.63554909606679\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      " 88.7716175837688\n",
      "0.507902512926529\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "19.453536680342587\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    60.06\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "18.720592671255453\n",
      "               0.0\n",
      " 24.17760407121876\n",
      "20.203758676674745\n",
      "22.973515841737402\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      " 117.967650937596\n",
      "              nan\n",
      "0.774387566769136\n",
      " 30.0951511819859\n",
      " 2.34743547417768\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "18.701413723415648\n",
      "20.315959824279126\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "          120.07\n",
      "27.1403891392561\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 20.02054688214664\n",
      "  21.3545738429465\n",
      " 22.25081016117077\n",
      "               0.0\n",
      "  19.9331773385209\n",
      "22.866099725804084\n",
      "   f_irac_i1    \n",
      "----------------\n",
      " 35.627163524439\n",
      "10.4272662465417\n",
      "4.56747244020904\n",
      "             nan\n",
      "38.6126016477098\n",
      "2.59155308730403\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 20.14928619064748\n",
      "               0.0\n",
      " 19.34393098907926\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.614267569613652\n",
      " 23.48153963554298\n",
      " 24.08315166366794\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      " 31.6435736012911\n",
      "              nan\n",
      " 66.4396910636336\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      " 20.6202046941285\n",
      " 1.47022615939133\n",
      "0.844771657285582\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "22.673162621584787\n",
      "26.249688758986075\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 20.47807182081778\n",
      " 24.31853446416597\n",
      " 20.49625427069622\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 3.09552953012604\n",
      "0.114848280249001\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      " 23.3760577589917\n",
      " 0.68012104640332\n",
      " 22.9878466707654\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "22.614344822249713\n",
      "               0.0\n",
      "19.157081329723034\n",
      "  19.1663323327896\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "3.26784968137104\n",
      "             nan\n",
      "78.9164368290808\n",
      "78.2468867184138\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              ...\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "22.69022428962436\n",
      "              0.0\n",
      "              0.0\n",
      "24.28699204959232\n",
      "              0.0\n",
      "Length = 42 rows\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              ...\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      " 3.04726542545343\n",
      "              nan\n",
      "              nan\n",
      "0.700169486412542\n",
      "              nan\n",
      "Length = 42 rows\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.089390725482225\n",
      "               0.0\n",
      "20.196751816667863\n",
      "18.840943025302487\n",
      "18.120062273041007\n",
      " 18.70231835286703\n",
      "               0.0\n",
      "               0.0\n",
      "18.226024008841115\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "33.4382630402705\n",
      "             nan\n",
      "           30.29\n",
      "          105.59\n",
      "205.104453658162\n",
      "          119.97\n",
      "             nan\n",
      "             nan\n",
      "186.033174269905\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "23.749597778836396\n",
      "               0.0\n",
      " 19.63198553443528\n",
      "21.992354801756598\n",
      "24.109419973220874\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 1.14857904457424\n",
      "              nan\n",
      " 50.9572269735629\n",
      " 5.79506190070704\n",
      "0.824578507331694\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "22.890840407051847\n",
      "               0.0\n",
      "22.118176666686715\n",
      "19.401218980261454\n",
      "               0.0\n",
      " 22.87580580844304\n",
      "               0.0\n",
      "22.840987378452375\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "  2.533167089917\n",
      "             nan\n",
      "5.16094621795266\n",
      "63.0249352105748\n",
      "             nan\n",
      "2.56848880187519\n",
      "             nan\n",
      "2.65219253673532\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 22.50034548336587\n",
      "               0.0\n",
      "20.101659547996015\n",
      "19.249367775711555\n",
      "21.132429134979525\n",
      "20.920674016592862\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "  3.629625410083\n",
      "             nan\n",
      "  33.06253741162\n",
      "72.4857922041193\n",
      "12.7946481094374\n",
      "           15.55\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 23.70435488314761\n",
      "24.078278581904236\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 1.19745181540117\n",
      "0.848571745634799\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 24.19616256541817\n",
      "23.936283255639104\n",
      "               0.0\n",
      "20.935721399779688\n",
      "               0.0\n",
      "               0.0\n",
      "23.824844329041234\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "0.761263441254227\n",
      "0.967134103289271\n",
      "              nan\n",
      " 15.3359767015063\n",
      "              nan\n",
      "              nan\n",
      " 1.07167294881648\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "17.490875103875617\n",
      "               0.0\n",
      " 20.40810618208568\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "366.142344789425\n",
      "             nan\n",
      "24.9320234767907\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.136224538075062\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 19.79854798377587\n",
      "               0.0\n",
      "               0.0\n",
      "21.971031297796863\n",
      "f_irac_i1\n",
      "---------\n",
      "    12.75\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    43.71\n",
      "      nan\n",
      "      nan\n",
      "     5.91\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "16.86860226211389\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "   649.47\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 20.47538984921284\n",
      "               0.0\n",
      "19.131337233085354\n",
      "               0.0\n",
      "18.374331561290113\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      " 23.433872373194\n",
      "             nan\n",
      "           80.81\n",
      "             nan\n",
      "162.280887995696\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "20.67049946797271\n",
      "              0.0\n",
      "18.77081769312627\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "19.5794375929911\n",
      "             nan\n",
      "112.634885720873\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 23.53520603503727\n",
      "               0.0\n",
      "22.058318861245162\n",
      "               0.0\n",
      "21.101158439140015\n",
      "               0.0\n",
      "               0.0\n",
      "22.013188404596768\n",
      "22.778295815047294\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "1.39932175468798\n",
      "             nan\n",
      "5.45346406194282\n",
      "             nan\n",
      "13.1685095896096\n",
      "             nan\n",
      "             nan\n",
      "5.68492367337842\n",
      "2.80984053888718\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.475295890633753\n",
      "               0.0\n",
      "  20.8030035932152\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "     9.33\n",
      "      nan\n",
      "    17.33\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 22.08726369729633\n",
      "               0.0\n",
      "               0.0\n",
      "19.597948545574134\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "     5.31\n",
      "      nan\n",
      "      nan\n",
      "    52.58\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "19.97131024079514\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    37.28\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "17.74418409629036\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "289.952168751921\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.933564136779545\n",
      "               0.0\n",
      "19.776466481425977\n",
      "               0.0\n",
      "               0.0\n",
      " 19.39259290393243\n",
      "               0.0\n",
      "21.359697618710634\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "96.9559230402705\n",
      "             nan\n",
      "44.6080673132493\n",
      "             nan\n",
      "             nan\n",
      "63.5276570381186\n",
      "             nan\n",
      "10.3781741131263\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.663712092285913\n",
      " 20.82679976319431\n",
      "21.658923275578893\n",
      "               0.0\n",
      " 24.04736435007893\n",
      "20.959044977223847\n",
      "21.989565944620814\n",
      " 21.26448591401212\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 19.7022199492776\n",
      " 16.9543090239779\n",
      " 7.87826690024593\n",
      "              nan\n",
      "0.873080442668306\n",
      " 15.0100455133723\n",
      " 5.80996641807562\n",
      " 11.3293667122656\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "18.475443853773264\n",
      "               0.0\n",
      " 18.85585181429058\n",
      "               0.0\n",
      "               0.0\n",
      " 22.35749914719775\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "147.850384568091\n",
      "             nan\n",
      "          104.15\n",
      "             nan\n",
      "             nan\n",
      "            4.14\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.171043681956057\n",
      "               0.0\n",
      "               0.0\n",
      "24.504006792684145\n",
      "               0.0\n",
      "               0.0\n",
      "24.142661756666662\n",
      " 20.14561209365302\n",
      "20.600982766411825\n",
      "               0.0\n",
      "               0.0\n",
      "21.997415226957635\n",
      "               0.0\n",
      " 22.16640901882908\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 12.3475992929603\n",
      "              nan\n",
      "              nan\n",
      "0.573320251782969\n",
      "              nan\n",
      "              nan\n",
      "0.799715101859822\n",
      " 31.7508358376883\n",
      " 20.8740583645865\n",
      "              nan\n",
      "              nan\n",
      " 5.76811498416846\n",
      "              nan\n",
      " 4.93669609237627\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "22.70725705636456\n",
      "22.86475181364805\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "2.99983368475254\n",
      "2.59477242837381\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.458590375126953\n",
      "               0.0\n",
      "21.615788032386938\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "150.163315954504\n",
      "             nan\n",
      "8.19756345388872\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "16.506337673833336\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "906.702744850907\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.063194080603147\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "542.903157823547\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.554039691219607\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 19.37206826233362\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    54.75\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    64.74\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "16.437237581273855\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "966.284398401475\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 19.79854798377587\n",
      "19.695088852513287\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    43.71\n",
      "    48.08\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "24.437714640522493\n",
      "               0.0\n",
      "               0.0\n",
      " 19.73968120165909\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "0.609416409053182\n",
      "              nan\n",
      "              nan\n",
      " 46.1453048416846\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 19.68464452046033\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "22.763404768302543\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.567835081820782\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "48.5447413879496\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "2.84864343974792\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "135.789430617891\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 21.28329801597601\n",
      "21.574936307883384\n",
      "23.616784552478855\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "11.1347582815862\n",
      "8.51187969643406\n",
      " 1.2980343309253\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "24.349413611899756\n",
      "20.767208378348805\n",
      "               0.0\n",
      "24.414368778529344\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "0.661050373947126\n",
      " 17.9108686366431\n",
      "              nan\n",
      "0.622662181094374\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "18.806221619791266\n",
      "               0.0\n",
      " 20.74446573630896\n",
      "   f_irac_i1   \n",
      "---------------\n",
      "            nan\n",
      "109.02129892407\n",
      "            nan\n",
      "          18.29\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "25.612905669313697\n",
      " 23.39365136639288\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.107970341954136\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "0.206460860113741\n",
      "  1.5941876979711\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "  32.870920288964\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "22.144590806550944\n",
      " 23.73743678874967\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "5.03690404411313\n",
      "1.16151623501383\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "14.391116531888983\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "  6361.41\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 17.12315367116181\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.908868645741528\n",
      " 19.69149383328351\n",
      "20.145640675930004\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "513.734263003381\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "           15.72\n",
      "48.2394632308638\n",
      "           31.75\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "22.218668011294703\n",
      "21.483024632339003\n",
      "               0.0\n",
      " 23.72269504401566\n",
      "               0.0\n",
      "24.123517015925763\n",
      " 23.84132146488502\n",
      "               0.0\n",
      " 24.08443215393843\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 4.70470931709191\n",
      "  9.2638208346142\n",
      "              nan\n",
      " 1.17739444482017\n",
      "              nan\n",
      "0.813941502705195\n",
      " 1.05553202413157\n",
      "              nan\n",
      "0.843775941884414\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.882523159349965\n",
      "               0.0\n",
      "               0.0\n",
      "19.760655827739093\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 22.65635055113379\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "16.1061127958807\n",
      "             nan\n",
      "             nan\n",
      "45.2624094405164\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "3.14383525299723\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.980152157637058\n",
      "               0.0\n",
      " 18.71829765371161\n",
      "               0.0\n",
      "21.710007334181036\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "5.86056027482324\n",
      "             nan\n",
      "118.217273424531\n",
      "             nan\n",
      "7.51617816799877\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.620774603115343\n",
      "               0.0\n",
      " 18.30647645307402\n",
      "18.739674390440676\n",
      "               0.0\n",
      "18.933966486336324\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "            8.16\n",
      "             nan\n",
      " 172.74656437135\n",
      "115.912492268675\n",
      "             nan\n",
      "           96.92\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.856290139465237\n",
      "17.133973723573256\n",
      "f_irac_i1\n",
      "---------\n",
      "     16.5\n",
      "   508.64\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "16.041883311288068\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "1390.74233645865\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.013180308476713\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "35.8697109176145\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "18.129549747423333\n",
      "18.077028955434905\n",
      "               0.0\n",
      " 20.25054998903959\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "          203.32\n",
      "213.397053135567\n",
      "             nan\n",
      "28.8257094205349\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.881665703712706\n",
      "               0.0\n",
      "18.715872397056607\n",
      " 20.68161556821314\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 18.26300285334704\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "40.4886893467568\n",
      "             nan\n",
      "118.481635690132\n",
      "           19.38\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "179.803796987396\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.104814960653663\n",
      "               0.0\n",
      "20.495896824383415\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.651829873909342\n",
      "               0.0\n",
      "               0.0\n",
      "22.846050033649114\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "82.8083279880111\n",
      "             nan\n",
      "22.9954159806333\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "125.680543590532\n",
      "             nan\n",
      "             nan\n",
      " 2.6398544749462\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "17.72342167244144\n",
      "              0.0\n",
      "              0.0\n",
      "19.74516396306543\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      " 295.55024998463\n",
      "             nan\n",
      "             nan\n",
      "45.9128672025822\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 21.26730389129144\n",
      "20.284091879118016\n",
      "               0.0\n",
      "               0.0\n",
      "21.103381112512146\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "            11.3\n",
      "27.9488053058715\n",
      "             nan\n",
      "             nan\n",
      "13.1415791469413\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.668772533536178\n",
      "               0.0\n",
      "               0.0\n",
      "17.779889720683308\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "49.2596119827851\n",
      "             nan\n",
      "             nan\n",
      "280.571860313557\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 24.74158193837362\n",
      "               0.0\n",
      " 20.93832843493481\n",
      "24.816022386982034\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 0.46064591547802\n",
      "              nan\n",
      "  15.299196618506\n",
      "0.430121394543498\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "22.305628737682248\n",
      " 19.63950716253931\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "4.34258677005841\n",
      "50.6054318090993\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 23.19435891633014\n",
      "               0.0\n",
      "24.589010459179185\n",
      "20.655915133801365\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 1.91538655010759\n",
      "              nan\n",
      "0.530146399615739\n",
      " 19.8442160405779\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.235737349562548\n",
      "               0.0\n",
      "               0.0\n",
      " 21.40872081961455\n",
      " 17.63680154303183\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "29.2216718982478\n",
      "             nan\n",
      "             nan\n",
      "            9.92\n",
      "  320.0953629419\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "24.351052530516007\n",
      "22.294921433013435\n",
      "               0.0\n",
      "23.495693073303634\n",
      "22.752062115963263\n",
      "               0.0\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "0.660053271272671\n",
      " 4.38562432262527\n",
      "              nan\n",
      " 1.45118496649247\n",
      " 2.87855912111897\n",
      "              nan\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 20.24751282405176\n",
      "18.141970341682317\n",
      "               0.0\n",
      "               0.0\n",
      "19.770662121547907\n",
      "               0.0\n",
      "               0.0\n",
      "19.753785250113587\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "28.9064573962496\n",
      "201.007315416539\n",
      "             nan\n",
      "             nan\n",
      "44.8471812050415\n",
      "             nan\n",
      "             nan\n",
      " 45.549739749462\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "23.48431952385487\n",
      "              0.0\n",
      "18.20920349105969\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "1.46646664878574\n",
      "             nan\n",
      "  188.9376910083\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "17.55598739462055\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "   344.83\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.601193877336364\n",
      "               0.0\n",
      "               0.0\n",
      " 19.19696645936245\n",
      "19.116790245598956\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    20.87\n",
      "      nan\n",
      "      nan\n",
      "    76.07\n",
      "     81.9\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 20.81738374368731\n",
      "               0.0\n",
      "               0.0\n",
      " 24.58606200341375\n",
      "20.280773176456584\n",
      "18.474058613039595\n",
      "               0.0\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 17.1019842652936\n",
      "              nan\n",
      "              nan\n",
      "0.531588036673839\n",
      " 28.0343653857977\n",
      " 148.039140439594\n",
      "              nan\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 20.80776057023983\n",
      "               0.0\n",
      "21.560290930624724\n",
      "               0.0\n",
      " 24.02430920939876\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      " 17.2542375084537\n",
      "              nan\n",
      " 8.62747337596065\n",
      "              nan\n",
      "0.891818169535813\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "16.490340409239444\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "920.161029818629\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.135294905009168\n",
      "               0.0\n",
      " 19.39957420505481\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.125657165245194\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "80.5159715985244\n",
      "             nan\n",
      "63.1204836581617\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "81.2338681832155\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "18.262971963672264\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "23.060384547783237\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "179.808912557639\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "2.16693647986474\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "19.778368262171945\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 17.78606732515808\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    44.53\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   278.98\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.033927251793536\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.657890040646684\n",
      "18.402642387258474\n",
      "               0.0\n",
      "19.519427955740632\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "35.1907967122656\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "49.7558309667999\n",
      "158.104068244697\n",
      "             nan\n",
      "56.5234702843529\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.242050525365705\n",
      "               0.0\n",
      " 19.26611289703083\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "29.0522511481709\n",
      "             nan\n",
      "71.3764331094374\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "18.16257694208702\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "197.228296280357\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.875985836846546\n",
      " 19.85006098329921\n",
      "18.329424254019578\n",
      "               0.0\n",
      "               0.0\n",
      "18.589275295742432\n",
      "19.060703243737244\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "40.7010548754995\n",
      "41.6845969535813\n",
      " 169.13375791577\n",
      "             nan\n",
      "             nan\n",
      " 133.13427625269\n",
      "86.2419767691362\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "16.19462590714229\n",
      "              0.0\n",
      "              0.0\n",
      "17.35438641895923\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "1208.23006178912\n",
      "             nan\n",
      "             nan\n",
      "415.188611481709\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.110981298483203\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.046032897416204\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "32.7798891500154\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "34.8006087596065\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.924585947088993\n",
      "               0.0\n",
      "               0.0\n",
      "19.042494134472243\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "15.4940738333846\n",
      "             nan\n",
      "             nan\n",
      "87.7005559022441\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.239907502443252\n",
      "               0.0\n",
      "               0.0\n",
      "22.920519583043735\n",
      "               0.0\n",
      " 21.34140976226164\n",
      "22.848355786358788\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "11.5887608054104\n",
      "             nan\n",
      "             nan\n",
      "2.46485948739625\n",
      "             nan\n",
      "10.5544618659699\n",
      "2.63425422609899\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.055743457309312\n",
      "               0.0\n",
      "22.233958694187884\n",
      "21.505117379287263\n",
      " 19.68131284398786\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "22.026837051918527\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "13.7310142253305\n",
      "             nan\n",
      " 4.6389161474024\n",
      "9.07722390716262\n",
      "48.6939339594221\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "5.61390655272057\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.896240170195917\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   252.06\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.888004292865638\n",
      "23.421503838864275\n",
      "               0.0\n",
      " 22.56123011194753\n",
      "22.741606693613726\n",
      "               0.0\n",
      "               0.0\n",
      "20.114166518992228\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "6.37967100215186\n",
      "1.55381197602213\n",
      "             nan\n",
      "3.43168925760836\n",
      " 2.9064129675684\n",
      "             nan\n",
      "             nan\n",
      "32.6838638272364\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.671121477775564\n",
      "18.605426036868188\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 18.53621898466431\n",
      "20.564083499700338\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "49.1531560989855\n",
      "131.168510006148\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "139.801685075315\n",
      "21.5956659053182\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "22.988298796549593\n",
      " 25.49808428921491\n",
      "               0.0\n",
      " 24.64316590359794\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      " 2.31569032616047\n",
      "0.229491330756225\n",
      "              nan\n",
      "0.504351873655088\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 21.29611422375313\n",
      " 20.70147529329906\n",
      "               0.0\n",
      "               0.0\n",
      "19.808402718078632\n",
      "22.664520530516818\n",
      "               0.0\n",
      "               0.0\n",
      "22.544800082795994\n",
      "               0.0\n",
      " 21.84820652807698\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "11.0040944789425\n",
      "19.0287334506609\n",
      "             nan\n",
      "             nan\n",
      "43.3150592468491\n",
      "3.12026721395635\n",
      "             nan\n",
      "             nan\n",
      "3.48401460482631\n",
      "             nan\n",
      "6.61785715493391\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "24.856165714919733\n",
      "               0.0\n",
      "22.412491809979223\n",
      "               0.0\n",
      "22.036572752104327\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "0.414508760866892\n",
      "              nan\n",
      " 3.93553044128497\n",
      "              nan\n",
      " 5.56379217230249\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "  17.6903287120221\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.016025900535062\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "304.697236397172\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "567.008591853674\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "23.913471205516437\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.272206693869954\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "0.987669216108208\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      " 178.286033307716\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "23.73954689041593\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "1.15926104887796\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "24.631797854974927\n",
      "17.975238010073973\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "0.509660361589302\n",
      " 234.371498063326\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "18.598185775378617\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 18.33943715536565\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.656016302627826\n",
      "               0.0\n",
      "               0.0\n",
      "19.572743886879984\n",
      "19.618165352325114\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "132.046133768829\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "167.581138994774\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "49.8417725468798\n",
      "             nan\n",
      "             nan\n",
      "53.8148885567169\n",
      "           51.61\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.917952365679348\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.499393716696424\n",
      " 17.89955566132732\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "39.1578694128497\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "144.624714063941\n",
      "251.291463403013\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 23.17150962167002\n",
      "25.087080146153248\n",
      "               0.0\n",
      "24.076520096571933\n",
      "21.082376938750464\n",
      " 20.63358034649479\n",
      "24.153211118157977\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 1.95612296311097\n",
      "0.335094995235168\n",
      "              nan\n",
      "0.849947227098063\n",
      " 13.3982853980941\n",
      " 20.2566610590224\n",
      "0.791982440562558\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    m_irac_i1     \n",
      "------------------\n",
      " 21.85120158102834\n",
      "               0.0\n",
      " 19.67320856464257\n",
      "19.800957235681047\n",
      "               0.0\n",
      " 21.13228419931921\n",
      "21.370017213351865\n",
      "20.662208047017735\n",
      " 21.69463519509572\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "6.59962664986167\n",
      "             nan\n",
      "49.0587608223179\n",
      "43.6131149123886\n",
      "             nan\n",
      "12.7963561896711\n",
      "           10.28\n",
      "19.7295318920996\n",
      "7.62335109867814\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.640638838221882\n",
      "               0.0\n",
      " 27.32854996185386\n",
      "    f_irac_i1     \n",
      "------------------\n",
      "               nan\n",
      "               nan\n",
      "               nan\n",
      "               nan\n",
      "  126.982672978789\n",
      "               nan\n",
      "0.0425187036873655\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "18.171137679592256\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "195.679318951737\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 23.64872659406044\n",
      "22.825649018849255\n",
      "  23.7333798320765\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "1.26040280894559\n",
      "2.68992637011989\n",
      "1.16586446972026\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.614925719892078\n",
      "               0.0\n",
      " 18.74300850630342\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "8.20407670196741\n",
      "             nan\n",
      "115.557090193667\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 20.76802650948401\n",
      "               0.0\n",
      " 23.24631291029734\n",
      "23.117188749837275\n",
      "               0.0\n",
      "22.772848501512662\n",
      " 21.85835260741154\n",
      "               0.0\n",
      "22.856386035757176\n",
      "               0.0\n",
      " 22.99051824379591\n",
      "23.048359451461927\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "17.8973774039348\n",
      "             nan\n",
      "1.82589094927759\n",
      " 2.0564800467261\n",
      "             nan\n",
      "2.82397338549032\n",
      "6.55630210513372\n",
      "             nan\n",
      "2.61484280464187\n",
      "             nan\n",
      "2.31096145834614\n",
      "2.19106983276975\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 18.51614665619001\n",
      "17.100332398659525\n",
      "               0.0\n",
      "               0.0\n",
      "19.086020926892864\n",
      "  20.5795608464042\n",
      "20.849075918871513\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "142.410279080848\n",
      "524.646814786351\n",
      "             nan\n",
      "             nan\n",
      "84.2542135705502\n",
      "           21.29\n",
      "           16.61\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "21.86604752857952\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "     6.51\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "  20.4436668921632\n",
      "               0.0\n",
      "19.400531513401823\n",
      "22.927584388375344\n",
      " 23.87845290689112\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "24.1286621872118\n",
      "             nan\n",
      "63.0648539993852\n",
      "2.44887289686443\n",
      "1.02004383937903\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "22.079902649131505\n",
      "               0.0\n",
      " 24.16125693421173\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 19.48446528165463\n",
      " 24.36316760400019\n",
      "               0.0\n",
      "               0.0\n",
      " 23.10858537324288\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "  5.3461229243775\n",
      "              nan\n",
      "0.786135170365816\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      " 58.3732518137104\n",
      "0.652729075253612\n",
      "              nan\n",
      "              nan\n",
      " 2.07284033399939\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "16.499286941798424\n",
      "16.172116907698246\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   912.61\n",
      "  1233.54\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.726684072103602\n",
      "               0.0\n",
      "20.593161657490604\n",
      " 24.80254142455889\n",
      "               0.0\n",
      "               0.0\n",
      " 21.71510584064442\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "  18.592011149708\n",
      "              nan\n",
      " 21.0249676867507\n",
      "0.435495257731325\n",
      "              nan\n",
      "              nan\n",
      " 7.48096570381187\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.062109302278678\n",
      "               0.0\n",
      "               0.0\n",
      "17.671271789386886\n",
      "               0.0\n",
      "  20.5999004975695\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "216.349690916077\n",
      "             nan\n",
      "             nan\n",
      "310.092515616354\n",
      "             nan\n",
      "20.8948761343375\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 18.20981202544386\n",
      "               0.0\n",
      "               0.0\n",
      "21.672551007525776\n",
      "18.824614322694735\n",
      "               0.0\n",
      "               0.0\n",
      "26.068772783323304\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      " 188.831824715647\n",
      "              nan\n",
      "              nan\n",
      "             7.78\n",
      "           107.19\n",
      "              nan\n",
      "              nan\n",
      "0.135672206025207\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.476100814597054\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "371.158724992315\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.255081279167776\n",
      "21.109311031048627\n",
      "               0.0\n",
      "               0.0\n",
      " 16.03507889417559\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 18.65796599402504\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "72.1053498462957\n",
      "           13.07\n",
      "             nan\n",
      "             nan\n",
      "1399.48562634491\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "124.972253873348\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.065758700559336\n",
      "               0.0\n",
      "18.619939563260367\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "34.1740554503535\n",
      "             nan\n",
      "129.426788395327\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "23.512336528291364\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.393654277192887\n",
      "               0.0\n",
      "               0.0\n",
      "19.674953048028264\n",
      " 19.32241449049686\n",
      " 20.59135408287633\n",
      "               0.0\n",
      "               0.0\n",
      "21.149073637206094\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "1.42910911328005\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "63.4655852290194\n",
      "             nan\n",
      "             nan\n",
      "           48.98\n",
      "67.7694878834922\n",
      "           21.06\n",
      "             nan\n",
      "             nan\n",
      "            12.6\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "19.059759345495856\n",
      "21.908564166973925\n",
      "21.420827481550127\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "86.3169849016293\n",
      "            6.26\n",
      "            9.81\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "24.392778891727225\n",
      "23.795373626981608\n",
      "               0.0\n",
      "               0.0\n",
      "20.765713569666154\n",
      " 19.16399603493003\n",
      "21.777855013720036\n",
      "21.322060661841824\n",
      "               0.0\n",
      " 23.81911633041377\n",
      "   f_irac_i1    \n",
      "----------------\n",
      " 0.6351677561328\n",
      "1.10116030956041\n",
      "             nan\n",
      "             nan\n",
      "17.9355447602213\n",
      "78.4154404226867\n",
      "7.06086640501076\n",
      "10.7442408515217\n",
      "             nan\n",
      " 1.0773416942822\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "20.915797426146803\n",
      "               0.0\n",
      "               0.0\n",
      "  18.9266536697259\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "           15.62\n",
      "             nan\n",
      "             nan\n",
      "97.5749937442361\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.392456236394857\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "10.0697225683984\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "18.540193749171998\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "139.290821687673\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.788807060635797\n",
      "               0.0\n",
      "               0.0\n",
      "21.729859095442386\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 19.93606620344317\n",
      "               0.0\n",
      " 21.94561156336882\n",
      "               0.0\n",
      "18.195655820732703\n",
      "f_irac_i1\n",
      "---------\n",
      "     6.99\n",
      "      nan\n",
      "      nan\n",
      "     7.38\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    38.51\n",
      "      nan\n",
      "     6.05\n",
      "      nan\n",
      "   191.31\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.988002074791332\n",
      "               0.0\n",
      "               0.0\n",
      " 18.54517868151556\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "231.632326959729\n",
      "             nan\n",
      "             nan\n",
      "138.652762680603\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 20.66107446740748\n",
      "               0.0\n",
      " 20.14760158952449\n",
      "22.386588986240945\n",
      " 22.17450979992872\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "19.7501415708577\n",
      "             nan\n",
      "31.6927090869966\n",
      "4.03055085797725\n",
      "             4.9\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "24.264492652220447\n",
      "               0.0\n",
      " 20.90956173247276\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "0.714830277205656\n",
      "              nan\n",
      "  15.709968238549\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.686472014909036\n",
      "22.845011742423132\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "48.4631003550569\n",
      "2.64238017937289\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.482841866124055\n",
      "               0.0\n",
      " 24.58440819143052\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "58.4605980079926\n",
      "             nan\n",
      "0.53239837768214\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 20.90521705594849\n",
      " 17.79570174412722\n",
      "               0.0\n",
      "               0.0\n",
      " 20.17542025060029\n",
      "18.629225937551972\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "15.7729591162004\n",
      "276.515386520135\n",
      "             nan\n",
      "             nan\n",
      "30.8909951844451\n",
      "128.324513064863\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 19.08760509065271\n",
      "21.399642903753325\n",
      "21.490641231532855\n",
      "               0.0\n",
      "21.395496931485802\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "84.1313705210575\n",
      "10.0032895189056\n",
      " 9.1990611835229\n",
      "             nan\n",
      "10.0415609206886\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "22.760660405441634\n",
      "               0.0\n",
      "25.022721043094855\n",
      "23.791719950420408\n",
      " 22.28812902581756\n",
      "               0.0\n",
      "  24.0437410745921\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 2.85585292560713\n",
      "              nan\n",
      "0.355558923593606\n",
      " 1.10487213264679\n",
      " 4.41314695757762\n",
      "              nan\n",
      "0.875998918844144\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "16.10647371802019\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "  1310.42\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "14.388169557254493\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   6378.7\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   m_irac_i1    \n",
      "----------------\n",
      "             0.0\n",
      "             0.0\n",
      "             0.0\n",
      "             0.0\n",
      "             0.0\n",
      "15.5337410449877\n",
      "             0.0\n",
      "             0.0\n",
      "             0.0\n",
      "             0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "  2220.77\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 20.38964295524307\n",
      "20.289888010204812\n",
      "               0.0\n",
      "               0.0\n",
      "21.075621980861392\n",
      "               0.0\n",
      "19.618691900981467\n",
      "21.124950169395113\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "25.3596244558869\n",
      "            27.8\n",
      "             nan\n",
      "             nan\n",
      "13.4819032954196\n",
      "             nan\n",
      "51.5849768060252\n",
      "12.8830867814325\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 18.08216483770355\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.332645930102423\n",
      " 20.09193489508575\n",
      "18.789827123827713\n",
      "               0.0\n",
      " 20.64688227840947\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "   212.39\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    10.64\n",
      "    33.36\n",
      "   110.68\n",
      "      nan\n",
      "    20.01\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "22.850620249203466\n",
      "18.386520223108896\n",
      " 20.98112224142057\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "2.62876582616047\n",
      "160.469282493083\n",
      "14.7079147325546\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "22.95052787776975\n",
      "              0.0\n",
      "              0.0\n",
      "22.55508465064812\n",
      "              0.0\n",
      "19.84705769960194\n",
      "              0.0\n",
      "21.33313661201364\n",
      "              0.0\n",
      "              0.0\n",
      "18.83016566304051\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "2.39766690577928\n",
      "             nan\n",
      "             nan\n",
      "3.45116830863818\n",
      "             nan\n",
      "41.8000614432831\n",
      "             nan\n",
      "10.6351925007685\n",
      "             nan\n",
      "             nan\n",
      "106.643339102367\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "19.873242712003695\n",
      "               0.0\n",
      "19.069929118905982\n",
      "               0.0\n",
      "18.950541984714413\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "40.8040165647095\n",
      "             nan\n",
      "85.5122536796803\n",
      "             nan\n",
      "95.4515985705502\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.509281332589403\n",
      "23.291453589554727\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "22.7136781171227\n",
      "1.75153396818322\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.211573180609456\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "75.0534616477098\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 16.18346923159873\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "16.309227251502257\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "1220.70945204427\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "1087.19913802644\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.319983281826005\n",
      "               0.0\n",
      "21.201142481492745\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    27.04\n",
      "      nan\n",
      "    12.01\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.596274615110254\n",
      "               0.0\n",
      "19.166383585772188\n",
      "19.518967883097282\n",
      "               0.0\n",
      "               0.0\n",
      " 21.27994593219315\n",
      "21.697966019298015\n",
      "21.447280457444826\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "8.34622626037504\n",
      "             nan\n",
      "78.2431931032893\n",
      "56.5474267599139\n",
      "             nan\n",
      "             nan\n",
      " 11.169188670458\n",
      "             7.6\n",
      "9.57387641407931\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 21.29933390295897\n",
      "21.105628444258123\n",
      "               0.0\n",
      "22.332435691423534\n",
      "               0.0\n",
      "23.823551181185643\n",
      " 19.80741972735708\n",
      "20.168833129010274\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      " 10.971510897633\n",
      "13.1144059314479\n",
      "             nan\n",
      "4.23668059329849\n",
      "             nan\n",
      "1.07295010728558\n",
      "43.3542930694743\n",
      "31.0789793851829\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "22.636529539646723\n",
      "               0.0\n",
      "23.010108902961953\n",
      " 23.70326424763511\n",
      "21.125409153732683\n",
      "               0.0\n",
      " 20.36555789124349\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "3.20175564678758\n",
      "             nan\n",
      "2.26963718828773\n",
      "1.19865527497694\n",
      "12.8776417337842\n",
      "             nan\n",
      "25.9284671964341\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 20.23709929708783\n",
      "               0.0\n",
      " 19.69159609560166\n",
      "20.267371000091167\n",
      "               0.0\n",
      "18.602486773112126\n",
      "               0.0\n",
      "               0.0\n",
      "20.342981516045562\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "29.1850392130341\n",
      "             nan\n",
      "48.2349199108515\n",
      "28.3825623101752\n",
      "             nan\n",
      "131.524085490317\n",
      "             nan\n",
      "             nan\n",
      "26.4732580863818\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "17.76635057935325\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "284.092499800184\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "21.30344959512575\n",
      "18.78103542690848\n",
      "              0.0\n",
      "              0.0\n",
      "   f_irac_i1   \n",
      "---------------\n",
      "          10.93\n",
      "111.57986438672\n",
      "            nan\n",
      "            nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.432423520624432\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "386.394193744236\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.336735336838068\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.214665552930065\n",
      "               0.0\n",
      " 21.01317948139961\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "     10.6\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    74.84\n",
      "      nan\n",
      "    14.28\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 24.16710270602615\n",
      "23.761087777124054\n",
      "22.362259972520782\n",
      "  24.7157385921195\n",
      "               0.0\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "0.781913871165078\n",
      " 1.13648809083922\n",
      " 4.12188633000307\n",
      " 0.47174202085767\n",
      "              nan\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 19.78759907158021\n",
      " 20.39677767970411\n",
      " 21.16258054808427\n",
      "22.418127155716796\n",
      "21.030383108964735\n",
      "  23.2740330606295\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "44.1530156640025\n",
      "25.1935244912389\n",
      " 12.444222877344\n",
      "3.91515659898555\n",
      "14.0555147878881\n",
      "1.77986382277897\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "16.48984126907863\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "920.584148170919\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "18.582154935252497\n",
      "               0.0\n",
      "20.176678350942275\n",
      "               0.0\n",
      "               0.0\n",
      "  23.2394501772713\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "134.010252628343\n",
      "             nan\n",
      "30.8552208745773\n",
      "             nan\n",
      "             nan\n",
      "1.83746861189671\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.482899676942502\n",
      "               0.0\n",
      "               0.0\n",
      "17.119149686665516\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 23.65594082461272\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "58.4574853135567\n",
      "             nan\n",
      "             nan\n",
      "515.632312972641\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      " 1.2520557589917\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 18.66600827758125\n",
      "               0.0\n",
      "               0.0\n",
      " 21.58285822762577\n",
      "               0.0\n",
      "20.537546465181855\n",
      "               0.0\n",
      " 22.17011780057546\n",
      "               0.0\n",
      " 20.08040110852901\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "124.049977251768\n",
      "             nan\n",
      "             nan\n",
      "            8.45\n",
      "             nan\n",
      "           22.13\n",
      "             nan\n",
      "4.91986153104826\n",
      "             nan\n",
      "33.7162726068245\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.873879478256036\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "6.46320913126345\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "16.728881167711783\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "738.665019535813\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.983992910012624\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.217538138430164\n",
      "               0.0\n",
      "20.263076003289363\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "232.489228327697\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "           11.83\n",
      "             nan\n",
      "28.4950615032278\n",
      "             nan\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "17.341618296155026\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    420.1\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.545967228822754\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 20.13339923608374\n",
      "19.818800702775185\n",
      "17.840522144979737\n",
      " 19.21706903733189\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "138.552098662773\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "           32.11\n",
      "42.9022153873348\n",
      " 265.33292337842\n",
      "74.6745106086689\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.292466922125804\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   174.99\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "19.525034397372018\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               ...\n",
      "               0.0\n",
      "18.697614130148956\n",
      "18.751153686957572\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "Length = 26 rows\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "56.2323509852444\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             ...\n",
      "             nan\n",
      "120.490927636028\n",
      "114.693425868429\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "Length = 26 rows\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "  23.0469562774771\n",
      "19.943350927403408\n",
      "               0.0\n",
      "23.988813027444955\n",
      "23.177403086910225\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      " 2.19390333845681\n",
      " 38.2524828435291\n",
      "              nan\n",
      "0.921456396249616\n",
      " 1.94553373270827\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.105165412400886\n",
      " 18.61623351192589\n",
      "               0.0\n",
      "               0.0\n",
      "22.159248214469805\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "23.241511170530252\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "           13.12\n",
      "129.869328573624\n",
      "             nan\n",
      "             nan\n",
      "  4.969362910083\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "1.83398395481094\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "13.814949753352586\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      " 10814.84\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "23.324143382013013\n",
      "22.644437736012115\n",
      "21.485820071949725\n",
      "               0.0\n",
      "23.853255639488744\n",
      "               0.0\n",
      "               0.0\n",
      "22.074847004869177\n",
      "               0.0\n",
      " 20.57865754735507\n",
      "  21.7179918458174\n",
      "               0.0\n",
      " 20.90971814187008\n",
      "21.519941582579712\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "1.69958405179834\n",
      "3.17851968628958\n",
      "            9.24\n",
      "             nan\n",
      "1.04399337857362\n",
      "             nan\n",
      "             nan\n",
      "5.37107476852136\n",
      "             nan\n",
      "21.3077199938518\n",
      "7.46110688671995\n",
      "             nan\n",
      "15.7077052490009\n",
      "8.95412941438672\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.889471528887505\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.339838686456282\n",
      "20.273791302690547\n",
      "               0.0\n",
      "25.327529614542094\n",
      " 23.95461391093017\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 16.0033678681217\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "            26.55\n",
      " 28.2152224700277\n",
      "              nan\n",
      "0.268527120119889\n",
      " 0.95094288994774\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.561582742375514\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "22.020379024042363\n",
      " 21.08379363092299\n",
      "               0.0\n",
      "22.910947787700174\n",
      "               0.0\n",
      "22.718980424141556\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "8.61721449000922\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "5.64739793098678\n",
      " 13.380814425146\n",
      "             nan\n",
      "2.48668563141715\n",
      "             nan\n",
      "2.96761686381801\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "17.806714633788538\n",
      "               0.0\n",
      " 18.45869570046397\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 19.19930326031261\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "273.724799600369\n",
      "             nan\n",
      "150.148749584998\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "75.9064526391024\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "20.55635184677336\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    21.75\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "22.417176848969525\n",
      " 22.09960174148511\n",
      " 24.64556179751782\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "              nan\n",
      " 3.91858489809407\n",
      "             5.25\n",
      "0.503240147525361\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "21.58234549789467\n",
      "              0.0\n",
      "18.17583213432075\n",
      "              0.0\n",
      "21.73283030632107\n",
      "              0.0\n",
      "              0.0\n",
      "24.57994808054118\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "8.45399138333846\n",
      "             nan\n",
      "194.835076452505\n",
      "             nan\n",
      "7.35983160159852\n",
      "             nan\n",
      "             nan\n",
      "0.53458992265601\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "20.79426773754266\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    17.47\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "16.343158458573093\n",
      "20.497279766769402\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      " 1053.7476438672\n",
      "22.9661445142945\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "18.296071544777085\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "   174.41\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "24.254981146863635\n",
      "22.931563444654778\n",
      "22.312744372960957\n",
      "               0.0\n",
      "24.648167548504325\n",
      "19.678188546649743\n",
      "               0.0\n",
      "23.763562320694938\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "0.721120000876114\n",
      " 2.43991457961881\n",
      " 4.31421963249308\n",
      "              nan\n",
      "0.502033826698432\n",
      " 48.8342566523209\n",
      "              nan\n",
      " 1.13390082616047\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.043264373028315\n",
      "21.989559669024167\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.947990619994435\n",
      "20.247564606069723\n",
      "22.845839301057644\n",
      "18.983571481883452\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "13.8897443006456\n",
      "            5.81\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "95.6761634337534\n",
      "28.9050787934215\n",
      "2.64036689901629\n",
      "92.5915612818936\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.086404313263692\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.146044837008695\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "211.562297509991\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "12.6351983861051\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.493866977248395\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 20.25469530359792\n",
      "               0.0\n",
      "22.017958922029315\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "23.0384474638795\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "28.7158633876422\n",
      "             nan\n",
      "            5.66\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "16.205019387633477\n",
      "               0.0\n",
      "   f_irac_i1   \n",
      "---------------\n",
      "            nan\n",
      "            nan\n",
      "1196.7191616969\n",
      "            nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "15.405575670353265\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "  2499.02\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.296846700734726\n",
      "               0.0\n",
      "               0.0\n",
      " 21.26456984046832\n",
      "24.184955861681736\n",
      "23.360641561675813\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      " 69.3843173409161\n",
      "              nan\n",
      "              nan\n",
      " 11.3284909960037\n",
      "0.769161708300031\n",
      " 1.64340035075315\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 18.47039145105105\n",
      "18.462204227510334\n",
      "               0.0\n",
      "               0.0\n",
      "18.603500031355757\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "          148.54\n",
      "149.664331094374\n",
      "             nan\n",
      "             nan\n",
      "131.401398509069\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.072613505595676\n",
      "               0.0\n",
      "22.484571653954767\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      " 85.301093344605\n",
      "             nan\n",
      "3.68274237011989\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 16.36442561926696\n",
      " 20.44001302639567\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "16.935860696150733\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "1033.30790608669\n",
      "           24.21\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "610.457904472794\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.754770772968207\n",
      "               0.0\n",
      "19.993078642458705\n",
      "               0.0\n",
      "               0.0\n",
      "17.731526938974987\n",
      "               0.0\n",
      "  20.4183383299387\n",
      "   f_irac_i1    \n",
      "----------------\n",
      " 18.117225537965\n",
      "             nan\n",
      "           36.54\n",
      "             nan\n",
      "             nan\n",
      " 293.35211546265\n",
      "             nan\n",
      "24.6981638825699\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.385268122990475\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "25.4620138948663\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "16.592764247944437\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 19.91662949036553\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "837.325467921918\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "39.2056089548109\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 21.34424801905643\n",
      "22.563763398154656\n",
      "               0.0\n",
      " 24.98598513037367\n",
      "21.855583955533767\n",
      "24.974717871120085\n",
      "               0.0\n",
      "               0.0\n",
      "19.626360209641554\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "              nan\n",
      " 10.5269071503228\n",
      " 3.42369162711343\n",
      "              nan\n",
      "0.367795107500768\n",
      "  6.5730421584691\n",
      "0.371631785182908\n",
      "              nan\n",
      "              nan\n",
      " 51.2219273870274\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.029225709979492\n",
      "22.037274135495387\n",
      "23.322048376092503\n",
      "               0.0\n",
      "               0.0\n",
      "24.035519053837042\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      " 14.0705060098371\n",
      " 5.56019913449124\n",
      "  1.7028666872118\n",
      "              nan\n",
      "              nan\n",
      "0.882657830617891\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "22.378370762351118\n",
      "               0.0\n",
      "               0.0\n",
      "18.182263767680887\n",
      "21.855831895534344\n",
      "20.008130031065683\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "4.06117491577006\n",
      "             nan\n",
      "             nan\n",
      "193.684333261605\n",
      " 6.5715413021826\n",
      "36.0369467122656\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "23.191362541207305\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.944431585785246\n",
      "19.067888144694457\n",
      "               0.0\n",
      "               0.0\n",
      "19.419967576157056\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "1.92067986474024\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      " 38.214428203197\n",
      "85.6731513695051\n",
      "             nan\n",
      "             nan\n",
      "61.9459574008607\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.874002117420467\n",
      "22.948148825300017\n",
      "23.458080193428408\n",
      "               0.0\n",
      "21.439643670185397\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "22.131074559755156\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "16.2330136197356\n",
      "2.40292640562558\n",
      "1.50233893482939\n",
      "             nan\n",
      " 9.6414539640332\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             5.1\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.330606988273622\n",
      "               0.0\n",
      "               0.0\n",
      " 17.92002090800269\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.906831147923207\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "           10.66\n",
      "             nan\n",
      "             nan\n",
      "246.599184921611\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "            6.27\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.575050613325722\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   134.89\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "20.188084607442654\n",
      "               0.0\n",
      "21.687943243057013\n",
      "20.295139474476365\n",
      "22.958258629884362\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "30.5327665401168\n",
      "             nan\n",
      "7.67048284153089\n",
      "27.6658622486935\n",
      "2.38065546710729\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "18.701769939681675\n",
      "               0.0\n",
      "               0.0\n",
      "22.423564484247585\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "120.030613018752\n",
      "             nan\n",
      "             nan\n",
      "3.89559864678758\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.823012373539008\n",
      "               0.0\n",
      " 20.58657430407502\n",
      " 20.26013213247581\n",
      "               0.0\n",
      "20.934924928153272\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "17.0135542637565\n",
      "             nan\n",
      "21.1529176360283\n",
      "28.5724280003074\n",
      "             nan\n",
      "15.3472309560406\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "  22.7206378864989\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "22.078878305857152\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "2.96309001767599\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "5.35116913095604\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 24.42965994539457\n",
      " 23.96009520074214\n",
      "               0.0\n",
      "               0.0\n",
      " 22.86063893292542\n",
      "               0.0\n",
      "               0.0\n",
      "21.995180319785725\n",
      " 22.93624588262437\n",
      "22.968239948119752\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "0.613954266676914\n",
      "0.946154195972948\n",
      "              nan\n",
      "              nan\n",
      "  2.6046203346142\n",
      "              nan\n",
      "              nan\n",
      " 5.78000044804796\n",
      " 2.42941465493391\n",
      " 2.35887007423916\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 19.75865333941919\n",
      "21.505911037417597\n",
      "19.869176946199907\n",
      "18.681820935855278\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "45.3459666446357\n",
      "9.07059100676299\n",
      "40.9571021718414\n",
      "122.256406301875\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "21.163085995671842\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "12.4384310113741\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.583912706550613\n",
      " 23.69791340528743\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "8.44179725115278\n",
      " 1.2045771978174\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 21.00827390653847\n",
      "               0.0\n",
      "22.333879384077825\n",
      "23.525880281825103\n",
      "               0.0\n",
      "27.119979961187262\n",
      "               0.0\n",
      "21.146750626885385\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "14.3446658930218\n",
      "             nan\n",
      "4.23105086489394\n",
      " 1.4113927663695\n",
      "             nan\n",
      "0.05152381539502\n",
      "             nan\n",
      "12.6269874623425\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 18.94958181044749\n",
      "21.728288842929224\n",
      "21.575208187805806\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "95.5360488318475\n",
      "7.39068109130034\n",
      "8.50974849784814\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.770313098865323\n",
      "               0.0\n",
      "17.360235616243322\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "44.8616001767599\n",
      "             nan\n",
      "412.957876037504\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.679242744750205\n",
      "19.348974659389704\n",
      "               0.0\n",
      " 19.69645899863911\n",
      "               0.0\n",
      "               0.0\n",
      " 20.30099698166041\n",
      "19.781009834108566\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "48.7868639286812\n",
      " 66.131768416846\n",
      "             nan\n",
      "48.0193636535506\n",
      "             nan\n",
      "             nan\n",
      "27.5170078250845\n",
      "44.4217911927452\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "14.952837768054074\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "  3791.97\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "24.683614127112513\n",
      "20.244930765591327\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "0.485908335428835\n",
      " 28.9752834921611\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "24.247156630773652\n",
      "               0.0\n",
      "20.191794465450208\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "0.726335628204734\n",
      "              nan\n",
      " 30.4286169981555\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.922071360678608\n",
      "19.311444840774037\n",
      "20.008942196571788\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "           15.53\n",
      "68.4576621380264\n",
      "           36.01\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "15.245035071158696\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "  2897.25\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "16.846097461664336\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "663.072498170919\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "22.672499255176852\n",
      "23.376380067092704\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "23.945265614619323\n",
      " 20.55609953924462\n",
      "               0.0\n",
      "22.031386378477443\n",
      " 22.19182231689367\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 3.09742142407009\n",
      "  1.6197499423609\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "0.959165952351675\n",
      " 21.7550549354442\n",
      "              nan\n",
      "  5.5904330216723\n",
      " 4.82248708499846\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 21.45912505249182\n",
      "19.693417743716914\n",
      "               0.0\n",
      " 18.94908923748344\n",
      "               0.0\n",
      " 17.46607620891384\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "            9.47\n",
      "48.1540592191823\n",
      "             nan\n",
      "95.5794011220412\n",
      "             nan\n",
      "374.601503765755\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 21.90191704611177\n",
      "               0.0\n",
      "               0.0\n",
      " 20.82854352801403\n",
      "               0.0\n",
      "               0.0\n",
      "19.318564085174692\n",
      "               0.0\n",
      " 21.40853851147292\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "6.29844268306179\n",
      "             nan\n",
      "             nan\n",
      "16.9271011266523\n",
      "             nan\n",
      "             nan\n",
      "68.0102491623117\n",
      "             nan\n",
      "9.92166582692899\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.312895243151836\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "22.271105330048435\n",
      "               0.0\n",
      " 19.87047658404135\n",
      "22.624003281929085\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "10.8353240132186\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "4.48288778681217\n",
      "             nan\n",
      "40.9081054134645\n",
      "3.23890855948355\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.201680620099403\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.360894716424234\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "190.251352105749\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "10.3667377789733\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 17.50074263757825\n",
      "19.690976814453983\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "362.829796295727\n",
      "48.2624399446665\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "18.073054055840153\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "214.179735382724\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "19.126688804691774\n",
      "               0.0\n",
      " 21.84566893016605\n",
      " 24.99144834998382\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "              nan\n",
      " 81.1567184475868\n",
      "              nan\n",
      " 6.63334259299108\n",
      "0.365949080279742\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.214136069837316\n",
      "               0.0\n",
      "18.080220890332463\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "74.8765062695973\n",
      "             nan\n",
      "212.770612542269\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "18.295677648007548\n",
      "               0.0\n",
      "               0.0\n",
      " 19.65246711776542\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "174.473286089763\n",
      "             nan\n",
      "             nan\n",
      "50.0049679080848\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.617495495203592\n",
      "               0.0\n",
      "               0.0\n",
      " 18.36644430512839\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      " 20.558991260375\n",
      "             nan\n",
      "             nan\n",
      "163.464058699662\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 21.25109145524683\n",
      "17.287914667094945\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "           11.47\n",
      "441.401833861051\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.852515191093026\n",
      "19.365145687483682\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "41.5904791315708\n",
      "65.1540962388564\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "22.025055491174918\n",
      " 20.49283653348018\n",
      "21.337342167767254\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "5.62312585075315\n",
      "23.0603230295112\n",
      "10.5940771887488\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "23.055151000474872\n",
      " 23.12693883060019\n",
      "23.896375712101282\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.888870962300935\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "2.17740692499231\n",
      "2.03809520750077\n",
      "1.00334367015063\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "6.37458057623732\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.242333441292338\n",
      "               0.0\n",
      " 23.15177027518485\n",
      "               0.0\n",
      "20.647012392679308\n",
      "20.398903647228103\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 23.29162989141718\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "29.0446818383031\n",
      "             nan\n",
      " 1.9920117230249\n",
      "             nan\n",
      "20.0076021518598\n",
      "25.1442416077467\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "1.75124957715954\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 22.78570983956923\n",
      "               0.0\n",
      "23.829841745918422\n",
      "               0.0\n",
      "  22.1008780082822\n",
      "24.741402932434404\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "2.79071871072856\n",
      "             nan\n",
      "1.06675159683369\n",
      "             nan\n",
      "5.24383232861974\n",
      "0.46072186869044\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "22.303776857613407\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 21.06535468699166\n",
      "               0.0\n",
      " 20.35549069340029\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "     4.35\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    13.61\n",
      "      nan\n",
      "    26.17\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "18.156839157601347\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "198.273346587765\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.872198646854876\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.601257458473548\n",
      "               0.0\n",
      " 18.98946881757545\n",
      "21.561231835438228\n",
      "               0.0\n",
      "19.885391152354778\n",
      "               0.0\n",
      "21.464872743017814\n",
      "f_irac_i1\n",
      "---------\n",
      "    16.26\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    52.42\n",
      "      nan\n",
      "    92.09\n",
      "     8.62\n",
      "      nan\n",
      "    40.35\n",
      "      nan\n",
      "     9.42\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.392671077688355\n",
      "               0.0\n",
      "20.048778230682053\n",
      "               0.0\n",
      " 21.57008471317956\n",
      "               0.0\n",
      "18.912968066340902\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "23.428952251278737\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "25.2889949047033\n",
      "             nan\n",
      "34.7127249969259\n",
      "             nan\n",
      "            8.55\n",
      "             nan\n",
      "98.8127016292653\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "1.54318893083308\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "16.80533215566613\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "688.441651460191\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "19.26074678644661\n",
      "              0.0\n",
      "20.89992888011033\n",
      "              0.0\n",
      "              0.0\n",
      "20.99785149460275\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "71.7300750814633\n",
      "             nan\n",
      "15.8499701245005\n",
      "             nan\n",
      "             nan\n",
      "14.4830290624039\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "23.140069638856154\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "  23.4139840300627\n",
      "20.302881244417513\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "2.01359509422072\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "1.56461103150938\n",
      "27.4692942944974\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "17.391793286264594\n",
      "               0.0\n",
      "19.790109097974344\n",
      "               0.0\n",
      " 18.56202789204047\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "401.127729680295\n",
      "             nan\n",
      " 44.051059747925\n",
      "             nan\n",
      "136.517662388564\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "22.508467850367616\n",
      " 22.56811405251876\n",
      "               0.0\n",
      "               0.0\n",
      " 19.88866546720491\n",
      "21.700312126074373\n",
      "               0.0\n",
      "               0.0\n",
      "19.610492020118464\n",
      "21.867107840363552\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "3.60257358100215\n",
      "            3.41\n",
      "             nan\n",
      "             nan\n",
      "40.2284975714725\n",
      "7.58359531447894\n",
      "             nan\n",
      "             nan\n",
      "51.9760404749462\n",
      "6.50364554641869\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "23.949773974490988\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 17.97257103429684\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "0.95519141438672\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "234.947910113741\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "  18.1683380124718\n",
      "20.909517390612898\n",
      "               0.0\n",
      "               0.0\n",
      "18.835717257828414\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "196.184546541654\n",
      "15.7106098524439\n",
      "             nan\n",
      "             nan\n",
      "106.099441269597\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "20.04324757637972\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    34.89\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "17.302343652711777\n",
      "               0.0\n",
      " 18.39941821730411\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 20.91371414529383\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "435.574592422379\n",
      "             nan\n",
      "158.574267184138\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "           15.65\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 20.61390331637046\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.078489384780987\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.752902708515954\n",
      "23.137325065974885\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "20.6271237196434\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "33.7756912557639\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "45.5867799462035\n",
      "2.01869158945589\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "  18.3612082347883\n",
      "               0.0\n",
      "19.340097685531795\n",
      "               0.0\n",
      " 20.33350576895868\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "164.254284245312\n",
      "             nan\n",
      "66.6746778173993\n",
      "             nan\n",
      "26.7053142253305\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.020573305650025\n",
      " 23.01311643204979\n",
      "               0.0\n",
      "               0.0\n",
      "23.105899215141413\n",
      "               0.0\n",
      " 22.23948700714805\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 24.91200227580304\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "35.6262964786351\n",
      "2.26335890962189\n",
      "             nan\n",
      "             nan\n",
      "2.07797497924992\n",
      "             nan\n",
      "4.61535591177375\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "0.39373052840455\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 20.57418819444394\n",
      "               0.0\n",
      "21.062849479092144\n",
      "               0.0\n",
      "17.276647352846332\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "21.3956124269905\n",
      "             nan\n",
      "13.6414397233323\n",
      "             nan\n",
      "446.006367307101\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "15.985074707402696\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 18.23803707737965\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.436630877075793\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "1465.44700292038\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      " 183.98616583154\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "153.231357531509\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.417378833958047\n",
      "               0.0\n",
      " 18.56807042672596\n",
      " 20.00442894549169\n",
      "               0.0\n",
      " 19.66151472927222\n",
      "19.002157922074055\n",
      "               0.0\n",
      " 20.25453891107434\n",
      "f_irac_i1\n",
      "---------\n",
      "    24.72\n",
      "      nan\n",
      "   135.76\n",
      "    36.16\n",
      "      nan\n",
      "    49.59\n",
      "    91.02\n",
      "      nan\n",
      "    28.72\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    m_irac_i1     \n",
      "------------------\n",
      "24.637696983609324\n",
      "18.800693006766686\n",
      "               0.0\n",
      " 21.12531924183765\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "0.506898733999385\n",
      " 109.577855625576\n",
      "              nan\n",
      "  12.878708200123\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 21.55853560579242\n",
      "               0.0\n",
      " 22.38179823975714\n",
      "               0.0\n",
      "               0.0\n",
      "19.684419014107227\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "8.64143281340301\n",
      "             nan\n",
      "4.04837471856748\n",
      "             nan\n",
      "             nan\n",
      "48.5548251306486\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.193080622201073\n",
      "               0.0\n",
      "23.511445645479675\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "76.3427414171534\n",
      "             nan\n",
      "1.43028222625269\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "23.227907059073054\n",
      " 21.79321596613986\n",
      "23.058098377202434\n",
      " 20.76118865945019\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "1.85710806640025\n",
      "6.96167289686443\n",
      "2.17150407715954\n",
      " 18.010448847218\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "22.847664510513162\n",
      " 23.57966262138566\n",
      "               0.0\n",
      "19.421233755334235\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 20.61063097967631\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "2.63593195972948\n",
      "1.34318227297879\n",
      "             nan\n",
      "61.8737584967722\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "20.6893862788196\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.970683865866924\n",
      "21.092837101906433\n",
      "               0.0\n",
      "               0.0\n",
      "17.936715626664885\n",
      "               0.0\n",
      " 20.60379818706371\n",
      " 20.23262081480582\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "           14.85\n",
      "13.2698238917922\n",
      "             nan\n",
      "             nan\n",
      "242.836379541961\n",
      "             nan\n",
      "           20.82\n",
      " 29.305671295727\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "25.224712759312062\n",
      "               0.0\n",
      "               0.0\n",
      " 23.69217982072825\n",
      "21.781182006950324\n",
      " 19.81729999384674\n",
      " 21.43239090545749\n",
      "               0.0\n",
      "20.700801698291478\n",
      "  19.8109885909088\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "0.29519900972948\n",
      "             nan\n",
      "             nan\n",
      "1.21095518675069\n",
      "7.03926309176145\n",
      "42.9615560021519\n",
      "9.70607488779588\n",
      "             nan\n",
      "19.0405426145097\n",
      "43.2120195235168\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "  20.1796895571565\n",
      "               0.0\n",
      "17.616181984179896\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "30.7697648401476\n",
      "             nan\n",
      "326.232486550876\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 20.41474674489988\n",
      "               0.0\n",
      "               0.0\n",
      "20.447212298225374\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    24.78\n",
      "      nan\n",
      "      nan\n",
      "    24.05\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "22.930380374609477\n",
      "               0.0\n",
      "21.031057097293022\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      " 2.4425746761451\n",
      "             nan\n",
      "14.0467923071011\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "21.65044874393225\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "     7.94\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.809783712242314\n",
      "18.587408055749272\n",
      "20.358398731654297\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "           43.26\n",
      "133.363436458654\n",
      "            26.1\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "20.43475660349346\n",
      "              0.0\n",
      "              0.0\n",
      "   f_irac_i1   \n",
      "---------------\n",
      "            nan\n",
      "            nan\n",
      "            nan\n",
      "            nan\n",
      "24.327493130956\n",
      "            nan\n",
      "            nan\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 22.52319586421512\n",
      "               0.0\n",
      "24.293001657760847\n",
      "               0.0\n",
      " 22.18741257950581\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      " 3.55403462280971\n",
      "              nan\n",
      "0.696304716446357\n",
      "              nan\n",
      " 4.84211353381494\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.514728902131488\n",
      " 19.35740943487493\n",
      "18.336985335085252\n",
      "               0.0\n",
      "21.453407629038814\n",
      "20.908868645741528\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 20.67881799850054\n",
      "f_irac_i1\n",
      "---------\n",
      "     22.6\n",
      "    65.62\n",
      "   167.96\n",
      "      nan\n",
      "     9.52\n",
      "    15.72\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    19.43\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.588612296258923\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 20.17094154311703\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "334.622455272057\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "31.0186850199816\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 21.47065102278055\n",
      "               0.0\n",
      "19.193250186812996\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 21.33591069879119\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "            9.37\n",
      "             nan\n",
      "76.3308195373501\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "10.6080539671073\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "  19.5935394134435\n",
      "               0.0\n",
      "21.659636632943354\n",
      "               0.0\n",
      "               0.0\n",
      "18.298363645659656\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "52.7939594635721\n",
      "             nan\n",
      "7.87309237088841\n",
      "             nan\n",
      "             nan\n",
      "174.042190916077\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.907286601100786\n",
      "               0.0\n",
      " 26.09942125512739\n",
      "20.299453454889992\n",
      "               0.0\n",
      "22.881444190005517\n",
      "19.876695672828582\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      " 6.26737036258838\n",
      "              nan\n",
      "0.131895961435598\n",
      " 27.5561549431294\n",
      "              nan\n",
      " 2.55518485106056\n",
      " 40.6744539102367\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 17.73343382838697\n",
      "17.107070832207462\n",
      "               0.0\n",
      "17.426096816852144\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      " 292.83735036889\n",
      " 521.40076870581\n",
      "             nan\n",
      "388.652327835844\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.852001497361776\n",
      "               0.0\n",
      "19.086075226141553\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   104.52\n",
      "      nan\n",
      "    84.25\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "17.952960948219236\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.823203829464582\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      " 239.22998922533\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "42.7285807946511\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.006023955152408\n",
      " 22.94762711937343\n",
      "               0.0\n",
      "19.628187284088575\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "14.3744229050108\n",
      "2.40408131063634\n",
      "             nan\n",
      "51.1358037273286\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "24.663002336673692\n",
      "               0.0\n",
      " 19.58473217269887\n",
      " 25.64535275207046\n",
      "               0.0\n",
      "20.906798604685953\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "0.495221014294497\n",
      "              nan\n",
      "  53.223953489087\n",
      "0.200382088687365\n",
      "              nan\n",
      "            15.75\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.384252086208214\n",
      "21.332426062358245\n",
      "22.148670952395882\n",
      " 20.94507846243784\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "10.1461006332616\n",
      "10.6421548785736\n",
      "5.01801111604673\n",
      "15.2043764893944\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.504977639506784\n",
      "               0.0\n",
      "               0.0\n",
      " 18.40774220843182\n",
      "18.435153525433527\n",
      "               0.0\n",
      "               0.0\n",
      " 21.50921119265417\n",
      "21.252447188849764\n",
      " 22.57659215033322\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      " 57.280782771288\n",
      "             nan\n",
      "             nan\n",
      "157.363177605287\n",
      "          153.44\n",
      "             nan\n",
      "             nan\n",
      "9.04306230249001\n",
      "11.4556866154319\n",
      "3.38347630863818\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "17.03218484909265\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "558.632322456194\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.942237148937288\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "241.604567568398\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "24.033152866001608\n",
      " 24.34948723889446\n",
      "19.630156488795556\n",
      "               0.0\n",
      "               0.0\n",
      "   25.262062249779\n",
      "               0.0\n",
      "               0.0\n",
      "  20.6869500559828\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "0.884583539348294\n",
      "0.661005547679065\n",
      " 51.0431425422687\n",
      "              nan\n",
      "              nan\n",
      "0.285216798094067\n",
      "              nan\n",
      "              nan\n",
      " 19.2850148493698\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "  24.8114315746325\n",
      "21.953345581396285\n",
      "21.331768134722374\n",
      "18.829613208606467\n",
      " 22.27342194218543\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "0.43194392482324\n",
      "6.00705720089148\n",
      "10.6486056993544\n",
      "106.697616169689\n",
      "4.47333294205349\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 22.22826457487401\n",
      "22.222724878740657\n",
      "21.996691655622847\n",
      "               0.0\n",
      " 22.96831298261575\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "4.66330874700277\n",
      "4.68716291115893\n",
      "5.77196033230864\n",
      "             nan\n",
      "2.35871140485705\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "16.142451462687298\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.358966192229794\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "1267.70853688903\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "164.593819382109\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "22.319219446930525\n",
      "22.013621185097982\n",
      "23.093732682866793\n",
      "24.750068639309838\n",
      "22.881147651832073\n",
      "21.492633467816155\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 4.28856721533969\n",
      "  5.6826580826929\n",
      " 2.10139128527513\n",
      "0.457059293805718\n",
      " 2.55588282293268\n",
      " 9.18219714263756\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "16.424615077244873\n",
      "19.553851309462736\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "977.583739317553\n",
      "54.7595002782047\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "23.833839655370774\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "1.06283081570858\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 20.18534167600665\n",
      "               0.0\n",
      "19.105973685625322\n",
      "               0.0\n",
      "               0.0\n",
      "20.975813914852985\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    30.61\n",
      "      nan\n",
      "    82.72\n",
      "      nan\n",
      "      nan\n",
      "    14.78\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "20.822925506785857\n",
      "               0.0\n",
      "21.237093200570904\n",
      "20.017677947574008\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "22.794669324779697\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "17.0149155256686\n",
      "             nan\n",
      "11.6188386243468\n",
      "35.7214287442361\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      " 2.7677844821703\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 19.74926670114757\n",
      "17.915716102966492\n",
      "19.052035580035216\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "45.7397008146326\n",
      "247.578859975407\n",
      "86.9332203658162\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 17.53336456016526\n",
      "               0.0\n",
      "19.800279035363296\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "352.090393559791\n",
      "             nan\n",
      "43.6403661620043\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "22.891541886112897\n",
      "23.006244302787103\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "2.53153097448509\n",
      "2.27773019382109\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 19.86486723503196\n",
      "               0.0\n",
      "               0.0\n",
      "18.235079622762733\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "    f_irac_i1     \n",
      "------------------\n",
      "-0.332478511112819\n",
      "             41.12\n",
      "               nan\n",
      "               nan\n",
      "  184.488011942822\n",
      "               nan\n",
      "               nan\n",
      "               nan\n",
      "               nan\n",
      "               nan\n",
      "               nan\n",
      "               nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.828357604727664\n",
      "               0.0\n",
      "17.823119739100356\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.049515803553412\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    16.93\n",
      "      nan\n",
      "   269.62\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    13.81\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "17.91303930238241\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "   248.19\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 22.52030011767247\n",
      "22.628072124126653\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.604465419289987\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "3.56352617322471\n",
      "3.22679332846603\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "20.8072091331079\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.610130131729044\n",
      "               0.0\n",
      " 17.35712135207867\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "20.6989324531202\n",
      "             nan\n",
      "414.144081401783\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.356144515267225\n",
      "               0.0\n",
      "               0.0\n",
      "17.746026203174445\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "65.6964940823855\n",
      "             nan\n",
      "             nan\n",
      "289.460640485705\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "23.978100167375196\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "0.930593324930833\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "19.68320580683156\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "48.6091108684291\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.307051723662106\n",
      "22.313636542043987\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "27.3639829111589\n",
      "4.31067601629265\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 21.13537544571205\n",
      "               0.0\n",
      "19.164698558885682\n",
      "               0.0\n",
      "18.650211680898273\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "12.7599749477405\n",
      "             nan\n",
      "78.3647182431602\n",
      "             nan\n",
      "125.867998893329\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "19.03445837254369\n",
      "              0.0\n",
      "              0.0\n",
      "19.73315923486461\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "88.3520541192745\n",
      "             nan\n",
      "             nan\n",
      "46.4233317491546\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "16.022279850282892\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "1416.08088303105\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "22.109338364101127\n",
      "20.194664297843325\n",
      " 19.63619596644333\n",
      "               0.0\n",
      " 20.65489141590178\n",
      "               0.0\n",
      "               0.0\n",
      "21.968779554401415\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "5.20312973040271\n",
      "30.3482938748847\n",
      "           50.76\n",
      "             nan\n",
      "19.8629355594836\n",
      "             nan\n",
      "             nan\n",
      "5.92226965877651\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      " 19.6821854839665\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "18.64230815298543\n",
      "              0.0\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "48.6548128527513\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "126.787587672917\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "17.705500191387152\n",
      "19.092992049696768\n",
      " 18.61378042771053\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "300.469174239164\n",
      "83.7149804442053\n",
      "130.163083691977\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "22.537873205828795\n",
      " 23.55513551024115\n",
      "  23.4221522961274\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "3.50631328881033\n",
      "1.37387049216108\n",
      "1.55288423701199\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.602453509895376\n",
      "               0.0\n",
      " 19.82569251556847\n",
      "               0.0\n",
      " 18.40171809375709\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "8.29886301629265\n",
      "             nan\n",
      "42.6307520166001\n",
      "             nan\n",
      "158.238720458039\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 23.31141894140773\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "  18.4915279884054\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.762665208842115\n",
      "23.722429626623658\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "1.71961974623425\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "145.676267214879\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "17.9859721441746\n",
      "1.17768230402705\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.786468221462492\n",
      " 21.51561239809987\n",
      " 21.62113039179193\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "7.00507374162312\n",
      "8.98990372425453\n",
      "8.15732645926837\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "24.651587556709806\n",
      " 22.27521872003735\n",
      "24.953540754017716\n",
      "21.072557471259636\n",
      "               0.0\n",
      "20.576053588615117\n",
      "20.967532929809913\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "0.500454936289579\n",
      " 4.46593617430065\n",
      "0.378951559268368\n",
      " 13.5200099584998\n",
      "              nan\n",
      " 21.3588843667384\n",
      " 14.8931590685521\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "21.209536197261265\n",
      " 21.75805826135538\n",
      "               0.0\n",
      "21.793952914789678\n",
      "22.700141520538473\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      " 11.917509892407\n",
      "7.19079148462957\n",
      "             nan\n",
      "6.95694923132493\n",
      "3.01955810974485\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.413833360351497\n",
      "               0.0\n",
      " 20.78404581801427\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "393.067064955426\n",
      "             nan\n",
      "17.6352521165078\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.859314297521912\n",
      "               0.0\n",
      "16.735426363111593\n",
      "               0.0\n",
      "   f_irac_i1   \n",
      "---------------\n",
      "            nan\n",
      "            nan\n",
      "            nan\n",
      "            nan\n",
      "            nan\n",
      "            nan\n",
      "         260.78\n",
      "            nan\n",
      "734.22548490624\n",
      "            nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "18.91563810861384\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      " 19.7513980453242\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    98.57\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    45.65\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.879828026543002\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "255.899118213956\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 18.05860527639411\n",
      "               0.0\n",
      " 19.96434292573243\n",
      "               0.0\n",
      "19.947435941544477\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "217.049050061482\n",
      "             nan\n",
      "           37.52\n",
      "             nan\n",
      "38.1088306947433\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.504093769761873\n",
      "17.695748628445322\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    144.0\n",
      "   303.18\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 19.24907404637495\n",
      " 21.22745236597803\n",
      "               0.0\n",
      "               0.0\n",
      "20.381278781706463\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "72.5054047802029\n",
      "11.7224679388257\n",
      "             nan\n",
      "             nan\n",
      " 25.555741546265\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "23.261818737241732\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      1.8\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "15.74885818982198\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "1821.61554641869\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "18.449725848048736\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "151.394347586843\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "18.380128232752647\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "161.416790147556\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.789643097063156\n",
      "               0.0\n",
      "               0.0\n",
      "18.373117521748476\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "278.062716461728\n",
      "             nan\n",
      "             nan\n",
      "162.462447387027\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.097847759791712\n",
      "               0.0\n",
      "               0.0\n",
      "20.195591550551406\n",
      "               0.0\n",
      " 22.71492127999715\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "33.1788169243775\n",
      "             nan\n",
      "             nan\n",
      " 30.322386546265\n",
      "             nan\n",
      "2.97873239102367\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.662829180043865\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    49.53\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.186422677195885\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.656511644035128\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "484.653026513987\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "49.8190386059022\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "20.70254470783639\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    19.01\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.853072899098215\n",
      "               0.0\n",
      " 21.07272459340995\n",
      "22.118274075390907\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "16.5489651106671\n",
      "             nan\n",
      "13.5179290485706\n",
      "5.16048321549339\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.805642375616635\n",
      "               0.0\n",
      "20.272260957290918\n",
      "18.379249122871464\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      " 109.07947769751\n",
      "             nan\n",
      "28.2550198724254\n",
      " 161.54754065478\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "16.586898371815842\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "841.861504749462\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "  22.4620612932569\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.579642423657482\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.924134693332086\n",
      "               0.0\n",
      "21.708628608003544\n",
      " 22.95233427494292\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "3.75989297279434\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "53.4740441807562\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "38.9355328573624\n",
      "             nan\n",
      "7.52572867752843\n",
      "2.39368109621887\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.719062553134812\n",
      "20.955437570338297\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    47.03\n",
      "    15.06\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.806907049231178\n",
      "               0.0\n",
      " 20.10540276348869\n",
      "               0.0\n",
      "20.848350943366306\n",
      "               0.0\n",
      " 19.55181451347537\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "17.2678067752843\n",
      "             nan\n",
      "32.9487463203197\n",
      "             nan\n",
      "16.6210946510913\n",
      "             nan\n",
      "54.8623232400861\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "23.895404124265248\n",
      "21.117730674135878\n",
      "               0.0\n",
      "               0.0\n",
      "18.921997034104187\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "1.00424192960344\n",
      "12.9690370319705\n",
      "             nan\n",
      "             nan\n",
      "97.9943837995696\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.826740567922435\n",
      "21.201070582060417\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "            6.75\n",
      "12.0107953504457\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "23.382862800015523\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "22.917926760487497\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "1.61010752597602\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "2.47075279772518\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "22.860306831283104\n",
      "22.799511874080785\n",
      "21.384506340684673\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "2.60541714970796\n",
      "2.75546722948048\n",
      " 10.143724927759\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.995640516022597\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.630049894128952\n",
      "18.582951829622424\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "91.5680137104211\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "51.0481540670151\n",
      "133.911929634184\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "18.368765341670404\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.614234699643397\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "163.114986059022\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "20.6208289671073\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 17.06978025049947\n",
      " 22.87179587993888\n",
      "               0.0\n",
      "               0.0\n",
      " 17.86859665226377\n",
      "23.176743773996655\n",
      "   f_irac_i1    \n",
      "----------------\n",
      " 539.61982877344\n",
      "2.57799249093145\n",
      "             nan\n",
      "             nan\n",
      "          258.56\n",
      "1.94671551613895\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.045889253362837\n",
      " 21.87367150630576\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "87.4267428373809\n",
      "6.46444727267138\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.425720424199476\n",
      " 20.48051581252391\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.438268805933085\n",
      "24.078634305320314\n",
      "22.461300920472247\n",
      " 20.73143579814043\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      " 24.5308067015063\n",
      " 23.3234974423609\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      " 9.65367063940977\n",
      "0.848293770750077\n",
      " 3.76252705794651\n",
      " 18.5108209806333\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "17.950703395154015\n",
      "               0.0\n",
      "17.832141716169808\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.484645668152417\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "239.727933630495\n",
      "             nan\n",
      "267.388862388564\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "            9.25\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "22.677929052761137\n",
      "22.282315193058572\n",
      "24.986037090098527\n",
      "23.386750798585304\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "3.08196980079926\n",
      "4.43684158530587\n",
      "0.36777750647095\n",
      "1.60435207592991\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.280163206339772\n",
      "               0.0\n",
      "               0.0\n",
      "19.611120683798212\n",
      "               0.0\n",
      "               0.0\n",
      "19.589893876021968\n",
      "               0.0\n",
      "               0.0\n",
      " 22.75151878060192\n",
      "  21.1409183622524\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "28.0501196080541\n",
      "             nan\n",
      "             nan\n",
      "51.9459539855518\n",
      "             nan\n",
      "             nan\n",
      "52.9715217737473\n",
      "             nan\n",
      "             nan\n",
      "            2.88\n",
      "12.6949985351983\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 21.70443935175168\n",
      "20.518167068255984\n",
      "22.236025896527373\n",
      " 20.52858868550272\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      " 7.5548223994774\n",
      "22.5285464970796\n",
      "4.63009222225638\n",
      "22.3133370581002\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "16.752685729451052\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "722.646174900092\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      " 18.0551367333045\n",
      "              0.0\n",
      "23.20366811126147\n",
      "20.87481314677776\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "217.743553750384\n",
      "             nan\n",
      "1.89903406624654\n",
      "16.2208923193975\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "18.700753197249945\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "120.143068859514\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "18.648510017386293\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "126.065425222871\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "22.141771554703347\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "     5.05\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.658885514484005\n",
      "               0.0\n",
      "               0.0\n",
      "25.945452495065886\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.943320142004943\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "           19.79\n",
      "             nan\n",
      "             nan\n",
      "0.15199139532739\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      " 96.088617122656\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.506115700642304\n",
      "               0.0\n",
      "               0.0\n",
      "18.969608660351263\n",
      "  19.0678013554405\n",
      "               0.0\n",
      "               0.0\n",
      "19.234577130915575\n",
      "               0.0\n",
      " 19.70233920469672\n",
      "               0.0\n",
      "               0.0\n",
      "18.292528969513008\n",
      "f_irac_i1\n",
      "---------\n",
      "    22.78\n",
      "      nan\n",
      "      nan\n",
      "    93.79\n",
      "    85.68\n",
      "      nan\n",
      "      nan\n",
      "    73.48\n",
      "      nan\n",
      "    47.76\n",
      "      nan\n",
      "      nan\n",
      "   174.98\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.999579267603714\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.035634741534572\n",
      "               0.0\n",
      " 20.89241778246322\n",
      "              21.4\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    14.46\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   221.69\n",
      "      nan\n",
      "    15.96\n",
      "     10.0\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "20.413060365903853\n",
      "               0.0\n",
      "23.754631157913884\n",
      "               0.0\n",
      "               0.0\n",
      " 23.92624950257241\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "              nan\n",
      " 24.8185185106056\n",
      "              nan\n",
      " 1.14326665493391\n",
      "              nan\n",
      "              nan\n",
      "0.976113229634184\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 18.94377677959411\n",
      "22.840764850615322\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "96.0482127881955\n",
      "2.65273617445435\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "17.384586173047843\n",
      "               0.0\n",
      "               0.0\n",
      " 22.77053391118927\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 18.09622990979944\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      " 403.79927121119\n",
      "             nan\n",
      "             nan\n",
      "            2.83\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "209.656357423916\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "19.605706379625225\n",
      "               0.0\n",
      " 23.24113703967307\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "52.2056428742699\n",
      "             nan\n",
      "1.83461603120197\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 20.44257423806392\n",
      "  22.6575768421905\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 21.01002819344331\n",
      "               0.0\n",
      "22.342328450635996\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "24.1529568106363\n",
      "3.14028643452198\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "14.3215070996004\n",
      "             nan\n",
      "4.19825312327083\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 22.03796682379714\n",
      "               0.0\n",
      "21.905177236250744\n",
      " 22.75336808867747\n",
      "23.692773130475906\n",
      "               0.0\n",
      "23.929235591436615\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "  5.5566529171534\n",
      "              nan\n",
      " 6.27955842545343\n",
      " 2.87509874131571\n",
      " 1.21029363080234\n",
      "              nan\n",
      "0.973432324008607\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.791286451725377\n",
      " 21.21357067493485\n",
      " 23.04346267144674\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "17.5180361942822\n",
      "11.8733078973255\n",
      " 2.2009740969874\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 22.15746725975972\n",
      "22.020897897349208\n",
      "22.734018739089542\n",
      "               0.0\n",
      "24.859338048860344\n",
      "21.900693187243128\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "4.97752094405164\n",
      "5.64469968444513\n",
      "2.92679634737166\n",
      "             nan\n",
      "0.41329940537965\n",
      "6.30554638933292\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 16.39051252341458\n",
      "20.372464330797946\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      " 1008.7765791577\n",
      "25.7640579711036\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "18.097949641464176\n",
      "17.879013861700223\n",
      "               0.0\n",
      "               0.0\n",
      " 20.08313435599515\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "209.324538994774\n",
      "256.091082154934\n",
      "             nan\n",
      "             nan\n",
      "33.6315015385798\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "24.465694780910376\n",
      "24.122312534887023\n",
      "20.665497207131118\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "24.990874332550455\n",
      "20.383345061794223\n",
      "23.618518528472627\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "0.593911982692899\n",
      "0.814844964432831\n",
      "  19.669853129419\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "0.366142604903166\n",
      " 25.5071522994159\n",
      " 1.29596295849985\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 19.60785939472118\n",
      "22.822455031365585\n",
      "               0.0\n",
      " 21.93108931868351\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "52.1022216507839\n",
      "2.69785116876729\n",
      "             nan\n",
      "6.13146526806025\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "24.364486599672226\n",
      "19.328714082456564\n",
      "               0.0\n",
      "               0.0\n",
      "19.878180702447132\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "0.651936595388872\n",
      " 67.3774184414387\n",
      "              nan\n",
      "              nan\n",
      " 40.6188589332923\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 19.18598259369299\n",
      "               0.0\n",
      "18.893151063300245\n",
      "23.204155014283437\n",
      "               0.0\n",
      "               0.0\n",
      " 21.94665345320609\n",
      "21.144555018427987\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "76.8434690393483\n",
      "             nan\n",
      "100.632804180756\n",
      "1.89818262726714\n",
      "             nan\n",
      "             nan\n",
      " 6.0441971079004\n",
      "12.6525479726406\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "17.797888239886895\n",
      "20.376858369902727\n",
      "               0.0\n",
      "19.978564614221646\n",
      "   f_irac_i1    \n",
      "----------------\n",
      " 275.95908993237\n",
      "           25.66\n",
      "             nan\n",
      "37.0317430448816\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "15.705480476401213\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "1895.86674792499\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.579732546038308\n",
      "               0.0\n",
      " 20.14113897304697\n",
      "               0.0\n",
      "               0.0\n",
      " 23.16007349526665\n",
      "23.249670362258023\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "21.2866334399016\n",
      "             nan\n",
      "31.8819158223179\n",
      "             nan\n",
      "             nan\n",
      " 1.9768358203197\n",
      "1.82025341746081\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 22.79938752355563\n",
      "               0.0\n",
      "               0.0\n",
      " 24.34689422171204\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "22.930953624689586\n",
      "               0.0\n",
      "22.309954068489837\n",
      "               0.0\n",
      "               0.0\n",
      " 23.69226300451819\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 2.75578283415309\n",
      "              nan\n",
      "              nan\n",
      "0.662586085474946\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      " 2.44128537903474\n",
      "              nan\n",
      " 4.32532128696588\n",
      "              nan\n",
      "              nan\n",
      " 1.21086241284968\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "23.064081320137838\n",
      "               0.0\n",
      "22.122126712464286\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "23.843956528245137\n",
      "23.747544966829842\n",
      "               0.0\n",
      " 22.45975653603434\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "2.15957092576084\n",
      "             nan\n",
      "5.14220415585613\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "1.05297337196434\n",
      "1.15075272840455\n",
      "             nan\n",
      "3.76788279987704\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "16.160795424050228\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "  1246.47\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.856558996956373\n",
      "               0.0\n",
      "               0.0\n",
      "  21.4768465143352\n",
      "               0.0\n",
      "22.640888906644612\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "6.56714191177375\n",
      "             nan\n",
      "             nan\n",
      "9.31668461727636\n",
      "             nan\n",
      "3.18892597002767\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "17.332745035454174\n",
      "               0.0\n",
      "20.379939497696164\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      " 423.54736655395\n",
      "             nan\n",
      "25.5872846726099\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "  19.0708469007888\n",
      "21.537560228969873\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    85.44\n",
      "     8.81\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.428415076620517\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.457645607133095\n",
      "16.306045350207704\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    24.47\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    23.82\n",
      "  1090.39\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "24.577110859584657\n",
      "               0.0\n",
      " 22.91114087524877\n",
      "               0.0\n",
      "22.376046899663443\n",
      "               0.0\n",
      " 18.78409217958494\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "0.535988727651399\n",
      "              nan\n",
      " 2.48624343805718\n",
      "              nan\n",
      " 4.06987658745773\n",
      "              nan\n",
      " 111.266167214879\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 19.26455626190974\n",
      "21.109013228368646\n",
      " 18.79858853517775\n",
      "               0.0\n",
      "26.542884924572952\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "    f_irac_i1     \n",
      "------------------\n",
      "  71.4788398893329\n",
      "  13.0735854150015\n",
      "  109.790455256686\n",
      "               nan\n",
      "0.0876689954349831\n",
      "               nan\n",
      "               nan\n",
      "               nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.380089615549757\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "25.5837471257301\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.096127315191943\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 18.46027864751776\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "526.682725038426\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "          149.93\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 21.04324438565596\n",
      "20.190675252499936\n",
      " 21.66420984328891\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    13.89\n",
      "    30.46\n",
      "     7.84\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "23.32866477320291\n",
      "              0.0\n",
      "              0.0\n",
      "19.28396508120114\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "23.36472546496926\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "1.69252109667999\n",
      "             nan\n",
      "             nan\n",
      "70.2124241177375\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "1.63723045281279\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "18.201227963174937\n",
      "21.296075727641515\n",
      "               0.0\n",
      "               0.0\n",
      " 20.70154455583144\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "190.330686796803\n",
      "11.0044846495543\n",
      "             nan\n",
      "             nan\n",
      "19.0275195865355\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "17.26308258440165\n",
      "              0.0\n",
      "18.71958845256507\n",
      "              0.0\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      " 451.61355252075\n",
      "             nan\n",
      "118.076812004304\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 21.12568332132762\n",
      "19.262649853411396\n",
      "               0.0\n",
      " 19.01837201637091\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.740227141485896\n",
      "22.013934325615928\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "12.8743903120197\n",
      "71.6044574853981\n",
      "             nan\n",
      "89.6708307869659\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "18.3615417045804\n",
      "5.68101936612358\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "17.313277796273233\n",
      "               0.0\n",
      "20.724784943491834\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "431.210057254842\n",
      "             nan\n",
      "18.6245600491854\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 20.21253058263492\n",
      " 20.24999853958517\n",
      "21.684633287506948\n",
      "23.794166323396432\n",
      "23.291154801776266\n",
      "   f_irac_i1    \n",
      "----------------\n",
      " 29.852985288964\n",
      "28.8403538241623\n",
      "7.69390261573932\n",
      "1.10238544528128\n",
      "1.75201604565017\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "23.137712191584576\n",
      " 21.29167820180553\n",
      "23.877425299600837\n",
      "21.497636805390677\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "2.01797194143867\n",
      "11.0491461789118\n",
      "1.02100972840455\n",
      "9.13998068244697\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "  23.5351051283724\n",
      "               0.0\n",
      "               0.0\n",
      " 20.53864280634817\n",
      "22.639986843504765\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "1.39945181155856\n",
      "             nan\n",
      "             nan\n",
      "22.1076651229634\n",
      "3.19157652905011\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.910942641032655\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.451730431041035\n",
      "               0.0\n",
      "18.094881913729886\n",
      "               0.0\n",
      "18.863698653105182\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "  f_irac_i1   \n",
      "--------------\n",
      "           nan\n",
      "         15.69\n",
      "           nan\n",
      "           nan\n",
      "           nan\n",
      "         60.16\n",
      "           nan\n",
      "209.9168179834\n",
      "           nan\n",
      "         103.4\n",
      "           nan\n",
      "           nan\n",
      "           nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "18.96096100508276\n",
      "              0.0\n",
      "              0.0\n",
      "18.32062536400327\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    94.54\n",
      "      nan\n",
      "      nan\n",
      "   170.51\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 18.74863926228486\n",
      "22.803013878870367\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "114.959348816477\n",
      "2.74659388272364\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 23.37220643472319\n",
      "22.357568786590654\n",
      "22.639513832922937\n",
      "22.585339494072294\n",
      "21.452370041562297\n",
      " 21.50128073820128\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "1.62598833691977\n",
      "4.13973446787581\n",
      "3.19296727051952\n",
      "3.35632650338149\n",
      "9.52910216876729\n",
      "9.10935662465416\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "20.09488116184594\n",
      "              0.0\n",
      "   f_irac_i1   \n",
      "---------------\n",
      "            nan\n",
      "            nan\n",
      "            nan\n",
      "33.269596620043\n",
      "            nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 20.09128416914192\n",
      "19.681546407579226\n",
      "               0.0\n",
      "               0.0\n",
      "22.362756959917157\n",
      "20.964319084272795\n",
      "               0.0\n",
      "18.998310609391062\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "           33.38\n",
      "48.6834600461113\n",
      "             nan\n",
      "             nan\n",
      "            4.12\n",
      "14.9373090408853\n",
      "             nan\n",
      "91.3431020288964\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "16.414411404514688\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "986.814308945589\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.017089041159913\n",
      "24.203803170718807\n",
      "               0.0\n",
      "  22.1692622587234\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      " 14.2286725053796\n",
      "0.755925040239779\n",
      "              nan\n",
      " 4.92373982692899\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "23.907085898308686\n",
      "               0.0\n",
      "               0.0\n",
      "19.751393803817017\n",
      "               0.0\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "0.993494896864433\n",
      "              nan\n",
      "              nan\n",
      " 45.6501783353827\n",
      "              nan\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.502506891072038\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.928381760000697\n",
      "               0.0\n",
      "19.632137031677082\n",
      "20.495907058895575\n",
      "   f_irac_i1    \n",
      "----------------\n",
      " 57.411281835229\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "           15.44\n",
      "             nan\n",
      "50.9501171979711\n",
      "22.9951992191823\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "  18.7845427731478\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.487133024729935\n",
      "               0.0\n",
      "19.084015249325795\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "   111.22\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    58.23\n",
      "      nan\n",
      "    84.41\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 18.72672905105201\n",
      "               0.0\n",
      "               0.0\n",
      " 19.07715126729645\n",
      "               0.0\n",
      "               0.0\n",
      "19.831228493100845\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "117.302800215186\n",
      "             nan\n",
      "             nan\n",
      "84.9453271103597\n",
      "             nan\n",
      "             nan\n",
      "42.4139385428835\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    m_irac_i1    \n",
      "-----------------\n",
      "22.55601765981401\n",
      "              0.0\n",
      "              0.0\n",
      "21.84507403586168\n",
      "24.46289569825877\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 3.44820387903474\n",
      "              nan\n",
      "              nan\n",
      " 6.63697811604673\n",
      "0.595445093083308\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "17.37593395019062\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "   407.03\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.098599347614957\n",
      "               0.0\n",
      "17.951197902043468\n",
      "               0.0\n",
      " 20.61639070237299\n",
      "               0.0\n",
      "               0.0\n",
      "20.459578982904596\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "13.1995845112204\n",
      "             nan\n",
      "239.618772563787\n",
      "             nan\n",
      "20.5799217460805\n",
      "             nan\n",
      "             nan\n",
      "23.7776213525976\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "22.527373057828534\n",
      "               0.0\n",
      " 18.25257817006365\n",
      "               0.0\n",
      "               0.0\n",
      "22.270127824536566\n",
      "20.948355625152082\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "3.54038732185675\n",
      "             nan\n",
      "181.538495527206\n",
      "             nan\n",
      "             nan\n",
      "4.48692561912081\n",
      "15.1585531186597\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.603682249706658\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   330.01\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "18.23319225255434\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "184.808992299416\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.175485620329788\n",
      "16.446450235461022\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    77.59\n",
      "   958.12\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "20.253636611468174\n",
      "               0.0\n",
      "               0.0\n",
      " 24.04812908561933\n",
      "21.935849901551556\n",
      "               0.0\n",
      "23.071777972971738\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "28.7438776375653\n",
      "             nan\n",
      "             nan\n",
      "0.87246570719336\n",
      "6.10463973793421\n",
      "             nan\n",
      "2.14431612188749\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "22.657675879816956\n",
      " 18.71419959231327\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "            3.14\n",
      "118.664322241008\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.035384679092324\n",
      " 20.00946441550584\n",
      "               0.0\n",
      "18.814462837416535\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.357108826693114\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "88.2767078389179\n",
      "35.9926840239779\n",
      "             nan\n",
      "108.196911773747\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "26.1310264371349\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.003271904634097\n",
      " 17.56113180205832\n",
      "               0.0\n",
      "17.959601550086155\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.443057387397822\n",
      "               0.0\n",
      "18.286956297468926\n",
      "               0.0\n",
      "               0.0\n",
      "18.367933534746918\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      " 90.926659929296\n",
      "           343.2\n",
      "             nan\n",
      "237.771271364894\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "60.6424927620658\n",
      "             nan\n",
      "175.880414724869\n",
      "             nan\n",
      "             nan\n",
      "          163.24\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.004455564789957\n",
      "               0.0\n",
      "20.888790559904812\n",
      "               0.0\n",
      " 20.41837797078886\n",
      "               0.0\n",
      "               0.0\n",
      " 22.68790733852456\n",
      "24.365158257805682\n",
      "23.063618915918163\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 36.1591134660314\n",
      "              nan\n",
      " 16.0134082585306\n",
      "              nan\n",
      " 24.6972621549339\n",
      "              nan\n",
      "              nan\n",
      " 3.05377520534891\n",
      "0.651533419090071\n",
      " 2.16049086135875\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 25.14853230059314\n",
      "               0.0\n",
      "18.781563702464204\n",
      "20.126586728004973\n",
      "               0.0\n",
      "20.408411687178777\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "0.316655532124193\n",
      "              nan\n",
      " 111.525587319397\n",
      " 32.3121092683677\n",
      "              nan\n",
      " 24.9250090762373\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "  22.0550066587006\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.238784638982075\n",
      "20.944612340552688\n",
      "               0.0\n",
      " 24.58322821048045\n",
      "               0.0\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 5.47012608115586\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "  11.600752048878\n",
      " 15.2109053442976\n",
      "              nan\n",
      "0.532977304165386\n",
      "              nan\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "17.980823010804606\n",
      " 21.44290874471556\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "233.168992237934\n",
      "9.61250330464187\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "23.050189994097586\n",
      "               0.0\n",
      "               0.0\n",
      "19.465577176216122\n",
      "21.743829404274926\n",
      "               0.0\n",
      "23.122012842029385\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "2.18737881878266\n",
      "             nan\n",
      "             nan\n",
      "59.3976317491546\n",
      "7.28564889671073\n",
      "             nan\n",
      "2.04736306009837\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 18.00382465705497\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.029842602894497\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "228.281194927759\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "35.3234373793421\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 16.97759121200061\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.133623702246375\n",
      "               0.0\n",
      "               0.0\n",
      " 19.60478426304227\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   587.44\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    80.64\n",
      "      nan\n",
      "      nan\n",
      "    52.25\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "23.976144494538012\n",
      "               0.0\n",
      "               0.0\n",
      "21.275017857699645\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "0.932271058561328\n",
      "              nan\n",
      "              nan\n",
      "            11.22\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "23.27306136390623\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "1.78145745296649\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "18.807031572657216\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "   108.94\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "19.642956126980927\n",
      " 20.02804785150301\n",
      "               0.0\n",
      " 20.87803947057707\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "50.4449329603443\n",
      "35.3818762665232\n",
      "             nan\n",
      "16.1727626068245\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.829619634986436\n",
      "               0.0\n",
      "               0.0\n",
      "19.418805943204966\n",
      "               0.0\n",
      "               0.0\n",
      "21.474951597297853\n",
      "18.912694677486535\n",
      "               0.0\n",
      "21.111938468861503\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "16.9103324608054\n",
      "             nan\n",
      "             nan\n",
      " 62.012269063941\n",
      "             nan\n",
      "             nan\n",
      "9.33295906701506\n",
      "98.8375858438365\n",
      "             nan\n",
      "13.0384093667384\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 16.13414923946622\n",
      "               0.0\n",
      "               0.0\n",
      "18.753321071798972\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      " 1277.4393919459\n",
      "             nan\n",
      "             nan\n",
      "114.464699185367\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "23.217645699823372\n",
      "               0.0\n",
      " 22.12491349820167\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "1.87474291100523\n",
      "             nan\n",
      "5.12902245849985\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "19.142809851982854\n",
      "               0.0\n",
      "               0.0\n",
      "  23.5268171380333\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "79.9606027497694\n",
      "             nan\n",
      "             nan\n",
      "1.41017543406087\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 16.65533610963029\n",
      "               0.0\n",
      "               0.0\n",
      "18.324183262842816\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      " 790.43389675684\n",
      "             nan\n",
      "             nan\n",
      "169.952162450046\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 24.00594217309061\n",
      "               0.0\n",
      "25.310846725864756\n",
      "               0.0\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "0.907033089302183\n",
      "              nan\n",
      "0.272685038272364\n",
      "              nan\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "18.953988444645738\n",
      "               0.0\n",
      "               0.0\n",
      "16.731436490040473\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "95.1490862895788\n",
      "             nan\n",
      "             nan\n",
      "736.928586904396\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "   m_irac_i1    \n",
      "----------------\n",
      "             0.0\n",
      "             0.0\n",
      "             0.0\n",
      "18.7517661630662\n",
      "             0.0\n",
      "             0.0\n",
      "   f_irac_i1   \n",
      "---------------\n",
      "            nan\n",
      "            nan\n",
      "            nan\n",
      "114.62874425146\n",
      "            nan\n",
      "            nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 18.99926846020933\n",
      "               0.0\n",
      " 18.32744626321027\n",
      "               0.0\n",
      "19.497507278265992\n",
      "19.906583383950966\n",
      "               0.0\n",
      "20.277728421217013\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "91.2625534737166\n",
      "             nan\n",
      "169.442166108208\n",
      "             nan\n",
      "57.6762597033508\n",
      " 39.570054317553\n",
      "             nan\n",
      "28.1130931447894\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 19.73717647492426\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.509060390786367\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "22.561764699893068\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "46.2518821118967\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "143.342786842914\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "            3.43\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 19.72845757992885\n",
      "19.980690871532126\n",
      "               0.0\n",
      "               0.0\n",
      "19.088655705561273\n",
      "18.584449520752848\n",
      " 19.98096389317289\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "46.6247985121426\n",
      "  36.95929269751\n",
      "             nan\n",
      "             nan\n",
      "           84.05\n",
      "133.727335582539\n",
      "           36.95\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 19.93201380755732\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.956532141764775\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 24.27812009420797\n",
      "               0.0\n",
      "19.018060264359143\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 38.6540030848448\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      " 94.9264289271442\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "0.705914271795266\n",
      "              nan\n",
      " 89.6965820473409\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 20.00146676073438\n",
      "               0.0\n",
      "23.919631610493774\n",
      " 22.81672595446937\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "              nan\n",
      " 36.2587890516446\n",
      "              nan\n",
      "0.982081105902244\n",
      " 2.71212447679065\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.532670141583374\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.117113221365194\n",
      "22.277235129162683\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "22.2296151152782\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "205.662310928374\n",
      "4.45764981755303\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "20.732412160239782\n",
      "19.439372472630275\n",
      " 19.29413019255859\n",
      "20.569408961271385\n",
      "               0.0\n",
      " 19.17554270923292\n",
      "20.635547121862537\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "18.4941823716569\n",
      "60.8486589133108\n",
      "69.5581340132186\n",
      "           21.49\n",
      "             nan\n",
      " 77.585920361205\n",
      "           20.22\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 18.83647347074733\n",
      "               0.0\n",
      "21.927778210712326\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "106.025568967107\n",
      "             nan\n",
      "6.15019259037811\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "22.115771038873525\n",
      "               0.0\n",
      "20.420980278190918\n",
      "               0.0\n",
      " 23.27527140971764\n",
      "23.503003824679986\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      " 5.1723938237012\n",
      "             nan\n",
      "24.6381383015678\n",
      "             nan\n",
      "1.77783493559791\n",
      "1.44144630802336\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 19.57034387998464\n",
      " 19.09806462399073\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.856471955753157\n",
      "22.779485490770973\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "53.9339772978789\n",
      "83.3247751506302\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      " 16.497237158008\n",
      "2.80676339332923\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "17.283352583491656\n",
      "               0.0\n",
      "  20.8415344983409\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "443.260433246234\n",
      "             nan\n",
      "16.7257730909929\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.820412149378477\n",
      "               0.0\n",
      "               0.0\n",
      "20.847769376951213\n",
      " 19.12239849193687\n",
      "19.340499615625298\n",
      "               0.0\n",
      "               0.0\n",
      " 22.81294912257335\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "17.0543487688288\n",
      "             nan\n",
      "             nan\n",
      "           16.63\n",
      "81.4780456225023\n",
      "           66.65\n",
      "             nan\n",
      "             nan\n",
      "2.72157527605287\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "20.58523334606243\n",
      "17.73066212231094\n",
      "19.25798861676818\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "21.1790590670151\n",
      "293.585871011374\n",
      "71.9125275299723\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "21.435079859368777\n",
      " 19.41812470015021\n",
      " 21.17563081800855\n",
      "21.548532703426197\n",
      "               0.0\n",
      "21.616849069716714\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "9.68206638948663\n",
      "62.0511907500768\n",
      "12.2955418628958\n",
      "8.72141432062711\n",
      "             nan\n",
      "8.18955628588995\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "23.595236869909776\n",
      "25.321371073069166\n",
      "               0.0\n",
      "22.785585373272163\n",
      "               0.0\n",
      "               0.0\n",
      " 24.17932582130596\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 1.32405264140793\n",
      "0.270054594712573\n",
      "              nan\n",
      " 2.79103865063019\n",
      "              nan\n",
      "              nan\n",
      "0.773160523547495\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "22.265199150714032\n",
      "19.409059100481862\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "4.50734021257301\n",
      "62.5714702551491\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 20.19031886444332\n",
      "  20.1974428372663\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.316241836045954\n",
      "               0.0\n",
      " 20.47710413138146\n",
      "20.115484176967577\n",
      "20.655598722252158\n",
      "               0.0\n",
      "23.484781176563438\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "           30.47\n",
      "30.2707279572702\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "10.8019774316016\n",
      "             nan\n",
      "23.3969015401168\n",
      "32.6442224930833\n",
      "           19.85\n",
      "             nan\n",
      "1.46584324285275\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.342898472808677\n",
      "21.284738031884906\n",
      "21.631471598063534\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    10.54\n",
      "    11.12\n",
      "     8.08\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "17.73691476252997\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    291.9\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 21.76962605457731\n",
      "               0.0\n",
      "               0.0\n",
      "  20.5117306295542\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 21.29750576894127\n",
      "19.395081404625778\n",
      "21.202046884880936\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "23.783569437873815\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "7.11458509483554\n",
      "             nan\n",
      "             nan\n",
      "  22.66249640332\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "           10.99\n",
      "63.3822187749769\n",
      "            12.0\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "1.11319750645558\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "  21.6697634932738\n",
      "18.551640609619064\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      7.8\n",
      "   137.83\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.006939855392083\n",
      "  16.2293291292278\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "           90.62\n",
      "1170.22224193053\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 20.03134298947966\n",
      "20.111602365945735\n",
      "               0.0\n",
      " 20.91371414529383\n",
      "               0.0\n",
      "19.699305733919054\n",
      "19.387974781305367\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "35.2746573824162\n",
      "32.7611436197356\n",
      "             nan\n",
      "           15.65\n",
      "             nan\n",
      "47.8936246710729\n",
      "63.7984441131263\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "17.622063628027682\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "   324.47\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "23.540620287954162\n",
      " 21.09133205459785\n",
      "               0.0\n",
      "               0.0\n",
      "21.369018754464953\n",
      "23.103551892727516\n",
      "  24.2727205997057\n",
      " 24.00525739445458\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 1.39236111097449\n",
      " 13.2882312742084\n",
      "              nan\n",
      "              nan\n",
      "  10.289457986474\n",
      " 2.08247234583461\n",
      "0.709433610713188\n",
      "0.907605339532739\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 17.25618984634645\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.005066244603007\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "454.489716861359\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "36.1387812419305\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "18.711406346035965\n",
      "18.751627381503305\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.908424841327836\n",
      "20.324626199920367\n",
      "               0.0\n",
      "22.825064382941513\n",
      "22.548405947230755\n",
      " 22.97998921613833\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "          118.97\n",
      "114.643397325546\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "6.26080335766984\n",
      "26.9246161205042\n",
      "             nan\n",
      "2.69137520365816\n",
      "3.47246295358131\n",
      "2.33348123901014\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.259852231868685\n",
      "               0.0\n",
      " 18.64019856701534\n",
      "               0.0\n",
      "               0.0\n",
      " 17.51161306818893\n",
      "23.114240177902666\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "71.7891989348294\n",
      "             nan\n",
      "127.034175499539\n",
      "             nan\n",
      "             nan\n",
      " 359.21525574854\n",
      "2.06207249216108\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 22.46252709056933\n",
      "               0.0\n",
      " 18.61278426907888\n",
      "               0.0\n",
      "21.810690293230458\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "3.75828026759914\n",
      "             nan\n",
      " 130.28256260375\n",
      "             nan\n",
      " 6.8505254282201\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "  22.2178217444501\n",
      "               0.0\n",
      " 23.09188722716329\n",
      "20.352323315134008\n",
      "               0.0\n",
      "  19.4294664587488\n",
      "               0.0\n",
      "19.225580170368538\n",
      "   f_irac_i1    \n",
      "----------------\n",
      " 4.7083777878881\n",
      "             nan\n",
      " 2.1049661151245\n",
      "26.2464562450046\n",
      "             nan\n",
      "61.4063687857362\n",
      "             nan\n",
      "74.0914223055641\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 19.85201666576784\n",
      "               0.0\n",
      "               0.0\n",
      "21.439325413323665\n",
      " 20.48352047737719\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 23.71803171675119\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "41.6095801506302\n",
      "             nan\n",
      "             nan\n",
      "9.64428053335383\n",
      "23.2590412573009\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "1.18246232754381\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "19.844155909527423\n",
      "               0.0\n",
      "               0.0\n",
      " 22.16363420124261\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "41.9119276928989\n",
      "             nan\n",
      "             nan\n",
      " 4.9493289497387\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "19.624784660459802\n",
      "22.935056928010205\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "51.2963112465416\n",
      " 2.4320764855518\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 23.09795908571258\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "24.609889062474615\n",
      " 24.83008471470037\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "              nan\n",
      " 2.09322718198586\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "0.520049131002152\n",
      "0.424586434245312\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 21.78369897212854\n",
      "               0.0\n",
      "               0.0\n",
      " 22.66591678805758\n",
      "22.653294601840635\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "7.02296349769444\n",
      "             nan\n",
      "             nan\n",
      "3.11625712711343\n",
      "3.15269646111282\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "21.309463662235338\n",
      "19.419234272212755\n",
      "               0.0\n",
      "18.898765237053404\n",
      "               0.0\n",
      "24.106191614635684\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "              nan\n",
      " 10.8696243452198\n",
      " 61.9878097018137\n",
      "              nan\n",
      " 100.113790562558\n",
      "              nan\n",
      "0.827033981048263\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "16.951282850347873\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.759370659070775\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "16.953203608841925\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 16.35262101862572\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "601.848052935752\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      " 285.92474099293\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "600.784274438979\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "1044.60377881955\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.344318438266463\n",
      " 23.73972393270595\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "66.4159860313557\n",
      "1.15907203289271\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.857152266419654\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.087110426048675\n",
      " 20.37052998864032\n",
      "19.462591561524015\n",
      "21.193036574208868\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      " 41.413228957885\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "           13.34\n",
      "           25.81\n",
      "59.5611912695973\n",
      "            12.1\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 17.63581912364345\n",
      "18.370044434373504\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "320.385129649554\n",
      "162.922935413464\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 21.85793629233776\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 22.36172978863467\n",
      " 21.78259300602854\n",
      "23.073432116984343\n",
      " 23.82621113800669\n",
      "21.693643185232908\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "6.55881653796496\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "4.12389961035967\n",
      "7.03012096080541\n",
      " 2.1410516944359\n",
      "1.07032469259145\n",
      "7.63031954580387\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.286768076435074\n",
      "               0.0\n",
      " 22.38943486728882\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    27.88\n",
      "      nan\n",
      "     4.02\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.172120657592963\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 20.57960076610393\n",
      "               0.0\n",
      " 18.20365522270213\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "77.8308434598832\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "21.2892172363972\n",
      "             nan\n",
      "189.905660943744\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.871384332057367\n",
      "               0.0\n",
      "               0.0\n",
      "19.746471039365524\n",
      "22.488821721618486\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "40.8739177974178\n",
      "             nan\n",
      "             nan\n",
      "45.8576277144175\n",
      "3.66835461205041\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "21.050685328282718\n",
      " 20.22121848535695\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "13.7951322625269\n",
      "29.6150592499231\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.673947452997716\n",
      "               0.0\n",
      " 19.97736566063559\n",
      "               0.0\n",
      "19.780809216897815\n",
      "  18.2576084123828\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.106020673220236\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "            7.77\n",
      "             nan\n",
      "37.0726589363664\n",
      "             nan\n",
      "           44.43\n",
      "180.699368598217\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "           32.93\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "19.910849979953603\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 21.07577526950174\n",
      "18.966387600121372\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "39.4148617891177\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "           13.48\n",
      "94.0686605133723\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "21.26893547110182\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "18.11285642653683\n",
      "              0.0\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "11.2830317845066\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "206.470224208423\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "17.994353745520833\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "230.281209483554\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 22.83970288199054\n",
      "               0.0\n",
      "               0.0\n",
      "22.816707558235045\n",
      "20.758449056563755\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "2.65533210959115\n",
      "             nan\n",
      "             nan\n",
      "2.71217043021826\n",
      "18.0559514110052\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.613569962276436\n",
      "               0.0\n",
      "               0.0\n",
      "21.853998679095504\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "51.8289028020289\n",
      "             nan\n",
      "             nan\n",
      "6.58264642483861\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "17.33832120361898\n",
      "              0.0\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "421.377671134338\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "17.004081833973252\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "573.280627789733\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.858286197761224\n",
      "17.911627532463648\n",
      "18.672064098232802\n",
      "               0.0\n",
      "19.218007400026003\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1   \n",
      "---------------\n",
      "            nan\n",
      "            nan\n",
      "            nan\n",
      "          41.37\n",
      "248.51292841992\n",
      "         123.36\n",
      "            nan\n",
      "          74.61\n",
      "            nan\n",
      "            nan\n",
      "            nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "18.814612498841022\n",
      " 21.12412112751297\n",
      "               0.0\n",
      "               0.0\n",
      "20.576233868453336\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "108.181998585921\n",
      "12.8929277513065\n",
      "             nan\n",
      "             nan\n",
      "21.3553381494006\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.011659906337336\n",
      " 22.25736036785724\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "     14.3\n",
      "     4.54\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "23.699599638668353\n",
      "19.605838383413293\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 21.27322406922905\n",
      "22.475083713378048\n",
      "               0.0\n",
      " 20.02801991518195\n",
      "               0.0\n",
      "23.114538328196637\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "1.20270784706425\n",
      "52.1992960989855\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "11.2385523347679\n",
      "3.71506583768829\n",
      "             nan\n",
      "35.3827866646173\n",
      "             nan\n",
      "2.06150631125115\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.393505048200232\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    10.06\n",
      "      nan\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "18.837617666763144\n",
      "               0.0\n",
      "               0.0\n",
      "18.573217056970684\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "105.913893467568\n",
      "             nan\n",
      "             nan\n",
      "135.117990347372\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "22.187274747504837\n",
      "21.027877748280623\n",
      " 23.63281989550557\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "4.84272826928989\n",
      "14.0879856532432\n",
      "1.27900440962189\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 19.47176639342735\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.272453869611347\n",
      "18.396643768380734\n",
      "               0.0\n",
      "20.232830949114735\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    59.06\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    28.25\n",
      "   158.98\n",
      "      nan\n",
      "     29.3\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 19.18419628360129\n",
      "17.994359448042268\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    76.97\n",
      "   230.28\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "20.690051789403803\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "16.688447772344595\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "           19.23\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "766.691928327697\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.422351045431505\n",
      "               0.0\n",
      "19.310456614266307\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   155.26\n",
      "      nan\n",
      "    68.52\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 22.77627009978557\n",
      "               0.0\n",
      "19.551458179367977\n",
      "               0.0\n",
      "               0.0\n",
      "20.669893826566515\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "2.81508790009222\n",
      "             nan\n",
      "54.8803317814325\n",
      "             nan\n",
      "             nan\n",
      "19.5903623701199\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "22.984450154957166\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.466815746368546\n",
      "               0.0\n",
      " 18.12660077715865\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 19.52739932824135\n",
      "               0.0\n",
      "22.673745453701464\n",
      "               0.0\n",
      "               0.0\n",
      "23.021932260683762\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      " 2.3239133885644\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "          149.03\n",
      "             nan\n",
      " 203.87298850292\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "           56.11\n",
      "             nan\n",
      "3.09386827036582\n",
      "             nan\n",
      "             nan\n",
      "2.24505557270212\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.585185110571324\n",
      "               0.0\n",
      "18.637928990865866\n",
      "               0.0\n",
      "19.891056579621328\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    21.18\n",
      "      nan\n",
      "    127.3\n",
      "      nan\n",
      "    40.14\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 21.10264138601827\n",
      "               0.0\n",
      "22.514543516476714\n",
      "22.258890237051197\n",
      "21.506022092071795\n",
      "19.929438253889693\n",
      "               0.0\n",
      "               0.0\n",
      " 21.23440497620441\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "13.1505357300953\n",
      "             nan\n",
      "3.58247025699354\n",
      "4.53360736520135\n",
      "9.06966326775284\n",
      "38.7458058945589\n",
      "             nan\n",
      "             nan\n",
      "11.6476418859514\n",
      "             nan\n",
      "   m_irac_i1    \n",
      "----------------\n",
      "22.4678209944988\n",
      "             0.0\n",
      "             0.0\n",
      "             0.0\n",
      "             0.0\n",
      "             0.0\n",
      "             0.0\n",
      "             0.0\n",
      "             0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "     3.74\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "22.49433666832784\n",
      "21.02097898959277\n",
      "              0.0\n",
      "22.11107157332679\n",
      "              0.0\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "3.64976861819859\n",
      "14.1777855871503\n",
      "             nan\n",
      "5.19483036796803\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.253195248503594\n",
      "               0.0\n",
      " 19.00593698374977\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "11.4477964986167\n",
      "             nan\n",
      "90.7037424531202\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "21.250688403261925\n",
      "               0.0\n",
      "20.014750339967414\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "11.4742587365509\n",
      "             nan\n",
      " 35.817878919459\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.435723279335384\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.440051352572162\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "24.3058429972333\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "383.689097540732\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.225601013043978\n",
      "               0.0\n",
      "               0.0\n",
      "20.577013962278862\n",
      "               0.0\n",
      "               0.0\n",
      "20.122967473718752\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    74.09\n",
      "      nan\n",
      "      nan\n",
      "    21.34\n",
      "      nan\n",
      "      nan\n",
      "    32.42\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 20.29497710214762\n",
      "19.708723224293614\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    27.67\n",
      "    47.48\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.197770399303273\n",
      " 21.31333494967972\n",
      "19.111780165523676\n",
      "               0.0\n",
      "21.841827799580862\n",
      "22.957807537769575\n",
      "24.088450894187822\n",
      "23.730414067111646\n",
      "23.512723924864922\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 12.0473586719951\n",
      "  10.830936761451\n",
      " 82.2787971042115\n",
      "              nan\n",
      " 6.65685167291731\n",
      " 2.38164476636951\n",
      "0.840658565401168\n",
      "  1.1690534641869\n",
      " 1.42859929034737\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.063078236184587\n",
      "21.060578713580448\n",
      "17.574550752988053\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "86.0535330341224\n",
      "           13.67\n",
      "338.984389302183\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "18.474199000316553\n",
      "17.064421010047546\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 21.18143385740928\n",
      "f_irac_i1\n",
      "---------\n",
      "   148.02\n",
      "   542.29\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    12.23\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.409258149870517\n",
      " 18.02792406905379\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.296601323862866\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    62.56\n",
      "   223.27\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "     69.4\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "13.982503307457065\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "  9268.27\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 17.30455945843159\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.682659797574935\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "434.686564110052\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "122.161985013833\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "23.722539942840747\n",
      "               0.0\n",
      " 21.51141827295684\n",
      "21.403563899812646\n",
      "22.522509254579198\n",
      "               0.0\n",
      "21.177473720244585\n",
      "               0.0\n",
      "24.852840951562037\n",
      "24.951161285296074\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      " 1.17756265170612\n",
      "              nan\n",
      " 9.02469827236397\n",
      " 9.96722908392253\n",
      " 3.55628287257916\n",
      "              nan\n",
      " 12.2746894113126\n",
      "              nan\n",
      "0.415780023424531\n",
      "0.379782969489702\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.432338568470875\n",
      "23.065680114423678\n",
      "24.696030534555966\n",
      "21.630272251048787\n",
      "               0.0\n",
      "21.878231841156513\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 61.2441445158315\n",
      " 2.15639320288964\n",
      "0.480383172748232\n",
      " 8.08893041807562\n",
      "              nan\n",
      " 6.43735209130034\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.511983656145155\n",
      "20.372635353280565\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "     9.02\n",
      "    25.76\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.977150686318843\n",
      "               0.0\n",
      "22.085220919262376\n",
      "21.682364054872615\n",
      "21.768800015907864\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    37.08\n",
      "      nan\n",
      "     5.32\n",
      "     7.71\n",
      "     7.12\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 22.72630011655577\n",
      "               0.0\n",
      "21.558549114225933\n",
      "               0.0\n",
      "               0.0\n",
      "22.901526441018113\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "2.94767741146634\n",
      "             nan\n",
      "8.64132529972333\n",
      "             nan\n",
      "             nan\n",
      "2.50835744128497\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "17.963924877860954\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "236.826364847833\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "15.428295283975011\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "  2447.27\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "15.007411606975559\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "  3606.08\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "23.041663495483782\n",
      "               0.0\n",
      "               0.0\n",
      " 21.05976226621184\n",
      "  19.5445350678849\n",
      "  21.6993955602613\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      " 2.2046243598217\n",
      "             nan\n",
      "             nan\n",
      "13.6802833753458\n",
      "55.2313899569628\n",
      "            7.59\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "20.347870596847606\n",
      "               0.0\n",
      "20.244359431374313\n",
      "23.800480829876072\n",
      "               0.0\n",
      "22.418215643382602\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "26.3543167430065\n",
      "             nan\n",
      "28.9905348278512\n",
      "1.09599271656932\n",
      "             nan\n",
      "3.91483752612973\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "15.384003002931316\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "  2549.17\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.893493698949364\n",
      "               0.0\n",
      "21.033904661785563\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 20.22177072235265\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    40.05\n",
      "      nan\n",
      "    14.01\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "     29.6\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "17.234547757106036\n",
      "  20.4016811696033\n",
      "               0.0\n",
      " 18.40006384367377\n",
      "               0.0\n",
      "19.370935319989933\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "          463.64\n",
      "           25.08\n",
      "             nan\n",
      "          158.48\n",
      "             nan\n",
      "64.8075900537965\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 23.62762860824116\n",
      "24.221627137263802\n",
      " 22.22322730286576\n",
      "               0.0\n",
      "20.062895417116103\n",
      " 20.18056429787783\n",
      "21.326035246190692\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 1.28513442345527\n",
      "0.743616718121734\n",
      " 4.68499442960344\n",
      "              nan\n",
      " 34.2642975776207\n",
      " 30.7449846710729\n",
      " 10.7049810175223\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "22.642631416114106\n",
      " 22.99767211226591\n",
      " 20.02421691633156\n",
      " 24.67470748336006\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 3.18381213387642\n",
      " 2.29578468859514\n",
      " 35.5069389532739\n",
      "0.489910792268675\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "19.329852261821834\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "67.3068235720873\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.321060847851932\n",
      "17.288315264316218\n",
      "               0.0\n",
      " 19.21088893388002\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "          428.13\n",
      "441.239002659084\n",
      "             nan\n",
      "75.1007763372272\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 18.94554831190107\n",
      "18.355566556496264\n",
      "18.259855058513544\n",
      "               0.0\n",
      "20.081247472547197\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      " 95.891624316016\n",
      "          165.11\n",
      "180.325845265908\n",
      "             nan\n",
      "           33.69\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 20.25680953484669\n",
      "20.543943297944487\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.751015302785127\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    28.66\n",
      "     22.0\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    18.18\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "22.262771831719384\n",
      "               0.0\n",
      "21.627313389150054\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "4.51742829050108\n",
      "             nan\n",
      "8.11100453719643\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.803630280796675\n",
      "               0.0\n",
      "20.028300109120273\n",
      " 20.52341097935261\n",
      "               0.0\n",
      "               0.0\n",
      " 18.75231489347741\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "           17.32\n",
      "             nan\n",
      "35.3736566723025\n",
      "           22.42\n",
      "             nan\n",
      "             nan\n",
      "114.570825591761\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.379564539983924\n",
      "               0.0\n",
      " 20.23394319391553\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.846216178988065\n",
      "f_irac_i1\n",
      "---------\n",
      "    10.19\n",
      "      nan\n",
      "    29.27\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "     6.63\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 22.38999756120736\n",
      "20.379417558198547\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "26.168333679351427\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "              nan\n",
      " 4.01791713356901\n",
      " 25.5995880525669\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "0.123784574531202\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.231831430691052\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "  17.9265995799721\n",
      "               0.0\n",
      "               0.0\n",
      "19.479960221503795\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "11.6752833061789\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "245.109513525976\n",
      "             nan\n",
      "             nan\n",
      "58.6159639455887\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      " 16.2986523741693\n",
      "              0.0\n",
      "16.91391931268381\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "  1097.84\n",
      "      nan\n",
      "   622.92\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "22.253134430183188\n",
      "               0.0\n",
      "               0.0\n",
      " 19.67812223543867\n",
      "               0.0\n",
      "22.086894462864997\n",
      "               0.0\n",
      "23.713933863983392\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      " 4.5577051692284\n",
      "             nan\n",
      "             nan\n",
      "48.8372392898863\n",
      "             nan\n",
      "5.31180611850599\n",
      "             nan\n",
      "1.18693368275438\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "20.091983037042574\n",
      "20.969222578695103\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 17.76374619452499\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "33.3585208376883\n",
      "           14.87\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "284.774778143252\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "18.185786460499905\n",
      "               0.0\n",
      "               0.0\n",
      "21.316861643295233\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "193.056938917922\n",
      "             nan\n",
      "             nan\n",
      "10.7958127359361\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "16.664029825424386\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "   784.13\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.596843345775376\n",
      "  23.0117306295542\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "8.34185548247771\n",
      "  2.266249640332\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.317565997942374\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 20.91025086897691\n",
      "20.427444470398804\n",
      "21.347026752325156\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "68.0727978466031\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "            15.7\n",
      "24.4918850153704\n",
      "            10.5\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.284471546213304\n",
      "20.455490591250403\n",
      " 18.90771999231847\n",
      "               0.0\n",
      "               0.0\n",
      "20.409264459582822\n",
      "               0.0\n",
      "23.453485586740946\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "27.9390336996618\n",
      "23.8673259114663\n",
      "99.2914843221642\n",
      "             nan\n",
      "             nan\n",
      "24.9054398524439\n",
      "             nan\n",
      "1.50870998739625\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 20.03148635083128\n",
      "               0.0\n",
      "               0.0\n",
      " 21.64908217835883\n",
      "               0.0\n",
      "19.803527291768198\n",
      "               0.0\n",
      "20.029948262736177\n",
      "f_irac_i1\n",
      "---------\n",
      "    35.27\n",
      "      nan\n",
      "      nan\n",
      "     7.95\n",
      "      nan\n",
      "    43.51\n",
      "      nan\n",
      "    35.32\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.543081446368767\n",
      "21.603613673624317\n",
      "               0.0\n",
      "21.881894537549734\n",
      "19.452601137235213\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "8.76531284967722\n",
      "            8.29\n",
      "             nan\n",
      "6.41567247802029\n",
      "60.1117740255149\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "14.580155102154308\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "  5344.88\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.575996879108708\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    21.36\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "22.065001783654033\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 20.47417998055122\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "     5.42\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    23.46\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "24.137532696881713\n",
      "               0.0\n",
      " 20.39575918481112\n",
      "18.888719475086212\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "0.803501924408238\n",
      "              nan\n",
      " 25.2171688303105\n",
      " 101.044390823855\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 21.31443184807363\n",
      "20.941113665952848\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    10.82\n",
      "    15.26\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 19.92428899070459\n",
      " 17.33100567682724\n",
      "               0.0\n",
      "               0.0\n",
      "19.457650229424324\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.958522009273715\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "           38.93\n",
      "424.226436827544\n",
      "             nan\n",
      "             nan\n",
      " 59.832880072241\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "37.7216947433139\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "18.224359941142545\n",
      "               0.0\n",
      " 21.10947488811677\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "186.318519043959\n",
      "             nan\n",
      "13.0680276513987\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.022595619254567\n",
      "21.896490724956614\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 21.66837241530674\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 21.97471176303224\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    35.56\n",
      "     6.33\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "     7.81\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "     5.89\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.216620744032745\n",
      "               0.0\n",
      " 22.12470658722045\n",
      "f_irac_i1\n",
      "---------\n",
      "    11.84\n",
      "      nan\n",
      "     5.13\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.829102370933448\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "268.138423486013\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.958329613496396\n",
      " 21.10704922856528\n",
      "  20.0187515908785\n",
      "               0.0\n",
      "21.018283904218045\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "15.0199385059945\n",
      "13.0972557654473\n",
      "35.6861226391024\n",
      "             nan\n",
      "14.2130223286197\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.370057639157615\n",
      "               0.0\n",
      "18.822085000848354\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.345356411452165\n",
      "f_irac_i1\n",
      "---------\n",
      "    64.86\n",
      "      nan\n",
      "   107.44\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   166.67\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 22.69679648584478\n",
      "22.403916440086995\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.805324828905704\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "24.344273932684636\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 3.02887538395327\n",
      " 3.96673715385798\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      " 109.111384983093\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "0.664187085551798\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.711145778996716\n",
      "               0.0\n",
      " 18.30447179765016\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "           18.86\n",
      "             nan\n",
      "173.065810636336\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 20.49097005026963\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.752839054096206\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "     23.1\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   287.65\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "15.900488509787046\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.173193915044642\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      " 1584.1802553028\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "77.7539451675377\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "  22.7860748880665\n",
      "23.041898372987767\n",
      "20.187383716450718\n",
      "               0.0\n",
      " 22.75413126017566\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "2.78978056716877\n",
      "2.20414748462957\n",
      "30.5524831616969\n",
      "             nan\n",
      "2.87307852459268\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.826476002243204\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "     42.6\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.017442398326416\n",
      "19.652953308502397\n",
      "21.228052416632217\n",
      " 19.79279695553172\n",
      "   f_irac_i1    \n",
      "----------------\n",
      " 14.224042480787\n",
      "49.9825807854288\n",
      "11.7159911066708\n",
      "43.9421414540424\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.102071340445853\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.735578623201555\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    33.05\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    46.32\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.852786463514967\n",
      "17.589435489465835\n",
      "               0.0\n",
      "18.521651999259085\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "            6.59\n",
      "334.368844374424\n",
      "             nan\n",
      "          141.69\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.708271177887404\n",
      "               0.0\n",
      "20.856984503094544\n",
      "               0.0\n",
      "23.609037710851872\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "           18.91\n",
      "             nan\n",
      "16.4894510866892\n",
      "             nan\n",
      "1.30732906194282\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "22.801668265424347\n",
      "22.879400086720374\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "     2.75\n",
      "     2.56\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "12.67427558472999\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      " 30923.58\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.895142341495877\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 18.46274359455419\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    15.92\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   149.59\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.477224289672925\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 17.48613410530441\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "147.608131970489\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "367.744645434983\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "18.635691991937243\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.061919606078696\n",
      "21.420827481550127\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 17.91471464410379\n",
      "17.727876786147213\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "127.562553212419\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "216.387494113126\n",
      "            9.81\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "247.807326544728\n",
      "          294.34\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.788807060635797\n",
      "               0.0\n",
      "20.668252492390174\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "     6.99\n",
      "      nan\n",
      "    19.62\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.920957281635715\n",
      "17.588101245553126\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "39.0496447556102\n",
      " 334.77999749462\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.689855734790108\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 20.94253758249105\n",
      "20.089983886106573\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   304.83\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    15.24\n",
      "    33.42\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 21.28184144556969\n",
      "               0.0\n",
      "18.743633520848427\n",
      "               0.0\n",
      "               0.0\n",
      "21.799734763858105\n",
      "20.825870677251395\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      " 11.149706151245\n",
      "             nan\n",
      " 115.49058778051\n",
      "             nan\n",
      "             nan\n",
      "            6.92\n",
      "16.9688233707347\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "22.376013976936953\n",
      "               0.0\n",
      "               0.0\n",
      "21.365800756772025\n",
      " 20.61638657393396\n",
      "21.268265145187577\n",
      "               0.0\n",
      "21.917270999558546\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "     4.07\n",
      "      nan\n",
      "      nan\n",
      "    10.32\n",
      "    20.58\n",
      "    11.29\n",
      "      nan\n",
      "     6.21\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 17.40303468264363\n",
      "20.005330096079938\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "396.995996311097\n",
      "           36.13\n",
      "             nan\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "17.284949132462152\n",
      "               0.0\n",
      "15.980658942636417\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "442.609108438365\n",
      "             nan\n",
      "1471.41921441746\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "16.25259100645345\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "1145.41692852751\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.604368749755615\n",
      "18.591105854990126\n",
      "               0.0\n",
      " 20.87755370680936\n",
      "20.033334937324533\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    52.27\n",
      "   132.91\n",
      "      nan\n",
      "    16.18\n",
      "    35.21\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.322395136660283\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "  21.6382111368033\n",
      " 18.65252590149705\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    26.98\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "     8.03\n",
      "    125.6\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.234371031592097\n",
      "18.797784557838803\n",
      " 21.22961474585582\n",
      "               0.0\n",
      "21.610168013958152\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "11.6480060451891\n",
      "109.871784153089\n",
      "11.6991444067015\n",
      "             nan\n",
      "8.24010592330157\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.819472132243156\n",
      "19.500490436067928\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "42.8756924561943\n",
      "57.5180065032278\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "19.87494743833964\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    40.74\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.860906091412353\n",
      "               0.0\n",
      "20.895824550883553\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    16.43\n",
      "      nan\n",
      "    15.91\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.425052058057013\n",
      "               0.0\n",
      "19.610343875171388\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "154.874235920689\n",
      "             nan\n",
      "51.9831329096219\n",
      "             nan\n",
      "             nan\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      ...\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "Length = 41 rows\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      ...\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "Length = 41 rows\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 21.00730700998266\n",
      "               0.0\n",
      "20.540857611430432\n",
      "23.863372059352436\n",
      "               0.0\n",
      "23.128254176063628\n",
      "               0.0\n",
      "23.542466272183596\n",
      "23.712112006272314\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "14.3574461481709\n",
      "             nan\n",
      "22.0626134229942\n",
      "1.03431107808177\n",
      "             nan\n",
      "2.03562759514294\n",
      "             nan\n",
      "1.38999581002152\n",
      "1.18892702105749\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 24.50465491321105\n",
      " 21.25949193731669\n",
      " 19.63110966672921\n",
      "               0.0\n",
      " 21.85522109980814\n",
      "23.366587712709695\n",
      " 22.05682878306488\n",
      "23.991342450510295\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "0.572978115508761\n",
      " 11.3815975514909\n",
      " 50.9983509560406\n",
      "              nan\n",
      " 6.57523925253612\n",
      " 1.63442469259145\n",
      " 5.46095360359668\n",
      "0.919312191976637\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "22.176727852190943\n",
      "               0.0\n",
      "               0.0\n",
      " 19.44615007848514\n",
      "               0.0\n",
      "19.812296409972824\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "     4.89\n",
      "      nan\n",
      "      nan\n",
      "    60.47\n",
      "      nan\n",
      "    43.16\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.430109691790157\n",
      "18.630892477998792\n",
      "19.121173844232096\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "           61.37\n",
      "128.127693667384\n",
      "           81.57\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.723122267648385\n",
      " 22.35131102041725\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "18.6531031970489\n",
      " 4.1636631979711\n",
      "             nan\n",
      "             nan\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.378353256654258\n",
      "17.478404982233222\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "161.680892299416\n",
      "  370.3718809253\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "23.366105731059868\n",
      "21.307022365983606\n",
      "               0.0\n",
      "               0.0\n",
      "23.664910741826567\n",
      "22.510378912313065\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      " 1.6351504099293\n",
      "10.8940923778051\n",
      "             nan\n",
      "             nan\n",
      "1.24175438779588\n",
      "3.59623807731325\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.425775016980104\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.713693106183648\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "154.771144174608\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "7.49070609637258\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "22.445238410187763\n",
      "               0.0\n",
      "               0.0\n",
      "21.511011532917387\n",
      " 22.22991066036341\n",
      "               0.0\n",
      "  20.5418855601773\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "3.81860411235782\n",
      "             nan\n",
      "             nan\n",
      "9.02807975099908\n",
      "4.65624405779281\n",
      "             nan\n",
      "22.0417349600369\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.242801762061525\n",
      " 24.30660089734358\n",
      "18.282522866158068\n",
      "               0.0\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 72.9254798017215\n",
      "0.687637639886259\n",
      " 176.600062742084\n",
      "              nan\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 18.21480930529402\n",
      "15.605844343475276\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "187.964692207193\n",
      "         2078.08\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.909559537400064\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               ...\n",
      "               0.0\n",
      "               0.0\n",
      "20.628588966096906\n",
      "               0.0\n",
      "20.977284106282433\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "Length = 24 rows\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    15.71\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      ...\n",
      "      nan\n",
      "      nan\n",
      "    20.35\n",
      "      nan\n",
      "    14.76\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "Length = 24 rows\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 20.32723497916826\n",
      "               0.0\n",
      "               0.0\n",
      "20.541971024550627\n",
      "20.228762438732325\n",
      "20.823239215968577\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    26.86\n",
      "      nan\n",
      "      nan\n",
      "    22.04\n",
      "    29.41\n",
      "    17.01\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "15.230517425535844\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "  2936.25\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "22.754755953253728\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "22.870683803261834\n",
      "               0.0\n",
      "23.502313736080275\n",
      " 21.73920165413343\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      " 2.8714259352905\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "2.58063437949585\n",
      "             nan\n",
      "1.44236277543806\n",
      "7.31676890470335\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "16.529701439048658\n",
      "               0.0\n",
      "16.344382845794378\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    887.4\n",
      "      nan\n",
      "  1052.56\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "19.69938790739348\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    47.89\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.173348366609652\n",
      "               0.0\n",
      "20.322395136660283\n",
      " 19.48862570233883\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    30.95\n",
      "      nan\n",
      "    26.98\n",
      "    58.15\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      " 21.6246524391457\n",
      "23.88408694549002\n",
      "              0.0\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "8.13090757362435\n",
      "1.01476439747925\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 21.44214415585612\n",
      "               0.0\n",
      "               0.0\n",
      " 19.33128093743192\n",
      "               0.0\n",
      "               0.0\n",
      "20.522638195432968\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "9.61927493237012\n",
      "             nan\n",
      "             nan\n",
      "67.2183155364279\n",
      "             nan\n",
      "             nan\n",
      " 22.435963346142\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "23.32093335303201\n",
      "              0.0\n",
      "18.83825958394761\n",
      "              0.0\n",
      "              0.0\n",
      "23.88434672872817\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "1.70461638564402\n",
      "             nan\n",
      "105.851292760529\n",
      "             nan\n",
      "             nan\n",
      "1.01452162465417\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.761794099946506\n",
      "               0.0\n",
      "21.881889842143046\n",
      "20.747941800623614\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "22.147431618548516\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "18.0004084568091\n",
      "             nan\n",
      "6.41570022348601\n",
      "18.2315368567476\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "5.02374228881033\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.607289860036893\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 18.44770995187988\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "  f_irac_i1   \n",
      "--------------\n",
      "           nan\n",
      "52.12955960498\n",
      "           nan\n",
      "           nan\n",
      "           nan\n",
      "151.6757039502\n",
      "           nan\n",
      "           nan\n",
      "           nan\n",
      "           nan\n",
      "           nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.029333637073144\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    35.34\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.767261035377423\n",
      "18.426222166875554\n",
      "               0.0\n",
      "25.057496998858603\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "            17.91\n",
      " 154.707416308023\n",
      "              nan\n",
      "0.344350882600676\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.563363082791902\n",
      "               0.0\n",
      "23.426437594590233\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "           21.61\n",
      "             nan\n",
      "1.54676722886566\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "15.577665395878348\n",
      "17.714001376542747\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "         2132.72\n",
      "298.125722840455\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "22.487409675710246\n",
      " 22.71445933980936\n",
      "24.108622934971656\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "23.081265109076803\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "    f_irac_i1     \n",
      "------------------\n",
      "               nan\n",
      " -1.24190351967415\n",
      "  3.67312856624654\n",
      "              2.98\n",
      " 0.825184052121119\n",
      "               nan\n",
      "               nan\n",
      "-0.632670143990163\n",
      "               nan\n",
      "  2.12566076437135\n",
      " -3.15169328911774\n",
      "               nan\n",
      " -0.31981790828466\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 21.08058534541454\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.393211525900178\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "13.4204124070089\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "159.483364709499\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "25.094936622627948\n",
      "20.135015212561477\n",
      "               0.0\n",
      " 23.31380949024578\n",
      "               0.0\n",
      "               0.0\n",
      "21.133655608802876\n",
      " 18.58746311562131\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "0.332678972102674\n",
      " 32.0622440086074\n",
      "              nan\n",
      " 1.71583769243775\n",
      "              nan\n",
      "              nan\n",
      " 12.7802031263449\n",
      " 133.356673501383\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "22.321390577467064\n",
      "               0.0\n",
      "18.747972200521637\n",
      "               0.0\n",
      "               0.0\n",
      "20.371371644655163\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "     4.28\n",
      "      nan\n",
      "   115.03\n",
      "      nan\n",
      "      nan\n",
      "    25.79\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 24.35866049611942\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 22.58966440585379\n",
      "               0.0\n",
      "               0.0\n",
      "19.854275097175652\n",
      " 20.22971309262544\n",
      " 24.82495279134337\n",
      "               0.0\n",
      "24.103682708441333\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "              nan\n",
      "0.655444315893022\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      " 3.34298353550569\n",
      "              nan\n",
      "              nan\n",
      " 41.5231183430679\n",
      " 29.3842603273901\n",
      "0.426598067214879\n",
      "              nan\n",
      " 0.82894729102367\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "23.616666345220544\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.522803615228774\n",
      "               0.0\n",
      "               0.0\n",
      " 23.01137760335974\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "1.29817565939133\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      " 56.348006225023\n",
      "             nan\n",
      "             nan\n",
      "2.26698662926529\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "18.622095851056024\n",
      "18.520525582848556\n",
      "               0.0\n",
      "               0.0\n",
      "  21.6993955602613\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "          129.17\n",
      "141.837075099908\n",
      "             nan\n",
      "             nan\n",
      "            7.59\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "25.584773843080463\n",
      "               0.0\n",
      "               0.0\n",
      " 25.53168514712558\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "0.211880243206271\n",
      "              nan\n",
      "              nan\n",
      "0.222497912711343\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.079095072972756\n",
      "22.002306699982917\n",
      "23.106919009271344\n",
      "               0.0\n",
      "  23.0198239022016\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "13.4388458007993\n",
      "5.74218684644943\n",
      "2.07602412619121\n",
      "             nan\n",
      "2.24941941423302\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.480765295607064\n",
      "               0.0\n",
      "  23.5274748882349\n",
      "               0.0\n",
      "19.251464364388944\n",
      "               0.0\n",
      "               0.0\n",
      "21.575371702494714\n",
      "               0.0\n",
      "25.059888690303872\n",
      "               0.0\n",
      "               0.0\n",
      " 20.99454807387672\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 58.5725162803566\n",
      "              nan\n",
      " 1.40932139394405\n",
      "              nan\n",
      " 72.3459550568706\n",
      "              nan\n",
      "              nan\n",
      " 8.50846700415002\n",
      "              nan\n",
      "0.343593171272671\n",
      "              nan\n",
      "              nan\n",
      " 14.5271616938211\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "24.930398871862018\n",
      " 21.43633484567743\n",
      "21.755161838201424\n",
      "               0.0\n",
      "21.448368513483793\n",
      "               0.0\n",
      " 21.81258583682594\n",
      "21.394388450716797\n",
      " 22.57539586618463\n",
      " 23.37137652263008\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "0.387115402443898\n",
      " 9.67088149861666\n",
      "             7.21\n",
      "              nan\n",
      " 9.56428688748847\n",
      "              nan\n",
      " 6.83857580295112\n",
      " 10.0518180725484\n",
      " 3.38720633968644\n",
      " 1.62723168060252\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "17.847162495068353\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "263.715102612973\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "16.119325578956825\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "   1295.0\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "16.669688248911548\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1   \n",
      "---------------\n",
      "            nan\n",
      "            nan\n",
      "780.05405791577\n",
      "            nan\n",
      "            nan\n",
      "            nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "22.463293085376826\n",
      "               0.0\n",
      "20.427971466316187\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 21.88455006504028\n",
      "21.410912013506127\n",
      "   f_irac_i1   \n",
      "---------------\n",
      "            nan\n",
      "            nan\n",
      "            nan\n",
      "3.7556297085767\n",
      "            nan\n",
      "          24.48\n",
      "            nan\n",
      "            nan\n",
      "            nan\n",
      "            nan\n",
      "            nan\n",
      "            6.4\n",
      "            9.9\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "15.828445095777802\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               ...\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "Length = 26 rows\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "1692.86357977252\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             ...\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "Length = 26 rows\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.768474148581568\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    17.89\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "21.632608864222767\n",
      "               0.0\n",
      " 21.17196886924777\n",
      "24.899605562153333\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "              nan\n",
      " 8.07154094743314\n",
      "              nan\n",
      " 12.3370820273594\n",
      "0.398251825453428\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.195748452001517\n",
      "               0.0\n",
      "20.880632818146005\n",
      "               0.0\n",
      "20.059746503020413\n",
      "               0.0\n",
      "               0.0\n",
      " 24.03101803166779\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 12.0698151583154\n",
      "              nan\n",
      " 16.1341790685521\n",
      "              nan\n",
      " 34.3638170949892\n",
      "              nan\n",
      "              nan\n",
      "0.886324567322471\n",
      "              nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "17.71283808234312\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "298.445315923763\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.486995747435223\n",
      "               0.0\n",
      " 21.79577267323966\n",
      "19.760896491213707\n",
      "               0.0\n",
      "               0.0\n",
      " 22.72836357287516\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "            9.23\n",
      "             nan\n",
      "6.94529873685828\n",
      "45.2523777205656\n",
      "             nan\n",
      "             nan\n",
      "2.94208063080234\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "16.86760211902928\n",
      "              0.0\n",
      " 19.3810136239617\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "650.068545204427\n",
      "             nan\n",
      "64.2087995511835\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "22.455761145168815\n",
      "               0.0\n",
      "20.104373371728748\n",
      "21.514393726401686\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "3.78177374070089\n",
      "             nan\n",
      "           32.98\n",
      "             9.0\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 20.41479366307245\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "22.017958922029315\n",
      "  22.2227823213069\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "24.7789291992007\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "            5.66\n",
      "4.68691493605902\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "18.51546283913867\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    142.5\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 21.58029147417323\n",
      "22.447687560810955\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "     8.47\n",
      "     3.81\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "18.933975893049187\n",
      "               0.0\n",
      "               0.0\n",
      "20.287547219780144\n",
      "18.811591075178463\n",
      "               0.0\n",
      "               0.0\n",
      "18.906643273495938\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "96.9191602981863\n",
      "             nan\n",
      "             nan\n",
      "           27.86\n",
      "108.483470411927\n",
      "             nan\n",
      "             nan\n",
      "           99.39\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.471509442119846\n",
      "21.931457092798205\n",
      "19.665287191950462\n",
      "21.666983117350377\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "9.36259469259145\n",
      "6.12938869335998\n",
      "49.4179952397787\n",
      "            7.82\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 21.06535468699166\n",
      "               0.0\n",
      "               0.0\n",
      "21.938456768417815\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    13.61\n",
      "      nan\n",
      "      nan\n",
      "     6.09\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 20.31557541518783\n",
      "19.708037423951986\n",
      "               0.0\n",
      " 19.32706231520728\n",
      " 20.49379381312206\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    27.15\n",
      "    47.51\n",
      "      nan\n",
      "    67.48\n",
      "    23.04\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 19.45071896288234\n",
      "22.386125698336038\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "60.2160709652628\n",
      "4.03227107685214\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "21.50359029194508\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "19.69463730906542\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "     9.09\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "     48.1\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.396925568371366\n",
      "               0.0\n",
      "  21.3102668039403\n",
      "21.521656203010203\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "63.2746530725484\n",
      "             nan\n",
      "10.8615868306179\n",
      "            8.94\n",
      "             nan\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    m_irac_i1     \n",
      "------------------\n",
      " 19.79854798377587\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.131975075880327\n",
      "               0.0\n",
      "20.074821077906556\n",
      " 21.92781221056145\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    43.71\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "     12.8\n",
      "      nan\n",
      "    33.89\n",
      "     6.15\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "18.47576926301479\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "147.806078527513\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "23.468428972248027\n",
      " 23.21041840704654\n",
      "               0.0\n",
      "21.066347657360502\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "1.48808730295112\n",
      "1.88726391945896\n",
      "             nan\n",
      "13.5975585351983\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "22.523638829375138\n",
      "               0.0\n",
      "21.491033244133966\n",
      "20.997017227500713\n",
      "20.376691663712897\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "3.55258492222564\n",
      "             nan\n",
      "9.19574039809407\n",
      "14.4941619305257\n",
      "25.6639401921303\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 20.14482223309104\n",
      "18.321471935273756\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "31.7739426083615\n",
      "170.377101598524\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "22.557860653831007\n",
      "               0.0\n",
      "23.863417568037853\n",
      " 21.51970295473179\n",
      "               0.0\n",
      "21.313036868303236\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "3.44235565508761\n",
      "             nan\n",
      "1.03426772579158\n",
      "8.95609760836151\n",
      "             nan\n",
      "10.8339107285583\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.939452769528053\n",
      "               0.0\n",
      "20.596380788445252\n",
      "               0.0\n",
      " 20.67221873356568\n",
      "21.959074734215385\n",
      "               0.0\n",
      "               0.0\n",
      "22.379664749009983\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "6.08441589455887\n",
      "             nan\n",
      "20.9627224684906\n",
      "             nan\n",
      "19.5484580464187\n",
      "5.97544297679065\n",
      "             nan\n",
      "             nan\n",
      "4.05633766723025\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 23.93545328507573\n",
      "  19.7356703508379\n",
      "21.376372760503266\n",
      "               0.0\n",
      "               0.0\n",
      "24.029093053520704\n",
      " 19.55580134138699\n",
      "               0.0\n",
      "22.712480760111923\n",
      "               0.0\n",
      "24.435794850765156\n",
      "23.683629648259306\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "              nan\n",
      "0.967873693359975\n",
      " 46.3160868536735\n",
      "            10.22\n",
      "              nan\n",
      "              nan\n",
      "0.887897388410698\n",
      " 54.6612379772518\n",
      "              nan\n",
      " 2.98543552213341\n",
      "              nan\n",
      " 0.61049492732862\n",
      " 1.22052910651706\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.320806704311572\n",
      " 24.00979118468485\n",
      "23.764871530707005\n",
      "               0.0\n",
      "               0.0\n",
      "23.808327110468205\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      " 10.7566569474331\n",
      "0.903823285736243\n",
      " 1.13253436197356\n",
      "              nan\n",
      "              nan\n",
      " 1.08810086566247\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.693615421511574\n",
      "               0.0\n",
      "               0.0\n",
      " 22.45914662448552\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "303.776260344298\n",
      "             nan\n",
      "             nan\n",
      "            3.77\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "22.866750589796872\n",
      "               0.0\n",
      " 19.40390956864588\n",
      "18.384713105153672\n",
      " 23.19805674721598\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "            2.59\n",
      "             nan\n",
      "       62.868945\n",
      "160.736592714417\n",
      " 1.9088741690747\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "19.427683467229578\n",
      "               0.0\n",
      "20.073380848952418\n",
      "  21.4039795497549\n",
      " 20.44080267086259\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "61.5072929173071\n",
      "             nan\n",
      "33.9349849108515\n",
      "9.96341408238549\n",
      "24.1923987242545\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "22.224757300747847\n",
      "               0.0\n",
      " 22.66100118374103\n",
      "19.330662658940092\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "4.67839707808177\n",
      "             nan\n",
      " 3.1303977771288\n",
      "67.2566042791269\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 19.83215842341196\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.677459345980047\n",
      " 20.29359609180367\n",
      "               0.0\n",
      "20.118752360543063\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "42.3776266646173\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "48.8670656655395\n",
      "27.7052174577313\n",
      "             nan\n",
      " 32.546107589917\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.788132876473874\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "110.852846480172\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.204618800520414\n",
      "               0.0\n",
      "               0.0\n",
      "21.812359745699702\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "75.5357385351983\n",
      "             nan\n",
      "             nan\n",
      "            6.84\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "24.886734037854886\n",
      "               0.0\n",
      "22.967171731693675\n",
      "               0.0\n",
      " 25.38158346196652\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "0.403001242253305\n",
      "              nan\n",
      " 2.36119202290194\n",
      "              nan\n",
      "0.255485710774669\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "22.660242423747796\n",
      " 20.73879408588426\n",
      "               0.0\n",
      " 22.91484761201793\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "3.13258620073778\n",
      "18.3857929757147\n",
      "             nan\n",
      "2.47776979941592\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.628213478215592\n",
      "20.368016473482008\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "8.10428319812481\n",
      "25.8698202182601\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 20.50591288778363\n",
      "               0.0\n",
      "               0.0\n",
      "19.325316574762546\n",
      "19.965070961733353\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "22.7842556455579\n",
      "             nan\n",
      "             nan\n",
      " 67.588587446972\n",
      "37.4948495496465\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "17.01292557841503\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   568.63\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "19.469009588766035\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 20.98170666312955\n",
      "19.752373568972665\n",
      "               0.0\n",
      "               0.0\n",
      "19.339380815763228\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "59.2101504349831\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "            14.7\n",
      "45.6090023301568\n",
      "             nan\n",
      "             nan\n",
      " 66.718715073778\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 17.83685941414344\n",
      "18.112569221508913\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "266.229535444205\n",
      "206.524848094067\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "22.030386928183596\n",
      "18.823404668914144\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      " 5.5955815396557\n",
      "107.309490393483\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "20.46305867512043\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "23.19302339139039\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "23.7015380833077\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "1.91774404764832\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.228200194017667\n",
      "19.948430425065162\n",
      "23.402398292556917\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "73.9128455517983\n",
      "38.0739407715954\n",
      "1.58139617122656\n",
      "             nan\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 22.01060161556523\n",
      "               0.0\n",
      "               0.0\n",
      " 20.21804693423875\n",
      "20.931302778001047\n",
      "               0.0\n",
      "21.661767421195684\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "  5.698484269751\n",
      "             nan\n",
      "             nan\n",
      "29.7016944666462\n",
      "15.3985167153397\n",
      "             nan\n",
      "7.85765635444205\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "24.480314727578737\n",
      "               0.0\n",
      "19.990810571564758\n",
      " 23.30217388719135\n",
      " 20.27608786366769\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "              nan\n",
      "0.585968282446972\n",
      "              nan\n",
      " 36.6164107639102\n",
      " 1.73432484306794\n",
      " 28.1556044005533\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 21.31532715549374\n",
      "               0.0\n",
      "               0.0\n",
      "20.100679102846264\n",
      "21.709455398520895\n",
      "20.484609365130346\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "10.8110814125423\n",
      "             nan\n",
      "             nan\n",
      "33.0924071395635\n",
      "            7.52\n",
      "23.2357263956348\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.827679712766702\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   268.49\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.735366125449012\n",
      "               0.0\n",
      "17.006732128152997\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "46.3290665293575\n",
      "             nan\n",
      "571.882949953889\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "22.026515809833334\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.743538008620355\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.759723422629357\n",
      "               0.0\n",
      "18.349324984748968\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "5.61556781248079\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "45.9816759575776\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "45.3012964448202\n",
      "             nan\n",
      "166.061901337227\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 19.00132324481222\n",
      "20.080925247821646\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.884284888968914\n",
      "               0.0\n",
      " 21.43083433768431\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    91.09\n",
      "     33.7\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    16.08\n",
      "      nan\n",
      "     9.72\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 20.78256071402651\n",
      "22.348498653982183\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "17.6593906716877\n",
      "4.17446225345835\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "23.348468756480365\n",
      "19.961745866641188\n",
      "               0.0\n",
      "18.717991115342393\n",
      " 19.61422658182952\n",
      "               0.0\n",
      " 21.60462228647686\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "1.66192911958192\n",
      "37.6098545050722\n",
      "             nan\n",
      " 118.25065468798\n",
      "51.7975677666769\n",
      "             nan\n",
      "8.28230244143867\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              ...\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "20.17862320874888\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "Length = 40 rows\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      ...\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "     30.8\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "Length = 40 rows\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.834935627375337\n",
      "               0.0\n",
      "20.304951433934455\n",
      "20.039471851804585\n",
      " 19.46442256907408\n",
      "               0.0\n",
      "23.630963748422424\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "6.69924327636028\n",
      "             nan\n",
      "27.4169680802336\n",
      "35.0115436627728\n",
      "59.4608307177989\n",
      "             nan\n",
      "1.28119283323086\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "  21.6154653690407\n",
      "               0.0\n",
      "19.158271183592795\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      8.2\n",
      "      nan\n",
      "    78.83\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 21.44332308111779\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.936541230347892\n",
      "               ...\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "Length = 28 rows\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "9.60883570089148\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "96.6904336151245\n",
      "             ...\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "Length = 28 rows\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "  23.5689303022829\n",
      "               0.0\n",
      "               0.0\n",
      "24.184297109601623\n",
      "21.790746886892855\n",
      "               0.0\n",
      "               0.0\n",
      "21.821108276429918\n",
      "25.637292423137716\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "              nan\n",
      "  1.3565252408546\n",
      "              nan\n",
      "              nan\n",
      "0.769628525760836\n",
      " 6.97752249415924\n",
      "              nan\n",
      "              nan\n",
      " 6.78510682231786\n",
      "0.201875228266216\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.377435644782715\n",
      "20.900612056866315\n",
      "               0.0\n",
      " 19.22604073071644\n",
      "f_irac_i1\n",
      "---------\n",
      "    10.21\n",
      "    15.84\n",
      "      nan\n",
      "    74.06\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 18.93770433764488\n",
      "18.907930491024835\n",
      "18.173139392262435\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      " 96.586908346142\n",
      "99.2722359053182\n",
      "195.318888011067\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "22.257747957493102\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.253178632267286\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "4.53837958530587\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "455.751962142638\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 23.17772442332258\n",
      "22.797946916067794\n",
      " 19.89703986724313\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.852704648859053\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      " 1.9449580142945\n",
      "2.75944176744543\n",
      "39.9194044128497\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "262.372395481094\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "24.908250697428308\n",
      "               0.0\n",
      "               0.0\n",
      "22.924467801832428\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "0.395093350999078\n",
      "              nan\n",
      "              nan\n",
      " 2.45591244174608\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "15.976519358294176\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "  1477.04\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "21.983967882218998\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "     5.84\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 19.09969168427319\n",
      "21.700826985919853\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "     83.2\n",
      "     7.58\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.461420478726843\n",
      "20.749284103932446\n",
      "  21.7903614434421\n",
      "               0.0\n",
      "20.551233713365612\n",
      "               0.0\n",
      "               0.0\n",
      "  21.0719170745513\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "            9.45\n",
      " 18.209011006763\n",
      "            6.98\n",
      "             nan\n",
      "21.8527709975407\n",
      "             nan\n",
      "             nan\n",
      "13.5279867798955\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "22.303776857613407\n",
      "               0.0\n",
      "18.418570020757066\n",
      "               0.0\n",
      " 20.72446786275939\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "            4.35\n",
      "             nan\n",
      "155.801628112512\n",
      "             nan\n",
      "           18.63\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "  18.1080963624916\n",
      "17.375224921425463\n",
      "               0.0\n",
      "               0.0\n",
      "20.597802141959868\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "207.377414233016\n",
      " 407.29589352905\n",
      "             nan\n",
      "             nan\n",
      "20.9352978097141\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.142519040145665\n",
      "               0.0\n",
      " 21.10159388494933\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "12.6762963572087\n",
      "             nan\n",
      " 13.163229280664\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "18.040795743579004\n",
      " 23.77145391021785\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "220.638706394098\n",
      "1.12568903535198\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "  19.5721580299845\n",
      "21.390647844800277\n",
      "               0.0\n",
      "18.770053221046417\n",
      "23.193589524097725\n",
      "19.284593679295817\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "53.8439345911466\n",
      "10.0865085751614\n",
      "             nan\n",
      "112.714220411927\n",
      "1.91674434383646\n",
      "70.1717856809099\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 21.22582975772101\n",
      " 19.75811039316357\n",
      "20.106020075424006\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 19.67928210895648\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "           11.74\n",
      " 45.368648562865\n",
      " 32.930018130956\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "48.7850951552413\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.646339817141744\n",
      "               0.0\n",
      "17.941089878658268\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    20.02\n",
      "      nan\n",
      "   241.86\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 22.03731302104486\n",
      "20.820689041678712\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "     5.56\n",
      "    17.05\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "   m_irac_i1    \n",
      "----------------\n",
      "             0.0\n",
      "             0.0\n",
      "18.0443984807552\n",
      "             0.0\n",
      "             0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "219.907786781433\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.783605547787623\n",
      "               0.0\n",
      "18.207455043835076\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "7.02356782861973\n",
      "             nan\n",
      " 189.24219749462\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.333064166567986\n",
      "               0.0\n",
      "20.524510746056897\n",
      "20.494757303297483\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      " 26.716178309253\n",
      "             nan\n",
      "22.3973017737473\n",
      "23.0195632062711\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.321543841892627\n",
      "21.748573642945793\n",
      "21.740227824644826\n",
      "               0.0\n",
      "23.522688767312566\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "10.7493564217645\n",
      "7.25388293959422\n",
      "7.30985681555487\n",
      "             nan\n",
      "1.41554764986167\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.496769399052603\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.269715347875596\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   364.16\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    71.14\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.909189594075848\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "99.1571789271442\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "23.54236604292013\n",
      "              0.0\n",
      "18.80818177305742\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "1.39012413280049\n",
      "             nan\n",
      "108.824652935752\n",
      "             nan\n",
      "   m_irac_i1    \n",
      "----------------\n",
      "             0.0\n",
      "             0.0\n",
      "16.2483821633408\n",
      "             0.0\n",
      "             0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "1149.86574054719\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.807171650833475\n",
      "               0.0\n",
      " 20.40293509946087\n",
      "               0.0\n",
      "               0.0\n",
      "18.516153927608876\n",
      " 20.36507507062985\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "6.87276255195204\n",
      "             nan\n",
      "25.0510515247464\n",
      "             nan\n",
      "             nan\n",
      "142.409325330464\n",
      "           25.94\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 20.82978108738552\n",
      "22.696857094086916\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "16.9078180279742\n",
      "3.02870631002152\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 21.00787366173045\n",
      "20.407470146337907\n",
      "19.433584948474184\n",
      "24.990060889582033\n",
      " 20.25250468142061\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 14.3499548724255\n",
      " 24.9466331985859\n",
      " 61.1738791238856\n",
      "0.366417024900092\n",
      " 28.7738600814633\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.478817903899092\n",
      "19.941234586367152\n",
      "               0.0\n",
      "               0.0\n",
      " 20.92767879059786\n",
      "16.704852003614498\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "           23.36\n",
      "38.3271181463265\n",
      "             nan\n",
      "             nan\n",
      "           15.45\n",
      "755.195161082078\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "19.868673699887857\n",
      "22.274911218253955\n",
      "               0.0\n",
      "19.857236923744047\n",
      "               0.0\n",
      "21.133817671736928\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "40.9760904749462\n",
      " 4.4672011941285\n",
      "             nan\n",
      "           41.41\n",
      "             nan\n",
      "12.7782956255764\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "16.720484088853176\n",
      "               0.0\n",
      "               0.0\n",
      "19.978322554975257\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    744.4\n",
      "      nan\n",
      "      nan\n",
      "    37.04\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.573320443365652\n",
      "21.329824978997856\n",
      "               0.0\n",
      "               0.0\n",
      "20.120601927482817\n",
      "               0.0\n",
      " 22.51052629816541\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "21.4127192407009\n",
      "10.6676807070397\n",
      "             nan\n",
      "             nan\n",
      "32.4907120335075\n",
      "             nan\n",
      "3.59574993052567\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "15.472533650132895\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "  2349.56\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "22.679226150645086\n",
      "20.629693359742213\n",
      "               0.0\n",
      "20.763675838091835\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "3.07829005840762\n",
      " 20.329310826929\n",
      "             nan\n",
      "17.9692381601599\n",
      "             nan\n",
      "             nan\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.483568431772788\n",
      "21.891541153575865\n",
      "               0.0\n",
      "21.345013778702103\n",
      " 20.14977836023325\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "9.25918213956348\n",
      "6.35892259606517\n",
      "             nan\n",
      "10.5194852382416\n",
      " 31.629232663695\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.856465108206173\n",
      " 23.82466865849431\n",
      "               0.0\n",
      "21.038774737134794\n",
      "               0.0\n",
      " 20.85362766669281\n",
      " 23.31107794187627\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "16.4973412035045\n",
      "1.07184635797725\n",
      "             nan\n",
      "13.9472988011067\n",
      "             nan\n",
      "16.5405114140793\n",
      "1.72015991577006\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.714330643616613\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "14.959149504426215\n",
      " 14.80169417702703\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "          118.65\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "         3769.99\n",
      "4358.35226391024\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 19.23753634835051\n",
      "               0.0\n",
      "18.094606879417306\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    73.28\n",
      "      nan\n",
      "   209.97\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.329052444808504\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "424.990304180756\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "21.885645457498974\n",
      " 20.05424865279678\n",
      "               0.0\n",
      "               0.0\n",
      "20.792942304647617\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.210444190164772\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "6.39354633615124\n",
      "34.5382667107285\n",
      "             nan\n",
      "             nan\n",
      "17.4913398539809\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "11.9075475361205\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.336016129613007\n",
      "19.369220977172198\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   168.11\n",
      "    64.91\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 17.43942686989096\n",
      "               0.0\n",
      " 23.30784568643667\n",
      "20.383985211429298\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "383.909847402398\n",
      "             nan\n",
      "1.72528849169997\n",
      "25.4921177251768\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.734641431771102\n",
      "               0.0\n",
      "17.996624939119336\n",
      "               0.0\n",
      "               0.0\n",
      "20.705404167494883\n",
      "f_irac_i1\n",
      "---------\n",
      "    46.36\n",
      "      nan\n",
      "    229.8\n",
      "      nan\n",
      "      nan\n",
      "    18.96\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.274371330283593\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 18.92359865769412\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "28.2001532139563\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "97.8499339686443\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "15.180595539826484\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "  3074.41\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 21.08955486131331\n",
      "               0.0\n",
      "19.104120471090646\n",
      "               0.0\n",
      "20.182507778920446\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "           13.31\n",
      "             nan\n",
      "82.8613131570857\n",
      "             nan\n",
      "           30.69\n",
      "             nan\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "19.11608584538711\n",
      "              0.0\n",
      "22.48170227880913\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "81.9531520411927\n",
      "             nan\n",
      "3.69248796495543\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "  20.6705715906486\n",
      "               0.0\n",
      "23.016376334425765\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "19.5781370242853\n",
      "             nan\n",
      "2.25657340916077\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.399518778518562\n",
      " 19.68229288848908\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    25.13\n",
      "    48.65\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.147351612729715\n",
      "20.176525508186977\n",
      "               0.0\n",
      "20.982264054314733\n",
      "20.706082455706515\n",
      "21.535228995820127\n",
      "               0.0\n",
      "21.716664066536957\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "           12.62\n",
      "30.8595647740547\n",
      "             nan\n",
      "14.6924553058715\n",
      " 18.948158884107\n",
      "8.82893667076545\n",
      "             nan\n",
      "7.47023687903474\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "24.17147556801836\n",
      "              0.0\n",
      "18.83295339967936\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "0.778771003535198\n",
      "              nan\n",
      " 106.369872855825\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 17.52216824817848\n",
      "21.273084221917394\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "   355.74\n",
      "    11.24\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.824715618231018\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   107.18\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.068302913862603\n",
      "               0.0\n",
      " 18.25880521063724\n",
      "24.999360358886655\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      " 85.6404290608669\n",
      "              nan\n",
      " 180.500294881648\n",
      "0.363292018413772\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "23.250491941218776\n",
      "18.582551201141676\n",
      "18.921175028974638\n",
      "24.513182443268583\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 1.81887654872425\n",
      " 133.961351245005\n",
      " 98.0686029203812\n",
      "0.568495488702736\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "18.872010021357234\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "102.611489409776\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "16.852492401026872\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "659.178508761143\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "14.969692162426604\n",
      "18.272121642061613\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "  3733.56\n",
      "    178.3\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.102254916766036\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "523.718642253305\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.472792458055984\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.694185953330482\n",
      " 20.12699369417225\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    23.49\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    48.12\n",
      "     32.3\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 20.94040240735894\n",
      " 20.99470749746566\n",
      "               0.0\n",
      "21.475445955731622\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.673589287294853\n",
      "18.878900598338042\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "23.506589282245095\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "           15.27\n",
      "14.5250287611436\n",
      "             nan\n",
      "9.32871054257608\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "7.77256361220412\n",
      "101.962332216416\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "1.43669402997233\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.132047556849393\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    32.15\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "21.207291997486486\n",
      "               0.0\n",
      "18.699987154023482\n",
      "19.836893015144746\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "22.160336319445456\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "11.9421686750692\n",
      "             nan\n",
      "120.227865939133\n",
      "42.1932320335075\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "4.96438520012296\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "18.677800109729866\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.101414512715742\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 21.64091870978941\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "   122.71\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    33.07\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "     8.01\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.764234895497303\n",
      "               0.0\n",
      "16.588229503742276\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 20.16705219829371\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "     7.15\n",
      "      nan\n",
      "   840.83\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    31.13\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.685198019513656\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    48.52\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 22.42233848243375\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.785704955083354\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      3.9\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "     7.01\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 22.71810887670697\n",
      "21.083859716420484\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "     2.97\n",
      "    13.38\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 17.90716981031988\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.817223961109384\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "249.535348831848\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "42.9645646510913\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.480678634782556\n",
      " 17.54004705808287\n",
      "               0.0\n",
      " 21.46602594143186\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    23.32\n",
      "   349.93\n",
      "      nan\n",
      "     9.41\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.990615269258193\n",
      " 21.10045737375703\n",
      "19.253379632886983\n",
      "20.697957626303186\n",
      "               0.0\n",
      " 19.97794147076703\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "14.5798780786966\n",
      "13.1770153089456\n",
      " 72.218447300953\n",
      "19.0904844528128\n",
      "             nan\n",
      "37.0530030079926\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.113000329549372\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "518.561020288964\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.781404711366598\n",
      "               0.0\n",
      "               0.0\n",
      "17.606425520199174\n",
      "               0.0\n",
      "               0.0\n",
      "  19.9082633257325\n",
      "   f_irac_i1    \n",
      "----------------\n",
      " 44.405638129419\n",
      "             nan\n",
      "             nan\n",
      "329.177234214571\n",
      "             nan\n",
      "             nan\n",
      "39.5088755656317\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 16.22907414913336\n",
      "16.960537125110555\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "1170.49709545035\n",
      "          596.74\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.785462204258387\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 18.19282188666198\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    44.24\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   191.81\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "12.150104278257658\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      " 50113.91\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 21.78725489996436\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 25.00079089743317\n",
      "23.808608324383776\n",
      "               0.0\n",
      "24.778747835452187\n",
      "25.578882006850897\n",
      "     f_irac_i1     \n",
      "-------------------\n",
      "                nan\n",
      "                7.0\n",
      "                nan\n",
      "                nan\n",
      "                nan\n",
      "                nan\n",
      "-0.0399610399523517\n",
      "                nan\n",
      "                nan\n",
      "  0.362813669243775\n",
      "   1.08781907577621\n",
      "  -1.08103791054411\n",
      "   0.44514435036889\n",
      "  0.213033154011682\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.411441970338608\n",
      "               0.0\n",
      " 21.03957755802457\n",
      "               0.0\n",
      "               0.0\n",
      "20.837853620741747\n",
      "               0.0\n",
      "23.793035427652576\n",
      "23.569736296434023\n",
      "               0.0\n",
      "22.108927196481197\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "9.89516890716262\n",
      "             nan\n",
      "13.9369896264986\n",
      "             nan\n",
      "             nan\n",
      "16.7825732616047\n",
      "             nan\n",
      "1.10353428097141\n",
      " 1.3555186006763\n",
      "             nan\n",
      "5.20510052551491\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "17.837755092038996\n",
      "               0.0\n",
      "19.464620352613217\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "   266.01\n",
      "      nan\n",
      "    59.45\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.528751074290405\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    22.31\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "20.213002952998416\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.745704855763343\n",
      "               0.0\n",
      "               0.0\n",
      "21.042462999364766\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    29.84\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    45.89\n",
      "      nan\n",
      "      nan\n",
      "     13.9\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "15.799169883158164\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "  1739.13\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "16.058694124003075\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "  f_irac_i1   \n",
      "--------------\n",
      "           nan\n",
      "1369.374859668\n",
      "           nan\n",
      "           nan\n",
      "           nan\n",
      "           nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "21.51560077066693\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "     8.99\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.951307014386693\n",
      "18.874159839262184\n",
      " 20.06683658751563\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "15.1174031248079\n",
      "102.408513987089\n",
      " 34.140145288964\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 19.37425064739957\n",
      "19.897023668461664\n",
      "19.637908484471488\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    64.61\n",
      "    39.92\n",
      "    50.68\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.100828217396604\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 21.31142565453863\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "13.1725153412235\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "           10.85\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "22.943742584164106\n",
      " 23.19992645147429\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "2.41269801183523\n",
      "1.90558979956963\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "21.64908217835883\n",
      "              0.0\n",
      "              0.0\n",
      "20.86753453815833\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "     7.95\n",
      "      nan\n",
      "      nan\n",
      "    16.33\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 21.47846743826303\n",
      " 19.10540956749643\n",
      "18.529684103945065\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "9.30278587304027\n",
      "82.7629901629265\n",
      "140.645667460805\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "18.836428096481903\n",
      "f_irac_i1\n",
      "---------\n",
      "   106.03\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "17.63052892642964\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   321.95\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "16.859995306885132\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "654.639003750384\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.220670871299866\n",
      "               0.0\n",
      "               0.0\n",
      " 17.67012576355861\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    29.63\n",
      "      nan\n",
      "      nan\n",
      "   310.42\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.449650788498722\n",
      "               0.0\n",
      "               0.0\n",
      " 20.29223385815684\n",
      "20.036445550601975\n",
      "21.044808847316794\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "9.55299795112204\n",
      "             nan\n",
      "             nan\n",
      "           27.74\n",
      "35.1092683953274\n",
      "           13.87\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 19.02916621244392\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 19.71609345822923\n",
      "18.184519876833683\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "88.7837562250231\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "47.1587860113741\n",
      "193.282284122349\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "21.92804549617606\n",
      "              0.0\n",
      "18.06816739256255\n",
      "              0.0\n",
      "22.43918168817995\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "6.14867872840455\n",
      "             nan\n",
      " 215.14588452198\n",
      "             nan\n",
      "3.83996551982785\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.456834468931767\n",
      "               0.0\n",
      " 21.04637556649883\n",
      "20.569408961271385\n",
      "22.061002750754547\n",
      "20.783753548010502\n",
      "               0.0\n",
      " 22.33158535851816\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "     9.49\n",
      "      nan\n",
      "    13.85\n",
      "    21.49\n",
      "     5.44\n",
      "    17.64\n",
      "      nan\n",
      "     4.24\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "18.818569468284473\n",
      " 21.15339068545736\n",
      "22.661139156133878\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "107.788446495543\n",
      "           12.55\n",
      "            3.13\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "20.67815527948121\n",
      "17.89851809081548\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "19.4418634352905\n",
      "251.531721795266\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.756668758921826\n",
      "               0.0\n",
      "               0.0\n",
      "18.074720271277634\n",
      "               0.0\n",
      " 18.73614889333779\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             7.2\n",
      "             nan\n",
      "             nan\n",
      "213.851298432216\n",
      "             nan\n",
      "116.289483784199\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "17.97414523416493\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "18.64039422106648\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      " 234.60750793114\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "127.011285490317\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "17.64144137346367\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "318.730372732862\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      " 19.6991612164636\n",
      "              0.0\n",
      "16.09370577494507\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "            47.9\n",
      "             nan\n",
      "1325.92112511528\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.821827941060484\n",
      "               0.0\n",
      "               0.0\n",
      "18.945559110826203\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "  20.4017084760953\n",
      "               0.0\n",
      "               0.0\n",
      "18.339086119871602\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "42.7827624869351\n",
      "             nan\n",
      "             nan\n",
      "95.8906705656317\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "25.0793692407009\n",
      "             nan\n",
      "             nan\n",
      "167.635329357516\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 22.00840972938537\n",
      "               0.0\n",
      " 20.98614730819407\n",
      "               0.0\n",
      "19.999336505343216\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "     5.71\n",
      "      nan\n",
      "    14.64\n",
      "      nan\n",
      "    36.33\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "23.746111039575062\n",
      "20.293293385155813\n",
      "               0.0\n",
      "18.890902668084898\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.134222197957193\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "1.15227352674454\n",
      "27.7129428358438\n",
      "             nan\n",
      "100.841415401168\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "12.7735355441131\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "15.11785893503312\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "13.57954321558423\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "  3257.29\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "  13433.3\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 23.05131039567518\n",
      "               0.0\n",
      " 24.32259328182959\n",
      "20.917193878164916\n",
      "22.671254788964823\n",
      "               0.0\n",
      " 23.60816676207414\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      " 2.18512276560098\n",
      "              nan\n",
      "0.677583290039963\n",
      " 15.5999227851214\n",
      " 3.10097371072856\n",
      "              nan\n",
      " 1.30837818736551\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "18.065934218838784\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "215.588858223179\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 18.87750736175243\n",
      " 20.94737174752057\n",
      "18.663064804520552\n",
      "22.539948945999534\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "  102.0932561328\n",
      "15.1722957946511\n",
      "124.386737841992\n",
      "3.49961622702121\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "18.55577019560358\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "   f_irac_i1   \n",
      "---------------\n",
      "            nan\n",
      "137.30676077467\n",
      "            nan\n",
      "            nan\n",
      "            nan\n",
      "            nan\n",
      "            nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.260594810480335\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.673959054563987\n",
      "               0.0\n",
      "               0.0\n",
      "20.309363607410667\n",
      "23.328167086813117\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      " 28.560254677221\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "19.5171490224408\n",
      "             nan\n",
      "             nan\n",
      "27.3057781263449\n",
      "1.69329710267445\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.661085990976012\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "313.015327021211\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "23.281657522825206\n",
      " 20.57060293177495\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "1.76740870980633\n",
      "21.4663807055026\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 18.37293340330435\n",
      "               0.0\n",
      "21.309426139784257\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   162.49\n",
      "      nan\n",
      "    10.87\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "16.387971772204303\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "  1011.14\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "22.574427180452425\n",
      "               0.0\n",
      "               0.0\n",
      "18.631989973225934\n",
      "24.191750674602467\n",
      "21.204921849083924\n",
      "               0.0\n",
      "21.471513464016745\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 3.39022972840455\n",
      "              nan\n",
      "              nan\n",
      " 127.998243728866\n",
      "0.764363130003074\n",
      " 11.9682667537658\n",
      "              nan\n",
      "  9.3625600107593\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.739335499630805\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    46.16\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "13.837884161663922\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      " 10588.79\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "18.040002327357094\n",
      "               0.0\n",
      "19.185042971612567\n",
      "               0.0\n",
      "18.646491623611674\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    220.8\n",
      "      nan\n",
      "    76.91\n",
      "      nan\n",
      "    126.3\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 19.61995566125146\n",
      "               0.0\n",
      "               0.0\n",
      "18.906472061463994\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "51.5249685659391\n",
      "             nan\n",
      "             nan\n",
      "99.4056742545343\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 17.05079060367654\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.767093242037454\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "549.140858745773\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "44.9948391054411\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.522035204784807\n",
      "               0.0\n",
      "17.774377229201598\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   141.64\n",
      "      nan\n",
      "    282.0\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.026903343279677\n",
      " 20.46634069591908\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   223.48\n",
      "    23.63\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.719619548980496\n",
      "               0.0\n",
      "               0.0\n",
      "19.789844779916287\n",
      "23.374617005459037\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "7.44992979926222\n",
      "             nan\n",
      "             nan\n",
      "44.0617851045189\n",
      "1.62238229342146\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "16.338221558775466\n",
      "               0.0\n",
      "               0.0\n",
      " 18.12698955082397\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "  1058.55\n",
      "      nan\n",
      "      nan\n",
      "    203.8\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.049802277989563\n",
      "f_irac_i1\n",
      "---------\n",
      "    34.68\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "22.887191633353304\n",
      "20.743530313845135\n",
      "21.453768825201387\n",
      "21.386337059367413\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "2.54169448539809\n",
      "18.3057646480172\n",
      "9.51683347064248\n",
      "10.1266354549646\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.018150457230114\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "565.900160498002\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "18.667541526278605\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "123.874920703966\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "22.476565225962382\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "     3.71\n",
      "      nan\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 19.00297170298142\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.222571560224303\n",
      "               0.0\n",
      "               0.0\n",
      "21.472297012554215\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "90.9518042576084\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "29.5781751214264\n",
      "             nan\n",
      "             nan\n",
      "9.35580572394712\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 21.49171122153472\n",
      "  23.0341175638734\n",
      "21.500012904178952\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "     9.19\n",
      "     2.22\n",
      "     9.12\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "22.644279592607937\n",
      "               0.0\n",
      "24.476758691713847\n",
      "               0.0\n",
      "               0.0\n",
      "   24.261335555902\n",
      "23.249307368617046\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 21.88446950315069\n",
      "               0.0\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 3.17898268874885\n",
      "              nan\n",
      " 0.58789060969874\n",
      "              nan\n",
      "              nan\n",
      "0.716911880771595\n",
      " 1.82086208361512\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "    6.40047489917\n",
      "              nan\n",
      "              nan\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "20.926274215751583\n",
      " 20.90198380209585\n",
      "               0.0\n",
      "               0.0\n",
      "18.934078516074315\n",
      "               0.0\n",
      " 21.32552632292036\n",
      "20.118622517739475\n",
      " 21.57008471317956\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    15.47\n",
      "    15.82\n",
      "      nan\n",
      "      nan\n",
      "    96.91\n",
      "      nan\n",
      "    10.71\n",
      "    32.55\n",
      "     8.55\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.831961932082386\n",
      "21.577213883659475\n",
      "               0.0\n",
      " 21.93134544214238\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "16.8738905256686\n",
      "8.49404283015678\n",
      "             nan\n",
      "6.13001903565939\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "23.627745084717382\n",
      "21.122335907740727\n",
      " 24.30380897102605\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 1.28499656317246\n",
      " 12.9141443621273\n",
      "0.689408147417768\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.384116568080792\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.626039477011552\n",
      "20.737742912919195\n",
      "21.268186496514538\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "64.0255580909929\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "128.701677989548\n",
      "18.4036020965263\n",
      "11.2908178558254\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.599973773803093\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.914228362409695\n",
      " 22.02263305434554\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.575972935201186\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "52.4820137242545\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "39.2924089102367\n",
      "5.63568587626806\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "21.3604710605595\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 17.61569759663289\n",
      "17.544898128674653\n",
      "18.398411252985973\n",
      "               0.0\n",
      "               0.0\n",
      " 18.87006956857676\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "326.378063541346\n",
      "          348.37\n",
      "158.721404857055\n",
      "             nan\n",
      "             nan\n",
      "102.795043006456\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "21.04637556649883\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    13.85\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.753406793189804\n",
      "21.622105978150053\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 19.53049977283907\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    18.14\n",
      "     8.15\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    55.95\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 21.40762687876154\n",
      "               0.0\n",
      "               0.0\n",
      "20.616554016412188\n",
      "               0.0\n",
      "               0.0\n",
      " 18.86879737111692\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "            9.93\n",
      "             nan\n",
      "             nan\n",
      "20.5768263925607\n",
      "             nan\n",
      "             nan\n",
      "102.915562373194\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 18.74740602484146\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "22.217447732177767\n",
      "f_irac_i1\n",
      "---------\n",
      "   115.09\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "     4.71\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "16.180324718274356\n",
      "               0.0\n",
      "19.189995188078022\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "  1224.25\n",
      "      nan\n",
      "    76.56\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "22.165682627690877\n",
      "19.888085288240283\n",
      "f_irac_i1\n",
      "---------\n",
      "     4.94\n",
      "    40.25\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "15.910838847121703\n",
      "17.916061991826034\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "  1569.15\n",
      "    247.5\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "22.396578935222074\n",
      " 24.67217055842061\n",
      "               0.0\n",
      "19.533444897610913\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      " 3.99363551583154\n",
      "0.491056853412235\n",
      "              nan\n",
      "  55.798437912696\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "18.622852608170327\n",
      "20.230979736040915\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "   129.08\n",
      "    29.35\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "13.311102505138116\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      " 17201.21\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "18.308633873779605\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 20.05146364262668\n",
      "               0.0\n",
      " 19.99963540037738\n",
      " 18.76033922821164\n",
      "               0.0\n",
      "19.284832365609354\n",
      "               0.0\n",
      " 21.04794454972673\n",
      "20.076103317447085\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "172.403647755918\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "34.6269741669228\n",
      "             nan\n",
      "           36.32\n",
      "113.727190024593\n",
      "             nan\n",
      " 70.156360936059\n",
      "             nan\n",
      "           13.83\n",
      "           33.85\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.324812083925615\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    67.62\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.729725675478797\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    18.54\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.034085514788607\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.205195789500912\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "88.3824007224101\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "476.345080325853\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "23.499905455957027\n",
      "23.317492188247847\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 18.70729672720568\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "1.44556564263757\n",
      "1.71002761850599\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "119.421166523209\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "22.92708478908866\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "     2.45\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 19.54777884608192\n",
      "               0.0\n",
      "               0.0\n",
      "25.026491696843827\n",
      "18.848622615231825\n",
      "               0.0\n",
      "               0.0\n",
      "20.563695170725246\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 55.0666252428527\n",
      "              nan\n",
      "              nan\n",
      "0.354326244574239\n",
      " 104.845779741777\n",
      "              nan\n",
      "              nan\n",
      " 21.6033912834307\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "15.04286799293535\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "  3490.22\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.788807060635797\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.443606695228034\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.764234895497303\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "     6.99\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    24.13\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "     7.15\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 23.68132285551976\n",
      "               0.0\n",
      "               0.0\n",
      " 19.84197265263297\n",
      "               0.0\n",
      "22.872845129947372\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "1.22312504165386\n",
      "             nan\n",
      "             nan\n",
      "41.9962912496157\n",
      "             nan\n",
      "2.57550233538272\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "18.39684866937302\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "   158.95\n",
      "      nan\n",
      "      nan\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "19.14785373824501\n",
      "21.25964434485237\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    79.59\n",
      "    11.38\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.277075669586985\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    28.13\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "17.472474338169796\n",
      " 20.39865502652014\n",
      " 20.67951189818175\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "372.400507992622\n",
      "           25.15\n",
      " 19.417586152782\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.376565854633576\n",
      " 22.68683047396177\n",
      "               0.0\n",
      "19.244629383283247\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "25.6669141592376\n",
      "3.05680553043345\n",
      "             nan\n",
      "72.8028275023056\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "15.418877586554864\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "  2468.59\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.583257671898174\n",
      "18.307144767857828\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "133.874213141715\n",
      "172.640264555795\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 19.34913267893466\n",
      "               0.0\n",
      " 19.19645827820508\n",
      "               0.0\n",
      "20.220723669737048\n",
      "   f_irac_i1    \n",
      "----------------\n",
      " 66.122144208423\n",
      "             nan\n",
      "76.1056130602521\n",
      "             nan\n",
      "29.6285591530895\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.517725696482294\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "142.203315247464\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 19.64845701079485\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.907408337555857\n",
      "               0.0\n",
      "21.036232071475844\n",
      "20.286768076435074\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    50.19\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    39.54\n",
      "      nan\n",
      "    13.98\n",
      "    27.88\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "19.93128383647258\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    38.68\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 20.27096934498183\n",
      " 24.61698912940573\n",
      "               0.0\n",
      "19.791012795253444\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      " 28.2886525791577\n",
      "0.516659415431909\n",
      "              nan\n",
      " 44.0144097217953\n",
      "              nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "19.24462783161436\n",
      "              0.0\n",
      "              0.0\n",
      "19.56474467151562\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      " 72.802931547802\n",
      "             nan\n",
      "             nan\n",
      "54.2128365693206\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "17.564926282499563\n",
      "               0.0\n",
      "               0.0\n",
      "19.963104355426943\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 19.14966655771942\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "342.002662450046\n",
      "             nan\n",
      "             nan\n",
      "37.5628259406702\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "79.4572219674147\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "24.376341465508524\n",
      "20.275811391307435\n",
      " 22.31782601450437\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "0.644856992991085\n",
      " 28.1627748693514\n",
      " 4.29407469028589\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.776451465507755\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "     7.07\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "20.504210899794508\n",
      "               0.0\n",
      "17.958329535473673\n",
      " 16.94372153007385\n",
      "19.753302428543883\n",
      "               0.0\n",
      "               0.0\n",
      " 20.35176319561635\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "           22.82\n",
      "             nan\n",
      "          238.05\n",
      "606.054092130341\n",
      "           45.57\n",
      "             nan\n",
      "             nan\n",
      "           26.26\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "18.416984499941485\n",
      "               0.0\n",
      "19.801484465975157\n",
      "21.001834172266264\n",
      "               0.0\n",
      " 20.63662157638344\n",
      "               0.0\n",
      "24.441280626415328\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 156.029314340609\n",
      "              nan\n",
      "  43.591941653858\n",
      "            14.43\n",
      "              nan\n",
      "             20.2\n",
      "              nan\n",
      "0.607418128588995\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.223471467293415\n",
      " 21.37475935113597\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "468.394096895174\n",
      "10.2351982600676\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.760381242285668\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "285.658731340301\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "22.472605290142717\n",
      " 23.04137445237624\n",
      "18.560457501296803\n",
      "23.733586560219685\n",
      "21.917157823305836\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "3.72355595019982\n",
      "2.20521134983093\n",
      "136.715262127267\n",
      "1.16564250599447\n",
      "6.21064735905318\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "18.977110267830376\n",
      "               0.0\n",
      "19.552467266714622\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "93.1442162772825\n",
      "             nan\n",
      "54.8293494881648\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.997272432304676\n",
      "               0.0\n",
      "               0.0\n",
      "19.822916353918366\n",
      "19.625765092631447\n",
      "21.005449103897995\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "5.76887364924685\n",
      "             nan\n",
      "             nan\n",
      "42.7398957423916\n",
      "51.2500110006148\n",
      "14.3820355671688\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "22.235051219020598\n",
      "23.502196262321426\n",
      "22.354085354985763\n",
      "               0.0\n",
      "21.516815199004405\n",
      "24.394618700014796\n",
      "               0.0\n",
      " 21.06971615664812\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 4.63425057393175\n",
      " 1.44251884368275\n",
      " 4.15303755164464\n",
      "              nan\n",
      " 8.97995003842607\n",
      "0.634092359222256\n",
      "              nan\n",
      " 13.5554374500461\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "16.91283108869083\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "623.544660313557\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "24.296779271544544\n",
      "               0.0\n",
      "18.093246284647982\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "0.693886265585613\n",
      "              nan\n",
      " 210.233289701814\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "19.858023784175707\n",
      " 19.86812154633798\n",
      "               0.0\n",
      "               0.0\n",
      " 24.58159016947925\n",
      "  20.1651609256537\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.795105868055096\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "              nan\n",
      "            41.38\n",
      " 40.9969342560713\n",
      "              nan\n",
      "              nan\n",
      "0.533782009375961\n",
      " 31.1842734276053\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      " 17.4565192944974\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.524379954164594\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.865380010320415\n",
      "               0.0\n",
      "20.979493132893417\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "     22.4\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   103.24\n",
      "      nan\n",
      "    14.73\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "20.112634986729994\n",
      " 22.13748010166666\n",
      "20.602755713431286\n",
      " 20.79178463479139\n",
      "               0.0\n",
      " 20.77456012979018\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    32.73\n",
      "     5.07\n",
      "    20.84\n",
      "    17.51\n",
      "      nan\n",
      "    17.79\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.836434705580437\n",
      " 19.37660582447223\n",
      "               0.0\n",
      "               0.0\n",
      " 22.12682509756042\n",
      "               0.0\n",
      "               0.0\n",
      "21.987692538375278\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "     6.69\n",
      "    64.47\n",
      "      nan\n",
      "      nan\n",
      "     5.12\n",
      "      nan\n",
      "      nan\n",
      "     5.82\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "15.041012434295055\n",
      "21.389196565543394\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "  3496.19\n",
      "     10.1\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 21.18677355442484\n",
      " 19.18760395315534\n",
      "19.776355272069814\n",
      "               0.0\n",
      "               0.0\n",
      "17.590459089244668\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "           12.17\n",
      " 76.728802231786\n",
      "44.6126366446357\n",
      "             nan\n",
      "             nan\n",
      "334.053759929296\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "23.269458670695236\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 19.20444271614327\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "1.78737850876114\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      " 75.547989892407\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "22.643913049100142\n",
      " 24.57020565025835\n",
      "23.216576668525143\n",
      "24.966555045789228\n",
      "               0.0\n",
      "24.307586621392524\n",
      "25.085174584258205\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      " 3.18005609145404\n",
      "0.539408443006456\n",
      " 1.87658971856748\n",
      "0.374436331540117\n",
      "              nan\n",
      "0.687013627021211\n",
      "0.335683632631417\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "18.617064238414095\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "   129.77\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.920674016592862\n",
      " 19.26044523648492\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    15.55\n",
      "    71.75\n",
      "      nan\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    m_irac_i1     \n",
      "------------------\n",
      "21.793476900973594\n",
      "               0.0\n",
      "               0.0\n",
      " 22.89649864804614\n",
      "22.703583761015388\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "     6.96\n",
      "      nan\n",
      "      nan\n",
      "     2.52\n",
      "     3.01\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.506214129257536\n",
      "21.000586195493163\n",
      "19.338849573338912\n",
      "               0.0\n",
      "22.672963447479965\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "9.06805923301568\n",
      "14.4465957977252\n",
      "66.7513680187519\n",
      "             nan\n",
      "3.09609744512757\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.547737961707462\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.082238004087976\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   347.46\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "     13.4\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.595783811290993\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "     8.35\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.650592302272024\n",
      "21.200910702559206\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.892489865145755\n",
      "               0.0\n",
      "23.575335733324017\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "19.9417413525976\n",
      "12.0125641238856\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "15.9589404411313\n",
      "             nan\n",
      "1.34854581832155\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "22.403023733092205\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "     3.97\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "23.099050224382502\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 21.25229846039523\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "2.09112459591147\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "11.4572559683369\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "18.661030632703138\n",
      "21.983967882218998\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "   124.62\n",
      "     5.84\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "16.533306123118173\n",
      "20.506692411081453\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "884.458684752536\n",
      "22.7679031616969\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 23.06491728530937\n",
      "20.623797771343312\n",
      "20.485190903413987\n",
      " 21.29651828710444\n",
      "20.673749258527245\n",
      "               0.0\n",
      "19.498462362984533\n",
      " 21.89329004059173\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "2.15790879895481\n",
      "           20.44\n",
      "23.2232842883492\n",
      "            11.0\n",
      "19.5209206716877\n",
      "             nan\n",
      "57.6255461942822\n",
      "6.34868798739625\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "24.264252207024207\n",
      "23.825574544715757\n",
      "               0.0\n",
      "               0.0\n",
      " 20.37946830662961\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.239965178989415\n",
      "               0.0\n",
      "22.025087969736198\n",
      " 22.53035814361686\n",
      "24.003514196836456\n",
      "               0.0\n",
      " 23.87953968610676\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "0.714988599769444\n",
      " 1.07095243375346\n",
      "              nan\n",
      "              nan\n",
      " 25.5983915293575\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      " 11.5881452028896\n",
      "              nan\n",
      "  5.6229576438672\n",
      " 3.53066687134952\n",
      "0.909063710574854\n",
      "              nan\n",
      " 1.01902332646788\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "18.251722367604096\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "15.464366754745605\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "181.681644789425\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "          2367.3\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 24.35210230996845\n",
      "               0.0\n",
      "22.966718516071076\n",
      " 22.59386893450739\n",
      "               0.0\n",
      "               0.0\n",
      "21.249736301196116\n",
      " 24.59749248147609\n",
      "22.443529116421722\n",
      "24.494054826921506\n",
      "               0.0\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "0.659415385674762\n",
      "              nan\n",
      " 2.36217785398094\n",
      " 3.33006281893637\n",
      "              nan\n",
      "              nan\n",
      " 11.4843251383338\n",
      " 0.52602090897633\n",
      "  3.8246205431909\n",
      "0.578599520273594\n",
      "              nan\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "18.369774631200222\n",
      "19.026497513784584\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 21.25538566824533\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "162.963426452505\n",
      "89.0022517675991\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "11.4247244097756\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "  18.4117547179927\n",
      " 20.16084481897311\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.612709380016035\n",
      "               0.0\n",
      "20.905305987780245\n",
      " 19.01279188551525\n",
      "19.708037423951986\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "156.782690439594\n",
      "31.3084864094682\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "           51.87\n",
      "             nan\n",
      "15.7716672179527\n",
      "  90.13287949585\n",
      "           47.51\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 18.99940669144464\n",
      "               0.0\n",
      "               0.0\n",
      "20.235940002300616\n",
      "               0.0\n",
      "21.738719282442624\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "91.2509350599447\n",
      "             nan\n",
      "             nan\n",
      "29.2162181801414\n",
      "             nan\n",
      "7.32002032646788\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.745696458095345\n",
      "               0.0\n",
      "20.439458692306196\n",
      " 19.47478273826669\n",
      " 21.60495934660637\n",
      "               0.0\n",
      "               0.0\n",
      "21.173473230428975\n",
      " 20.79603219491124\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "18.2692793605902\n",
      "             nan\n",
      "24.2223638272364\n",
      "58.8961497971104\n",
      "8.27973165063019\n",
      "             nan\n",
      "             nan\n",
      "           12.32\n",
      "17.4416321180449\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 20.29106030062436\n",
      "               0.0\n",
      "               0.0\n",
      "19.692092126427347\n",
      "               0.0\n",
      "18.083149366810254\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.864225917906275\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "           27.77\n",
      "             nan\n",
      "             nan\n",
      "48.2128882769751\n",
      "             nan\n",
      "212.197495265908\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "16.3798391561635\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "17.348217479412163\n",
      "               0.0\n",
      "               0.0\n",
      " 17.58628512391943\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "417.554345957578\n",
      "             nan\n",
      "             nan\n",
      "335.340455902244\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.671191194579613\n",
      " 19.83594729643773\n",
      "               0.0\n",
      " 21.53632853717044\n",
      "  22.5971547907399\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    49.15\n",
      "    42.23\n",
      "      nan\n",
      "     8.82\n",
      "     3.32\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 21.86604752857952\n",
      "               0.0\n",
      "23.147425010840045\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "     6.51\n",
      "      nan\n",
      "      2.0\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.391348669726234\n",
      " 21.10682176086059\n",
      " 20.16914686686257\n",
      "f_irac_i1\n",
      "---------\n",
      "    10.08\n",
      "     13.1\n",
      "    31.07\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "  20.3130764199013\n",
      "               0.0\n",
      "               0.0\n",
      "19.477249758088867\n",
      "22.433531738320603\n",
      "20.525733698668823\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "27.2125620319705\n",
      "             nan\n",
      "             nan\n",
      "58.7624773455272\n",
      "            3.86\n",
      "22.3720880817707\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "18.608895756151718\n",
      "               0.0\n",
      " 20.24700427844376\n",
      "20.033951832912017\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "   130.75\n",
      "      nan\n",
      "    28.92\n",
      "    35.19\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "16.50443933908354\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "908.289438671995\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "  21.2705828635518\n",
      "               0.0\n",
      "               0.0\n",
      " 19.64066391834897\n",
      "               0.0\n",
      "               0.0\n",
      "19.677838579863014\n",
      "               0.0\n",
      "20.980329506468145\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "11.2659249707962\n",
      "             nan\n",
      "             nan\n",
      "50.5515449123886\n",
      "             nan\n",
      "             nan\n",
      "           48.85\n",
      "             nan\n",
      "14.7186574300646\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "17.80361556411963\n",
      "              0.0\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "274.507221733784\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 21.02310890034922\n",
      "               0.0\n",
      "               0.0\n",
      "20.391340746636708\n",
      "               0.0\n",
      "  21.6936886551128\n",
      "f_irac_i1\n",
      "---------\n",
      "    14.15\n",
      "      nan\n",
      "      nan\n",
      "    25.32\n",
      "      nan\n",
      "     7.63\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.765411125293916\n",
      "               0.0\n",
      "               0.0\n",
      "19.423522002888994\n",
      "21.456848539363286\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "113.197164924685\n",
      "             nan\n",
      "             nan\n",
      "61.7434935351983\n",
      "9.48987701660006\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "19.578819725744758\n",
      "               0.0\n",
      " 19.68916801653618\n",
      "               0.0\n",
      "               0.0\n",
      "23.488121319184863\n",
      "   20.817089841828\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "53.5145785720873\n",
      "             nan\n",
      "48.3429104657239\n",
      "             nan\n",
      "             nan\n",
      "1.46134067399324\n",
      "17.1066142898863\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "20.818780334117527\n",
      "20.420457690966877\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    17.08\n",
      "    24.65\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 21.57112125015231\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.751612681729917\n",
      "18.014546901305373\n",
      "20.705141885560288\n",
      "  21.1957890100637\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "8.54184133123271\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "           18.17\n",
      "226.037887319397\n",
      "18.9645807316323\n",
      "12.0693642944974\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.313976981031253\n",
      "17.230966130078563\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "           27.19\n",
      "465.171981278819\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.804591510663037\n",
      " 20.25946461160502\n",
      "18.359088594956184\n",
      "18.529187592402955\n",
      "20.299570296415048\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "43.4673731832155\n",
      "           28.59\n",
      "164.575264601906\n",
      "          140.71\n",
      "27.5531896464802\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.661199276941197\n",
      "               0.0\n",
      "23.065636896394587\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "49.6044100876114\n",
      "             nan\n",
      "2.15647904042422\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "24.004898576924965\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 20.28620278528664\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.155583363240503\n",
      "               0.0\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "0.907905337380879\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "  27.894519568091\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      " 31.4605749139256\n",
      "              nan\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 21.50957892381158\n",
      "20.614805020551962\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "     9.04\n",
      "    20.61\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.408608899254737\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "  17.3359231329566\n",
      "               0.0\n",
      " 19.37366291448405\n",
      "20.820052432921237\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      " 62.597420936059\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      " 422.30939855518\n",
      "             nan\n",
      "64.6449842837381\n",
      "           17.06\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 19.41689259828471\n",
      "19.071349515828267\n",
      "               0.0\n",
      " 19.48285297244646\n",
      "               0.0\n",
      "               0.0\n",
      " 18.38431258202734\n",
      "18.668435591278318\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "62.1216468920996\n",
      "85.4004567937288\n",
      "             nan\n",
      "           58.46\n",
      "             nan\n",
      "             nan\n",
      "160.795898647402\n",
      " 123.77295611743\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.156336680714766\n",
      "16.839640042437203\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "498.270674500461\n",
      "667.027874423609\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "18.951319421077606\n",
      "               0.0\n",
      "               0.0\n",
      "18.034965294460015\n",
      "   f_irac_i1    \n",
      "----------------\n",
      " 95.383275361205\n",
      "             nan\n",
      "             nan\n",
      "221.826732554565\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.664650908173947\n",
      "17.660167298085504\n",
      " 20.32261136688252\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "19.6851911696895\n",
      "313.280296218875\n",
      "26.9746273224716\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "22.859452290264237\n",
      " 18.77663021376511\n",
      "               0.0\n",
      "22.854974614128558\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "2.60746858007993\n",
      "112.033502751306\n",
      "             nan\n",
      "2.61824422533046\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "20.609805909268623\n",
      " 18.22458631883358\n",
      "               0.0\n",
      " 19.01508789973095\n",
      "               0.0\n",
      "               0.0\n",
      " 20.71981553124997\n",
      "20.552789528005995\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "20.7051144897018\n",
      "186.279675391946\n",
      "             nan\n",
      "89.9424762373194\n",
      "             nan\n",
      "             nan\n",
      "           18.71\n",
      "21.8214793144789\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "19.38845895753186\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "17.37151497164927\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    63.77\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   408.69\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 23.74732493139816\n",
      "23.564777232513215\n",
      "               0.0\n",
      " 20.30465858921638\n",
      "23.981066163397436\n",
      "22.523875487098387\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.705938659882342\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 1.15098596372579\n",
      " 1.36172404749462\n",
      "              nan\n",
      " 27.4243639809407\n",
      "0.928054614817092\n",
      " 3.55181065032278\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      " 7.54439704073163\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 21.24542673176324\n",
      " 19.68766229339777\n",
      "21.164696010398593\n",
      " 20.93969161440082\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    11.53\n",
      "    48.41\n",
      "    12.42\n",
      "    15.28\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "15.878583268795346\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "1616.46643990163\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "16.070474781696085\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "1354.59693098678\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "18.43254452132816\n",
      "              0.0\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "153.809156855211\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.720744160051105\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.303191561511504\n",
      " 19.82775108894848\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   296.28\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   173.27\n",
      "    42.55\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "22.239201490067252\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "4.61656977589917\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "24.698159428795613\n",
      "22.445469922247405\n",
      "               0.0\n",
      " 23.24170521507471\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "0.479442167937289\n",
      " 3.81778995634799\n",
      "              nan\n",
      " 1.83365621149708\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.901297712844105\n",
      "21.050302283996906\n",
      "19.277988247370494\n",
      "f_irac_i1\n",
      "---------\n",
      "    15.83\n",
      "     13.8\n",
      "     70.6\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "18.63129670272189\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "   128.08\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 19.37885279736998\n",
      "               0.0\n",
      "               0.0\n",
      "19.761145739180286\n",
      "               0.0\n",
      "20.025713525889735\n",
      "20.620665077632175\n",
      "               0.0\n",
      "               0.0\n",
      "22.894164082032354\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "64.3367148186289\n",
      "             nan\n",
      "             nan\n",
      "45.2419905118352\n",
      "             nan\n",
      "35.4580288994774\n",
      "20.4990610544113\n",
      "             nan\n",
      "             nan\n",
      "2.52542437088841\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "  19.3068347494874\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.895563938767843\n",
      "19.079839482537913\n",
      "               0.0\n",
      "19.082736085485102\n",
      "23.384669766575932\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "68.7489548462957\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "15.9138193774977\n",
      "84.7352679234553\n",
      "             nan\n",
      "84.5095065370427\n",
      "1.60743008853366\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "18.348510673844608\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "166.186495819244\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "19.37626905765665\n",
      "17.13226739569611\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    64.49\n",
      "   509.44\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.752808426569665\n",
      "               0.0\n",
      "               0.0\n",
      "19.282611687450434\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    18.15\n",
      "      nan\n",
      "      nan\n",
      "     70.3\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.389651419161616\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "     63.7\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 19.74074768652587\n",
      "               0.0\n",
      "19.250803558428878\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "     46.1\n",
      "      nan\n",
      "    72.39\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "  20.0658875530031\n",
      "20.485344461493618\n",
      "               0.0\n",
      "21.119325578956825\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    34.17\n",
      "    23.22\n",
      "      nan\n",
      "    12.95\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "19.53399838877109\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    55.77\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "16.47331173817779\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "934.706590224408\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.709420105195413\n",
      " 21.92781221056145\n",
      "               0.0\n",
      "               0.0\n",
      "20.704259479771814\n",
      "19.518918476846316\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    18.89\n",
      "     6.15\n",
      "      nan\n",
      "      nan\n",
      "    18.98\n",
      "    56.55\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 19.35740943487493\n",
      "20.834144782090924\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    65.62\n",
      "    16.84\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "17.71888970343597\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "296.786483891792\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.415623399129792\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    24.76\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 18.65708953738507\n",
      "               0.0\n",
      "19.863737724558625\n",
      "20.003841845692328\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "125.073178004919\n",
      "             nan\n",
      "41.1628001183523\n",
      "36.1795584060867\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "17.329779009117324\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.140358756561135\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "424.705999861666\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "80.1413211066708\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 20.07265400640025\n",
      "20.643651083042933\n",
      "               0.0\n",
      "22.422745348070954\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      " 33.957710181371\n",
      " 20.069639279127\n",
      "             nan\n",
      "3.89853879910851\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 25.21219196065163\n",
      "20.613751930067117\n",
      "               0.0\n",
      "               0.0\n",
      "19.044731727526603\n",
      "               0.0\n",
      " 18.26777932262204\n",
      "               0.0\n",
      "19.654531075334695\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "0.298622973608976\n",
      "            20.63\n",
      "              nan\n",
      "              nan\n",
      "            87.52\n",
      "              nan\n",
      "  179.01452519213\n",
      "              nan\n",
      "            49.91\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.296547787708725\n",
      "               0.0\n",
      "20.490500136302224\n",
      "               0.0\n",
      "18.936433814792487\n",
      " 19.84653992879587\n",
      "19.447947060366324\n",
      "f_irac_i1\n",
      "---------\n",
      "    27.63\n",
      "      nan\n",
      "    23.11\n",
      "      nan\n",
      "     96.7\n",
      "    41.82\n",
      "    60.37\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.519061262498703\n",
      "19.795323636309213\n",
      "f_irac_i1\n",
      "---------\n",
      "    22.51\n",
      "    43.84\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "14.324407537114233\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "  6764.52\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "  19.4853087265815\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "24.728377628065793\n",
      "18.512347067865498\n",
      "20.977110136949598\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 20.09085735393932\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "58.3279226590839\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "0.46628232013526\n",
      "142.909524054719\n",
      "14.7623652090378\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "33.3931246357209\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "18.351910797841406\n",
      "               0.0\n",
      "               0.0\n",
      " 20.09605918038087\n",
      "               0.0\n",
      "19.696798401037377\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "165.666875268982\n",
      "             nan\n",
      "             nan\n",
      "33.2335188441439\n",
      "             nan\n",
      "48.0043550906855\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 16.70315392052897\n",
      "               0.0\n",
      "               0.0\n",
      "17.691923532744745\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "756.377204626498\n",
      "             nan\n",
      "             nan\n",
      "          304.25\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "18.594436594570233\n",
      "               0.0\n",
      "17.382109181659168\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "132.502893498309\n",
      "             nan\n",
      " 404.72154783277\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.569274105866334\n",
      " 17.87450107550432\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 20.84352763260197\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "53.9871445465724\n",
      "257.157721902859\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "16.6950970104519\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.084876332996522\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "532.168870657854\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "16.73802539535705\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   732.47\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "22.150405685331883\n",
      "               0.0\n",
      "17.614427781531028\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "     5.01\n",
      "      nan\n",
      "   326.76\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 22.84169288373935\n",
      "               0.0\n",
      "24.505711360658943\n",
      "               0.0\n",
      " 23.59917861353322\n",
      "24.720153923484226\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 2.65046971672302\n",
      "              nan\n",
      "0.572420865170612\n",
      "              nan\n",
      "  1.3192544099293\n",
      "0.469827497018137\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.796124579883504\n",
      "               0.0\n",
      "24.670692365455942\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      " 43.8076713203197\n",
      "              nan\n",
      "0.491725865954504\n",
      "              nan\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    m_irac_i1     \n",
      "------------------\n",
      "21.719609318129265\n",
      "               0.0\n",
      "   22.109991640913\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "     7.45\n",
      "      nan\n",
      "      5.2\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "22.19238240440287\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "     4.82\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.854317866071376\n",
      "               0.0\n",
      "21.653187046026268\n",
      "19.517575337427296\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    16.53\n",
      "      nan\n",
      "     7.92\n",
      "    56.62\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "17.752235301281978\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "   287.81\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "16.974656463784946\n",
      "15.827371262800817\n",
      "16.564776965779394\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1   \n",
      "---------------\n",
      "            nan\n",
      "         589.03\n",
      "1694.5387122656\n",
      "         859.19\n",
      "            nan\n",
      "            nan\n",
      "            nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "16.983410284224327\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    584.3\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "  19.4008878846494\n",
      "20.669204959754346\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "63.0441576160467\n",
      "19.6027958069474\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "16.911864543547786\n",
      "16.245230693451354\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "           624.1\n",
      "1153.20820212112\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "15.399929301560839\n",
      "               0.0\n",
      "               0.0\n",
      " 15.55459113781179\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "  2512.05\n",
      "      nan\n",
      "      nan\n",
      "  2178.53\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.049829965651618\n",
      "               0.0\n",
      "21.217538138430164\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    87.11\n",
      "      nan\n",
      "    11.83\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "17.208060276985698\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 20.50278448898532\n",
      "f_irac_i1\n",
      "---------\n",
      "   475.09\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    22.85\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.599808568079645\n",
      "19.149356193104616\n",
      "20.394550332480897\n",
      "19.658672200075976\n",
      "               0.0\n",
      "               0.0\n",
      "20.089611747994688\n",
      "20.307576485013648\n",
      "               0.0\n",
      "               0.0\n",
      " 21.40724035944175\n",
      "22.250209499825367\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "           52.49\n",
      "79.4799385674762\n",
      " 25.245261114356\n",
      "           49.72\n",
      "             nan\n",
      "             nan\n",
      "33.4314567307101\n",
      "27.3507604626499\n",
      "             nan\n",
      "             nan\n",
      "9.93353568398401\n",
      "            4.57\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.647769626515704\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 20.95431140711495\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "7.95961660574854\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "15.0756288579772\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.813706791218287\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    17.16\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.042462999364766\n",
      "               0.0\n",
      "               0.0\n",
      "21.475295890633753\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "     13.9\n",
      "      nan\n",
      "      nan\n",
      "     9.33\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.082417323391645\n",
      "               0.0\n",
      "21.221082754453356\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "84.5343213879496\n",
      "             nan\n",
      "11.7914414325238\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 20.55137139673389\n",
      "21.793476900973594\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    21.85\n",
      "     6.96\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "22.653562176958296\n",
      "20.524454846145424\n",
      "               0.0\n",
      "               0.0\n",
      " 21.51886554429131\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "3.15191958807255\n",
      "22.3984549446665\n",
      "             nan\n",
      "             nan\n",
      "8.96300796341838\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.753657006075905\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "     7.22\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.244091245102958\n",
      "               0.0\n",
      " 19.74066964318795\n",
      "23.168927902998057\n",
      "               0.0\n",
      "23.819774502556733\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "28.9976966261912\n",
      "             nan\n",
      " 46.103313813403\n",
      "1.96077986612358\n",
      "             nan\n",
      "1.07668880879188\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 19.30378330003328\n",
      "               0.0\n",
      " 18.95001841687965\n",
      "               0.0\n",
      "19.604316805651585\n",
      "19.778396204241467\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "68.9424447878881\n",
      "             nan\n",
      "95.4976387027359\n",
      "             nan\n",
      "52.2725007762066\n",
      "44.5288540086074\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "21.25279567120034\n",
      "18.59442380632529\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "11.4520103412235\n",
      "132.504454180756\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "17.86640816930835\n",
      "20.95688040936094\n",
      "              0.0\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "259.081696541654\n",
      "           15.04\n",
      "             nan\n",
      "             nan\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "17.667569256426468\n",
      "20.019879373574973\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "311.151785474946\n",
      "35.6490737719029\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 20.98614730819407\n",
      "20.212651995191898\n",
      "               0.0\n",
      "               0.0\n",
      "18.124595404102855\n",
      "               0.0\n",
      "               0.0\n",
      "18.135199269770403\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "           14.64\n",
      "29.8496471626191\n",
      "             nan\n",
      "             nan\n",
      "204.249893313864\n",
      "             nan\n",
      "             nan\n",
      "202.264791945896\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "17.20443267331776\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   476.68\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.209309361489453\n",
      "               0.0\n",
      "               0.0\n",
      " 21.02310890034922\n",
      "               0.0\n",
      " 20.00593127893294\n",
      "f_irac_i1\n",
      "---------\n",
      "    11.92\n",
      "      nan\n",
      "      nan\n",
      "    14.15\n",
      "      nan\n",
      "    36.11\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "18.012430375903726\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "226.478953519828\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "16.579474257186583\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "847.637763894866\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "15.796806366355689\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "  1742.92\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "19.500051077651158\n",
      "17.681126303350617\n",
      "               0.0\n",
      "               0.0\n",
      " 20.10793912613382\n",
      "19.049082385035824\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "57.5412866830618\n",
      "307.290743805718\n",
      "             nan\n",
      "             nan\n",
      "32.8718653688903\n",
      "           87.17\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.099224908376222\n",
      "               0.0\n",
      "               0.0\n",
      " 21.25884202361575\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "209.078818213956\n",
      "             nan\n",
      "             nan\n",
      "11.3884125315094\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.649595279799733\n",
      "22.224471808331252\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.797716872635455\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "50.1374091546265\n",
      "4.67962741607747\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      " 109.87863381494\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "18.115964601054664\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "   205.88\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.576583052927013\n",
      " 19.88313729584504\n",
      "19.452516730189636\n",
      "21.096100389531237\n",
      "21.345993209929397\n",
      "               0.0\n",
      "22.175303900900907\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "21.3484711466339\n",
      "40.4338486996618\n",
      "60.1164474023978\n",
      "           13.23\n",
      "           10.51\n",
      "             nan\n",
      "4.89641747955733\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "18.10970704125274\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   207.07\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "22.381346521014756\n",
      " 20.87047151904755\n",
      " 21.28697006985167\n",
      "               0.0\n",
      "23.640397926975844\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      " 4.0500593885644\n",
      "16.2858860728558\n",
      "11.0971631755303\n",
      "             nan\n",
      "1.27010851967415\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "  19.5569660096913\n",
      "               0.0\n",
      "19.770351826882624\n",
      "21.703695511246984\n",
      " 19.75507461181335\n",
      "               0.0\n",
      "               0.0\n",
      "21.491134596787468\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      " 54.602634351368\n",
      "             nan\n",
      "           44.86\n",
      "            7.56\n",
      "45.4956794435905\n",
      "             nan\n",
      "             nan\n",
      "9.19488202274823\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.834405787132745\n",
      "               0.0\n",
      " 21.39027208440772\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    42.29\n",
      "      nan\n",
      "    10.09\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "16.491445880242573\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "919.224620350446\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.394129042940683\n",
      "20.703687588157457\n",
      " 19.50870497319658\n",
      "21.655121160832515\n",
      "               0.0\n",
      "22.372644649817026\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "25.2550587319397\n",
      "           18.99\n",
      "57.0844749308331\n",
      "7.90590398524439\n",
      "             nan\n",
      "4.08264990624039\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "18.73137918822291\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "116.801474331386\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.457189894133855\n",
      " 19.94058657928749\n",
      "               0.0\n",
      "19.030680682591715\n",
      "               0.0\n",
      "20.055767014081518\n",
      "20.099446410295094\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    23.83\n",
      "    38.35\n",
      "      nan\n",
      "    88.66\n",
      "      nan\n",
      "    34.49\n",
      "    33.13\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.078194289153934\n",
      "               0.0\n",
      "18.528030789859223\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.029026454667708\n",
      "  17.3641400780352\n",
      "               0.0\n",
      " 19.35311602375571\n",
      " 19.26560241731307\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "           13.45\n",
      "             nan\n",
      "          140.86\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "           35.35\n",
      "411.475487826622\n",
      "             nan\n",
      "           65.88\n",
      "           71.41\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "21.29651828710444\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "     11.0\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.641341645291767\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    50.52\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.325341442224662\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 19.46957271886945\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "26.9068850338149\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "59.1794483430679\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "18.203744763765293\n",
      "               0.0\n",
      "19.493678693882508\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "   189.89\n",
      "      nan\n",
      "    57.88\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.486387454774622\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    58.27\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.832451912017056\n",
      "               0.0\n",
      " 17.91951177796124\n",
      "               0.0\n",
      "18.969431110258107\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "42.3661729895481\n",
      "             nan\n",
      "246.714848831848\n",
      "             nan\n",
      "93.8053387027359\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 18.90466382935923\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.723969025633643\n",
      " 17.35633651365348\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "99.5713667076545\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "295.401291515524\n",
      "414.443559022441\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.645362617789168\n",
      "               0.0\n",
      "21.397569817209067\n",
      "               0.0\n",
      "               0.0\n",
      "18.739550138638343\n",
      "               0.0\n",
      "               0.0\n",
      "21.664659277601196\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "20.0380267891177\n",
      "             nan\n",
      " 10.022407878881\n",
      "             nan\n",
      "             nan\n",
      "115.925758069474\n",
      "             nan\n",
      "             nan\n",
      "7.83675534829388\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 19.58514223955843\n",
      "               0.0\n",
      "18.224453922578768\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "53.2038553673532\n",
      "             nan\n",
      "186.302391992007\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "15.465087056921583\n",
      "               0.0\n",
      "               0.0\n",
      "18.710585304460658\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "  2365.73\n",
      "      nan\n",
      "      nan\n",
      "   119.06\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "22.316093958030983\n",
      " 24.06306379613455\n",
      "21.715277118444952\n",
      "21.384400548742597\n",
      "22.950056437987065\n",
      "               0.0\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      " 4.30093042145712\n",
      "0.860546775345834\n",
      " 7.47978565447279\n",
      " 10.1447133599754\n",
      " 2.39870822778973\n",
      "              nan\n",
      "              nan\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "17.64883498328951\n",
      "              0.0\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "316.567266861359\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.909607297709577\n",
      "               0.0\n",
      "18.363420136517156\n",
      "               0.0\n",
      "               0.0\n",
      "20.980230474996297\n",
      "20.749821530037316\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    39.46\n",
      "      nan\n",
      "   163.92\n",
      "      nan\n",
      "      nan\n",
      "    14.72\n",
      "     18.2\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "17.58342634251887\n",
      "19.11359399443287\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "336.224582508454\n",
      " 82.141457048878\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "21.07658101069253\n",
      "20.80614065464281\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "21.88455006504028\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    13.47\n",
      "    17.28\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      6.4\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.810773571268932\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.683858825632534\n",
      "f_irac_i1\n",
      "---------\n",
      "     6.85\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    19.34\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.980255959954768\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.702775505249456\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "            5.86\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "7.56640873255456\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "18.222313681310247\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "   186.67\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.074165578762482\n",
      "19.581756992991025\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "     13.5\n",
      "    53.37\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.632235328714266\n",
      "23.151136731547346\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "20.2817707055026\n",
      "1.99317443144789\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.093632339796947\n",
      "               0.0\n",
      "               0.0\n",
      "18.540556735896125\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      " 210.15855035352\n",
      "             nan\n",
      "             nan\n",
      "139.244261328005\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.756882175290706\n",
      "               0.0\n",
      " 20.62432908341888\n",
      " 20.06239796687209\n",
      "20.858266002075617\n",
      "20.898557683112877\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    45.42\n",
      "      nan\n",
      "    20.43\n",
      "    34.28\n",
      "    16.47\n",
      "    15.87\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.686096793817576\n",
      "24.218790682413193\n",
      "               0.0\n",
      "22.323789589875183\n",
      "20.728431835701862\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 48.4798516799877\n",
      "0.745561935382724\n",
      "              nan\n",
      " 4.27055347171841\n",
      " 18.5621067399324\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "22.172296269692573\n",
      "19.922060124220515\n",
      "21.130279937043007\n",
      "               0.0\n",
      "19.087364699220394\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "     4.91\n",
      "    39.01\n",
      "    12.82\n",
      "      nan\n",
      "    84.15\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "16.92957907214707\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "20.48487697549941\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    614.0\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    23.23\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "21.61526209181644\n",
      "              0.0\n",
      "19.06281287623336\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "19.91659803583834\n",
      "              0.0\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "8.20153539071626\n",
      "             nan\n",
      "86.0745675653243\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      " 39.206744784814\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "17.898114339185206\n",
      "               0.0\n",
      "18.185656774633365\n",
      "               0.0\n",
      "21.375310915719602\n",
      "               0.0\n",
      "21.315435765116725\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "251.625276037504\n",
      "             nan\n",
      "          193.08\n",
      "             nan\n",
      "           10.23\n",
      "             nan\n",
      "           10.81\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "18.982417794603244\n",
      "               0.0\n",
      "               0.0\n",
      "17.682861611807645\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.022992942588353\n",
      "f_irac_i1\n",
      "---------\n",
      "    92.69\n",
      "      nan\n",
      "      nan\n",
      "    306.8\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    89.29\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.325215755590612\n",
      "21.709455398520895\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    26.91\n",
      "     7.52\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "18.498753641194135\n",
      " 19.72206789321229\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "   144.71\n",
      "     46.9\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "20.18711662524087\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    30.56\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.584143883435864\n",
      "               0.0\n",
      " 21.01317948139961\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "     8.44\n",
      "      nan\n",
      "    14.28\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 24.94643718532503\n",
      "22.784974379900284\n",
      "23.552156902086317\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      " 0.3814390269751\n",
      "2.79260973762681\n",
      "1.37764474254534\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.334464275905823\n",
      "               0.0\n",
      "               0.0\n",
      "19.838921214503635\n",
      " 19.89318609066556\n",
      " 23.41033620934565\n",
      "               0.0\n",
      " 25.75530869904825\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 10.6221954841685\n",
      "              nan\n",
      "              nan\n",
      " 42.1144869335997\n",
      " 40.0613484814018\n",
      "  1.5698766006763\n",
      "              nan\n",
      "0.181082516138949\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "22.209615792535637\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "4.74409834091608\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.382500597533145\n",
      " 24.57762524026561\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.647747865073093\n",
      "24.285847401821947\n",
      "23.443014931349786\n",
      " 23.51527245777246\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 25.5269989778666\n",
      "0.535734856640025\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      " 7.95977614217645\n",
      "0.700908036028281\n",
      " 1.52333011374116\n",
      " 1.42524989240701\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.936481245444362\n",
      " 18.76293651794338\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.261920993819935\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "38.4952816799877\n",
      "113.455457869659\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "28.5253907654473\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 19.44776722828231\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.170881974998075\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    60.38\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   491.64\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.579273368975116\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.154644623100133\n",
      "23.149686312489614\n",
      "24.086368243222672\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      " 8.47794612480787\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      " 12.5355141300338\n",
      "  1.9958388632032\n",
      "0.842272657869659\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 19.86223003139201\n",
      "               0.0\n",
      "18.870862473188062\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    41.22\n",
      "      nan\n",
      "   102.72\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 17.75197872582202\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.443833441388286\n",
      "               0.0\n",
      "19.908065340354476\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.684518673220133\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "287.878021779896\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "152.218214509683\n",
      "             nan\n",
      "39.5160807162619\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "48.5503685152167\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.531158095633238\n",
      "               0.0\n",
      "21.201142481492745\n",
      "25.120742170272358\n",
      "               0.0\n",
      "               0.0\n",
      " 19.99615272036916\n",
      " 21.38771747904081\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 22.2605946618506\n",
      "              nan\n",
      "            12.01\n",
      "0.324865155318168\n",
      "              nan\n",
      "              nan\n",
      " 36.4366895096834\n",
      " 10.1137684952352\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.543943297944487\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "     22.0\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "17.434375902834894\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    385.7\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "15.821523564324217\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "  1703.69\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 21.07015176197394\n",
      "               0.0\n",
      "               0.0\n",
      " 18.12722431834134\n",
      "               0.0\n",
      "21.939529204076514\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "           13.55\n",
      "             nan\n",
      "             nan\n",
      "203.755937319397\n",
      "             nan\n",
      "6.08398757393175\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "23.853575795012397\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "1.04368557731325\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "16.653721820533143\n",
      "20.223606286956816\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "   791.61\n",
      "    29.55\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "22.247149714547852\n",
      "               0.0\n",
      " 17.71066002334991\n",
      " 22.21314230027226\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "4.58289718505994\n",
      "             nan\n",
      "  299.0446179834\n",
      "4.72871434721795\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.537546465181855\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    22.13\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "17.36167546055335\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "412.410596726099\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 19.01975971607377\n",
      "               0.0\n",
      "20.729471490034335\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.802107125447115\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "89.5562940362742\n",
      "             nan\n",
      " 18.544340971411\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "17.3443148970181\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "18.069813219380784\n",
      "22.167882701806924\n",
      "               0.0\n",
      "22.131074559755156\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "   214.82\n",
      "     4.93\n",
      "      nan\n",
      "      5.1\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "20.07294457411529\n",
      "              0.0\n",
      "19.08847429859717\n",
      "              0.0\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "33.9486235413464\n",
      "             nan\n",
      "84.0640444143867\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "25.15061562046295\n",
      "20.40687747753791\n",
      "              0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "0.316048513356901\n",
      " 24.9602544881648\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 19.68811094472843\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.047340029450247\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    48.39\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    87.31\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.635982091488493\n",
      " 19.88754592598142\n",
      "19.381588204819174\n",
      "19.704118667908283\n",
      "20.047612977684672\n",
      "               0.0\n",
      " 21.16120489419213\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "           50.77\n",
      "           40.27\n",
      "64.1748286965878\n",
      "47.6817880402705\n",
      "           34.75\n",
      "             nan\n",
      "           12.46\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "16.476685868318604\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "931.806322010452\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.677566188183725\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    308.3\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.888214968327752\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.115292035972267\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   253.93\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    32.65\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "23.265851094327623\n",
      "               0.0\n",
      "               0.0\n",
      "21.552040994451964\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "22.839597593013814\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "1.79332731002152\n",
      "             nan\n",
      "             nan\n",
      "8.69327868429142\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      " 2.6555896221949\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 19.82164428379017\n",
      " 21.33776009973129\n",
      "21.344960650455697\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    42.79\n",
      "    10.59\n",
      "    10.52\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.023883895059463\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "89.2167588994774\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.587655837350475\n",
      "               0.0\n",
      "               0.0\n",
      " 20.66769925099998\n",
      "               0.0\n",
      "               0.0\n",
      "18.897502191277788\n",
      " 18.21979296295101\n",
      "               0.0\n",
      "21.031582230515532\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "21.1318570934522\n",
      "             nan\n",
      "             nan\n",
      "           19.63\n",
      "             nan\n",
      "             nan\n",
      "100.230321518598\n",
      "187.103889133108\n",
      "             nan\n",
      "           14.04\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.145640675930004\n",
      "19.957707610086977\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    31.75\n",
      "    37.75\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "24.384029675421196\n",
      "               0.0\n",
      "22.408617692943942\n",
      "               0.0\n",
      "22.581389673152195\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "0.640306823316938\n",
      "              nan\n",
      " 3.94959825945281\n",
      "              nan\n",
      " 3.36855878558254\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "21.30344959512575\n",
      "20.89173770965379\n",
      "f_irac_i1\n",
      "---------\n",
      "    10.93\n",
      "    15.97\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.546333095575612\n",
      "               0.0\n",
      "18.994313488441712\n",
      "               0.0\n",
      "               0.0\n",
      " 19.41082123513494\n",
      "21.316440611282623\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    55.14\n",
      "      nan\n",
      "    91.68\n",
      "      nan\n",
      "      nan\n",
      "    62.47\n",
      "     10.8\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "20.62912262853319\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    20.34\n",
      "      nan\n",
      "      nan\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "14.86159278960929\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "  4124.42\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.809917132205904\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    17.22\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 19.49068149058575\n",
      "               0.0\n",
      "               0.0\n",
      "17.754727948457038\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    58.04\n",
      "      nan\n",
      "      nan\n",
      "   287.15\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 21.23791945065357\n",
      "               0.0\n",
      "19.347033608282906\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "24.601708075969704\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "            11.61\n",
      "              nan\n",
      " 66.2501028281586\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "0.523982484291423\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.946449901041568\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.396310140503097\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "95.8120295112204\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "159.028859299109\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.659546032078687\n",
      " 22.51529243339032\n",
      "               0.0\n",
      "               0.0\n",
      "  21.0599556483078\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "           49.68\n",
      "            3.58\n",
      "             nan\n",
      "             nan\n",
      "13.6778469766369\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "17.136861034382186\n",
      " 20.42045465831702\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "507.289164724869\n",
      "24.6500688518291\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.138143409320783\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    31.97\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "19.56740829266605\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    54.08\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "18.57835574892146\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "   134.48\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "21.08491071056364\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "13.3670544082386\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "22.333598188201258\n",
      "               0.0\n",
      "21.706429027658494\n",
      "               0.0\n",
      "25.047203202913543\n",
      "               0.0\n",
      "               0.0\n",
      "21.830410884156258\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "4.23214681079004\n",
      "             nan\n",
      "7.54099041776821\n",
      "             nan\n",
      "0.34763117699047\n",
      "             nan\n",
      "             nan\n",
      "6.72722024331386\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.050827541194174\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    87.03\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 21.58029147417323\n",
      "               0.0\n",
      "               0.0\n",
      "22.916047338715522\n",
      "               0.0\n",
      "23.948581136385705\n",
      " 24.77135168186799\n",
      "21.620519618139788\n",
      "21.337560783824465\n",
      "               0.0\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "              nan\n",
      "             8.47\n",
      "              nan\n",
      "              nan\n",
      "  2.4750334028589\n",
      "              nan\n",
      "0.956241406855211\n",
      "0.448187074208423\n",
      " 8.16191659975407\n",
      " 10.5919442560713\n",
      "              nan\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.705461073534956\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   300.48\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "15.906363581391396\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "1575.63118367661\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "21.931348813703956\n",
      "21.250145279845107\n",
      "               0.0\n",
      "               0.0\n",
      "22.392139068449545\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "     6.13\n",
      "    11.48\n",
      "      nan\n",
      "      nan\n",
      "     4.01\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "  21.5425010165849\n",
      "               0.0\n",
      "19.089431046849704\n",
      "               0.0\n",
      "               0.0\n",
      "20.732070678992464\n",
      " 20.00803804423243\n",
      "20.673244391780365\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "     8.77\n",
      "      nan\n",
      "    83.99\n",
      "      nan\n",
      "      nan\n",
      "     18.5\n",
      "    36.04\n",
      "    19.53\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 18.77908973680028\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.896479848663283\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "   111.78\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    39.94\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "23.274893404727386\n",
      "               0.0\n",
      " 23.06897060424921\n",
      "23.328518502023236\n",
      "22.936165674378692\n",
      "22.159362261753778\n",
      "               0.0\n",
      "               0.0\n",
      " 20.46073803796144\n",
      "               0.0\n",
      "  21.5354006752137\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "1.77845400630188\n",
      "             nan\n",
      "2.14986781616969\n",
      "1.69274912972641\n",
      "2.42959413341531\n",
      "4.96884094850907\n",
      "             nan\n",
      "             nan\n",
      "23.7522515923763\n",
      "             nan\n",
      "8.82754072702121\n",
      "             nan\n",
      "             nan\n",
      "   m_irac_i1    \n",
      "----------------\n",
      "             0.0\n",
      "20.1533343158547\n",
      "             0.0\n",
      "             0.0\n",
      "             0.0\n",
      "   f_irac_i1   \n",
      "---------------\n",
      "            nan\n",
      "31.525811440209\n",
      "            nan\n",
      "            nan\n",
      "            nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.417818136494795\n",
      "               0.0\n",
      "               0.0\n",
      " 18.14265825073783\n",
      "20.226918143733464\n",
      "21.676745743734223\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    24.71\n",
      "      nan\n",
      "      nan\n",
      "   200.88\n",
      "    29.46\n",
      "     7.75\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 20.66548910020166\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.688359293028704\n",
      "20.101086247798726\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.359396750020544\n",
      "f_irac_i1\n",
      "---------\n",
      "    19.67\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    19.26\n",
      "    33.08\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "     65.5\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.584404882993404\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.660063169102337\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    53.24\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "     7.87\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.734185186594907\n",
      "               0.0\n",
      "               0.0\n",
      "21.500012904178952\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    116.5\n",
      "      nan\n",
      "      nan\n",
      "     9.12\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "21.632816163194825\n",
      "               0.0\n",
      "               0.0\n",
      " 21.85114016114533\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "     8.07\n",
      "      nan\n",
      "      nan\n",
      "      6.6\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "18.67603195331798\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   122.91\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "19.48676017575486\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    58.25\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "17.193328894024653\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "   481.58\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.343969938681617\n",
      "21.079001828205485\n",
      "               0.0\n",
      "23.726904818015065\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "10.5296036627728\n",
      "           13.44\n",
      "             nan\n",
      "1.17283811912081\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.652325697618714\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "  19.0535591787497\n",
      " 21.19978594191935\n",
      "               0.0\n",
      "21.179511831713164\n",
      "19.466897711093544\n",
      "19.575264575967047\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "19.9099294420535\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "86.8113137257916\n",
      "12.0250149016293\n",
      "             nan\n",
      "12.2516693452198\n",
      "59.3254328450661\n",
      "53.6900946541654\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.142567352335924\n",
      "               0.0\n",
      " 24.72679978396358\n",
      "               0.0\n",
      "22.551866619956094\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "            31.84\n",
      "              nan\n",
      "0.466960436658469\n",
      "              nan\n",
      " 3.46141245481094\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.584608834568108\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.372907122148767\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.376435328321385\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    53.23\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    64.69\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    25.67\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.092822692838915\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.707352056519603\n",
      " 21.40217364678157\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    13.27\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    47.54\n",
      "     9.98\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.816240599147157\n",
      "               0.0\n",
      " 19.51241016558057\n",
      " 18.82725108294114\n",
      "20.914408128190423\n",
      "f_irac_i1\n",
      "---------\n",
      "    17.12\n",
      "      nan\n",
      "    56.89\n",
      "   106.93\n",
      "    15.64\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 18.93913185603534\n",
      "16.965094844956162\n",
      " 18.97914292260264\n",
      "18.300375448274515\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.552450558878327\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "           96.46\n",
      "594.240246234245\n",
      "           92.97\n",
      "          173.72\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "            8.69\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "16.459484468764465\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "946.686562096526\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.104338184776303\n",
      "18.662425508378867\n",
      "               0.0\n",
      "               0.0\n",
      "19.404409559080158\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    13.13\n",
      "   124.46\n",
      "      nan\n",
      "      nan\n",
      "    62.84\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 20.89241778246322\n",
      "19.175765521389543\n",
      "               0.0\n",
      "20.272838269050588\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    15.96\n",
      "    77.57\n",
      "      nan\n",
      "    28.24\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.906831147923207\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "     6.27\n",
      "      nan\n",
      "      nan\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    m_irac_i1     \n",
      "------------------\n",
      "20.114294880349057\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    32.68\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 19.46827911329465\n",
      "20.399518778518562\n",
      "               0.0\n",
      "18.842898472808677\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 18.86338368828992\n",
      "21.705132620927024\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    59.25\n",
      "    25.13\n",
      "      nan\n",
      "    105.4\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   103.43\n",
      "     7.55\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.209668956802282\n",
      "               0.0\n",
      "               0.0\n",
      " 17.32481510066851\n",
      "               0.0\n",
      "19.596880421459424\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "188.856708930218\n",
      "             nan\n",
      "             nan\n",
      " 426.65217087304\n",
      "             nan\n",
      "52.6317525345835\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.161815091673155\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "495.762831217338\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "16.256833468270607\n",
      "20.876882878116568\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "  1140.95\n",
      "    16.19\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 20.27598589166447\n",
      "17.602596707462176\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "28.1582488902551\n",
      "330.340116046726\n",
      "             nan\n",
      "             nan\n",
      "   m_irac_i1    \n",
      "----------------\n",
      "             0.0\n",
      "             0.0\n",
      "             0.0\n",
      "             0.0\n",
      "16.0884378864043\n",
      "             0.0\n",
      "             0.0\n",
      "             0.0\n",
      "             0.0\n",
      "             0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "  1332.37\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 24.24786140401762\n",
      "               0.0\n",
      "24.946475933266676\n",
      "               0.0\n",
      "23.192458044351135\n",
      "19.683587972966173\n",
      "23.352189838815313\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "24.520335517980165\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "0.725864302105748\n",
      "              nan\n",
      "0.381425414355979\n",
      "              nan\n",
      " 1.91874288441439\n",
      " 48.5920040547187\n",
      " 1.65624303320012\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "0.564762422994159\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "19.93409444173033\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    38.58\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 23.12592458143525\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 19.74428621069466\n",
      " 21.49171122153472\n",
      "               0.0\n",
      "               0.0\n",
      "20.887666194114637\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "     2.04\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    45.95\n",
      "     9.19\n",
      "      nan\n",
      "      nan\n",
      "    16.03\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 20.02381760723359\n",
      "19.588900691507313\n",
      "               0.0\n",
      "18.830912585556142\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    35.52\n",
      "    53.02\n",
      "      nan\n",
      "   106.57\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.921372463837763\n",
      "18.203344597725042\n",
      "20.700262549970894\n",
      "               0.0\n",
      "               0.0\n",
      "20.148379841570225\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    15.54\n",
      "   189.96\n",
      "    19.05\n",
      "      nan\n",
      "      nan\n",
      "    31.67\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 21.87778533160047\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 19.15606971543567\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.997329036322064\n",
      "f_irac_i1\n",
      "---------\n",
      "     6.44\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    78.99\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    14.49\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 21.06455723105808\n",
      "               0.0\n",
      "               0.0\n",
      "20.708271177887404\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    13.62\n",
      "      nan\n",
      "      nan\n",
      "    18.91\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 21.00484801515848\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "15.257935253098118\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    14.39\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "  2863.03\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "18.259288303789596\n",
      "21.088739437914292\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "   180.42\n",
      "    13.32\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "  24.3043524372736\n",
      "               0.0\n",
      "               0.0\n",
      "20.234592057931287\n",
      "               0.0\n",
      "22.866078294234605\n",
      "               0.0\n",
      "20.995593178170104\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 23.42595446318267\n",
      " 21.86549005132928\n",
      "               0.0\n",
      "               0.0\n",
      " 21.54932094609689\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "0.689063149892407\n",
      "              nan\n",
      "              nan\n",
      " 29.2525127174915\n",
      "              nan\n",
      " 2.59160424300646\n",
      "              nan\n",
      " 14.5131849154627\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      " 1.54745566323394\n",
      " 6.51334345373501\n",
      "              nan\n",
      "              nan\n",
      " 8.71508488625884\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 19.97101904159674\n",
      "21.660063169102337\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    37.29\n",
      "     7.87\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 21.24919992827929\n",
      "               0.0\n",
      "20.917188504113845\n",
      "               0.0\n",
      "18.234656046217417\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    11.49\n",
      "      nan\n",
      "     15.6\n",
      "      nan\n",
      "   184.56\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "20.57803199911367\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    21.32\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 20.55835044136395\n",
      "17.193509271348624\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    21.71\n",
      "    481.5\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.484339773370017\n",
      "16.856665128501355\n",
      "               0.0\n",
      "20.780066834095486\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    58.38\n",
      "   656.65\n",
      "      nan\n",
      "     17.7\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.755673184965893\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 22.20214221623781\n",
      " 24.32112159579639\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      " 18.1021736228097\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      " 4.77686660298186\n",
      "0.678502358592069\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 19.69373478515248\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.156049167254473\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "           48.14\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "498.402638871811\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.772121642061613\n",
      "               0.0\n",
      "               0.0\n",
      "21.709455398520895\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    17.83\n",
      "      nan\n",
      "      nan\n",
      "     7.52\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.121003687799025\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "15.770533476361415\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    12.93\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "  1785.61\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "18.846632058604364\n",
      "               0.0\n",
      "               0.0\n",
      "17.783768576156213\n",
      "               0.0\n",
      "               0.0\n",
      " 18.96267121381306\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 20.81089352929137\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "105.038177205656\n",
      "             nan\n",
      "             nan\n",
      "279.571289455887\n",
      "             nan\n",
      "             nan\n",
      "94.3912015524132\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "17.2045211020596\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.614491461894367\n",
      " 16.85844651570178\n",
      "16.333207311028808\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "326.740835505687\n",
      "655.573505717799\n",
      "         1063.45\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.680916956357812\n",
      "               0.0\n",
      " 15.21635860901791\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "          307.35\n",
      "             nan\n",
      "2974.79166784507\n",
      "   m_irac_i1   \n",
      "---------------\n",
      "            0.0\n",
      "23.117595320594\n",
      "            0.0\n",
      "            0.0\n",
      "            0.0\n",
      "            0.0\n",
      "            0.0\n",
      "            0.0\n",
      "            0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "2.05571011005226\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "23.453287807684227\n",
      "               0.0\n",
      "23.254355167231957\n",
      "               0.0\n",
      "22.017931727131035\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "1.50898484091608\n",
      "             nan\n",
      "1.81241619043959\n",
      "             nan\n",
      "5.66014177021211\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "  19.4899334807699\n",
      "21.689428075918492\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    58.08\n",
      "     7.66\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 20.24213465818412\n",
      "               0.0\n",
      "               0.0\n",
      "19.718600930591798\n",
      "21.551201868453454\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    29.05\n",
      "      nan\n",
      "      nan\n",
      "    47.05\n",
      "      8.7\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "15.614646991848566\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "   2061.3\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 17.07001980090333\n",
      "21.092004812419994\n",
      "               0.0\n",
      "20.464093033064053\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "539.500783384568\n",
      "           13.28\n",
      "             nan\n",
      "23.6789688810329\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "22.039267542193308\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.467719992574736\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "     5.55\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "     23.6\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 21.53141569528237\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.683746698841865\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "     8.86\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   306.55\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 20.74387227567393\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 17.65771045795372\n",
      "20.430635850977843\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "     18.3\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   313.99\n",
      "    24.42\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.560653928028692\n",
      "               0.0\n",
      "19.419381743949053\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "21.6639891146634\n",
      "             nan\n",
      "61.9793906870581\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.468180147786008\n",
      "               0.0\n",
      " 22.53673220883544\n",
      "20.995831468905656\n",
      "21.069350776172392\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 20.38962687697576\n",
      "f_irac_i1\n",
      "---------\n",
      "    23.59\n",
      "      nan\n",
      "     3.51\n",
      "    14.51\n",
      "    13.56\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    25.36\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.418697275170167\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 19.54830393693137\n",
      "19.407004325402603\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    24.69\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    55.04\n",
      "    62.69\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.464872743017814\n",
      "               0.0\n",
      "               0.0\n",
      "19.318727718234406\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "     9.42\n",
      "      nan\n",
      "      nan\n",
      "     68.0\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "21.528967585553495\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.825931902381463\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "     8.88\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   107.06\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "16.026497998237282\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 18.28856506795642\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "  1410.59\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   175.62\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "20.29615490324459\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    27.64\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "17.373322981419925\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.880826408279397\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "   408.01\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    40.52\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.450648122058148\n",
      "               0.0\n",
      "17.351118905486906\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    60.22\n",
      "      nan\n",
      "   416.44\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 20.73972710923548\n",
      "19.985675530422178\n",
      " 19.32931721986983\n",
      "               0.0\n",
      "  19.4285186101991\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    18.37\n",
      "    36.79\n",
      "    67.34\n",
      "      nan\n",
      "    61.46\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.850180724271333\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    41.68\n",
      "      nan\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 23.06698313789439\n",
      "22.332661912809492\n",
      " 22.71239783275424\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "2.15380680525669\n",
      "4.23579794067015\n",
      "2.98566355517983\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 21.71379545575133\n",
      "19.484897849046526\n",
      "               0.0\n",
      " 20.59600392383664\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "     7.49\n",
      "    58.35\n",
      "      nan\n",
      "    20.97\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 21.42415286303099\n",
      "18.844547901465837\n",
      "20.280554976763447\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "     9.78\n",
      "   105.24\n",
      "    28.04\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "19.319047099382395\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 21.17171210075694\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    67.98\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    12.34\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.664145224089545\n",
      "               0.0\n",
      "               0.0\n",
      "18.062157936570934\n",
      "19.753302428543883\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 20.02810542856573\n",
      "               0.0\n",
      "19.722994289347632\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    49.47\n",
      "      nan\n",
      "      nan\n",
      "   216.34\n",
      "    45.57\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    35.38\n",
      "      nan\n",
      "    46.86\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.352209273882316\n",
      " 19.45607048827147\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    10.45\n",
      "    59.92\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "19.145128837317294\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    79.79\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 18.61080733721041\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.753175948120706\n",
      "16.594224591964014\n",
      " 18.41670142406381\n",
      "f_irac_i1\n",
      "---------\n",
      "   130.52\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   114.48\n",
      "    836.2\n",
      "   156.07\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.706438905746886\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.375764103207693\n",
      "20.991351120575025\n",
      "               0.0\n",
      " 19.97101904159674\n",
      "               0.0\n",
      " 21.57262742208119\n",
      "20.699692759244222\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    47.58\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    64.52\n",
      "    14.57\n",
      "      nan\n",
      "    37.29\n",
      "      nan\n",
      "     8.53\n",
      "    19.06\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "16.170749434790885\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "1235.09460897633\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.295424657194765\n",
      "17.834787185495465\n",
      "               0.0\n",
      " 19.77736881668047\n",
      "               0.0\n",
      "               0.0\n",
      "18.982131765891374\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "27.6585964048571\n",
      "266.738144512757\n",
      "             nan\n",
      "44.5710097755918\n",
      "             nan\n",
      "             nan\n",
      "92.7144216723025\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.505639187049063\n",
      "               0.0\n",
      " 21.19124345042433\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    22.79\n",
      "      nan\n",
      "    12.12\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.953673914108883\n",
      "               0.0\n",
      "               0.0\n",
      " 19.91625881705557\n",
      "22.680463565790966\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      " 37.890508561328\n",
      "             nan\n",
      "             nan\n",
      "39.2189961420228\n",
      "3.07478372517676\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.813706791218287\n",
      " 21.38597638659929\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    17.16\n",
      "    10.13\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.078896851280014\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.821309655437283\n",
      "               0.0\n",
      "19.889854649885045\n",
      "               0.0\n",
      " 20.57009960648478\n",
      "               0.0\n",
      "20.961945499142367\n",
      " 20.82080799837066\n",
      "               0.0\n",
      "               0.0\n",
      "22.211637716304928\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "13.4412995404242\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "42.8031900860744\n",
      "             nan\n",
      "40.1844603150938\n",
      "             nan\n",
      "21.4763343913311\n",
      "             nan\n",
      "           14.97\n",
      " 17.048132050415\n",
      "             nan\n",
      "             nan\n",
      "4.73527181463265\n",
      "             nan\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.766478493765554\n",
      "               0.0\n",
      "               0.0\n",
      "20.017721374458723\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "284.059031832155\n",
      "             nan\n",
      "             nan\n",
      "           35.72\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.881362441963326\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "     40.5\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.483475724018923\n",
      "  21.5012040575675\n",
      "21.428602607803462\n",
      "20.019242226654107\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    23.26\n",
      "     9.11\n",
      "     9.74\n",
      "    35.67\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "18.202202078199697\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "   190.16\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "19.123379392424177\n",
      "19.875039802073623\n",
      "               0.0\n",
      " 19.96840175739296\n",
      "               0.0\n",
      " 17.84107860320203\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.535278988632264\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "81.4044681155856\n",
      " 40.736534389794\n",
      "             nan\n",
      "           37.38\n",
      "             nan\n",
      "265.196970596373\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "55.7042593974792\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "18.681700219483993\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "   122.27\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.194832664287212\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    12.08\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "18.354712034238624\n",
      "16.890811065895242\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "   165.24\n",
      "   636.32\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.848879038220723\n",
      "               0.0\n",
      "               0.0\n",
      "  21.1894532831519\n",
      "               0.0\n",
      "21.477625797546644\n",
      "f_irac_i1\n",
      "---------\n",
      "    41.73\n",
      "      nan\n",
      "      nan\n",
      "    12.14\n",
      "      nan\n",
      "     9.31\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "17.299840408675472\n",
      " 21.20476462398397\n",
      "f_irac_i1\n",
      "---------\n",
      "   436.58\n",
      "    11.97\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 21.50957892381158\n",
      "20.621675119240514\n",
      "               0.0\n",
      "20.505639187049063\n",
      "               0.0\n",
      "               0.0\n",
      "22.161295808774504\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "     9.04\n",
      "    20.48\n",
      "      nan\n",
      "    22.79\n",
      "      nan\n",
      "      nan\n",
      "     4.96\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "13.72171933418067\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      " 11784.53\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "18.314402999132334\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 20.28404546944389\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "   171.49\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    27.95\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "16.458613725559267\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "947.446094220719\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.842945886742235\n",
      "               0.0\n",
      " 21.24825539911597\n",
      " 21.24448547795071\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "     6.65\n",
      "      nan\n",
      "     11.5\n",
      "    11.54\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "16.451777967425123\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   953.43\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "17.31908457026038\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   428.91\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "19.10702422872108\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "20.33534963730539\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    82.64\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    26.66\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.411052773719938\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "394.075005702428\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.994862925859046\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               ...\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "Length = 30 rows\n",
      "f_irac_i1\n",
      "---------\n",
      "    36.48\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      ...\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "Length = 30 rows\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "19.47121502505083\n",
      "              0.0\n",
      "20.86554175166173\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    59.09\n",
      "      nan\n",
      "    16.36\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "16.33170754127564\n",
      "20.18747196355357\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "  1064.92\n",
      "    30.55\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 19.97744353492609\n",
      "16.659235731334796\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    37.07\n",
      "    787.6\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.672551007525776\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "16.396953359792228\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "     7.78\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "  1002.81\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "14.28283874280072\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "  7028.53\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "16.811502923712773\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               ...\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 17.84516796680372\n",
      "Length = 24 rows\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   684.54\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      ...\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    264.2\n",
      "Length = 24 rows\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "21.38597638659929\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    10.13\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.683856223827227\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.216620744032745\n",
      " 21.52287135277863\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    48.58\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    11.84\n",
      "     8.93\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "12.655038740601064\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      " 31476.36\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "22.657675879816956\n",
      "19.403891349124528\n",
      "               0.0\n",
      "               0.0\n",
      "18.661117759951487\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "     3.14\n",
      "    62.87\n",
      "      nan\n",
      "      nan\n",
      "   124.61\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "16.365064557447702\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   1032.7\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.823239215968577\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.135768731469504\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    17.01\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    32.04\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.871009215570474\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 19.24408359126516\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "40.8880419735629\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "72.8394341761451\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.553858765988487\n",
      "               0.0\n",
      "               0.0\n",
      " 20.75640358285046\n",
      "               0.0\n",
      "               0.0\n",
      "20.782523251896116\n",
      "f_irac_i1\n",
      "---------\n",
      "     21.8\n",
      "      nan\n",
      "      nan\n",
      "    18.09\n",
      "      nan\n",
      "      nan\n",
      "    17.66\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 22.01237912257357\n",
      " 23.60924943535371\n",
      "               0.0\n",
      "               0.0\n",
      "22.107005656033827\n",
      "               0.0\n",
      " 23.67514628263607\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "5.68916266031356\n",
      "1.30707415047648\n",
      "             nan\n",
      "             nan\n",
      " 5.2143206905933\n",
      "             nan\n",
      "1.23010302628343\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "20.55635184677336\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    21.75\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "21.871062485323513\n",
      "19.272925100378664\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "     6.48\n",
      "    70.93\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.708271177887404\n",
      "  21.0277225172266\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    18.91\n",
      "    14.09\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 21.12268439433395\n",
      "               0.0\n",
      "               0.0\n",
      "18.342753818476446\n",
      "               0.0\n",
      "21.755161838201424\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    12.91\n",
      "      nan\n",
      "      nan\n",
      "   167.07\n",
      "      nan\n",
      "     7.21\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 21.73133128035237\n",
      "20.129349236219163\n",
      "               0.0\n",
      "               0.0\n",
      "19.457158218739572\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "     7.37\n",
      "    32.23\n",
      "      nan\n",
      "      nan\n",
      "    59.86\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.416770993551204\n",
      "20.527292078051026\n",
      "18.123797771343312\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   156.06\n",
      "    22.34\n",
      "    204.4\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.649054837823236\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.416286394538467\n",
      "               0.0\n",
      " 18.46412350630154\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    19.97\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   392.18\n",
      "      nan\n",
      "    149.4\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "18.973087100548078\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.285211465122195\n",
      "               0.0\n",
      "               0.0\n",
      " 20.40254733335467\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    93.49\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    27.92\n",
      "      nan\n",
      "      nan\n",
      "    25.06\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.448486735402575\n",
      "16.200049159711632\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    60.34\n",
      "  1202.21\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.638551375759242\n",
      "               0.0\n",
      "               0.0\n",
      " 17.90341418865402\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.994565341588377\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    50.65\n",
      "      nan\n",
      "      nan\n",
      "    250.4\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    36.49\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "18.78610582715863\n",
      "              0.0\n",
      "19.64694378935861\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "   111.06\n",
      "      nan\n",
      "    50.26\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.594032264557192\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    52.77\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.478817903899092\n",
      "               0.0\n",
      "               0.0\n",
      "19.928480488143286\n",
      " 18.57577526950174\n",
      "               0.0\n",
      "20.813706791218287\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    23.36\n",
      "      nan\n",
      "      nan\n",
      "    38.78\n",
      "    134.8\n",
      "      nan\n",
      "    17.16\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "19.08723568297585\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    84.16\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.021291923119257\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    89.43\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "16.198217378441747\n",
      "               0.0\n",
      "               0.0\n",
      "20.453097061709066\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "  1204.24\n",
      "      nan\n",
      "      nan\n",
      "    23.92\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 18.64546053502064\n",
      "20.518097020690426\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "   126.42\n",
      "    22.53\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "16.950395738460507\n",
      "               0.0\n",
      "               0.0\n",
      " 20.04823804172309\n",
      "f_irac_i1\n",
      "---------\n",
      "   602.34\n",
      "      nan\n",
      "      nan\n",
      "    34.73\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.229241290404666\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 18.42782002638227\n",
      "  20.0263017504331\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "29.3970319120812\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "154.479903489087\n",
      "35.4388238349216\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 19.31888739706472\n",
      "               0.0\n",
      "               0.0\n",
      " 20.45947037429331\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.790747566063324\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    67.99\n",
      "      nan\n",
      "      nan\n",
      "    23.78\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   277.78\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 19.66173369392049\n",
      "18.619241741560167\n",
      "               0.0\n",
      "19.135914996682608\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    49.58\n",
      "   129.51\n",
      "      nan\n",
      "    80.47\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.333666838691748\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 21.32552632292036\n",
      "               0.0\n",
      "19.974810736695993\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    10.63\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    10.71\n",
      "      nan\n",
      "    37.16\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "22.561764699893068\n",
      "20.129012417167367\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "     3.43\n",
      "    32.24\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.619912622066416\n",
      "               0.0\n",
      " 18.77192569126708\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   129.43\n",
      "      nan\n",
      "   112.52\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "20.547403420806184\n",
      " 19.38048616932344\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    21.93\n",
      "    64.24\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 22.50023343740971\n",
      "               0.0\n",
      "               0.0\n",
      "20.949685312089876\n",
      "               0.0\n",
      "21.467180366000754\n",
      "21.223981695649705\n",
      "               0.0\n",
      " 20.86753453815833\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "     3.63\n",
      "      nan\n",
      "      nan\n",
      "    15.14\n",
      "      nan\n",
      "      9.4\n",
      "    11.76\n",
      "      nan\n",
      "    16.33\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 21.26346736360778\n",
      "               0.0\n",
      "18.560737574683195\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    11.34\n",
      "      nan\n",
      "   136.68\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "16.56327423394537\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "   860.38\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 18.64391573579666\n",
      " 22.25736036785724\n",
      "               0.0\n",
      "               0.0\n",
      "21.157724967479858\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    126.6\n",
      "     4.54\n",
      "      nan\n",
      "      nan\n",
      "     12.5\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "16.01633177572348\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "  1423.86\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "17.32161891048991\n",
      "20.14222640832157\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "   427.91\n",
      "    31.85\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "  18.8240067478581\n",
      "               0.0\n",
      "19.000131960728744\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "   107.25\n",
      "      nan\n",
      "    91.19\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 20.87019728922872\n",
      "               0.0\n",
      " 20.00803804423243\n",
      "18.628502885066077\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    16.29\n",
      "      nan\n",
      "    36.04\n",
      "   128.41\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.759688889394248\n",
      "               0.0\n",
      " 20.79116474541984\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "     7.18\n",
      "      nan\n",
      "    17.52\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.162949049113003\n",
      "               0.0\n",
      "               0.0\n",
      "19.276451465507755\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    12.44\n",
      "      nan\n",
      "      nan\n",
      "     70.7\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "15.61077720767316\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "  2068.66\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "   21.945327741107\n",
      "20.878960710739328\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.561489472437962\n",
      "               0.0\n",
      "21.097742955963675\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.370985514793297\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "6.05158173701199\n",
      "16.1590459422072\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "136.585378665847\n",
      "             nan\n",
      "           13.21\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "162.781780356594\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.462752526852633\n",
      "17.978028057897212\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   375.75\n",
      "   233.77\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.941113665952848\n",
      "               0.0\n",
      "21.767276175370334\n",
      "20.242882410420826\n",
      "               0.0\n",
      "               0.0\n",
      " 20.65341304218891\n",
      "               0.0\n",
      "20.330068215979473\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    15.26\n",
      "      nan\n",
      "     7.13\n",
      "    29.03\n",
      "      nan\n",
      "      nan\n",
      "    19.89\n",
      "      nan\n",
      "    26.79\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.156293656581575\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 21.88455006504028\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    31.44\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      6.4\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.794896111106176\n",
      "21.366853336791216\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "17.4598921026745\n",
      "           10.31\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "21.10682176086059\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "     13.1\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.185696433796046\n",
      "               0.0\n",
      "20.359231032350287\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "     30.6\n",
      "      nan\n",
      "    26.08\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 22.03341450265605\n",
      "               0.0\n",
      "               0.0\n",
      "20.148037067706362\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "     5.58\n",
      "      nan\n",
      "      nan\n",
      "    31.68\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.939737574001377\n",
      "               0.0\n",
      "19.096954697012627\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 18.73381246561467\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    38.38\n",
      "      nan\n",
      "    83.41\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   116.54\n",
      "      nan\n",
      "      nan\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.501774917439242\n",
      " 19.79854798377587\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.545424857698727\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    57.45\n",
      "    43.71\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    21.97\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 19.77617608513045\n",
      "               0.0\n",
      "               0.0\n",
      "18.965795203740036\n",
      "               0.0\n",
      "               0.0\n",
      " 18.40638506965724\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    44.62\n",
      "      nan\n",
      "      nan\n",
      "    94.12\n",
      "      nan\n",
      "      nan\n",
      "   157.56\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.547706714352906\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   347.47\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.753406793189804\n",
      "18.506131436055476\n",
      " 20.89309828151699\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    18.14\n",
      "   143.73\n",
      "    15.95\n",
      "      nan\n",
      "      nan\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "  21.8224510243276\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 22.35045920296897\n",
      "21.189089438173745\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      " 6.7767207553028\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      " 4.1669310936059\n",
      "12.1440689609591\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 21.91029995663981\n",
      "               0.0\n",
      "19.299891673491267\n",
      "               0.0\n",
      "               0.0\n",
      "19.895393025544756\n",
      "               0.0\n",
      "19.833892436671768\n",
      "f_irac_i1\n",
      "---------\n",
      "     6.25\n",
      "      nan\n",
      "    69.19\n",
      "      nan\n",
      "      nan\n",
      "    39.98\n",
      "      nan\n",
      "    42.31\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "20.45840850826705\n",
      "              0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "23.8032685674762\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "  17.1082183287562\n",
      "               0.0\n",
      "               0.0\n",
      "19.834919380427444\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "   520.85\n",
      "      nan\n",
      "      nan\n",
      "    42.27\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.498823056164262\n",
      "21.585431063438143\n",
      " 20.91232750882852\n",
      "               0.0\n",
      "               0.0\n",
      "  20.0541941669214\n",
      "f_irac_i1\n",
      "---------\n",
      "     9.13\n",
      "     8.43\n",
      "    15.67\n",
      "      nan\n",
      "      nan\n",
      "    34.54\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 18.66155350109984\n",
      "20.885636147643346\n",
      "               0.0\n",
      "20.033643341304675\n",
      "               0.0\n",
      "               0.0\n",
      "18.111753867815942\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "   124.56\n",
      "    16.06\n",
      "      nan\n",
      "     35.2\n",
      "      nan\n",
      "      nan\n",
      "   206.68\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "16.874334672954298\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.429717899329127\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "   646.05\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "     9.73\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.645432674007147\n",
      "               0.0\n",
      "17.993888065147367\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    50.33\n",
      "      nan\n",
      "   230.38\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.775986906497685\n",
      " 22.65318293262397\n",
      "               0.0\n",
      "19.295010378908565\n",
      "24.471211448539556\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "              nan\n",
      " 44.6277752643713\n",
      " 3.15302073624347\n",
      "              nan\n",
      " 69.5017673655088\n",
      "0.590901946480172\n",
      "              nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.814003178640313\n",
      "19.222505556772056\n",
      "20.747782776872945\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "17.1553162526898\n",
      "74.3015335152167\n",
      "18.2342073578235\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "21.48733370087269\n",
      "20.79518460477363\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "9.22712745619428\n",
      "17.4552534076237\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.892756215812604\n",
      "22.279204089665164\n",
      "               0.0\n",
      "20.430255124872836\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "  6.351810219336\n",
      "4.44957328588995\n",
      "             nan\n",
      "24.4285646603136\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.603613673624317\n",
      "               0.0\n",
      "21.367906938237063\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "     8.29\n",
      "      nan\n",
      "     10.3\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.339021113974304\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    26.57\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.681045949045973\n",
      "18.522083093070982\n",
      "  18.1527489547887\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "19.3901701644636\n",
      "141.633752858899\n",
      "199.021693821088\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.030163303411847\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   222.81\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 20.05986711210199\n",
      "               0.0\n",
      "20.788688721074784\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    34.36\n",
      "      nan\n",
      "    17.56\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.234185186594907\n",
      "               0.0\n",
      " 19.67450979992872\n",
      "               0.0\n",
      "               0.0\n",
      "21.414207118325912\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    11.65\n",
      "      nan\n",
      "     49.0\n",
      "      nan\n",
      "      nan\n",
      "     9.87\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.446586227303634\n",
      "               0.0\n",
      "               0.0\n",
      " 19.97335082494616\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "     9.58\n",
      "      nan\n",
      "      nan\n",
      "    37.21\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "18.76961233200108\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   112.76\n",
      "      nan\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.940241051818155\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "     6.08\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.651817031705995\n",
      "               0.0\n",
      "               0.0\n",
      "19.583950149286714\n",
      " 20.83283985306425\n",
      " 20.57548869458983\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "            7.93\n",
      "             nan\n",
      "             nan\n",
      "53.2623029249923\n",
      "16.8602518951737\n",
      "           21.37\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "15.214787296242953\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   2979.1\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "16.117147907832297\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "   1297.6\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "16.475610136293447\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   932.73\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 20.20430542020099\n",
      " 19.41517498306829\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.926801946910068\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    30.08\n",
      "    62.22\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    38.84\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "22.252587893338905\n",
      "20.135429915362913\n",
      "19.083886630454025\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "     4.56\n",
      "    32.05\n",
      "    84.42\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "20.947536048033164\n",
      "               0.0\n",
      "               0.0\n",
      "21.634162395487273\n",
      "               0.0\n",
      "               0.0\n",
      "20.242882410420826\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    15.17\n",
      "      nan\n",
      "      nan\n",
      "     8.06\n",
      "      nan\n",
      "      nan\n",
      "    29.03\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 20.97287949089172\n",
      "22.759084917177397\n",
      "               0.0\n",
      " 19.26560241731307\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 22.07708802576807\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    14.82\n",
      "     2.86\n",
      "      nan\n",
      "    71.41\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "     5.36\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "20.19103175757777\n",
      "              0.0\n",
      "              0.0\n",
      "18.65252590149705\n",
      "21.74765844824976\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    30.45\n",
      "      nan\n",
      "      nan\n",
      "    125.6\n",
      "     7.26\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "22.262153912971534\n",
      "21.150798397226872\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "     4.52\n",
      "    12.58\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "21.91029995663981\n",
      "f_irac_i1\n",
      "---------\n",
      "     6.25\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "17.600069256823865\n",
      "19.928480488143286\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "   331.11\n",
      "    38.78\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 20.79116474541984\n",
      "22.785989491816004\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.238031200885153\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    17.52\n",
      "     2.79\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    29.16\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "20.140182989516227\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    31.91\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.577730774390112\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "     8.49\n",
      "   m_irac_i1    \n",
      "----------------\n",
      "             0.0\n",
      "             0.0\n",
      "16.9917670210045\n",
      "             0.0\n",
      "             0.0\n",
      "             0.0\n",
      "             0.0\n",
      "             0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "   579.82\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.963707585678627\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "     5.95\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 23.08472763690788\n",
      " 20.40706984251286\n",
      "               0.0\n",
      "22.453310246795972\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "2.11889260482631\n",
      " 24.955832554565\n",
      "             nan\n",
      "3.79032021118967\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.713823958222754\n",
      "               0.0\n",
      "19.494893870966017\n",
      "               0.0\n",
      "               0.0\n",
      " 20.02345971404211\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "47.2574644943129\n",
      "             nan\n",
      "57.8152558161697\n",
      "             nan\n",
      "             nan\n",
      "35.5317104518906\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 19.64694378935861\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.093056645178002\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    50.26\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    83.71\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "16.837779696039085\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "668.171767952659\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.521240613086796\n",
      "21.307932668464012\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "22.4648619827851\n",
      "10.8849623854903\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 21.74020655760534\n",
      "21.505981782349757\n",
      "20.593418220769443\n",
      "f_irac_i1\n",
      "---------\n",
      "     7.31\n",
      "     9.07\n",
      "    21.02\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.275147528066647\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "16.625468302015925\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    28.18\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   812.48\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.278861739629995\n",
      " 22.10289447500501\n",
      "22.424654402755216\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "11.1803475499539\n",
      "5.23410234060867\n",
      "3.89169000430372\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "18.599875283278145\n",
      "               0.0\n",
      "23.623270100891453\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "131.840817322472\n",
      "             nan\n",
      "1.29030375053797\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 21.78106835214472\n",
      "18.341909317242504\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "     7.04\n",
      "    167.2\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "18.65252590149705\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    125.6\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "17.706437113738808\n",
      "               0.0\n",
      " 20.14154484131567\n",
      "               0.0\n",
      "               0.0\n",
      " 21.87947256768944\n",
      " 21.74020655760534\n",
      "f_irac_i1\n",
      "---------\n",
      "   300.21\n",
      "      nan\n",
      "    31.87\n",
      "      nan\n",
      "      nan\n",
      "     6.43\n",
      "     7.31\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "18.730928208179385\n",
      "               0.0\n",
      "               0.0\n",
      "19.877348625174783\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "   116.85\n",
      "      nan\n",
      "      nan\n",
      "    40.65\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "19.032028586184758\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    88.55\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.410469168891915\n",
      " 22.26235263369471\n",
      "               0.0\n",
      "               0.0\n",
      "22.307436012769905\n",
      "               0.0\n",
      "22.146292904117182\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "9.90403878573624\n",
      "4.51917278665847\n",
      "             nan\n",
      "             nan\n",
      "4.33536427851214\n",
      "             nan\n",
      "5.02901392729788\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 20.44225767512726\n",
      "               0.0\n",
      "19.435963687632942\n",
      "               0.0\n",
      " 21.02464459537861\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    24.16\n",
      "      nan\n",
      "    61.04\n",
      "      nan\n",
      "    14.13\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.656846595161177\n",
      "20.482049844514442\n",
      " 24.73553966776526\n",
      "23.925041756424015\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 7.89335002905011\n",
      " 23.2905670427298\n",
      "0.463216619581924\n",
      "0.977199638026437\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "17.045722860454298\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "   551.71\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "21.020044011356312\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    14.19\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "21.393505048200232\n",
      "               0.0\n",
      "               0.0\n",
      "21.540027812315564\n",
      "19.747836304990322\n",
      " 20.45627904155966\n",
      "21.223981695649705\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    10.06\n",
      "      nan\n",
      "      nan\n",
      "     8.79\n",
      "     45.8\n",
      "    23.85\n",
      "    11.76\n",
      "      nan\n",
      "   m_irac_i1    \n",
      "----------------\n",
      "             0.0\n",
      "             0.0\n",
      "             0.0\n",
      "             0.0\n",
      "19.7513980453242\n",
      "             0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    45.65\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.301147767577582\n",
      "               0.0\n",
      " 16.34135440589082\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    69.11\n",
      "      nan\n",
      "   1055.5\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.330907598898612\n",
      "               0.0\n",
      "19.590583451165493\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "424.264760252075\n",
      "             nan\n",
      "52.9378890670151\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 20.32118853953137\n",
      "               0.0\n",
      "20.788688721074784\n",
      "20.418697275170167\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    27.01\n",
      "      nan\n",
      "    17.56\n",
      "    24.69\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "19.74665164998489\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    45.85\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "18.247021319874072\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "   182.47\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "19.490494439813524\n",
      "               0.0\n",
      "               0.0\n",
      "18.408868645741528\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    58.05\n",
      "      nan\n",
      "      nan\n",
      "    157.2\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "20.466800266806267\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    23.62\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.944676964867504\n",
      "               0.0\n",
      "               0.0\n",
      "18.574487326047326\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    15.21\n",
      "      nan\n",
      "      nan\n",
      "   134.96\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.783762089163226\n",
      " 22.30878025911658\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    111.3\n",
      "     4.33\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.409002581409844\n",
      "               0.0\n",
      "19.280775667870053\n",
      "19.628047012992305\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "  20.6344737295806\n",
      " 18.77432612134576\n",
      " 21.03710415396153\n",
      " 23.89508920132196\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "9.91742597294805\n",
      "             nan\n",
      "70.4189804395942\n",
      "51.1424106163541\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "           20.24\n",
      " 112.27150682447\n",
      "13.9687755256686\n",
      "1.00453325699354\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.124500432820177\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "81.3204600476483\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.773017400870167\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    44.75\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 16.33049495748474\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.039780801461426\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "  1066.11\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    87.92\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "  19.8077778456693\n",
      "               0.0\n",
      "17.663310485016275\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 17.62848034439738\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "43.3399954841685\n",
      "             nan\n",
      "312.374666876729\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "322.558033138641\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.217570923153893\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "16.577551751377875\n",
      "18.444891135142335\n",
      "f_irac_i1\n",
      "---------\n",
      "    74.64\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   849.14\n",
      "   152.07\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 21.07658101069253\n",
      "19.544758994241896\n",
      " 21.66559559485514\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    13.47\n",
      "    55.22\n",
      "     7.83\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.393016163990488\n",
      "18.143780081729155\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "159.512063925607\n",
      "200.672549031663\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.694011238143695\n",
      " 21.22582975772101\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.591155596169862\n",
      "19.073646175338915\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    19.16\n",
      "    11.74\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    52.91\n",
      "    85.22\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "20.18144697160131\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "18.68347763856763\n",
      "19.69825492575591\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    30.72\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   122.07\n",
      "    47.94\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.592182103010764\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.858548674785276\n",
      "17.378364056219745\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    52.86\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    41.36\n",
      "   406.12\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 18.86970041048871\n",
      "               0.0\n",
      "20.683858825632534\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "   102.83\n",
      "      nan\n",
      "    19.34\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   m_irac_i1    \n",
      "----------------\n",
      "             0.0\n",
      "             0.0\n",
      "             0.0\n",
      "22.0295299324845\n",
      "             0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      5.6\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 21.03360810290149\n",
      "               0.0\n",
      "19.921557479165934\n",
      "               0.0\n",
      "               0.0\n",
      "19.341800223878884\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.170296785289203\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "14.0138272256379\n",
      "             nan\n",
      "39.0280639855518\n",
      "             nan\n",
      "             nan\n",
      "66.5702074684906\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "             nan\n",
      "12.3560963418383\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "18.963328647178038\n",
      "24.044532297476685\n",
      "               0.0\n",
      " 22.11779532455534\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 94.3340632339379\n",
      "0.875360773132493\n",
      "              nan\n",
      " 5.16275921072856\n",
      "              nan\n",
      "   m_irac_i1    \n",
      "----------------\n",
      "18.2259841729013\n",
      "             0.0\n",
      "             0.0\n",
      "             0.0\n",
      "             0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "   186.04\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    m_irac_i1     \n",
      "------------------\n",
      "22.564776553532916\n",
      "               0.0\n",
      "19.779776106012683\n",
      "               0.0\n",
      " 20.70371966702887\n",
      "               0.0\n",
      "22.026985968799117\n",
      "               0.0\n",
      "               0.0\n",
      "20.573513021583643\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "3.42049829741777\n",
      "             nan\n",
      "44.4722966108208\n",
      "             nan\n",
      "18.9894389348294\n",
      "             nan\n",
      "5.61313661604673\n",
      "             nan\n",
      "             nan\n",
      "21.4089215800799\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 20.34763648519506\n",
      "18.630279937043007\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    26.36\n",
      "    128.2\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "13.691868017930403\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      " 12113.03\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "18.72509015537309\n",
      "21.55997301071198\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "   117.48\n",
      "     8.63\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "23.785509415346745\n",
      "               0.0\n",
      "22.551632211436548\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      " 1.1112102374731\n",
      "             nan\n",
      "3.46215984829388\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "17.438521823010312\n",
      "20.238031200885153\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 18.47090322867296\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "   384.23\n",
      "    29.16\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   148.47\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.335461387536988\n",
      "               0.0\n",
      "               0.0\n",
      "18.057750476601164\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    66.96\n",
      "      nan\n",
      "      nan\n",
      "   217.22\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "20.226181302032465\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    29.48\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "19.84446494258426\n",
      "              0.0\n",
      "              0.0\n",
      "21.32857186826866\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "     41.9\n",
      "      nan\n",
      "      nan\n",
      "    10.68\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 20.42133897040224\n",
      "21.812359745699702\n",
      "22.323930312437433\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    24.63\n",
      "     6.84\n",
      "     4.27\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.315435765116725\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.691256705800463\n",
      "f_irac_i1\n",
      "---------\n",
      "    10.81\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    48.25\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "23.964538806216403\n",
      "               0.0\n",
      "20.716120266947506\n",
      "22.257471699714152\n",
      "               0.0\n",
      "               0.0\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      "0.942289772825085\n",
      "              nan\n",
      "   18.77378730249\n",
      " 4.53953449031663\n",
      "              nan\n",
      "              nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "16.81585750776781\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    681.8\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.508219599588067\n",
      "               0.0\n",
      "  19.9488280401225\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    57.11\n",
      "      nan\n",
      "    38.06\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 17.93800264985513\n",
      "20.209676728605366\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "242.548693744236\n",
      " 29.931556979711\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.884960308091642\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    16.07\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "16.993771602683815\n",
      "               0.0\n",
      "               0.0\n",
      "22.717214636457193\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "578.750472948048\n",
      "             nan\n",
      "             nan\n",
      "2.97244717599139\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 20.59135408287633\n",
      "               0.0\n",
      "20.153878992064996\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    21.06\n",
      "      nan\n",
      "    31.51\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "  20.9837643880414\n",
      "18.949826209571334\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "14.6721664340609\n",
      "95.5145460959115\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "18.059751649787295\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "   216.82\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "18.480754273883072\n",
      "               0.0\n",
      "               0.0\n",
      "19.526138689649763\n",
      "24.871875472297567\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.586747087728746\n",
      "    f_irac_i1    \n",
      "-----------------\n",
      " 147.129002459268\n",
      "              nan\n",
      "              nan\n",
      "  56.175186655395\n",
      "0.408554323808792\n",
      "              nan\n",
      "              nan\n",
      "              nan\n",
      " 8.41978816046726\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 18.97448160298287\n",
      "               0.0\n",
      "17.776805523552106\n",
      "f_irac_i1\n",
      "---------\n",
      "    93.37\n",
      "      nan\n",
      "   281.37\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "17.556081857118322\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    344.8\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.411535047977146\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               ...\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "Length = 24 rows\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    393.9\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      ...\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "Length = 24 rows\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      " 21.3956657179775\n",
      "              0.0\n",
      "20.44001302639567\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    10.04\n",
      "      nan\n",
      "    24.21\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.657307491976447\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "     7.89\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.000553539651897\n",
      "               0.0\n",
      "16.915297139625487\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   228.97\n",
      "      nan\n",
      "   622.13\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.838020108768298\n",
      "19.185890320410586\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.422001883752806\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    16.78\n",
      "    76.85\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    61.83\n",
      "      nan\n",
      "      nan\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 18.62943335906268\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 18.62024821783597\n",
      "18.675766978037906\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    128.3\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   129.39\n",
      "   122.94\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.146491623611674\n",
      "               0.0\n",
      "               0.0\n",
      " 19.73816007870324\n",
      "               0.0\n",
      "               0.0\n",
      "21.281812831539547\n",
      "               0.0\n",
      "22.233705048612798\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    12.63\n",
      "      nan\n",
      "      nan\n",
      "    46.21\n",
      "      nan\n",
      "      nan\n",
      "    11.15\n",
      "      nan\n",
      "     4.64\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.303248667748157\n",
      "               0.0\n",
      " 19.71998638744261\n",
      "18.052166735075296\n",
      "               0.0\n",
      "20.776392596393542\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    27.46\n",
      "      nan\n",
      "    46.99\n",
      "   218.34\n",
      "      nan\n",
      "    17.76\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.223606286956816\n",
      " 19.23236299880825\n",
      " 19.71537505664262\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    29.55\n",
      "    73.63\n",
      "    47.19\n",
      "      nan\n",
      "      nan\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.903373386386825\n",
      "               0.0\n",
      " 19.83594729643773\n",
      "20.659434281847105\n",
      "f_irac_i1\n",
      "---------\n",
      "     6.29\n",
      "      nan\n",
      "    42.23\n",
      "    19.78\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.556205269956628\n",
      "               0.0\n",
      " 19.50707951946432\n",
      "18.229315820083464\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "     8.66\n",
      "      nan\n",
      "    57.17\n",
      "   185.47\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 20.25453891107434\n",
      "               0.0\n",
      "  19.2520040961653\n",
      "               0.0\n",
      "21.184990735954038\n",
      "f_irac_i1\n",
      "---------\n",
      "    28.72\n",
      "      nan\n",
      "    72.31\n",
      "      nan\n",
      "    12.19\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "20.423103678153204\n",
      "               0.0\n",
      "               0.0\n",
      "16.764081188879537\n",
      "17.140503811239448\n",
      "               0.0\n",
      "   f_irac_i1    \n",
      "----------------\n",
      "             nan\n",
      "             nan\n",
      "           24.59\n",
      "             nan\n",
      "             nan\n",
      "715.101229019367\n",
      "          505.59\n",
      "             nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.435984316004216\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 21.24919992827929\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "     24.3\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    11.49\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "22.047121002870533\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "     5.51\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.410912013506127\n",
      "               0.0\n",
      " 20.57244457239542\n",
      "20.629656553404907\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      9.9\n",
      "      nan\n",
      "    21.43\n",
      "    20.33\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "19.56982014750033\n",
      "              0.0\n",
      "              0.0\n",
      "19.33367923414837\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    53.96\n",
      "      nan\n",
      "      nan\n",
      "    67.07\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.320786638284964\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "  21.6993955602613\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    27.02\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "     7.59\n",
      "      nan\n",
      "   m_irac_i1    \n",
      "----------------\n",
      "             0.0\n",
      "17.0145115295254\n",
      "             0.0\n",
      "             0.0\n",
      "             0.0\n",
      "             0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    567.8\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "20.078993905115958\n",
      "               0.0\n",
      "20.740318307836937\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    33.76\n",
      "      nan\n",
      "    18.36\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 19.07453836925344\n",
      "22.995680409956016\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    85.15\n",
      "      2.3\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.751280789313874\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   114.68\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.619444858668963\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 19.42235314102043\n",
      "  20.1996231868168\n",
      "               0.0\n",
      "               0.0\n",
      "21.272118693881545\n",
      "f_irac_i1\n",
      "---------\n",
      "     8.17\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    61.81\n",
      "    30.21\n",
      "      nan\n",
      "      nan\n",
      "    11.25\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 21.27986706721098\n",
      "               0.0\n",
      "               0.0\n",
      " 21.49053043163611\n",
      "               0.0\n",
      "20.002029527488055\n",
      "               0.0\n",
      "               0.0\n",
      " 20.97801994921455\n",
      "22.201430258469706\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    11.17\n",
      "      nan\n",
      "      nan\n",
      "      9.2\n",
      "      nan\n",
      "    36.24\n",
      "      nan\n",
      "      nan\n",
      "    14.75\n",
      "     4.78\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "18.969030002231314\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.377953937269687\n",
      "               0.0\n",
      "20.633401397439336\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.179328461261342\n",
      "               0.0\n",
      "20.755803562827033\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    93.84\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    64.39\n",
      "      nan\n",
      "    20.26\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    30.78\n",
      "      nan\n",
      "     18.1\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "19.575064285751118\n",
      " 18.50018011776003\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "     53.7\n",
      "   144.52\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 18.96165028848636\n",
      "19.721604991391267\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    94.48\n",
      "    46.92\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.973856066664133\n",
      "               0.0\n",
      "               0.0\n",
      "19.843428934676687\n",
      "19.044607678831277\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   234.67\n",
      "      nan\n",
      "      nan\n",
      "    41.94\n",
      "    87.53\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "18.858147681784352\n",
      "               0.0\n",
      "               0.0\n",
      "18.346725274257672\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.305623592949026\n",
      "18.554559151067387\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "   103.93\n",
      "      nan\n",
      "      nan\n",
      "   166.46\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "     27.4\n",
      "   137.46\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "18.055553437909545\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "   217.66\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.538528143553215\n",
      "21.710900157489583\n",
      "               0.0\n",
      "22.313806824598167\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    22.11\n",
      "     7.51\n",
      "      nan\n",
      "     4.31\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "17.24084189765916\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "   460.96\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 20.22140398152674\n",
      "               0.0\n",
      "               0.0\n",
      "19.355921332023705\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    29.61\n",
      "      nan\n",
      "      nan\n",
      "    65.71\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.459927045679557\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 22.29383869939469\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    23.77\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "     4.39\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "16.191135957111563\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "  1212.12\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "22.269384147491685\n",
      "               0.0\n",
      "              21.4\n",
      " 20.81433968905302\n",
      "               0.0\n",
      " 21.49171122153472\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "     4.49\n",
      "      nan\n",
      "     10.0\n",
      "    17.15\n",
      "      nan\n",
      "     9.19\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "16.63963177068927\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "   801.95\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "20.22213758709841\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    29.59\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "14.547481661178217\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "  5508.17\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.083828718826304\n",
      "               0.0\n",
      "20.828357604727664\n",
      "               0.0\n",
      " 20.91788471202789\n",
      " 18.68999002347993\n",
      "               0.0\n",
      " 19.73323715970026\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    33.61\n",
      "      nan\n",
      "    16.93\n",
      "      nan\n",
      "    15.59\n",
      "   121.34\n",
      "      nan\n",
      "    46.42\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "18.475226395247326\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "   147.88\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "  20.7221392051273\n",
      " 20.94896841790419\n",
      "20.184278097598586\n",
      "20.262506956726348\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    18.67\n",
      "    15.15\n",
      "    30.64\n",
      "    28.51\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "18.385298175281157\n",
      "               0.0\n",
      "20.239148788430832\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "   160.65\n",
      "      nan\n",
      "    29.13\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.660063169102337\n",
      "21.082238004087976\n",
      "19.479700264538003\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "     7.87\n",
      "     13.4\n",
      "    58.63\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 21.78725489996436\n",
      "               0.0\n",
      "               0.0\n",
      " 21.67115635581859\n",
      "20.551868414918253\n",
      " 19.12317225489155\n",
      "               0.0\n",
      " 20.16183313903047\n",
      "               0.0\n",
      " 20.32723497916826\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      7.0\n",
      "      nan\n",
      "      nan\n",
      "     7.79\n",
      "    21.84\n",
      "    81.42\n",
      "      nan\n",
      "    31.28\n",
      "      nan\n",
      "    26.86\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "18.60012909992269\n",
      "              0.0\n",
      "19.76431793225573\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "   131.81\n",
      "      nan\n",
      "    45.11\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.048863465821476\n",
      "               0.0\n",
      "               0.0\n",
      "18.373468084117754\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    34.71\n",
      "      nan\n",
      "      nan\n",
      "   162.41\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "19.135105752268935\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    80.53\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.956432944026723\n",
      "               0.0\n",
      "18.526105520346057\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "     5.99\n",
      "      nan\n",
      "   141.11\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.838058843811133\n",
      "               0.0\n",
      "19.038916705749465\n",
      " 20.09846369530441\n",
      "f_irac_i1\n",
      "---------\n",
      "     6.68\n",
      "      nan\n",
      "    87.99\n",
      "    33.16\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.035455713770425\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    13.99\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 19.97744353492609\n",
      "               0.0\n",
      "19.741690165929462\n",
      " 20.88902167020175\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    37.07\n",
      "      nan\n",
      "    46.06\n",
      "    16.01\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 19.00550306267501\n",
      "               0.0\n",
      "               0.0\n",
      "21.231392893059045\n",
      "               0.0\n",
      "19.878150202328023\n",
      "               0.0\n",
      "               0.0\n",
      "22.829663014928023\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    90.74\n",
      "      nan\n",
      "      nan\n",
      "    11.68\n",
      "      nan\n",
      "    40.62\n",
      "      nan\n",
      "      nan\n",
      "     2.68\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "19.22442930247052\n",
      "18.94138535664664\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    74.17\n",
      "    96.26\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.670468281332198\n",
      "f_irac_i1\n",
      "---------\n",
      "    19.58\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 20.89377920734976\n",
      "               0.0\n",
      "               0.0\n",
      "19.149901911281695\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.685184150496433\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    15.94\n",
      "      nan\n",
      "      nan\n",
      "    79.44\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "     7.69\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.222089667992627\n",
      "19.440598260640193\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "22.025659211077347\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    74.33\n",
      "    60.78\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "     5.62\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.641773821105623\n",
      "               0.0\n",
      "20.111308896544067\n",
      "               0.0\n",
      "20.317176206048778\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   126.85\n",
      "      nan\n",
      "    32.77\n",
      "      nan\n",
      "    27.11\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "15.37027341334683\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "  2581.61\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.264234895497303\n",
      "               0.0\n",
      " 20.62592458143525\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "     71.5\n",
      "      nan\n",
      "     20.4\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 21.74318117920506\n",
      "               0.0\n",
      "21.847855026400744\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "     7.29\n",
      "      nan\n",
      "     6.62\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.438668461264378\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    24.24\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.125210342440518\n",
      "               0.0\n",
      "               0.0\n",
      "  18.3865153684633\n",
      "               0.0\n",
      "               0.0\n",
      "21.116813268839117\n",
      "f_irac_i1\n",
      "---------\n",
      "    12.88\n",
      "      nan\n",
      "      nan\n",
      "   160.47\n",
      "      nan\n",
      "      nan\n",
      "    12.98\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.338383963204116\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.655051889601587\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    66.78\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    19.86\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.631471598063534\n",
      "               0.0\n",
      " 21.65044874393225\n",
      "21.915524038272956\n",
      "               0.0\n",
      "               0.0\n",
      "20.024429117362267\n",
      "               0.0\n",
      "               0.0\n",
      "20.746842828018764\n",
      "21.833193699577514\n",
      " 20.50516288249886\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "     8.08\n",
      "      nan\n",
      "     7.94\n",
      "     6.22\n",
      "      nan\n",
      "      nan\n",
      "     35.5\n",
      "      nan\n",
      "      nan\n",
      "    18.25\n",
      "     6.71\n",
      "     22.8\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.474132809424766\n",
      " 21.87273929832825\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "     9.34\n",
      "     6.47\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "21.140490697610097\n",
      " 19.86883509011715\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 18.62630674760316\n",
      "20.699692759244222\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "     12.7\n",
      "    40.97\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   128.67\n",
      "    19.06\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.126053632739023\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "  18.9044606690726\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    12.87\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    99.59\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.521656203010203\n",
      "               0.0\n",
      "               0.0\n",
      "19.430817588281265\n",
      "19.536532196699987\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "     8.94\n",
      "      nan\n",
      "      nan\n",
      "    61.33\n",
      "    55.64\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.402114165104457\n",
      " 20.33575696659353\n",
      " 21.24448547795071\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    25.07\n",
      "    26.65\n",
      "    11.54\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 21.67955126520419\n",
      "20.613751930067117\n",
      "               0.0\n",
      "               0.0\n",
      " 19.65127288681949\n",
      "               0.0\n",
      " 20.77456012979018\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "     7.73\n",
      "    20.63\n",
      "      nan\n",
      "      nan\n",
      "    50.06\n",
      "      nan\n",
      "    17.79\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.038564480975957\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    13.95\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "22.252587893338905\n",
      "               0.0\n",
      "               0.0\n",
      "22.264558645305094\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "     4.56\n",
      "      nan\n",
      "      nan\n",
      "     4.51\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.362384559838425\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    65.32\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "17.550710568704368\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "   346.51\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 20.53362860362882\n",
      " 21.74765844824976\n",
      " 21.11097372081425\n",
      "               0.0\n",
      "               0.0\n",
      "22.120481927397016\n",
      "               0.0\n",
      "21.079809968328213\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    22.21\n",
      "     7.26\n",
      "    13.05\n",
      "      nan\n",
      "      nan\n",
      "     5.15\n",
      "      nan\n",
      "    13.43\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "16.860242461698242\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   654.49\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "18.909377713577165\n",
      "f_irac_i1\n",
      "---------\n",
      "    99.14\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 18.64881515935587\n",
      "               0.0\n",
      "17.272144310594136\n",
      "               0.0\n",
      "18.739135857094574\n",
      "f_irac_i1\n",
      "---------\n",
      "   126.03\n",
      "      nan\n",
      "   447.86\n",
      "      nan\n",
      "   115.97\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.175806770840744\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.500012904178952\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    30.88\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "     9.12\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.780066834095486\n",
      "               0.0\n",
      "               0.0\n",
      "20.577013962278862\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "     17.7\n",
      "      nan\n",
      "      nan\n",
      "    21.34\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.574473038571178\n",
      "               0.0\n",
      "19.047961978373003\n",
      "19.426048219588928\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 19.50726944970267\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    21.39\n",
      "      nan\n",
      "    87.26\n",
      "     61.6\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    57.16\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "21.243545039429584\n",
      " 18.15134071367887\n",
      "               0.0\n",
      "20.594451763165203\n",
      "21.453407629038814\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    11.55\n",
      "   199.28\n",
      "      nan\n",
      "     21.0\n",
      "     9.52\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.031293158607703\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    88.61\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.056456046307154\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    86.58\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "13.110681689174612\n",
      "f_irac_i1\n",
      "---------\n",
      " 20688.42\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 19.60748898239863\n",
      "               0.0\n",
      "21.361600611476966\n",
      " 22.40576203518622\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    52.12\n",
      "      nan\n",
      "    10.36\n",
      "     3.96\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "21.11848749616356\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    12.96\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.012760988222347\n",
      "               0.0\n",
      "19.700295144717835\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   226.41\n",
      "      nan\n",
      "    47.85\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.929040579053186\n",
      "20.361731769436084\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.133893015457424\n",
      "20.363820125926743\n",
      "               0.0\n",
      " 19.21292605530069\n",
      "f_irac_i1\n",
      "---------\n",
      "    38.76\n",
      "    26.02\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    80.62\n",
      "    25.97\n",
      "      nan\n",
      "    74.96\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "15.482556551591465\n",
      "               0.0\n",
      "19.011381973555764\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "  2327.97\n",
      "      nan\n",
      "    90.25\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "  18.8392990598823\n",
      " 20.60379818706371\n",
      "               0.0\n",
      "               0.0\n",
      " 20.55935111996451\n",
      "20.468640498102324\n",
      " 20.86753453815833\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "   105.75\n",
      "    20.82\n",
      "      nan\n",
      "      nan\n",
      "    21.69\n",
      "    23.58\n",
      "    16.33\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "  20.4060189149047\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 20.59600392383664\n",
      "19.753302428543883\n",
      "               0.0\n",
      "               0.0\n",
      "22.017958922029315\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    24.98\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    20.97\n",
      "    45.57\n",
      "      nan\n",
      "      nan\n",
      "     5.66\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.620615347360605\n",
      " 19.34196671679333\n",
      "               0.0\n",
      "20.364238279679164\n",
      "f_irac_i1\n",
      "---------\n",
      "     20.5\n",
      "    66.56\n",
      "      nan\n",
      "    25.96\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "16.562227339946496\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.229270779955364\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   861.21\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    73.84\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "17.822073246291858\n",
      "               0.0\n",
      "17.642362773079945\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "   269.88\n",
      "      nan\n",
      "   318.46\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.996922007388342\n",
      "               0.0\n",
      "               0.0\n",
      "20.317176206048778\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    91.46\n",
      "      nan\n",
      "      nan\n",
      "    27.11\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.334650955160207\n",
      "20.896507189198864\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    67.01\n",
      "     15.9\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 20.52341097935261\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.062168371558066\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    22.42\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    13.65\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "16.204955120730624\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "  1196.79\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "  19.9431375857718\n",
      "               0.0\n",
      "22.376013976936953\n",
      "               0.0\n",
      " 22.21284714815547\n",
      "19.244373313505186\n",
      "f_irac_i1\n",
      "---------\n",
      "    38.26\n",
      "      nan\n",
      "     4.07\n",
      "      nan\n",
      "     4.73\n",
      "    72.82\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.080734422320766\n",
      " 20.78683540135635\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   212.67\n",
      "    17.59\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "22.613630618349283\n",
      "f_irac_i1\n",
      "---------\n",
      "     3.27\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.066523229956125\n",
      "               0.0\n",
      "15.970983672807797\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    34.15\n",
      "      nan\n",
      "  1484.59\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "19.94285384443875\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    38.27\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "  17.8437305853298\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.072580796070206\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   264.55\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    33.96\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.819869583235466\n",
      "               0.0\n",
      "19.499509426362174\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 19.54830393693137\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    42.86\n",
      "      nan\n",
      "    57.57\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    55.04\n",
      "      nan\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "22.24074768652587\n",
      "19.95684511603546\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "     4.61\n",
      "    37.78\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "16.53608236639402\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    882.2\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 17.35558637069763\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.500641581005688\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "   414.73\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    57.51\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 20.41212102123864\n",
      "               0.0\n",
      "               0.0\n",
      "19.131874792796673\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    24.84\n",
      "      nan\n",
      "      nan\n",
      "    80.77\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.161167401289823\n",
      "               0.0\n",
      "17.925711868820578\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    78.62\n",
      "      nan\n",
      "   245.31\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 20.25038839402948\n",
      "               0.0\n",
      "21.183210840137797\n",
      "20.746842828018764\n",
      " 19.63341887281677\n",
      "21.631471598063534\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    28.83\n",
      "      nan\n",
      "    12.21\n",
      "    18.25\n",
      "    50.89\n",
      "     8.08\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "18.969030002231314\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    93.84\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.936144612864062\n",
      "               0.0\n",
      " 17.54861325294838\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    15.33\n",
      "      nan\n",
      "   347.18\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 21.55997301071198\n",
      "20.161486092134517\n",
      "               0.0\n",
      "               0.0\n",
      "21.725454480051674\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "     8.63\n",
      "    31.29\n",
      "      nan\n",
      "      nan\n",
      "     7.41\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 19.22399023680243\n",
      "               0.0\n",
      "21.524087864059688\n",
      "21.535098241056083\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "     74.2\n",
      "      nan\n",
      "     8.92\n",
      "     8.83\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "  20.2782342002373\n",
      "               0.0\n",
      "               0.0\n",
      "18.048146312525056\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "     28.1\n",
      "      nan\n",
      "      nan\n",
      "   219.15\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.970683865866924\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    14.85\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.674066732709854\n",
      "               0.0\n",
      "17.732645685705897\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    49.02\n",
      "      nan\n",
      "   293.05\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 21.02310890034922\n",
      "18.755359478145273\n",
      "               0.0\n",
      " 19.94541018985587\n",
      "f_irac_i1\n",
      "---------\n",
      "    14.15\n",
      "   114.25\n",
      "      nan\n",
      "    38.18\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "22.150405685331883\n",
      "19.527205844109197\n",
      "  19.4899334807699\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "18.345030745951426\n",
      " 17.55822521442831\n",
      "f_irac_i1\n",
      "---------\n",
      "     5.01\n",
      "    56.12\n",
      "    58.08\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   166.72\n",
      "   344.12\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 20.61427834763125\n",
      "               0.0\n",
      " 18.96637213993767\n",
      "20.546413688554644\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    20.62\n",
      "      nan\n",
      "    94.07\n",
      "    21.95\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 18.96165028848636\n",
      "19.609782865562913\n",
      " 21.19393424784807\n",
      "20.515209422699094\n",
      "21.167321734059833\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    94.48\n",
      "    52.01\n",
      "    12.09\n",
      "    22.59\n",
      "    12.39\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.039343065595027\n",
      "19.759754494967915\n",
      " 18.44610556534304\n",
      "               0.0\n",
      " 20.39822340806692\n",
      "f_irac_i1\n",
      "---------\n",
      "    13.94\n",
      "     45.3\n",
      "    151.9\n",
      "      nan\n",
      "    25.16\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "17.251112675722574\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "   456.62\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "  19.7062107380031\n",
      "               0.0\n",
      "19.645432674007147\n",
      "               0.0\n",
      "21.152525901497064\n",
      "f_irac_i1\n",
      "---------\n",
      "    47.59\n",
      "      nan\n",
      "    50.33\n",
      "      nan\n",
      "    12.56\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "17.701529660010344\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "   301.57\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "18.966718448867745\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.349737975893795\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    94.04\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   416.97\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "20.20178170880957\n",
      "              0.0\n",
      "              0.0\n",
      "20.24700427844376\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    30.15\n",
      "      nan\n",
      "      nan\n",
      "    28.92\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "16.925907224042383\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   616.08\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.209022345452034\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    75.23\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "20.595486290356156\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.035186676610387\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    20.98\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    35.15\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.192550864906757\n",
      "               0.0\n",
      "19.853833769502295\n",
      "               0.0\n",
      "               0.0\n",
      "20.950402679942037\n",
      "f_irac_i1\n",
      "---------\n",
      "    76.38\n",
      "      nan\n",
      "    41.54\n",
      "      nan\n",
      "      nan\n",
      "    15.13\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "19.052200705878782\n",
      "               0.0\n",
      "21.164696010398593\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    86.92\n",
      "      nan\n",
      "    12.42\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.707812288103746\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   299.83\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "18.698523963866243\n",
      "17.847801252811244\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "   120.39\n",
      "   263.56\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "18.437065719106663\n",
      "20.813706791218287\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "   153.17\n",
      "    17.16\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "20.977284106282433\n",
      "               0.0\n",
      "21.318453097873196\n",
      "20.017417459493892\n",
      " 20.35093659778064\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    14.76\n",
      "      nan\n",
      "    10.78\n",
      "    35.73\n",
      "    26.28\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "19.442922986993516\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 20.49332267568584\n",
      " 18.82370308789114\n",
      "f_irac_i1\n",
      "---------\n",
      "    60.65\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    23.05\n",
      "   107.28\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 19.12744786447211\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.238489068313932\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "     81.1\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   461.96\n",
      "      nan\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.414651610580556\n",
      "               0.0\n",
      "               0.0\n",
      " 20.03456907920765\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    62.25\n",
      "      nan\n",
      "      nan\n",
      "    35.17\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.198394683989285\n",
      " 20.19031886444332\n",
      "               0.0\n",
      " 21.33878583075208\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    75.97\n",
      "    30.47\n",
      "      nan\n",
      "    10.58\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "22.444841592720728\n",
      " 19.68273932607955\n",
      "               0.0\n",
      "21.229535345634595\n",
      " 20.04573994178927\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "     3.82\n",
      "    48.63\n",
      "      nan\n",
      "     11.7\n",
      "    34.81\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 19.73534424949211\n",
      "21.143058462791394\n",
      "               0.0\n",
      "19.443818439584284\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    46.33\n",
      "    12.67\n",
      "      nan\n",
      "     60.6\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.223981695649705\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    11.76\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.239894486402967\n",
      "20.991351120575025\n",
      " 20.39865502652014\n",
      "f_irac_i1\n",
      "---------\n",
      "    29.11\n",
      "    14.57\n",
      "    25.15\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 21.47065102278055\n",
      "               0.0\n",
      "18.041971024550627\n",
      "17.733461081269063\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "     9.37\n",
      "      nan\n",
      "    220.4\n",
      "   292.83\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "18.05430709825807\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   217.91\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "18.858879204352398\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "   103.86\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "16.233877682550435\n",
      "19.542598324464613\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "  1165.33\n",
      "    55.33\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.440776909131706\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    60.77\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.971415247642476\n",
      "               0.0\n",
      "19.907408337555857\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.013940067213376\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.557459731337964\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    14.84\n",
      "      nan\n",
      "    39.54\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    14.27\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "     8.65\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "18.176863979864542\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "22.146080037360186\n",
      "               0.0\n",
      "21.585431063438143\n",
      "f_irac_i1\n",
      "---------\n",
      "   194.65\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "     5.03\n",
      "      nan\n",
      "     8.43\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.685184150496433\n",
      " 20.94253758249105\n",
      "f_irac_i1\n",
      "---------\n",
      "     7.69\n",
      "    15.24\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "14.86830255542884\n",
      "              0.0\n",
      "17.19793790264759\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "  4099.01\n",
      "      nan\n",
      "   479.54\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "18.901194967177737\n",
      " 21.34806127951611\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    99.89\n",
      "    10.49\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.399518778518562\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    25.13\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "20.416061991826034\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    24.75\n",
      "      nan\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.967763255619552\n",
      "21.036232071475844\n",
      " 20.71229775385786\n",
      " 19.32465153143665\n",
      "f_irac_i1\n",
      "---------\n",
      "    14.89\n",
      "    13.98\n",
      "    18.84\n",
      "    67.63\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.096921362125947\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.445408000004143\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    13.22\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    24.09\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.361731769436084\n",
      "21.029264756413134\n",
      "f_irac_i1\n",
      "---------\n",
      "    26.02\n",
      "    14.07\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.148212283567297\n",
      "20.150782293453993\n",
      "f_irac_i1\n",
      "---------\n",
      "    12.61\n",
      "     31.6\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "19.728103645622603\n",
      " 21.66837241530674\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    46.64\n",
      "     7.81\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.606447908194063\n",
      "17.713621678707163\n",
      "               0.0\n",
      "  22.1991612164636\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    52.17\n",
      "   298.23\n",
      "      nan\n",
      "     4.79\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 20.38364954891511\n",
      "               0.0\n",
      "               0.0\n",
      "21.117650059789803\n",
      "19.931564569817333\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "     25.5\n",
      "      nan\n",
      "      nan\n",
      "    12.97\n",
      "    38.67\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.163822178395883\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.934896974393617\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.559805907490137\n",
      "f_irac_i1\n",
      "---------\n",
      "    12.43\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "     6.11\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    54.46\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.368848631425088\n",
      "20.684982194801314\n",
      " 20.44180837398087\n",
      "20.476960356474642\n",
      " 19.73440726026049\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    25.85\n",
      "    19.32\n",
      "    24.17\n",
      "     23.4\n",
      "    46.37\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.926048219588928\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "     6.16\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.834144782090924\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    16.84\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "17.508068170516232\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "   360.39\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.455823901664182\n",
      "21.654558791255802\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    23.86\n",
      "     7.91\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "  20.6344737295806\n",
      "18.645288782081145\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    20.24\n",
      "   126.44\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "20.24550360618722\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    28.96\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 21.07175550850595\n",
      "               0.0\n",
      "19.065396342753196\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.453551059710556\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    13.53\n",
      "      nan\n",
      "    85.87\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    23.91\n",
      "      nan\n",
      "      nan\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.352209273882316\n",
      "               0.0\n",
      "19.744522522852485\n",
      "               0.0\n",
      " 19.41290885546359\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    10.45\n",
      "      nan\n",
      "    45.94\n",
      "      nan\n",
      "    62.35\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.812799648083676\n",
      "22.089310325998035\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    43.14\n",
      "      5.3\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.547464390736074\n",
      "               0.0\n",
      "               0.0\n",
      "20.095847462219815\n",
      "               0.0\n",
      "21.039343065595027\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "     8.73\n",
      "      nan\n",
      "      nan\n",
      "    33.24\n",
      "      nan\n",
      "    13.94\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 20.92767879059786\n",
      "19.254108236755563\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "21.373190336520558\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    15.45\n",
      "    72.17\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    10.25\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.934729050466977\n",
      "19.820376344600454\n",
      "               0.0\n",
      "  20.3696889845667\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    15.35\n",
      "    42.84\n",
      "      nan\n",
      "    25.83\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 19.15195395537156\n",
      "               0.0\n",
      "               0.0\n",
      "21.231392893059045\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    79.29\n",
      "      nan\n",
      "      nan\n",
      "    11.68\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "20.232830949114735\n",
      "               0.0\n",
      "20.992096562557457\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "     29.3\n",
      "      nan\n",
      "    14.56\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.807398021552025\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    17.26\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      " 19.7849714760219\n",
      "17.68035189180106\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    44.26\n",
      "   307.51\n",
      "      nan\n",
      "      nan\n",
      "   m_irac_i1    \n",
      "----------------\n",
      "             0.0\n",
      "16.3230353347599\n",
      "             0.0\n",
      "             0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "  1073.46\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "18.39876294565338\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "   158.67\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 20.26632191569265\n",
      "               0.0\n",
      "               0.0\n",
      "19.174926034591458\n",
      " 18.50870283813243\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    28.41\n",
      "      nan\n",
      "      nan\n",
      "    77.63\n",
      "   143.39\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "  21.3721315980605\n",
      " 18.95534817683825\n",
      "               0.0\n",
      "               0.0\n",
      "20.419577126275662\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    10.26\n",
      "    95.03\n",
      "      nan\n",
      "      nan\n",
      "    24.67\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.995180403948673\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "     5.78\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.454459625625297\n",
      "17.219131813447483\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 19.73816007870324\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "19.263172456965144\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    23.89\n",
      "   470.27\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    46.21\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    71.57\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.529724828799395\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    22.29\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "17.153835174206186\n",
      "               0.0\n",
      "               0.0\n",
      " 19.29754040669905\n",
      "               0.0\n",
      "17.673383447506104\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "   499.42\n",
      "      nan\n",
      "      nan\n",
      "    69.34\n",
      "      nan\n",
      "   309.49\n",
      "      nan\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "22.014129160722455\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "     5.68\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 19.70552652232785\n",
      "               0.0\n",
      "20.294192610636067\n",
      "19.433653798755493\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    47.62\n",
      "      nan\n",
      "    27.69\n",
      "    61.17\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.529237842379594\n",
      "               0.0\n",
      "               0.0\n",
      "17.587906666858096\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "     22.3\n",
      "      nan\n",
      "      nan\n",
      "   334.84\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "18.716254003206835\n",
      "               0.0\n",
      "19.386927714491428\n",
      "f_irac_i1\n",
      "---------\n",
      "   118.44\n",
      "      nan\n",
      "    63.86\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "19.32657973002795\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    67.51\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "17.76823443372242\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    283.6\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.601050355715692\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    52.43\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "17.652329538723016\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   315.55\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.619444858668963\n",
      "19.140783170658743\n",
      "               0.0\n",
      " 20.97361235369697\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "     8.17\n",
      "    80.11\n",
      "      nan\n",
      "    14.81\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "20.74446573630896\n",
      "17.89275672860898\n",
      "21.02310890034922\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    18.29\n",
      "   252.87\n",
      "    14.15\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "20.741501671664984\n",
      "               0.0\n",
      "20.021375005067817\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    18.34\n",
      "      nan\n",
      "     35.6\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "18.46463233725742\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "   149.33\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "22.004613445081525\n",
      "20.761818737241732\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "     5.73\n",
      "     18.0\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "17.126485857999846\n",
      "19.088139118800136\n",
      "18.064418684175997\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "   512.16\n",
      "    84.09\n",
      "   215.89\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "19.76962598649586\n",
      "f_irac_i1\n",
      "---------\n",
      "    44.89\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      " 21.50717950580796\n",
      "21.829962339440065\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "     9.06\n",
      "     6.73\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "17.41057074499765\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   394.25\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "16.477660784239383\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "   930.97\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 20.96339701834888\n",
      "21.184990735954038\n",
      "               0.0\n",
      "               0.0\n",
      "20.123302422419464\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    14.95\n",
      "    12.19\n",
      "      nan\n",
      "      nan\n",
      "    32.41\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "19.01777683772267\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    89.72\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "18.75412476947337\n",
      "f_irac_i1\n",
      "---------\n",
      "   114.38\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "20.58569785495147\n",
      "              0.0\n",
      "18.76270168219046\n",
      "f_irac_i1\n",
      "---------\n",
      "    21.17\n",
      "      nan\n",
      "   113.48\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.361314579726915\n",
      "               0.0\n",
      "               0.0\n",
      " 20.70597696423976\n",
      "20.503735221274418\n",
      "               0.0\n",
      "21.631471598063534\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    26.03\n",
      "      nan\n",
      "      nan\n",
      "    18.95\n",
      "    22.83\n",
      "      nan\n",
      "     8.08\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 18.73325362394251\n",
      "17.739782599052027\n",
      "19.478959779459167\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    116.6\n",
      "   291.13\n",
      "    58.67\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "20.61902762657352\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    20.53\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "14.541019827349686\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "  5541.05\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 20.50278448898532\n",
      "               0.0\n",
      "21.726920700672558\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    22.85\n",
      "      nan\n",
      "      7.4\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "22.061002750754547\n",
      "               0.0\n",
      "               0.0\n",
      "19.704387120182382\n",
      "20.345578996982688\n",
      "               0.0\n",
      "               0.0\n",
      " 19.41639716755585\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "     5.44\n",
      "      nan\n",
      "      nan\n",
      "    47.67\n",
      "    26.41\n",
      "      nan\n",
      "      nan\n",
      "    62.15\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.395637294407344\n",
      "19.657799070793097\n",
      "20.682736617569056\n",
      " 21.57262742208119\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    25.22\n",
      "    49.76\n",
      "    19.36\n",
      "     8.53\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "18.215009715601802\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "   187.93\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "20.804257330311508\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 18.43820046212432\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    17.31\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   153.01\n",
      "      nan\n",
      "      nan\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      " 21.68095674916065\n",
      "22.165682627690877\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "     7.72\n",
      "     4.94\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "19.112292245872005\n",
      "               0.0\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "    82.24\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "20.592901818284197\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      " 21.79503798852472\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "    21.03\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "     6.95\n",
      "      nan\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "21.11180602151024\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    13.04\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "21.082238004087976\n",
      "20.167749972228243\n",
      "21.370017213351865\n",
      "23.053858765988487\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "     13.4\n",
      "    31.11\n",
      "    10.28\n",
      "     2.18\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "16.27811885575128\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   1118.8\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "              0.0\n",
      "              0.0\n",
      "              0.0\n",
      "14.61474167245472\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "   5177.3\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      "               0.0\n",
      "               0.0\n",
      "20.142567352335924\n",
      " 19.04808641092196\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    31.84\n",
      "    87.25\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "20.607454747379713\n",
      "19.838263671819796\n",
      "               0.0\n",
      "21.706571635325552\n",
      "               0.0\n",
      " 20.10668029426406\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    20.75\n",
      "    42.14\n",
      "      nan\n",
      "     7.54\n",
      "      nan\n",
      "    32.91\n",
      "      nan\n",
      "    m_irac_i1    \n",
      "-----------------\n",
      "20.20973320789951\n",
      "              0.0\n",
      "              0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "    29.93\n",
      "      nan\n",
      "      nan\n",
      "m_irac_i1\n",
      "---------\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "      0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "               0.0\n",
      " 20.18215406130704\n",
      "20.161486092134517\n",
      " 21.39783069617193\n",
      "               0.0\n",
      "20.208283142635885\n",
      "20.242508469929852\n",
      "               0.0\n",
      "f_irac_i1\n",
      "---------\n",
      "      nan\n",
      "     30.7\n",
      "    31.29\n",
      "    10.02\n",
      "      nan\n",
      "    29.97\n",
      "    29.04\n",
      "      nan\n",
      "    m_irac_i1     \n",
      "------------------\n",
      "21.201142481492745\n",
      " 21.42526359070306\n",
      "f_irac_i1\n",
      "---------\n",
      "    12.01\n",
      "     9.77\n"
     ]
    }
   ],
   "source": [
    "print('starting the crossmatch')\n",
    "res = []\n",
    "rel = []\n",
    "helpid = []\n",
    "nomatches = 0\n",
    "for i in range(len(radio)):\n",
    "    result,reliab,helid = ml(i)\n",
    "    if result == [np.nan,np.nan,np.nan]:\n",
    "        nomatches = nomatches + 1\n",
    "        continue\n",
    "    res.append(result)\n",
    "    rel.append(reliab)\n",
    "    helpid.append(helid)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "number of sources with no possible match is 1\n"
     ]
    }
   ],
   "source": [
    "print('number of sources with no possible match is {}'.format(nomatches))\n",
    "    \n",
    "(radio[\"lr_index_i\"][idx_radio_unique], \n",
    "radio[\"lr_dist_i\"][idx_radio_unique], \n",
    "radio[\"lr_i\"][idx_radio_unique]) = list(map(list, zip(*res)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "liklihood ratio threshold using Q0 only is 8.887837817719514e-85\n"
     ]
    }
   ],
   "source": [
    "radio[\"lr_i\"][np.isnan(radio[\"lr_i\"])] = 0\n",
    "    \n",
    "threshold_i = np.percentile(radio[radio['lr_i'] !=0][\"lr_i\"], 100*(1 - Q0))\n",
    "print('liklihood ratio threshold using Q0 only is {}'.format(threshold_i))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1678dc2320>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams[\"figure.figsize\"] = (15,6)\n",
    "plt.subplot(1,2,1)\n",
    "plt.hist(radio[radio[\"lr_i\"] != 0][\"lr_i\"], bins=200)\n",
    "plt.vlines([threshold_i], 0, 1000)\n",
    "plt.xlabel('liklihood ratio')\n",
    "plt.ylim([0,200])\n",
    "plt.subplot(1,2,2)\n",
    "plt.hist(np.log10(radio[radio[\"lr_i\"] != 0][\"lr_i\"]+1), bins=200)\n",
    "plt.vlines(np.log10(threshold_i+1), 0, 1000)\n",
    "plt.ylim([0,200]);\n",
    "plt.xlabel('log(liklihood ratio)')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "radio[\"lrt\"] = radio[\"lr_i\"]\n",
    "radio[\"lrt\"][np.isnan(radio[\"lr_i\"])] = 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "updating threshold of liklihood ratio that can be trusted\n"
     ]
    }
   ],
   "source": [
    "print('updating threshold of liklihood ratio that can be trusted')      \n",
    "def completeness(lr, threshold, q0):\n",
    "    n = len(lr)\n",
    "    lrt = lr[lr < threshold]\n",
    "    return 1. - np.sum((q0 * lrt)/(q0 * lrt + (1 - q0)))/(float(n)*q0)\n",
    "    \n",
    "def reliability(lr, threshold, q0):\n",
    "    n = len(lr)\n",
    "    lrt = lr[lr > threshold]\n",
    "    return 1. - np.sum((1. - q0)/(q0 * lrt + (1 - q0)))/(float(n)*q0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "liklihood ratio updated threshold considering completeness and reliability is 0.1\n"
     ]
    }
   ],
   "source": [
    "completeness_v = np.vectorize(completeness, excluded=[0])\n",
    "reliability_v = np.vectorize(reliability, excluded=[0])\n",
    "    \n",
    "n_test = 100\n",
    "threshold_mean = np.percentile(radio[\"lrt\"], 100*(1 - Q0))\n",
    "    \n",
    "thresholds = np.arange(0., 10., 0.01)\n",
    "thresholds_fine = np.arange(0.1, 1., 0.001)\n",
    "    \n",
    "completeness_t = completeness_v(radio[\"lrt\"], thresholds, Q0)\n",
    "reliability_t = reliability_v(radio[\"lrt\"], thresholds, Q0)\n",
    "average_t = (completeness_t + reliability_t)/2\n",
    "    \n",
    "completeness_t_fine = completeness_v(radio[\"lrt\"], thresholds_fine, Q0)\n",
    "reliability_t_fine = reliability_v(radio[\"lrt\"], thresholds_fine, Q0)\n",
    "average_t_fine = (completeness_t_fine + reliability_t_fine)/2\n",
    "    \n",
    "threshold_sel = thresholds_fine[np.argmax(average_t_fine)]\n",
    "print('liklihood ratio updated threshold considering completeness and reliability is {}'.format(threshold_sel))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/im281/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/astropy/table/column.py:965: RuntimeWarning: invalid value encountered in greater\n",
      "  return getattr(self.data, op)(other)\n",
      "/Users/im281/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/astropy/table/column.py:965: RuntimeWarning: invalid value encountered in less\n",
      "  return getattr(self.data, op)(other)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x168c8a1a90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams[\"figure.figsize\"] = (15,6)\n",
    "bins = np.arange(0,search_rad,search_rad/50)\n",
    "plt.subplot(1,3,1)\n",
    "mask = ~np.isnan(radio['lr_dist_i'])\n",
    "plt.hist(radio['lr_dist_i'][mask],bins=bins,color='red')\n",
    "mask = (radio['lrt'] > threshold_sel) & (~np.isnan(radio['lr_dist_i']))\n",
    "plt.hist(radio['lr_dist_i'][mask],bins=bins,color='green')\n",
    "plt.xlabel('Seperation (arcseconds)')\n",
    "green_patch = mpatches.Patch(color='green',label='Trusted Crossmatches')\n",
    "red_patch = mpatches.Patch(color='red',label='All Crossmatches')\n",
    "plt.legend(handles=[red_patch,green_patch])\n",
    "\n",
    "plt.subplot(1,3,2)\n",
    "reliability_r = []\n",
    "mask1 = (~np.isnan(radio['lr_dist_i']))\n",
    "for n in range(len(bins)-1):\n",
    "    mask = (radio['lr_dist_i'] > bins[n]) & (radio['lr_dist_i'] < bins[n+1])\n",
    "    mask = mask[mask1]\n",
    "    rel_temp = np.array(rel)[mask]\n",
    "    reliability_r.append(np.mean(rel_temp))\n",
    "rad_cent = get_center(bins)\n",
    "plt.plot(rad_cent,reliability_r,color='green')\n",
    "plt.xlabel('Seperation (arcseconds)')\n",
    "plt.ylabel('Reliability')\n",
    "\n",
    "plt.subplot(1,3,3)\n",
    "lrt_r = []\n",
    "mask1 = (~np.isnan(radio['lr_dist_i']))\n",
    "for n in range(len(bins)-1):\n",
    "    mask = (radio['lr_dist_i'] > bins[n]) & (radio['lr_dist_i'] < bins[n+1])\n",
    "    #mask = mask[mask1]\n",
    "    rel_temp = radio['lrt'][mask]\n",
    "    lrt_r.append(np.mean(rel_temp))\n",
    "rad_cent = get_center(bins)\n",
    "plt.plot(rad_cent,lrt_r,color='green')\n",
    "plt.xlabel('Seperation (arcseconds)')\n",
    "plt.ylabel('likelihood ratio')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x16749fa0b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams[\"figure.figsize\"] = (15,6)\n",
    "plt.subplot(1,2,1)\n",
    "plt.plot(thresholds, completeness_t, \"r-\")\n",
    "plt.plot(thresholds, reliability_t, \"g-\")\n",
    "plt.plot(thresholds, average_t, \"k-\")\n",
    "plt.vlines(threshold_sel, 0.9, 1., \"k\", linestyles=\"dashed\")\n",
    "plt.vlines(threshold_mean, 0.9, 1., \"y\", linestyles=\"dashed\")\n",
    "plt.ylim([0.9, 1.])\n",
    "plt.xlabel(\"Threshold\")\n",
    "plt.ylabel(\"Completeness/Reliability\")\n",
    "black_patch = mpatches.Patch(color='black',label='Average Reliability and Completeness')\n",
    "green_patch = mpatches.Patch(color='green',label='Reliability')\n",
    "red_patch = mpatches.Patch(color='red',label='Completeness')\n",
    "plt.legend(handles=[black_patch,red_patch,green_patch])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "creating masterlist table of cross matched sources\n",
      "number of crossmatched sources is 1867\n"
     ]
    }
   ],
   "source": [
    "print('creating masterlist table of cross matched sources')\n",
    "radio_match = radio[~np.isnan(radio['lr_dist_i'])]\n",
    "radio_match = radio_match[radio_match['lr_i']>threshold_sel]\n",
    "\n",
    "lockman_match = masterlist[radio_match['lr_index_i'].quantity.value.astype(int)]\n",
    "    \n",
    "new_table = astropy.table.hstack([radio_match,lockman_match],join_type='outer')\n",
    "print('number of crossmatched sources is {}'.format(len(new_table)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/im281/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/astropy/table/column.py:965: RuntimeWarning: invalid value encountered in greater\n",
      "  return getattr(self.data, op)(other)\n",
      "/Users/im281/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/astropy/table/column.py:965: RuntimeWarning: invalid value encountered in less\n",
      "  return getattr(self.data, op)(other)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'likelihood ratio')"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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9eEBRBY8tmkSlYoJHREREdB+VVoXK8nsTvKjwKOQb8nEk5YiDorqXUqNEmH+YSadPGhkTKWfZh5eZmwm9qDe7RTMtOw2iKNowMiLXxQSPiIiI6C55+jxk6bIeSDo6hXcCAKdp0zR3Bh5QWMED4DSjEoz7Ac1t0czT5+FO7h1bhUXk0pjgEZkhX5+Prj92xYTtExwdChER2Ygx+bn7kBUAqOpbFfWD6zvNQSuWJHgKH+eq4BkHyhvjMgWHnROVjQkekRmWJy7Hjss7MG33NMzbN8/R4RARkQ0Yk46SqkrGgefO0B6oVCvNmoEH3FXBc5KTNMt6rUvDBI+obEzwiEykN+gxPWE6WoS0QP8m/TH679FYlbTK0WEREZHE0rXpAEpP8NK16Th/67y9w7qHWqeGOk9tfgXPyfbgGaulZrVo+oUAANKyeZImUUncHR0AkatYfWo1zmacxepnVqN3g95I1aTipd9fQphfGGJrxTo6PCIikkhZVaXo8P8GntdX1LdrXHezZEQCAATJgwA4zx48VvCIpMcKHpEJDKIB03ZPQ+PKjfFU46fg7e6N9c+tR92guui7si9Op592dIhOzyAasCJxBdaeWuvoUIiIylRW0tG4SmMEegc6fB+eUl2Y4Jnboukuc0eAV4DTVPBUWhXcZe7w9/Q3+Z4g7yB4yDyY4BGVggkekQnWJ6/HyZsnMT52PGRC4f82wfJgbHphEzzdPPHEsieKv9nSg3Zc3oF2S9ph4G8D8cJvL/CbMhE5teKDP0qYzSYTZOhUo5PDT9JMUacAML+CBxT+uZxlD15GTgYq+1Q2a9SDIAjFoxKI6EE2S/AEQfheEISbgiCcvOtzkwRBuCEIwvGij162Wp9IKqIoYuruqYgIjsCAyAH3fK12YG38OfBPqLQqPLn8Sah1agdF6ZySVcnos6IPuv7YFSqtCnMen4N8Qz4PqCEip6bSqhDoHQgPN48Svx4VHoWk9CSHHtNvTYIXLA92qgqeOe2ZRiF+IXyzkKgUtqzg/QCgZwmfnyeKYsuij79suD6RJDad34SjyqP4KOYjuMse3LbaplobrH5mNf5N+xfPrH4G+fp8B0TpXNKz0zH0r6GIXByJnVd2Ymb3mTgz9AxGdxqN/k3646vDX3F+ERE5rXRteplJR1R4FABg//X99grpAUqNEnJ3OQK8Asy+V+HjPBU8lVZVYqW0PKF+oUzwiEphswRPFMVdAJzj7SEiC4miiCm7pqBWpVp4sfmLpV73RP0n8E3vb7DlwhYM2jjIKY7PdoTcglx8lvAZIhZG4OvDX2NQm0E4P+w8Poz5EN7u3gCAsdFjoc5T48uDXzo4WiKikpVXVWpfvT3cBDfsueq4Nk3jDDxzWhuNKkIFL9SXCR5RaRyxB2+oIAj/FrVwBjlgfSKTbb+0Hfuv78fYmLGltuoYvdH6DUzsPBH/O/4/TN452Sbx7Lm6B8P+Gubwzf33E0URKxJXoNGiRhi7bSy61OqCxMGJ+PLJLx8YFNwqrBV6RvTE/APzoc3XOihiIqLSlZd0+Hn6oUVoC+y97ri/i5UaJcL8zTtgxUghVzhNgmfcg2euEL8QpGenQ2/Q2yAqItdm7wTvKwD1ALQEoAQwp7QLBUF4WxCEw4IgHE5PT7dXfET3mLJrCqr5V8OrLV816fpJj0zCqy1fxeSdk/H9se8li+OM6gye+vUpxPwvBosOLUL099F4+feXneJgl4SrCei4tCMG/jYQwfJgbHt5G/54/g80rtK41Hs+ivkIKq0KS48utWOkRESmUWlVqOJTpcxrompE4cD1AygwFNgpqnsZK3iWCJYH43bObYcnRwbRgAxthsUtmnpR7zStpkTOxK4JniiKaaIo6kVRNABYAqB9Gdd+K4piW1EU21apUvZfskS2sPvKbuy8shMfRH1Q3F5YHkEQ8G3vb/F4vcfx9oa3sfn8ZqtiSNOk4d0/30XTxU0RfzEeU7tORdp7aRgXMw6/Jv2KhosaYvbe2cjT51m1jiXO3zqPp1c9jdj/xeJG1g380PcHHH77MLrV6VbuvbG1YhEdHo3Z+2ZzzyIRORVRFJGeXfYePACIrhmN7Pxs/Jv2r50iu1eKOgXV/CxL8BRyBUSIyNRlShyVeTJzM6EX9Za1aHIWHlGp7JrgCYJwdy9BPwAnS7uWyNGm7p6Kqr5V8Vabt8y6z8PNA2ueWYNmIc3Qf1V/HFUeNXvt7LxsTNk5BRELI7Dk6BK80/YdnB9+HuM7j0dV36qY3n06kt5NQudanfH+1vfR/Kvm+PvC32avY4lbObcwavMoNPmyCbac34IpXafg7LCzeKXlK8UjJEwxLmYcrmZexfLE5TaMlojIPNn52dDpdeUmHcaDVhzRMq/WqaHJ01jcohksDwbg+GHnxuqbRS2aviEACt8IJaJ72XJMwgoA+wA0FAThuiAIbwD4XBCEREEQ/gXQFcAoW61PZI2DNw7i7wt/Y0ynMfDx8DH7fn8vf/w18C8ofBTotawXLt+5bNJ9BYYCLDmyBBELIzBxx0T0qNcDSe8mYVGvRajqW/WeayOCI7Bx4EZsfH4j9KIePX7pgX6/9sOl25fMjrc8oijimPIYxsaPRcSCCCw4uACvtnwV54efx4TOEyx6jXrV74XmIc0xc89MGESD5DE7G4NowPlb5x0dBhGVo6wh53cLDwhHdf/qDknwlJrC9nxLWzQVPoUtkY7eh2fqa10SVvCISmfLUzSfF0UxTBRFD1EUa4iiuFQUxZdEUWwmimJzURT7iKLo+A1ERCWYumsqguXBGNx2sMXPCPMPw6YXNkGn16HnLz3L/EYqiiI2nt2IFl+3wNsb30bdoLrY8/oerHl2DRooGpS5zpMNnsTJwScxvdt0/H3hbzRZ3ASf/POJJAeYnLx5Eh9v/xgNFzVE629bY86+OYitFYsT75zAt3HfFn+DtYQgCBgbPRbJqmSsS15ndazO7HjqccR8H4P6C+vjz7N/OjocIiqDMekobw+eIAiIrhntkIHn1szAA+6q4Dl4/1rxQHkfy/bgAUzwiEriiFM0iZza8dTj2HB2A0Z2GAl/L3+rntWkShOsf249Lt25hL4r+yK3IPeBaw7dOISuP3ZF3Io45Ovz8duzvyHhtYTi9h9TeLl7YVzsOJwZegb9GvXDp7s+ReMvG2PNqTVmj2w4m3EWU3ZOQdPFTdHsq2aYnjAdNSvVxLe9v0XqmFSsf249IqtGmvXM0jzT9BnUDaqLGQkzKuRoiczcTIzYNAJtvm2D87fOo6pvVXy+93OHxCKKYoV8jYmkZk5VKapGFK5mXsX1rOu2DusexgO2wvwsP0UTcO0Knp+nH3w8fJCWzRZNovsxwSO6z7Td0xDgFYBhHYZJ8rzOtTrj534/I+FqAl76/aXidsSLty/i+bXPo/137XEq/RS+7PUlkt5NQr/G/SyaawQANQJqYPnTy7Hz1Z0I9A7EM6ufwWM/P4ZT6afKvO/S7Uv4LOEztPqmFRouaoiJOyZCIVdg0ROLkDI6BfEvx+OtNm9Z9C5rWdxl7vgg6gMcTjmMbZe2SfpsRxJFEcsTl6PRl42w8OBCDGozCGeGnsHY6LHYdWUXDt04ZPeYJv4zEY2/bPxQtMMSWSM9u/DkbpMSvKI34vZd22fTmO4nWQXP0XvwtJbvwRMEASG+IazgEZWACR7RXU6ln8LaU2sxrP0wBHoHSvbcZ5s+i9mPzcaaU2sw7K9hGLV5FBotaoQ/zvyBjzt/jAvDL+Dddu+WO2vPVJ1rdcaRt49g0ROLcER5BM2/ao5Rm0chM/e/E9OuZ13H3H1z0eG7Dqi7oC7GbhsLLzcvzH18Lq6NuoZdr+3CkPZDEOIXIklMpXml5SsI9QvFjIQZNl3HXk6nn0b3n7rjhd9eQHhAOA6+dRCLn1yMIHkQ3mj9BgK8AjBnX6kTYmxCpVVh7v65OJNxBodTDtt1bSJXY05VqWVoS8jd5XZv00xRp8DHwwcBXgEW3R/oHQgBglNU8Nxl7vD3tKxbJtSPw86JSuLu6ACInMn03dPh4+GDkR1HSv7s0Z1G42rmVSw4uAAyQYbXW76OyV0nW/wObHncZe4Y0n4IBkQOwPht4/HFgS+w/ORyvNX6Ley8shMJVxMAAK1CW+GzRz/Ds02fRe3A2jaJpSze7t4Y02kM3t/6Pg7eOIj21UudnuLUNHkaTNk5BXP3z4W/pz++fvJrvNn6TbjJ3IqvCfAKwKA2gzB331xcvnPZbq/3/P3zkZOfA5kgw4YzG1z2NSayB5VWBTfBDZW8K5V7rYebB9pXb2/3g1aUGiXC/MIs7vZwk7kh0DvQKfbgVfapbPGfI9QvFGczzkocFZHrYwWPqMi5jHNYcXIFBrcdbFG7SHkEQcDcHnPxTe9v8O87/2JJnyU2S+7uVtmnMr6J+waH3jqEekH1MG33NNzJvVM43mDoWRwddBQfRH/gkOTOaFCbQQjyDnLJKp4oivjt9G9o8mUTfL73c7zU/CWcGXoGg9oOuie5MxreYTgEQcAX+7+wS3yZuZlYdHARnmr8FGJqxmDD2Q12WZfIVRmTDlPHvkSFR+FY6jFJDrYylTVDzo0UPgqHV/AycjKs+n4b4hvCPXhEJWCCR1RkZsJMeLp5YkzUGJut4SZzw9tt3kbTqk1ttkZp2lRrg4TXE5D2XhoSBydiQucJqK+ob/c4SuLv5Y+h7YdiXfK6cvcLOpPzt86j1/JeeHrV0wiSByHhtQR83/d7VPEt/fS9GgE1MKDpAHx37Dvcyb1j8xi/PPQlMnWZGB87HnEN4nAi7QSuZl61+bpErkqVozIr6YgOj0aBocCue2uVGqXFM/CMguXBTlPBs1SoXyhUWhXy9fkSRkXk+pjgEQG4fOcyfvr3J7zV+i2rjv53djJB9sA8PWcxvMNw+Hj44LM9nzk6lHLl5Odg0o5JiFwciT1X92B+j/k48vYRRNeMNun+MZ3GQJOnwZIjS2waZ3ZeNubum4snIp5Aq7BW6N2gNwBwVANRGdKz081KOjrW6AjAvgPPU9QpqOZnXQUvWB7s8AqeSqsqPtHTEsbv1zezb0oVElGFwASPCMDnez6HAAHvR73v6FAeWpV9KuOt1m9h2b/LTB4M7wh/nfsLkV9FYvLOyXiq8VNIHpqMER1HwF1m+pbmVmGt0K1ON3xx4Avk6fNsFuu3R75FRk4GxseOBwA0VDRERHAE2zSJymBuVUnho0Cjyo2w97p9Ejy1Tg1Nnsb6Fk25wuGnaFpbwTMeAsY2TaJ7McGjh96NrBtYemwpXmv5GsIrhTs6nIfamE5jIBNkmL13tqNDuUdOfg7+OPMH+qzogyeXPwlPN09se3kblj+93OIfst7r9B5uqG9gVdIqiaMtpCvQYfa+2ehSq0txZVEQBMQ1iMP2S9uRnZdtk3VLwzl85CosSTqiw6Ox99peu4whUWqKZuBJ0KLpyAqeQTTgVs4tq1s0AQ47J7ofEzx66M3eOxt6gx4fxnzo6FAeeuGVwvFi8xex9NhSpGkc+46sWqfGqqRVGLBmAKrMqoK+K/si4WoCpnebjhPvnEC3Ot2sen7PiJ5oUqUJZu+dbZPE54fjPyBFnVJcvTOKaxAHnV6HrRe3Sr5maURRRPT30Rj852C7rUlkCYNoQEZOBqr4lL6PtiRR4VG4lXPLLic6WjsDz0ghVyBTl4kCQ4EUYZktMzcTelEvSYsmEzyiezHBo4fazeyb+ObIN3ix+YuoG1TX0eEQgA+jP4SuQIcvDtjnlMm73c65jZ9O/IS+K/uiyqwqGLBmAHZc3oEXm7+Iv1/8G2nvpWFc7Dh4unlavZYgCBjdcTROpJ3A9kvbJYj+PwWGAny25zO0q9YOj9Z99J6vxdSMQSWvSth4dqOka5blRNoJ7Lu+D0uOLkGyKtlu6xKZ607uHRhEg9lVJePAc3vsw5MqwTMOO7+dc9vqmCxhzrzB0oT4FrVoOvgNQSJnwwSPHmpz981FbkEuxsWMc3QoVKRh5YZ4usnThac/3jWY3VZuZt/Et0e+RY9feqDq7Kp4Zd0rOKY8hnfavoOdr+5EyugUfN37azxW7zHJBtEbvdD8BYT4hmD2PmlbUlckrsClO5cwPnb8A/OlPNw80DMzp5JCAAAgAElEQVSiJzae3WiXdjIAWJ64HO4yd8jd5Zi0Y5Jd1iSyRHp2OgDzk46GioYIlgdjz1XbDzxXqotaNP2sa9FU+BRWzhzVpmk8wdOaBE/uIUeAVwAreET3YYJHLkUURWy/tB0/n/i5+N0/S2VoM/DloS8xIHIAGlZuKFGEJIVxMeOQpcvCV4e/ssnzr2ddx4IDC9Dlhy4ImxOGQRsH4cKtCxjdcTQOvHkAV0Zewfye89G5VucSZ9lJxdvdG0PbD8Xm85uRdDNJkmcaRANmJMxAZNVIxDWMK/GauAZxSMtOw+GUw5KsWV48K06uQM+InhjRYQRWJa1CYlqizdclsoSlVSVBEBAVHmWXg1ZS1Cnw8fBBgFeAVc8xVvAcNSpBigoeUNimmZrNBI/obkzwyCXoDXqsObUG7Za0Q/efuuPldS8jZHYIuv3YDYsOLsKNrBtmP3PBgQXQ5GnwUcxHNoiYrNE6rDUer/c45u2fh5z8HEmeqSvQYcGBBejwXQeEzwvHiM0jkKHNwITYCTjxzgmcG3YOnz32GdpXb/9A1cuWBrcdDLm7HHP3zZXkeb+f/h2nVacxPnZ8qYOae0b0hEyQYcMZ25+mufvKblzPuo4Xmr2AMVFj4O/lj0k7J9l8XSJLWJN0RIdHI1mVbPOTKVM0hUPOrf17yrj3zVEVPONrbawkWirUL5QtmkT3YYJHTk1XoMPSo0vRZHETPLP6GWTqMvFt729x8M2DGBczDqmaVAzbNAw15tVAp6WdMGvPLFy4daHc52bmZuKLA1+gX6N+aBbSzA5/EjLXuJhxuJl9E/87/j+rn7Xl/BY0/7o5RmweAb1Bj+ndpiN5SDJOvnsSk7tORvOQ5nZN6u6m8FHgtZav4ZfEX6xuMxJFEdN2T0P94Pp4pskzZa4ZHR6Njedsvw9vWeIy+Hr4Iq5BHILlwRjVcRR+O/0bjimP2XxtInMZk44qvuYdsgL8tw9v3/V9ksZ0P6VaaXV7JnBXBc9BoxKM61pbwQvxDWGLJtF9mOCRU1Lr1Jizdw7qLqiLNze8CV8PX6zqvwrJQ5LxVpu30K56O0ztNhWnhpzCqXdPYWrXqcjT5+GD+A8QsTACLb9uiU93foqTN0+WeELhooOLkKnLfOCEQXIeXWp1QccaHTFr7yzk6/MtesblO5fR79d+6LmsJ0RRxKYXNuHw24cxLnacU7Xljuo0Cvn6fCw6uMiq52w+vxnHUo9hbMzYcltL4xrE4XjqcVzLvGbVmmXRFeiw5tQa9GvcD76evgCAUR1HIcg7CBN3TLTZunSvfH2+TectViTpWsv24AFA22pt4S5zt/lBKynqFKsPWAEcvwdPpVXBQ+YBf09/q54T6hfKBI/oPkzwyKmkZ6dj4j8TUWt+Lby39T00VDTElhe34MjbR/BM02dK/KG1cZXGGN95PI68fQSXRlzCnMfnwM/TD5N2TEKzr5qh0ZeNMC5+HA7dOARRFKHJ02De/nnoVb8X2lRr44A/JZlCEASMixmHy3cuY+XJlWbdm1uQi093forGXzbG3xf+xozuM5A4OBE9I3raKFrrRARH4P8a/R8WH1ps8Xw6Y/UuPKBw1ER5jPvzbHma5pYLW3A79zYGRg4s/lwl70p4L+o9bDy7EQdvHLTZ2vSf/qv7I/Z/sQ47Dt+VqLQqyN3l8PHwMfteHw8ftA5rbfMET6lRSpLgBXgFQCbIHLoHT+GjsLp7ItQvFJm6TOQW5EoUGZHrY4JHTuHKnSsYvmk4as2vhSm7puCR2o9g/xv7sf2V7Xi83uMmfwOoHVgbozuNRsLrCbgx+gYW91qMmpVqYtbeWWj/XXvUml8LfVf2RUZO4d4rcm69G/RG0ypNMXPPTJNPfNxwZgOaLm6KT3Z8gj4N+yB5SDLGxoyFl7uXjaO1zphOY3A79zZ+OP6DRffvurILe67twQfRH5g0xqGhoiHqBdWzaZvmssRlqOxT+YFRDcPaD4NCrsDEf1jFszVtvhabz2/GwRsHJdvnWZFZMuT8blE1onDwxkGLuw7Ko9apocnTSNKiKRNkDh12rsqx7rU2ctZRCcM3Dcfnez53dBj0kGKCRw6VdDMJr6x7BRELI/DV4a8wIHIATr17Cr8N+A0danSw6tlh/mEY3G4wtr60FTffv4kf+v6AlqEtsefqHjwR8QQ6hXeS6E9BtiITZBgbMxan0k+VeyDI+Vvn0Xt5b/RZ2Qdebl6Ifykev/b/FeGVwu0UrXWiwqPQsUZHzNs/D3qD3uz7p+2ehhDfELzR6g2TrhcEAXEN4rDt4jaLq4ZlUevU+OPMHxjQdMAD4yX8vfzxYfSH2HJhi12OlX+YJVxNQJ4+D3UC6+CTHZ/YZRC3K7M6wQuPQk5BDo6nHpcwqv9INQPPKFge7LAKXoY2Q5IEzxmHnadp0vDloS/x7ZFvHR0KPaTKTfAEQfAQBGG4IAhrij6GCYIg7TAoeujsu7YPfVf2ReRXkVhzag2GthuKi8Mv4n99/4fGVRpLvl6wPBivtHwFfzz/B25/eBvrnlsn+RpkG89FPofagbUxI2FGifsptflaTNg+AU0XN8XOKzsx+7HZOPHOCXSv290B0VpOEASM6TQGF25fwPoz682699CNQ9h6cStGdxoNuYfc5PviGsZBp9ch/mK8ueGW6/fk35FbkIuBzQaW+PUh7YcgxDcEH//zseRr03/iL8bDQ+aBv1/6G97u3nhrw1t2m3/oilRalUUHrBhF14wGYLuB50pN0Qw8f+sreEDhSZqO3INnPMnTGs6Y4K05tQYG0YALty8Uzy0ksidTKnhfAWgDYHHRR+uizxFZZM7eOYj6PgoJVxPwSZdPcGXkFczrOc9ulRa5h9ykFjZyDu4yd3wQ9QEO3DiAHZd3FH9eFEWsPbUWjb9sjGm7p+HZps/i7NCzGBM1RvKB5PbSr1E/1Amsgzn75ph137Td0xDkHYTBbQebdV9szVgEeAVgw1npxyUsT1yO2oG10alGyZVyHw8fjI0Zi38u/4N/Lv0j+fpUKP5iPKLCoxARHIE5j8/Briu7WFUoQ7o23aqqUjX/aqhVqRb2XLNNZdomFTwHnaJpbbXUKMSvqEUz23laNH9N+rX48JiEqwkOjoYeRqYkeO1EUXxFFMXtRR+vAWhn68CoYkpRp+CTHZ+gV/1euDLyCiY9MkmSv+CpYnut1WsI8Q3BjIQZAIBkVTJ6/NID/Vf3R6B3IHa9ugs/9/tZsne1HcVN5oZRHUdh77W92HfNtKPWE9MSsf7MegzvMBz+XuadRufh5oGeET3x57k/Ja3qpGnSsPXiVgyMHFjm/tl32r6Dav7VMHHHxBKrs2QdlVaFY6nHivdAvtbyNXSv0x0fbP0A17OuOzg656TSqlBZbt33pKjwKOy5tscm/03bIsFzRAXPIBpwK+eWJN//q/pWBeA8FbzrWdex++pujOo4Cj4ePth9dbejQ6KHkCkJnl4QhHrG3wiCUBeA+RtEiACM3z4e+YZ8LOi5AH6efo4Oh1yEt7s3RnUcha0Xt+LVda+i2VfNcPDGQSzouQBH3j6C2Fqxjg5RMq+1eg2B3oEmV/FmJMyAn6cfhncYbtF6cQ3ikKpJxZGUIxbdX5JVSatgEA2ltmcaebt7Y3zseCRcTcDWi1slW58Kbbu4DQDwWN3HABS2AX8b9y30oh7vbHyHSfV98vR5yNJlWZ10RIdHI0WdgmtZ0o8gUaqV8PHwsXq0gJFCrnDIHrzM3EzoRb0kCZ6nmycUcoXTJHirk1YDAF5s/iI61ejEBI8cwpQE730A/wiCsEMQhJ0AtgMYY9uwqCI6knIEPxz/ASM7jES94Hrl30B0l8HtBqOSVyX8eOJHvNz8ZZwddhbDOgyDu8zd0aFJys/TD4PbDsZvp3/DhVsXyrz2/K3z+DXpVwxuO7h4aLG5noh4AjJBJmmb5rLEZWgR0gJNqzYt99o3Wr2BmpVq4uN/PmbCIbH4i/Go5FXpnnEwdYPqYmrXqfjz3J9mjx+p6IytitbswQP+G3huiwOEUjSFM/CsHS1gFCwPhiZPY/c5icaB8lLswQMK9+E5S4vmyqSVaB3WGvUV9RFbMxb/pv2LzNxMR4dFD5lyEzxRFLcBqA9geNFHQ1EUuWGCzCKKIkZuGYmqvlUxvjOHi5P5ArwCEP9yPI68fQRL+y4tbsupiIa2Hwp3mTvm759f5nUzE2bCQ+aB0Z1GW7yWwkeB6PBoyRK8C7cu4MCNA+VW74y83L0wIXYCDt44iL/O/SVJDFT4d+7Wi1vRtU7XB94EGd5hONpXb4/hm4cjPTvdpnHoCnT4dOenSFYl23QdKRiTDmurSs1CmsHXw9cmB61INeTcyDjs/HbObcmeaQqpXmujEL8Qp6jgXbx9EQdvHMSApgMAADE1Y2AQDdh33bSWeyKplJrgCYLQreifTwF4EkAEgHoAniz6HJHJ1p5ei4SrCZjadSoCvAIcHQ65qLbV2qJ1WGtHh2Fz1fyr4YXmL+D749+Xuj/mWuY1/HTiJ7zZ+s3iU+Qs1btBbxxPPS7JvqzlicsBAM9HPm/yPa+2fBV1g+pyL56ELty+gCuZV/BonUcf+JqbzA1L+yxFZm4mRm4ZabMYdAU6PL3qaXyy4xO89PtLTn96Z7q2MNm1Nulwl7mjY42O2Htd+gRPqVZKMgPPyFj5t3ebpnE9qRK8UL9Qp0jwViWtAgA82/RZAEDHGh3hJrhh9xW2aZJ9lVXB61L0z7gSPnrbOC6qQHILcvH+1vfRPKQ5Xm/1uqPDIXIJozuOhjZfi68Pf13i12ftnQURIj6I/sDqteIaxAEANp61bui5KIpYlrgMnWt1NutUXA83D0zsPBFHlUexLpkjTKRgHH3xWL3HSvx6ZNVIjI8dj+WJy/Hn2T8lXz9Pn4dnVj+DP8/9if5N+uNwymH8cPwHydeRkpRVpajwKJxIPQFNnsbqZ91N8gpeUYukvQ9aKW7R9JGoRdM31CkGna88uRKdanRC7cDaAABfT1+0DmuNhGs8SZPsq9QETxTFT4p++akoiq/d/QFgin3Co4pg/v75uHznMub3mA83mZujwyFyCc1CmuHxeo9j4cGF0BXo7vlamiYNS44uwUvNX0LNSjWtXqtR5UaoF1TP6jbN46nHcSbjDF5o9oLZ977Q/AU0UDTAxB0Tnb7S4wriL8YjPCAc9YPrl3rNuNhxiKwaiXf+fAdZuizJ1s7T5+HZ1c9iw9kNWNxrMVb1X4VONTph3LZxTr0XSeoETy/qcfDGQaufZaTWqZGdny1pgldcwbPzqARbtGhm52dLnlCbI1mVjBNpJ4rbM41ia8biwPUDD/w9TmRLphyysraEz62ROhCqmFI1qZi2exr+r9H/oWudro4Oh8ilvNfpPaRqUovbHo3m7Z+HPH0exsaMlWQdQRAQ1yAO2y5uQ3ZetsXPWZa4DB4yDzzd+Gmz73WXueOTLp/g5M2TWHOK32KsoTfosf3Sdjxa99EyD+PwdPPEd3Hf4UbWDYyNl+a/pXx9Pp5b8xzWn1mPRU8swuB2gyEIAhY8sQDp2emYsst53x+W8uCPjjU6QoAg6T4844gEKVs0jRU0e1fwMrQZ8JB5SHYaqDMMO//15K8QIOCZps/c8/nYWrHQ6XU4nHLYQZHRw6isPXiNBEF4GkAlQRCeuuvjVQDedouQXNqE7ROgK9Bh1mOzHB0Kkct5tO6jaB7SHHP3zy3em3Y75zYWH1qMZ5s+iwaKBpKt1btBb+j0Omy7tM2i+/UGPVacXIGeET0tbrsa0HQAmlRpgkk7JkFv4DQeSx1VHsXt3NvF4xHK0qFGB4zsOBJfHf4Ku67ssmrdfH0+nl/7PH5P/h0Lei7AkPZDir/WtlpbvNbyNXxx4AucUZ2xah1bUWlVCPQOhIebh9XPCvQORNOqTSUdeC71DDzAcXvwjEPOpToN1NEJniiKWJm0Ep1rdX7g3090eDQADjwn+yqrgtcQhXvtAnHv/rvWAN6yfWjk6o4pj+H7Y99jRIcRiAiOcHQ4RC5HEASM6TQGJ2+exN8X/gYALDy4EOo8NT6K+UjStWJrxSLAKwAbzljWprnryi6kqFMsas80cpO5YfIjk3FadRorTq6w+Dn3u3T7EsbGj8WNrBuSPdOZGfffdavTzaTrp3SdgjqBdfDmH28iJz/HojXz9fkY+NtArD29FvN7zMewDsMeuGZ69+nw8fDBqC2jLFrD1tK16ZK1DAJAVI0o7Lu2T7KWY6VGCQAI85eugufv6Q93mbv99+DlqCTbfwcAIb4hAOCwfXiJNxORrErGc5HPPfC1Kr5V0KhyI87DI7sqaw/e+qL9dr3v24M3XBRF6Y+GogpFFEWM2jIKlX0qY0LnCY4Oh8hlPRf5HKr5V8PsfbOhydPgiwNfoE/DPmgW0kzSdTzdPNEzoic2ntto0Q+kyxOXw8/TD3EN46yK46nGT6F5SHNM3jkZBYYCq56lK9Bh6q6paLK4CT7b8xlGbB5h1fNcRfyleDQPaY4QvxCTrvf19MWSuCU4d+scPt35qdnrFRgK8OLvL2LNqTWY+/hcjOhY8usc4heCiZ0nYtP5TTY52MVaxqqSVKJrRiNTl4nT6acleZ4tKniCICBYHuyQPXhSvtaOruCtPLkSboJbqe3psTVjsefaHu4vJrsxZQ/eMUEQhgiCsFgQhO+NHzaPjFza78m/Y+eVnZjSdQoqeVdydDhELsvTzRPD2g9D/MV4DPlrCG7l3ML4WNvMkoxrEIdUTSqOpBwx6z5dgQ5rTq9Bv0b94OPhY1UMMkGGTx/5FOdvncfPJ362+Dl/X/gbzb5qho//+RhxDeIwosMIrD29Fjsv77QqPmenzdci4WqCSe2Zd+tetzveaPUGZu2dhaPKoybfV2AowEu/v4RVSasw+7HZGNWp7OrcsA7D0FDREKO2jLL7cO3ySJ10FA88l6hNM0WdAl8PX8n2rRkp5ArcyrX/HjwpX+vKPpUhE2QOSfBEUcSvSb+ie93uqOJbpcRrYmrG4E7uHSTdTLJzdPSwMiXB+xlAKIAeAHYCqAFAbcugyLXpCnR47+/30KxqM7zR+g1Hh0Pk8ga1GQRfD1/8dOInPFr3UbSv3t4m6zwR8QRkgszscQmbzm/Cndw7Jg83L0+fhn3QtlpbfLrrU7OTgOtZ1/Hs6mfR45ceAIAtL27BqmdWYUb3GQgPCMeoLaMq9P6+hKsJyNPn4dG6D86/K8+sx2ahim8VvPHHG8jX55d7fYGhAC///jJWnlyJzx/9HGOixpR7j6ebJ+b1mIdzt87hi/1fmB2jLam0KlTxKfkHdEvUC6qHqr5VJTtoRalRIsw/TLJ9a0aOquBJcZiNkZvMDVV9qyIt2/4tmodTDuPi7Yt4rumD7ZlGsTVjAYBtmmQ3piR4EaIofgwgWxTFH1E49Fza3iCqUL448AUu3bmEeT3mwV3m7uhwiFxekDwIb7QqfLPEVtU7oPBEvajwKLPHJSxLXIYqPlUsSipKIggCPn3kU1y+cxn/O/Y/k+7J1+dj9t7ZaLSoETac3YApXacgcXAiHq/3OABA7iHH5499jmOpx/DjiR8lidMZxV+Mh6ebZ/EPlOYIkgdhca/FOJ56HHP2zSnzWr1Bj1fXvYoVJ1dgZveZeD/6fZPXeaL+E3iy/pOYsmuKUwynBgqrMOnZ0u7BEwQBUeFRiL8YL0m1UuoZeEYKH4Vd9+AZRAMycqSt4AGF+/Ac8d/TypMr4SHzwP81+r9Sr6kdWBvV/avzoBWyG1MSPOPbeHcEQYgEUAlAbZtFRC4tTZOGqbumok/DPuhet7ujwyGqMKZ2m4oNz2/AI7Ufsek6cQ3icCz1GK5nXTfp+ixdFjac2YABTQdI+oZOz4ie6FijI6bunlru/KhdV3ah1Tet8P7W99G1TlecevcUJnSeAC93r3uuG9B0ADrV6ISPtn0Eta5iNqJsvbgVUeFR8PX0tej+fo37oX+T/pi0Y1Kpp13qDXq8tv41LEtchundpuPDmA/NXmdej3nILcjFuG3jLIpTatn52dDpdZInHYPaDMIN9Q18d/Q7q59lqwQvWB5s11M0M3MzYRANkr/WoX6hdk/wDKIBq06tQs+IngiSB5V6nSAIiKkZg91XdxefiExkS6YkeN8KghAEYAKAPwCcAvCZTaMil/XxPx8jtyAXsx+b7ehQiCoUfy9/9G7Q2+brxDUoPCTF1EMwfjv9G3R6nWTtmUaCIGBK1ym4nnUdS44uKfGaNE0aXv79ZXT5oQs0eRqsf249Njy/AXWC6pT6zPk95yMtOw0zEmZIGq8zSM9Ox/HU43i0jnWV1IVPLISPhw/e3PDmA4dC6A16vP7H6/j5358xtetUjIu1LEGrr6iPUR1H4YfjP0g6DNxSUg/eNupRrwdia8Ziyq4pVs2YFEURSrVS0hl4Rgq5fSt4Us4bvFuoX6jdWzT3XtuL61nXHxhuXpLYmrG4nnUdVzKv2CEyetiVmeAJgiADkCWK4m1RFHeJolhXFMWqoih+Y6f4yIUcTz2O745+h2Hth6G+or6jwyEiCzSq3Ah1g+qa3Ka5PHE56gTWQccaHSWPpXud7uhcqzOm755+z/H9eoMeiw4uQsNFDbHy5Ep8FPMRTg05hT4N+5T7zPbV2+Ol5i9h7r65uHT7kuQxO9L2S9sBwOpW2VC/UMzrMQ8JVxPw9eGviz9vEA14c8Ob+OnET5j8yGSM72xdu/CEzhMQ6heK4ZuGO/x0QVsleIIgYEb3GUjVpGLhwYUWP0edp0Z2frbNKnjafC1yC3Ilf3ZJbPVaG1s07Vkh+/Xkr/B29zbp756YmjEAOA+P7KPMBE8URQOAoXaKhewo6WaS1UeQ3804FiFYHoyPu3ws2XOJyL4EQUBcgzhsu7QN2nxtmdemalKx7dI2DGw2UPKDH4yxfPrIp1BqlPjq8FcAgAPXD6D9d+0xbNMwtKveDomDEzGt+zSzTu+c3n063GRu+DDe/NZCZxZ/MR6VvCqhbbW2Vj/r5RYv4/F6j+PD+A9xNfMqDKIBb/3xFn44/gM+6fIJJnaZaPUa/l7+mNl9Jg7cOIBf/v3F6udZw5h0SHnIilF0zWg8Wf9JfLbnM9zOuW3RM5Tqwhl4tkrwANitimdsB7VFi2aePg93cu9I+tzS6A16rD61Gr0b9Ia/V/knm0ZWjUQlr0rYfYUHrZDtmdKiuVUQhPcEQQgXBCHY+GHzyMhmNpzZgMivItHi6xbFw5Ottf7Meuy4vANTuk5BoHegJM8kIseIaxCH3ILc4oHZpfn15K8wiAarhpuXp0vtLuhepztmJszE2xveRqelnZCqScXKp1fi7xf/RsPKDc1+Zo2AGvgg6gOsPrXaLj9sXc+6jpUnV9q0siCKIrZe3IpudbrBTeZm9fMEQcA3vb+BKIp4Z+M7GLRhEL4//j0+7vwxPunyiQQRF3qpxUtoX709Poz/0KH7ItOz0wFIn3QYTes2DXdy72DW3lkW3W+cgWerFk3AfgmerSp49p6Ft/PKTqRlp5nUngkUnvQZXTOaJ2mSXZiS4L0OYAiAXQCOFH0ctmVQZDsG0YDx28ejZqWa0BXo0OOXHui9vDeSVckWP9M4FqFplaZ4q81bEkZLRI4QWysWAV4B5Y5LWH5yOVqGtkTjKo1tGs+UrlOQrk3H98e+x6iOo5A8JBkDIgdYVTV8P/p91AiogVFbRtm0PfB2zm08+tOjeH7t8zZtzbpw+wKuZF6R7CRToPDkv+ndp2PT+U347th3GB87HpMfmSxptVYmyLCg5wKkalIxbfc0yZ5rLlslHUYtQlvg+cjn8cWBLyxKQGwx5NzIWMGz16iE4j14PtLuwQvxCwEAu+3DW3lyJfw8/dCrfi+T74kJj8Fp1eni14DIVspN8ERRrFPCR117BEfSW5W0Cok3EzGj+wwkvZuEzx/9HLuu7EKzr5ph5OaRFr2Dt/DgQly4fQFze8zlWASiCsDTzRM96vXAxrMbS01+zmWcw8EbBzEwUtrDVUrSKbwTVj+zGscGHcOcHnNMaocqj4+HD2Z2n4kjyiNWDVQvS74+H/1X98fF2xcR4BWAefvn2WQdAMXVVikTPAAY0m4IXmz+IqZ1m4YpXafYpBW3Q40OeKXFK5i3fx7O3zov+fNNodKq4Ca4oZJ3JZut8WnXwrmO03aZn8gqNbZr0TQmWvas4HnIPCQf2G7PCl6+Ph9rT69Fn4Z9zGoPj61VOL5kz9U9tgqNCIBpFTyqIAoMBfhkxyeIrBqJ5yKfg5e7F96Pfh/nhp3D6y1fx8KDC1F/YX0sOrjIpCG3AHAz+yam7JqCJ+s/WTxviohcX1yDOCg1ShxVHi3x6ytOroAAAc83e94u8fRv0h/NQqQdwfp8s+fRoXoHjNs2Dpo8jaTPFkURQ/4agu2XtmNJ3BIMbTcU65LX4cKtC5KuY7T14lbUrFQT9YOlPeDKTeaGn/v9jI9iP7JJcmc0o/sMeLp5YvSW0TZboywqrQoKHwVkgu1+LIoIjsAbrd7AN0e+MfuAnxR1Cnw9fCV5c+N+xRU8O41KyNAWzsCT+r8neyZ48RfjcSvnVpnDzUvSrlo7eLl5sU2TbI4J3kPk5xM/42zGWUzpOuWeb2IhfiH4Ju4bHH37KFqEtMCwTcPQ4usW2HJ+S7nPnPjPRGjztZj9OMciEFUkver3gkyQYcOZB0/TFEURyxKXoXOtzqgRUMMB0UlDJsgwv+d8KDVKfJYg7fSfufvmYsnRJRgXMw6vtHwFQ9oPgbvMHQsOLJB0HaDwsIftl7bj0TqP2jQJs6Uw/zB83PljbDi7waTvPVJT5ahscsDK/T7u/DHcZG6YtHOSWffZagYe4IA9eDkqydszASDIOwgeMg+kaWzforkyaSUCvQPNfmPby90L7aq340maZHNM8B4SugIdJu+cjLbV2qJvw74lXtMitAzxaEEAACAASURBVAW2vbwN6wasQ54+Dz2X9cSTy58sdX/ev2n/YsnRJRjSbggaVW5ky/CJyM4UPgpEhUdh47kH9+EdVR7F2YyzNj1cxV461uiIgc0GYva+2bhyR5r5VOuT1+P9re+jf5P+mNptKoDC1rrnIp/D98e/l/yUv6PKo7iTe0fy9kx7G9FhBCKCIzByy0iTu0ikkp6dbrP9d3erHlAdQ9sNxc8nfkbSzSST71NqlAjzl/6AFaCwXdnTzdOue/Bs8VoLgoAQvxCkZtu2gpdbkIt1yevQr1E/eLl7mX1/bM1YHFEesWouIlF5Sk3wBEFoXdaHPYMk63139DtcybyCqV2nlvkOryAI6NuoL5LeTcKsx2Yh4WoCIhdHYsSmEfe8uyeKIkZvGY1A70BJjssmIufTu35vHFUexY2sG/d8flniMnjIPPB0k6cdFJm0ZnafCQECxm4ba/WzjimPYeBvA9G2Wlv8+H8/3tMtMarjKGjyNPju6HdWr3O3rRe3AgC61+0u6XPtzcvdC/N6zEOyKhmLDi6y69q2SjpKMjZmLPy9/DHhnwkm32PLCp4gCHYddm5s0bSFUL9Qm7dobj6/GVm6LDwXaV57plFszVgUGApw4MYBiSMj+k9ZFbw5RR9fAjgA4FsAS4p+LX2PCdmMNl+LqbunIrZmrMntBF7uXngv6j2cG3YOb7Z+E4sOLULEgggsPLAQ+fp8bDi7AdsubcPkRyYX9+8TUcUS1zAOAO45TVNv0GPlyZXoVb9Xhfl/P7xSON6Peh8rT67E3mt7LX7OjawbiFsRB4VcgfXPrX/g8IVWYa3QpVYXLDiwQNI5pPEX49EipAWq+laV7JmO8mT9J9Ezoicm7ZyEm9k37bauPRM8hY8C73V6D+uS1+HA9fJ/yBdFsTDB87NNggcU7sOz1x48lVaFynLbJXi2btFceXIlKvtURrc63Sy6v1N4JwgQ2KZJNlVqgieKYldRFLsCuAKgtSiKbUVRbAOgFQDHHHNFFll8aDFSNamY2q3s6l1JqvpWxde9v8axQcfQKqwVhm8ejuZfN8eIzSPQuHJjDGozyEZRE5GjNa7cGHWD6mLD2f/24e24vANKjRIDm9n+9Ex7+iD6A1Tzr4aRm0daNDYhOy8bfVb2QaYuExue31BqO93oTqNxLesa1p5aa23IAArfwNtzbY/Lt2caCYKAeT3mQZuvxfht4+2ypkE0ICMnwy578IxGdhyJKj5V8NH2j8q9Vp2nhjZfa7MWTaAw6bRHBc/4WttiDx4AhPiG2LSCl52XjQ1nN6B/4/4Wnxoe6B2I5iHNedAK2ZQpe/AaiaKYaPyNKIonAbS0XUgkpSxdFmYmzMTj9R5H51qdLX5O85DmiH8pHuufW48CQwEu37mMuT3mwsPNQ8JoiciZCIKA3vV7Y9ulbdDmawEAyxOXw8/TD70b9HZwdNLy9fTFjO4zcCjlEJb9u8ysew2iAS/+/iKOpx7HiqdXoEVoi1Kv7d2gNyKCIyQbmZBwNQF5+jw8VvcxSZ7nDBpVboTh7Ydj6bGlOJJyxObr3cm9A4NosFsFDwD8vfwxPnY8tl/aXjziojS2nIFnZK8Knq1f61C/UNzMvmmz2ZYbz26ENl+LAZGmDTcvTWzNWOy7tk/SSj7R3UxJ8E4LgvCdIAiPCILQRRCEJQBO2zowksYX+79ARk4GpnadavWzBEFAn4Z9kPRuEhIHJ6JnRE8JIiQiZxbXMA65BbnYdnEbcgtysfb0WjzV+CmzZj+5ihebv4i21dpi3LZxZh2AMC5+HNYlr8Ocx+eUm/jKBBlGdBiBAzcOYN+1fdaGjK0XtsLTzRMxNWOsfpYzmdhlIqr4VsGIzSMgiqJN10rPTgdguyHnpXmn7TsIDwjHR9s+KvPPqFTbbgaekb324BkPcrFlgqcX9TY7MObXpF8R5heG2JqxVj0npmYMsvOzcTz1uESREd3LlATvNQBJAEYAGAngVNHnyMndyrmF2ftmo2/DvmhXvZ1kz/V080Rk1UjJnkdEzqtzrc4I8ArAhrMb8Ne5v5Cpy7TLcHNHkAkyzO8xHzfUNzBr7yyT7ll6dCk+3/s53mnzDkZ0GGHSPa+2fBWB3oGYu3+uNeECAOIvxSMqPAq+nr5WP8uZVPKuhOndpmPPtT1YcXKFTddSaVUA7J/gebl7YdIjk3Ao5RDWJa8r9TpjBS/Mz3YtmsHyYGRoM2yeTBtfa+NoBqn9f3t3Hh5lee4P/HvPZJvsM0kMEJLATMIqFUERBCx1o0g8LuBSa9XaHmqPVYu1HrtZ/bW1R6mWaqvn2LrUWlfcUSuCSxEUBRVUEgIESIAAmez7Ns/vj5k3RsgyM3nfeWf5fq4rF2Qy874301T45nme+85NyQVgzCy8xo5GvLbzNVw89WJYLdYRXUv7gcz6fdymScYYNuAppTrgbbRyK4BfAfiz7zEKcys2rEBzZzN+843fmF0KEUWoBGsCFroWYnX5ajy+7XEcl3JcxHdrHMrcgrm4ZOoluGvDXahqrBryuW/veRvXvHoNznKehXsX3ev3GefUhFQsm7EMz5c+j70Ne4Outaa1Bp8e+jSqtmf2990Tv4uZo2fi5jdv1n0QfX9mBTwAuOKEKzApexJ++fYv0evpHfA5odiimWXLQmdvJ9p72g27B2D8e23ksPOXdryEzt5OXDJ1ZNszAe+4jPGZ43kOjwwzbMATkQUAdgL4M4D7AZSLSPCHuSgkDrccxr0f3otLj78U03KnmV0OEUWwkgklqG6pxotlL+KSqZcE3VwgUtx55p3wKA9+tu5ngz6nvLYcS55ZgmJHMZ656JmAzyNfd8p1sIgF9226L+g61+1ZBwBR02DlaBax4K6z7sKB5gN4fefrht1HCx05KaFrsqKJs8ThN9/4DbbXbMfj2x4f8DnVLdVITUhFWmKaYXVoHXGNnoWnnfOLxID39BdPozCjELPHztblevML5+O9yvcMXzWl2OTPFs27AZytlPq6Uuo0AAsB6HM6nAzz+/d+j86eTty24DazSyGiCHdO8TmwiAUKKiqGmw+nMLMQN516E/752T/xwf4Pjvl6bVstFj+xGFaLFasvW43MpMyA7zE2fSwumnIR/vrxX9HU2RRUnWsr1iIzKRMzR88M6vWR4JS8UwAAO+t2GnaPmjZzzuBplkxegpmjZ+LX7/wanT2dx3z9YPNBQ7dnAl8GPKPP4YVqBe9wq76jEmrbarFm9xpcPPXigLuRD2Z+wXzUtNWgvLZcl+vRl6oaq7CrLrYb/vsT8OKVUju0T5RS5QDYOjGMVTVW4YHND+DKE67EhKwJZpdDRBEuOzkb8wrmochRhFl5s8wuJyRumXcLRqWOwo//9eOv/IS9q7cLS55ZgsrGSrx4yYtw2p1B32P57OVo7mrGw588HPBrlVJ4s+JNnD7+9BGfBwpnKQkpGJ062tB/rLnb3LDF2UxrHCQiuOOMO7CvcR8e3PLgMV83csi5RhtbEIqAF2+JR2pCqiHXT01IhS3OpvsK3gtlL6DH0xP0cPOBaOfwOA9Pf9e8eg3O/sfZMb066k/A2ywiD/m6aC7wddE0vm8xBe23//4tlFK49eu3ml0KEUWJJ5c8ibXfWavbT6/DXWpCKu44/Q5sOrCpr8mHUgo/WP0DvLvvXTz8Hw9jbsHcEd3j5LyTMa9gHv606U+Dnr8azK66XahsrMSZ46Nze2Z/RY4iwwOeWat3mrOcZ2HBuAX47frfHnPesLql2tAZeEC/LZoGj0rQ3muj/jsiIhiVOkr3gPfU50+h2FGME0edqNs1J2ZNRE5yDs/hGeCzw59hT8MebKmO3bjiT8D7IbxdNK+Ht5PmdgDXGFkUBW933W48/OnDWDZzGQozC80uh4iixJi0MTH335Qrp1+JE0ediP9e+99o627DnRvuxKOfPopbT7sV3/6aPltVl89ejr0Ne4fsojgQbXZatJ6/6y8WAp6I4I7T78CR1iP40wd/6ntcKeVdwUs1eAXPFpoVvNr2WsPf61Gpo3Tdonm45TDe3vs2Lpl6ia7BVEQwr2AeA57OWrpaUNXkbZD13PbnTK7GPP500eyEt8HKr/FlF81jN4lTWLjt3dsQb4nHL+b/wuxSiIgimkUsWPnNldjftB8XPH0BfrbuZ7j0+Et1Pdt83sTzMD5zfMCDz9fuWYvCjEIUOYp0qyVcuewuVLdUBzSbMBDuNrcpDVaONid/Ds6dcC5WbFzRF7SaOpvQ1t1m+BbNUDVZcbe5+7aDGiU3NVfXFbxV21fBozy6bs/UzCuYh4r6ir5OqTRy2plGW5wNq0pXxew2TXbRjCLba7bjn9v+iR/N+pHh2zmIiGLBaYWnYemUpVizew1mj52NR857RNef4lstVtxwyg3YULUBHx740K/X9Hp68daet3Cm88yY2DKrhdiK+gpDrl/TVmP6Cp7md6f/Dk2dTbjzvTsBeLdnAjD873RbvA22OFtIzuAZvoKXou8Wzae+eApTc6Zi6nFTdbumRhuYznN4+ilzlwEAls1chl11u7Dt8DaTKzIHu2hGkVvfvhWpCam4ee7NZpdCRBQ1Vi5ciRtOuQEvXvIikuKSdL/+1SdejfTEdL9X8bZUb0FDR0NMbM8Evgx4Rm3TdLe5kW0Lj4A3LXcaLpt2Ge778D4cbD4Ykhl4GofNYfgZvNq2WsPf61Gpo1DbVovu3u4RX2t/0368V/meIat3AHDi6BOREp/Cgec6Kq0phVWsuOnUm2ARC54rjc1tmoZ10RSRh0XkiIh83u8xh4i8KSI7fb/agyubjvZx9cd4rvQ5LJ+9PGx+EklEFA3y0vOw8psrkZuaa8j10xLT8P0Tv49nv3h22OHqwJfn704ff7oh9YQbl8MFANhdv1v3a3f1dqGpsyms/t68fcHt6PZ047f//i2qm70reKEIeFnJWYau4HmUB7XttSHZoqmg+sZfjMQzXzwDALoMNx9InCUOs8fOxntVXMHTS1ltGZx2J8amj8Vphadh1fZVZpdkCiO7aD4K4JtHPXYLgHVKqWIA63yfR6RXy18Nq2+aX739K9iT7Lhxzo1ml0JERAG6/pTroaBw34fDDz5fW7EW00dNx3Epx4WgMvNlJmUiy5ZlyAqeduYsnAKey+HCf874T/z147/2NeAweg4eYPwKXkNHAzzKE5ImK4A+w86f+vwpzBg9A8VZxSO+1mDmF8zH1kNb0djRaNg9YkmZuwyTsicBAJZOXopSdym212w3uarQM6yLplLq3wCO/lHQeQD+7vv93wGc73elYUQphTs33ImrX7oau+v0/4lioDZWbcRrO1/DzXNvRkZShtnlEBFRgAozC7Fk8hI8uOXBY9rk99fW3YYNVRtiYjxCf0Z10tQGb4dDk5X+fnXarxBviceDWx5EakIq0hLTDL9nls3YFbxQhem+YectI+ukWVFfgY8OfoRLpxqzPVMzr2AeFBQ2Vm009D6xoNfTi/La8r6Ad8HkCyCQmOym6VcXTaXUPUqpC5VSFyil/jiCLpq5Sqlq33WrAUTkjx9FBI9f+DjiLHG49LlL0dXbZVotSin84q1fIDclF9fNus60OoiIaGSWz16Oxs5GPPrpo4M+Z/2+9ejq7YqZ83caowKeto0vnFbwAG9TFW1VNxTbMwHfCp6BXTS1MB0pK3hPfPYEAODiqRePuKahzB47G3GWODZa0cHehr3o6u3C5OzJALxbm0/NPxWrSsNnx12o+NNFc67vvFy5iFRoH0YXJiLLRGSziGyuqRn5Pmq9FWQU4KH/eAibD27GL9/6pWl1vLXnLbyz9x38fP7PkZKQYlodREQ0MnPy52D22NlY+cHKQQefr61YiwRrAuYXzg9xdeYqchShqqkKnT36TmkKVegIxs1zb0ZGYgby0vJCcj9tBc+otvLae63N3DNKbor3rOxIAt6a3Wvwm3//BgtdCw2f/5mSkIIZo2dwHp4OtA6a2goeACydshTbDm/DztqdZpVlCn+2aD4E4B4A8wCc3O8jGIdFZDQA+H49MtgTlVIPKqVOUkqdlJMTXlsnNBdMvgA/POmHWLFxBd7Y9UbI76+t3o1NH4tlM5eF/P5ERKSv5bOXY3f9bqwuXz3g19+seBNz8+ciOT45xJWZy2V3waM82NuwV9frhnPAc9gcWH3Zavzh7D+E7H7dnu4htwiPRKjea1u8DemJ6UEHvPX71uP8p87H5OzJeHLJkzpXN7B5+fPw4YEPdf8BRqwpdZcCACZmT+x77MLJFwJAzHXT9CfgNSqlXldKHVFK1WofQd7vZQBX+n5/JYCXgrxO2Lj77Ltx/HHH44oXr9B17oo/VpevxqYDm3Drabca0rqbiIhC68LJF6Igo2DAkQlHWo9g6+GtMbc9EzBuVEKoVpWCNa9gHmaMnhGSe2ndLY06h6c1cAlFmB6VOgqHWwM/g7f54GYsfmIxCjMLseY7a2C3habZ+/zC+ejs7cTmg5tDcr/h9Hp6sWr7KvR4eswuJSBl7jIcl3IcHDZH32MFGQWYlTcrrBojhsKgAU9EZojIDABvi8gKEZmjPeZ7fEgi8iSA9wFMFJH9IvI9AP8D4CwR2QngLN/nEc0Wb8NTS55CU2cTrnzxSniUJyT39SgPfvn2L+Gyu3DV9KtCck8iIjJWnCUO18+6Hu/uexcfV3/8la+9tectAMBZzrPMKM1URga8zKRMxFuHnf4U9bR/FBvVSdPd5ka8JR6pCamGXL+/3JTcgH/o/tnhz7Dw8YXITs7G2u+sDWmX2rn5cwEgbLZprtuzDhc9exEe+vghs0sJSP8Omv0tnbwUW6q36L4DIJwNtYJ3t+/jFAAnAbij32PD7hdQSn1LKTVaKRWvlBqrlHrIt/p3hlKq2Perce2aQmjqcVOxcuFKrNm9BndvvDsk91y1fRW2Hd6G2xbcxr+YiIiiyPdnfB+pCanHrOKtrViLzKTMkK3ohJPs5GykJ6brPguvpq0mLLdnmkFbxTRqBc/d5kZ2cjZExJDr9zcqdVRAAa+8thxn/eMsJMUlYd0V65CXHppzj5qclBxMyp4UNgFvT/0eAMDd79896HngcFTmLutrsNLfkilLACCmumkOGvCUUt8Y4iM2pqsGYNnMZVgyeQl+/tbP8eGBDw29V2NHI3719q8wJWcKvnX8twy9FxERhVZGUgaunn41nvr8KRxoOgDAe+b6zYo3cfr402G1WE2uMPREBC67y5AVPAY8L20Fz8gtmqF6rwPZormvYR/OfOxMeJQH665Yh/H28QZXN7D5BfOxoXJDyHaCDaWysRIAsLNuJ17aERmnqdxtbtS21w64gue0O3HiqBNjqpvmUFs0L/f9euNAH6ErMTKICP567l8xJm0MvvXct9DU2WTIffY37cf8R+ajor4C95x9T0z+RU9EFO1umH0Dej29+MtHfwHg3ZpY2VgZk9szNUaMSmDA+1LfFk2DRiWE8r3OTclFQ0cDOno6hnxedXM1znjsDDR3NWPNd9YMGA5CZX7BfDR2NuLzI5+bVoOmqqkKY9PHwml3YsXGFYZ1VtVTaY23wcpg/xsunbIUH+z/APub9oeyLNMMtUVT67mfNsgHHcVus+OJC5/AvoZ9+OGrP9T9/xDbDm/D7L/Nxt6GvXjtstewsGihrtcnIqLw4LQ7cf6k8/F/W/4PrV2tWFuxFgBissGKpshRhD0Ne3Rt/OBucyMnOTw7dYea0St47jZ3XyMXo/kz7Nzd5saZ/zgTh1oO4fVvv47po6aHpLbBzCuYBwBhMQ+vsrES4zLH4SdzfoIP9n+ADVUbzC5pWAONSOhvyWTvNs3nS58PWU1mGmqL5v/5fr19oI/QlRhZ5hbMxW0LbsMTnz2Bx7Y+ptt111Wsw/xH5kNBYf131+MsV+z+FJeIKBYsn70cde11eGzrY3iz4k0UZhTCZXeZXZZpihxF6PH0oKqxSpfrKaW4gtdPYlwiUuJTDG2ykm0L3RZNAINu02zsaMTCxxeior4Cqy9bjdljZ4ekrqGMyxyHvLS8sDiHV9lYiYKMAlw1/SpkJ2djxcYVZpc0rDJ3GZLiklCQUTDg1ydmT8Txxx0fM9004wb7gojcO9QLlVLX619OdPjZvJ9h3Z51uPa1azEnfw4mZE0Y0fX+sfUfuPrlqzEpexJeu+w15Gfk61QpERGFq3kF83DSmJOwctNKHGk9gqWTl4akQUW40sLtrrpdupyTau1uRUdPBwNeP1nJWYas4HmUB3XtdSE9gwcMPOy8tasV5zxxDj47/BlevPRFLBi3ICQ1DUdEML9wPtbvWw+llGn/X+/19GJ/034UpBcgOT4Z1558LW5/93aU1pRics6xDUzCRVltGSZmTYRFBt+cuHTyUtz+7u041HKo73skWg21RXPLMB80CKvFiscveBxJcUm4dNWlQQ+uVErhjvV34IoXr8D8gvlY/931DHdERDFCRLB89nKU15ajoaMhprdnAvqPSgjnIedmcdgchqzgNXQ0wKM8IduimZuaC+DYgNfR04HznjoPH+z/AE8ueRLnFJ8Tknr8NS9/Hg40H8C+xn2m1XC49TC6Pd19K2HXnnwtkuKScPf7oekSH6wyd9mwAXTJlCVQUHih9IUQVWWeobZo/r3/B4BVR31OQ8hLz8Mj5z2CTw59glvW3hLw63s8Pbhm9TX4xVu/wLenfRv/uvxfyEzKNKBSIiIKVxdNuQh5ad6W7aePj+0G1qPTRsMWZ2PAM1CWzZgVvFC/19oMu/5n8Lp7u3Hxsxdj3Z51eOS8R/pa54eT+YXzAQDr95m3TVProKkFvJyUHFw9/Wr8Y9s/UN1cbVpdQ+no6cCe+j2YlDV0k5ypOVMxMWsiniuN/nEJQ63gAQB8A863Ayj1fX6CiNxveGVR4NyJ5+L6Wddj5aaVeLX8Vb9f19LVgvOfOh8PfvwgfjbvZ3jsgseQYE0wsFIiIgpH8dZ43LPwHtw4+0bkpMR2MxCLWOC0O3WbhaeFDjZZ+ZLD5jCki6Z2zVAFvARrArJsWX0reL2eXnznhe/glfJXcP859+OKE64ISR2BmpozFRmJGaaewzs64AHAjXNuRI+nB/duGvL0lmnKa8uhoIbtgioiWDplKd7Z+w5qWmtCVJ05hg14AFYCWAigFgCUUlsBnGZkUdHkzrPuxAm5J+Cql67CweaDwz7/cMthLHh0AV7f9ToeWPwA7jjjjiH3ExMRUXS7eOrFuHtheG+PChU9RyVo/8DjCt6XjF7B04aph0Juai4OtR6CR3nwn6/8J57+4mncdeZd+OHJPwxZDYGyWqyYWzDX1E6aAwU8l8OFCydfiAc2P4DmzmazShvUcB00+1syeQl6VW/EzPcLll/JQSl1dMuqyBlrb7KkuCQ8vfRptHW34fLnL0evZ/C3bod7B+Y8NAel7lK8eMmLuOaka0JYKRERUXgrchRhd/1uXYZBc4vmsRw2B+ra63Qf82TGez0qdRQOtRzCj//1Yzzy6SO49bRb8dO5Pw3Z/YM1v2A+St2lfe9ZqFU2ViI9MR0ZSRlfefynp/4UjZ2N+NvHfzOlrqGUucsgEBRnFQ/73OmjpsNpd0b9Nk1/Al6ViJwKQIlIgojcBN92TfLPxOyJ+POiP+PtvW/jzg13DvicDZUbcOrDp6KlqwXvXPkOzp14boirJCIiCm9FjiJ09HT4tSNmOO42N6xiPeYfsrEsKzkLvaoXTZ1Nul7XrID3ftX7uO/D+7B89nLctuC2kN17JMyeh6eNSDjarLxZ+Hrh1/HHD/6I7t5uEyobXJm7DIWZhUiOTx72uSKCpZOXYm3FWtS314egOnP4E/CuAXAtgDwA+wFM931OAbhq+lW49PhLcevbt2Jj1cavfO257c/hjMfOQJYtC+9/732cnHeySVUSERGFL21Uwu66kZ/D0wZv8xjEl7Rh53p30qxtr0WCNQGpCam6Xncoo1JGQUFh2YxluPvsuyNmxMjJY05GojUx7AIe4F3Fq2qqwtNfPB3iqoZW5i7D5Gz/RzgsmbIEPZ4evLzjZQOrMpc//1XzKKW+rZTKVUodp5S6HEC60YVFGxHB/y7+XxRkFOCy5y5DQ0cDAGDlBytx0bMXYcboGdj4vY1wOWJ3iC0REdFQ9ByV4G53s8HKUbQzcnqfw3O3uZFlywppyPrejO/hD2f9Afcvvj9iwh3gHTg/K2+WaY1WqpqqUJA+cMBbVLwIU3KmYMXGFbpv4w2WR3lQ5i7z6/yd5uQxJyM/PT+qt2n6E/BeEZG+QCcikwG8YlxJ0SsjKQNPLnkSB5oPYNkry3DjGzdi+RvLcf6k87HuinU8B0BERDSE/Ix8xFvidQl4Na01/Hv3KH0reDp30nS3uUP+Xk/JmYKfnPoTWC3WkN5XD/MK5uHj6o/R2tUa0vu2dbfB3eYedAXPIhbcNOcmbDu8DW9WvBnS2gZT1ViF9p72gAKeiGDJ5CV4Y/cbum9HDhf+BLw74A15qSIyE8AqAJcbW1b0OmXsKfjtN36LZ7c/iz9+8EdcP+t6PHvRs7DF28wujYiIKKzFWeIw3j5el1EJZoSOcKcNItd7Ba+2vZbvdQDmF8xHj6cHmw5sCul9qxq9PRXzM/IHfc5l0y7DmLQxuGvDXaEqa0iBdNDsb+mUpejq7QpojFkkGTbgKaVeBfBHAGsAPArgfKXUpwbXFdV+OvenuG7WdfjLOX/Bym+ujMifLhEREZnBZXfps0WTAe8Y2gqeIVs0k0M3IiHSnZp/KgQS8nN4A41IOFpiXCJuOOUGrNuzDh9Xfxyq0gYVbMCbkz8Ho1NHY1XpKiPKMt2gAU9E7hORe0XkXgCnw3vubg+A63yPUZAsYsG9i+7Ff538XxG1L5yIiMhs2iy8kZwB8igPV5UGYFSTFXebG9k2vtf+ykjKQGFmIXbU7gjpff0JeADwg5k/QFpCGv6w8Q+hKGtIZe4y2JPsAZ+nCN9X6QAAIABJREFUtYgFF06+EK/vfD3kW2FDYagVvM0AtvT7WAHguX6fExEREYVUkaMIzV3NqGmrCfoaDR0N8CgPm6wcJc4Sh/TEdF1X8DzKg7r2OobpADntTl26xQaisrESAkFeWt6Qz8tIysCymcvwzBfPYG/D3tAUN4iy2jJMzpkc1ILJ0ilL0d7Tjtd3vW5AZeYaNOAppf4+1EcoiyQiIiICvuykOZJ//Na0esMhQ8exHDaHrit4Wpjmex0YZ6YTFfUVIb1nZVMlxqSNQbw1ftjn/nj2jyEi+OP7fwxBZYMrrSnFpKzAtmdq5hfMR05yDlZtj75tmkNt0XzG9+tnIrLt6I/QlUhERETkpc3CG8k5PDMGb0eKLFuWrit42nvNM3iBcTlcqGmrQXNnc8juOdQMvKONTR+Ly6Zdhr998jfdz2z6q769HodbDwd8/k5jtVhxwaQLsLp8Ndq723WuzlxDbdG8wfdrCYBzB/ggIiIiCqlxmeNgEQsDnkEcNoeuYxL4XgfHaXcCQEhX8QIJeABw05yb0Nbdhgc+esDAqgannVEMNuAB3m2ard2tWLN7jV5lhYWhtmhW+37dN9BH6EokIiIi8kqMS0RBRgF21TPgGSErWd8VPC0s8r0OTKgDnkd5UNVYFVDAm5Y7Dd8s+ibu/fBedPR0GFjdwILtoNnfgnEL4LA5oq6b5lBbNJtFpGmAj2YRic6pgERERBT2ihxFIzqDpwW8nBQ2WTmaI0nfM3h9WzRt3KIZCG0rcqgCXk1rDTp7OwMKeABw86k340jrETy29TGDKhtcmbsMCdYEjLePD/oa8dZ4nDfxPLy842V09nTqWJ25hlrBS1NKpQ/wkaaUSg9lkURERESakc7Cq2mrgS3OhuT4ZB2rig5ZyVmob6+HR3l0uR5XS4Njt9mRmZSJ3fWh6aRZ1eQdch5owFswbgFmjp6Ju9+/W7fvGX+VuctQ7ChGnCVuRNdZOmUpmjqbsG7POp0qM9+wg86JiIiIwkmRowi17bWob68P6vUccj44h80BBYWGjgZdrlfbXosEawJSE1J1uV4scdpD10nT3xl4RxMR/PTUn6K8thwv73jZiNIGVeouHdH2TM0Z489ARmJGVHXTZMAjIiKiiNI3KiHI1Q0GvMFpWyn1OoenvdfBzCmLdS67K+wDHgAsmbIE4zLH4a4Nd+ld1qC6eruwu263LgEvMS4R5048Fy/teAndvd06VGc+BjwiIiKKKCOdheduc/P83SAcNgcA6NZJ093m5vm7IDntTuxt2IteT6/h96psrERyfDLsSfaAXxtnicNP5vwE7+9/HxsqNxhQ3bF21+1Gr+rVJeABwNLJS1HXXod39r6jy/XMxoBHREREEUXrMBjsObyathqu4A1Cm1en9woeBc5pd6Lb0439TfsNv5c2IiHYldbvTv8uHDYHVmxcoXNlA9Ojg2Z/Z7vORkp8StRs02TAIyIiooiSHJ+MMWljgh6V4G5zI9vG0DGQvhU8nTpp1rbXMuAFKZSdNAOdgXe0lIQUXHvytXh5x8t94ctI2j0mZk3U5Xq2eBtKJpTghbIXQrJiajQGPCIiIoo4RY6ioFbwunq70NTZxNAxCCPO4HGLZnC0lepQdNKsbKxEQXrwAQ8AfjTrR0iMS8TdG+/WqarBlbpLMTZ9LNIS03S75tIpS1HTVoP1let1u6ZZGPCIiIgo4rjsrqDO4HHw9tAykzIhEF0Cnkd5UNdex/c6SPkZ+YizxBm+gtfR04HDrYdHtIIHAMelHIerTrgKj217DIdaDulU3cDK3GW6bc/ULCpaBFucLSq2aTLgERERUcQpchShuqUarV2tAb2OQ86HZrVYkZmUqUuTlYaOBniUhwEvSHGWOBRmFBoe8LQzfiMNeABw45wb0d3bjfs23Tfiaw1GKeUNeFn6BryUhBQsKl6E50ufD/lMP70x4BEREVHECXZUQk1bDQCu4A3FYXOgrmPkK3hamNYat1DgnHan4Vs0RzIi4WjFWcW4YPIFuH/z/Wjrbhvx9QZS3VKN5q5m3VfwAG83zeqWarxf9b7u1w4lBjwiIiKKOFrAC/QcnhY6GPAG57A5dFnB43s9cqEYdq5nwAOAa2Zeg4aOBry15y1drnc0vTto9rd4wmIkWBMifpsmAx4RERFFHK3DYKDn8Bg6hpeVnKXLGTy+1yPnsrtQ116Hho4Gw+5R1VgFABibPlaX63193NeRmpCK1eWrdbne0YwMeOmJ6bhm5jUYlzlO92uHUpzZBRAREREFKiMpA9nJ2UGv4LGz4+AcNgfKa8tHfB02tBk5rZNmRX0FZoyeYcg9KhsrMSp1FBLjEnW5XoI1AQtdC7G6fDWUUkHP1htMaU0p0hLSMCZtjK7X1fxp0Z8MuW4ocQWPiIiIIlKRoyjgWXjuNjcykzIRb403qKrIl2XTdwWPYTp4/QOeUSqbRjYDbyCLixfjQPMBbD28VdfrAkBZrbeDpt7BMZow4BEREVFEKnIUBbxFs6athitKw3DYHGjoaECPp2dE13G3uZFgTUBqQqpOlcWekAS8EQ45H8g5xecAgCHbNI0YkRBtGPCIiIgoIrnsLlQ2VqKzp9Pv17jb3Ax4w9BW3EZ67qu2vRbZydlcaRmBjKQMZNmygpr56A+lFCobK5Gfnq/rdXNTczErbxZe3fmqrtdt7mzG/qb9DHjDYMAjIiKiiFTkKIKCwp6GPX6/hgFveA6bAwBG3EnT3ebm9kwdOO1OVDQYs4JX116Htu423VfwAKCkuASb9m/CkdYjul1TOxvKgDc0BjwiIiKKSMGMSmDAG542t26k5/D4XuvD5XAZtkVT7xEJ/ZVMKIGCwus7X9ftmqXuUgAMeMNhwCMiIqKI1Dfs3M/ta0opuNvcyEnOMbKsiNe3gtc+shU8bYsmjYwz04l9DfvQ3dut+7WNDHjTR03HmLQxWL1Tv3N4Ze4yWMXa9/99GhgDHhEREUWkLFsW0hPT/V7Ba+1uRUdPB0PHMLRtlVzBCw9OuxO9qhdVTVW6X9vIgCciKCkuwRu73kBXb5cu1yxzl8HlcCHBmqDL9aIVAx4RERFFJBEJaFQCB2/7R1vBG0nA6/X0oq69jmfwdOByuAAY00mzsrESidZEw1a1SyaUoLmrGev3rdfleuyg6R8GPCIiIopYRY4iv1fwGPD8k5GUAYtYRtRkpaGjAR7l4XutA21UghGdNLUZeEZ1Oj19/OlItCbqMi6hx9ODnXU7MSmLAW84DHhEREQUsYrsRdjbsNevmW0MeP6xiAX2JPuIVvC083t8r0cuLy0P8ZZ4Q1bwqhqrDNmeqUlJSMHp40/X5Rze3oa96Ort4gqeHxjwiIiIKGK5HC70eHr6zhINpaa1BgDYZMUPWclZQTdZ2d+0H9e9fh0AYFzmOB2rik1WixXj7eMNGZVgxJDzo5VMKMGuul19Iw6CVVrDDpr+YsAjIiKiiBXIqASu4PnPYXMEvIKnlMLfP/07jr//eLxX+R7+vOjPODX/VIMqjC1Ou1P3LZrdvd042HzQ8IC3uHgxAIx4m2aZuwwAA54/GPCIiIgoYgUa8KxiRUZShtFlRbwsW2AreIdaDuG8p87DVS9dhWm507D1mq24dta1hp3tijXOTCd21++GUkq3ax5oPgAFZXjAK8wsxLTjpukS8HJTcmG32XWqLHox4BEREVHEGp06GrY4m1+rG+42N7KSs2AR/vNnOIGs4D39+dOYev9UvFnxJu45+x68c+U7nFOmM5fDhabOJtR31Ot2TSNHJBytZEIJ1leuR0NHQ9DXKKtlB01/8b9wREREFLFEBC6Hy69RCe52Djn3l8PmGLaLZk1rDS5+9mJc+tylKHYU45MffILlc5bDarGGqMrYYUQnTS3g5afn63bNwZRMKEGPpwdrdq8J6vVKKZTWlDLg+YkBj4iIiCKav6MSalpreP7OT1m2LDR3NaO7t3vAr79Q+gKOf+B4vFj2In5/xu/x3tXv8R/fBtICnp6dNPsCXobxAe+UvFOQZcsKepumu82N+o56fo/5iQGPiIiIIlqRvQi763bDozxDPs/d5mbA89Ngw87r2+tx+fOX48JnLkReWh62LNuCW+bdgjhLnBllxgyjAl52cjaS45N1u+ZgrBYrFhUvwms7X0Ovpzfg15e62UEzEAx4REREFNFcDhc6eztxsPngkM9jwPNfVnIWgK8GvNd2voap90/F0188jV9//dfY9P1NmJY7zawSY0pqQiqOSzkOu+v13aIZivN3mpLiEtS212LTgU0Bv1broDk5e7LeZUUlBjwiIiKKaP500vQoD2rbaxnw/KSt4NW216Kpswnff/n7WPzEYjhsDmz6/ibctuA2xFvjTa4ytjjtTt1X8EIZ8BYWLYRVrHi1/NWAX1vmLoMtzhaS7aTRgAGPiIiIIpo/Aa+howEe5WGTFT9l2bwreC+UvoBpD0zDI58+glvm3oIty7ZgxugZJlcXm1x2l24BTymFfY37UJAeuoCXmZSJ+YXzsXpn4OfwytxlmJg9kR1w/cR3iYiIiCJafno+4i3xQwa8mtYaABxy7i9tBe+eD+6BLc6GDVdvwO/P/D0S4xJNrix2Oe1OVDVVoau3a8TXauxsREtXS0hX8ADvNs1th7f1NXjxV5mbIxICwYBHREREEc1qsWK8ffyQ55PcbW4ADHj+GpM2BnPGzsHy2cvxyQ8+weyxs80uKeY57U54lAf7GvaN+FpVjVUAQjMDr7+SCSUAENA2zfbuduxt2ItJWQx4/mLAIyIioog33KgEBrzAJMYlYuP3NuKehffAFm8zuxyCd4smoE8nzVAOOe9vQtYEFDmKAtqmWV5bDgXFFbwAMOARERFRxCuyewOeUmrArzPgUaTrG3auQydNswKeiGBx8WKsq1iH1q5Wv17T10Ezhx00/cWAR0RERBGvyFGElq4W1LTVDPh1LeDlpLDJCkWm0WmjkWhN1G0FL94Sj9zUXB0qC0zJhBJ09nbirT1v+fX8MncZBIJiR7HBlUUPUwKeiOwVkc9E5FMR2WxGDURERBQ9XA7v9rXBtmnWtNXAFmcLyVBnIiNYxKLbqITKpkrkZ+Sb0pXytMLTkJqQild3+ncOr6y2DOMyx3GrcADMXMH7hlJqulLqJBNrICIioigw3KgEDjmnaOC0O3Xbohnq7ZmaBGsCFroWYnX56kG3VPfHDpqB4xZNIiIiinjjMsfBIhYGPIpq2gqeP8FoKJWNlchPN29oeMmEEhxoPoCth7cO+TyP8mCHewcDXoDMCngKwBoR2SIiy0yqgYiIiKJEgjUBhRmFg65uMOBRNHDZXWjpauk7UxqMHk8PDjQdMG0FDwAWFS2CQLC6fOhumpWNlWjvaWfAC5BZAW+uUmoGgEUArhWR045+gogsE5HNIrK5pmbgA9NEREREGpfDNeQZPDZYoUinRyfN6uZq9KpeUwNebmouZuXNGjbg9XXQzGYHzUCYEvCUUgd9vx4B8AKAWQM850Gl1ElKqZNycvgfZCIiIhqaNiphIO42N7JtXMGjyKYFvJE0WjFrRMLRSiaU4MMDH+Jwy+FBn6MFPK7gBSbkAU9EUkQkTfs9gLMBfB7qOoiIiCi6FDmKUNdeh/r2+q883tXbhabOJm7RpIg33j4eQHQEvMXFi6Gg8Pqu1wd9Tpm7DA6bg//fDZAZK3i5AN4Tka0APgTwqlLqXybUQURERFFE66R59Pa12rZaABxyTpEvOT4Zo1NHj2iLZlVTFQCY2mQFAKaPmo4xaWOG3KZZ6i7FpOxJEJEQVhb5Qh7wlFIVSqkTfB9TlVK/C3UNREREFH0Gm4WnNaRgwKNoMNJZeJWNlbAn2ZGWmKZjVYETEZQUl2DN7jXo6u0a8Dll7jJMyuL2zEBxTAIRERFFBe180tEBr6bN26yNTVYoGrgcrhEHPLO3Z2pKJpSguasZ6/etP+Zrde11ONJ6hOfvgsCAR0RERFEhOT4ZeWl5XMGjqObMdOJA0wF09HQE9fpwCnhnOM9AUlzSgNs0d7h3AAAm57CDZqAY8IiIiChquByuY84nMeBRNHHanVBQ2NuwN6jXh1PAS45PxunjT8cr5a8cM7ydHTSDx4BHREREUWOgUQlawMuyZZlREpGutLOmwWzTbO5sRn1HfdgEPAAoKS7B7vrdKK8t/8rjZe4yJFgTMC5znDmFRTAGPCIiIooaRY4iHGo5hJaulr7H3G1uZCRmIN4ab2JlRProG3ZeF3gnTa2DZjgFvMUTFgPAMds0S92lKHYUI84SZ0ZZEY0Bj4iIiKJG36iEfv/4rWmrYYMVihq5KblIjk8OagVPm4Fn9oiE/goyCjDtuGlYvfOrAa/MXcbtmUFiwCMiIqKooW1f638Oz93m5vk7ihoi4h2V0BB8wAunFTzA201z/b71aOhoAAB09nSior6CAS9IDHhEREQUNVz2Y2fhMeBRtHHanUFt0axsrIRVrBidNtqAqoJXMqEEvaoXa3avAeD9AU2v6sXkbHbQDAYDHhEREUWNjKQM5CTnMOBRVHNmeoedH915cjiVjZXIS88Lu3Ntp+SdgixbVt85PHbQHBkGPCIiIooqRY4vO2kqpeBucyMnmWfwKHq4HC6097TjcOvhgF5X1VQVdtszAcBqseKc4nPw2s7X0Ovp7Qt4E7MnmlxZZGLAIyIioqjSfxZea3crOno6uIJHUSXYTprhNAPvaCUTSlDbXotNBzah1F2KseljkZqQanZZEYkBj4iIiKJKkb0IVY1V6Ojp4JBzikpawAukk6ZHeVDVWIWC9PAMeGe7zkacJQ6ry1ezg+YIMeARERFRVClyFEFBYU/9HgY8ikrjMsdBIAEFvMMth9Ht6Q7bFbzMpEzMK5iHV8pf8Qa8LAa8YDHgERERUVTpm4VXv5sBj6JSUlwS8tLzvjIOZDjhOiKhv5LiEnx+5HO0dLVgcg47aAaLAY+IiIiiijYLb1fdLtS01gAAm6xQ1HHanQGt4EVEwJtQ0vd7btEMHgMeERERRZUsWxYyEjOwq24XV/AoarnsrqgLeBOyJvStwDPgBY8Bj4iIiKKKiPSNSnC3uWEVKzKSMswui0hXTrsT1S3VaOtu8+v5lY2VSE9MD+v/L4gILpl6Ccamj8Xo1PAaxh5JGPCIiIgo6hQ5ivrO4GUlZ8Ei/CcPRRetk+ae+j1+Pb+yqRL56flGlqSL2xbchu3/tR0iYnYpEYv/tSMiIqKo47K7sLdhL6pbqrk9k6KSy+49a+rvNs1wnoHXX5wlDmmJaWaXEdEY8IiIiCjqFDmK0OPpwZbqLWywQlGpb9i5n500IyXg0cgx4BEREVHU0Ro1HGw+yBU8ikrZydlITUj1awWvvbsd7jY3A16MYMAjIiKiqKMFPIAdNCk6iYjfnTSrmqoAhHcHTdIPAx4RERFFnVGpo5AcnwyAAY+il9Pu9GuLZiSMSCD9MOARERFR1NFWNwAGPIpeTrsTe+r3wKM8Qz6PAS+2MOARERFRVNK2abLJCkUrl92Fzt5OVDdXD/m8ysZKCAR5aXkhqozMxIBHREREUYkreBTt/O2kWdlYiTFpYxBvjQ9FWWQyBjwiIiKKStoKHgMeRSst4A3XaIUjEmJLnNkFEBERERlhyZQl2Ne4DyeMOsHsUogMUZhZCItY/Ap4M0bPCFFVZDau4BEREVFUyk7Oxh1n3IE4C3+eTdEpwZqA/PT8IbdoKqW4ghdjGPCIiIiIiCKU0+4ccgWvpq0Gnb2dyE/PD2FVZCYGPCIiIiKiCDXcsHOOSIg9DHhERERERBHKaXfiSOsRNHc2D/j1qsYqAAx4sYQBj4iIiIgoQmmdNPc07Bnw61zBiz0MeEREREREEcrl8M57HGybZmVjJZLjk+GwOUJZFpmIAY+IiIiIKEL1DTuvG7iTZmWTt4OmiISyLDIRAx4RERERUYSyJ9mRkZgx5Aoet2fGFgY8IiIiIqIIJSJwOVyoaBgi4KUz4MUSBjwiIiIiogjmtDsH3KLZ2dOJQy2HuIIXYxjwiIiIiIgimDPTib0Ne9Hr6f3K4/ub9gNgB81Yw4BHRERERBTBXA4Xuj3dONB84CuPc0RCbGLAIyIiIiKKYIN10mTAi00MeEREREREEUwLeEd30tQC3tj0sSGviczDgEdEREREFMEKMgpgFesxAa+qqQq5KblIjEs0qTIyAwMeEREREVEEi7PEoTCzELvrj92iye2ZsYcBj4iIiIgowjntzgG3aDLgxR4GPCIiIiKiCOeyu74S8JRSDHgxigGPiIiIiCjCOe1O1LbXorGjEQBQ31GP1u5WBrwYxIBHRERERBThju6kyREJsYsBj4iIiIgowrnsLgAMeMSAR0REREQU8fqGnfs6aTLgxS4GPCIiIiKiCJeRlAGHzfGVFbxEayJyknNMroxCjQGPiIiIiCgK9O+kqXXQFBGTq6JQY8AjIiIiIooCTrvzK1s0uT0zNjHgERERERFFAafdiX0N+9Dj6UFVUxXyM/LNLolMwIBHRERERBQFXHYXelUvKuorcLD5IArSuYIXixjwiIiIiIiigNZJc/2+9fAoD7doxigGPCIiIiKiKKAFvHf2vQOAIxJiFQMeEREREVEUGJs+FvGWeLy9520ADHixigGPiIiIiCgKWC1WjMschwPNBwCATVZiFAMeEREREVGU0LZpZidnIzk+2eRqyAymBDwR+aaI7BCRXSJyixk1EBERERFFG5fdBYDbM2NZyAOeiFgB/AXAIgBTAHxLRKaEug4iIiIiomijreAx4MUuM1bwZgHYpZSqUEp1AXgKwHkm1EFEREREFFX6Ah5n4MUsMwJeHoCqfp/v9z1GREREREQj4HJwi2asMyPgyQCPqWOeJLJMRDaLyOaampoQlEVEREREFNmm5EzBtSdfi/MnnW92KWSSOBPuuR9A/56tYwEcPPpJSqkHATwIACeddNIxAZCIiIiIiL4qzhKHP5/zZ7PLIBOZsYL3EYBiERkvIgkALgXwsgl1EBERERERRZWQr+AppXpE5EcA3gBgBfCwUuqLUNdBREREREQUbczYogml1GsAXjPj3kRERERERNHKlEHnREREREREpD8GPCIiIiIioijBgEdERERERBQlGPCIiIiIiIiiBAMeERERERFRlGDAIyIiIiIiihIMeERERERERFGCAY+IiIiIiChKMOARERERERFFCQY8IiIiIiKiKCFKKbNrGJaI1ADYZ8KtswG4Tbgv0UD4/Ujhgt+LFE74/Ujhgt+LZLRCpVTOcE+KiIBnFhHZrJQ6yew6iAB+P1L44PcihRN+P1K44PcihQtu0SQiIiIiIooSDHhERERERERRggFvaA+aXQBRP/x+pHDB70UKJ/x+pHDB70UKCzyDR0REREREFCW4gkdERERERBQlGPAGISLfFJEdIrJLRG4xux6KTSKSLyJvi0ipiHwhIjeYXRPFNhGxisgnIrLa7FootolIpoisEpEy338j55hdE8UuEVnu+3v6cxF5UkSSzK6JYhcD3gBExArgLwAWAZgC4FsiMsXcqihG9QD4iVJqMoDZAK7l9yKZ7AYApWYXQQTgTwD+pZSaBOAE8PuSTCIieQCuB3CSUup4AFYAl5pbFcUyBryBzQKwSylVoZTqAvAUgPNMrolikFKqWin1se/3zfD+AybP3KooVonIWACLAfzN7FootolIOoDTADwEAEqpLqVUg7lVUYyLA2ATkTgAyQAOmlwPxTAGvIHlAajq9/l+8B/VZDIRGQfgRACbzK2EYthKADcD8JhdCMU8J4AaAI/4tgz/TURSzC6KYpNS6gCAPwCoBFANoFEptcbcqiiWMeANTAZ4jO1GyTQikgrgOQA/Vko1mV0PxR4RKQFwRCm1xexaiOBdLZkB4AGl1IkAWgHwvDyZQkTs8O70Gg9gDIAUEbnc3KooljHgDWw/gPx+n48Fl9rJJCISD2+4+6dS6nmz66GYNRfAf4jIXni3rZ8uIo+bWxLFsP0A9iultB0Nq+ANfERmOBPAHqVUjVKqG8DzAE41uSaKYQx4A/sIQLGIjBeRBHgPyr5sck0Ug0RE4D1jUqqUusfseih2KaV+ppQaq5QaB+9/E99SSvEn1GQKpdQhAFUiMtH30BkAtptYEsW2SgCzRSTZ9/f2GWDTHzJRnNkFhCOlVI+I/AjAG/B2QnpYKfWFyWVRbJoL4DsAPhORT32P/Vwp9ZqJNRERhYPrAPzT94PYCgDfNbkeilFKqU0isgrAx/B2v/4EwIPmVkWxTJTi0TIiIiIiIqJowC2aREREREREUYIBj4iIiIiIKEow4BEREREREUUJBjwiIiIiIqIowYBHREREREQUJRjwiIgoKCLyCxH5QkS2icinInKKSXVkish/9ft8jK9luV7XXyUiTr2uZyYRuUpE/jzE16eJyKMhLImIiHTGgEdERAETkTkASgDMUEp9DcCZAKoMvN9Qc1szAfQFPKXUQaXUUp3uOxWAVSlVEcBrrHrc2wxKqc8AjBWRArNrISKi4DDgERFRMEYDcCulOgFAKeVWSh0EABGZKSLvisgWEXlDREb7Hn9HRFaKyEYR+VxEZvkeTxGRh0XkIxH5RETO8z1+lYg8KyKvAFgjIqkisk5EPhaRz7TnAfgfAC7fKuIKERknIp/7rpEkIo/4nv+JiHyj37WfF5F/ichOEblrkD/ntwG8pH0iIg+IyGbfyuXt/R7fKyK3ish7AC4SkSIRWSsiW331ukRktIj821fn5yIy3/fas0Xkfd/znhWRVN/jJ/veq60i8qGIpAXz5xGR74pIuYi8C2Buv8cv8tWxVUT+3e/P/AqASwP5ZiAiovAx1E9EiYiIBrMGwK0iUg5gLYCnlVLvikg8gPsAnKeUqhGRSwD8DsDVvtelKKVOFZHTADwM4HgAvwDwllLqahHJBPChiKz1PX8OgK8ppep8q3gXKKWaRCSUU1QHAAAERklEQVQbwAci8jKAWwAcr5SaDgAiMq5fndcCgFJqmohMgjcoTvB9bTqAEwF0AtghIvcppY5ehZwL4Ml+n//CV4sVwDoR+ZpSapvvax1KqXm+GjYB+B+l1AsikgTvD1R/COANpdTvfK9P9v05fgngTKVUq4j8N4AbReR/ADwN4BKl1Ecikg6gHcANgfx5APQAuB3ATACNAN4G8Inv+bcCWKiUOuB73zWbfe/pYKGXiIjCGAMeEREFTCnVIiIzAcwH8A0AT4vILfCGg+MBvCkiAGAFUN3vpU/6Xv9vEUn3BYuzAfyHiNzke04SAG2L4JtKqTrf7wXAHb5w6AGQByB3mFLnwRs4oZQqE5F9ALRAtE4p1QgAIrIdQCGO3WY6GkBNv88vFpFl8P79ORrAFABawHvad600AHlKqRd89+3wPf4RgId9IfhFpdSnIvJ13zU2+N6vBADvA5gIoFop9ZHvGk2+awT658kG8I5Sqsb3+NP9nr8BwKMi8gyA5/v9GY8AGDPM+0pERGGKAY+IiIKilOoF8A6Ad0TkMwBXAtgC4Aul1JzBXjbA5wJgiVJqR/8viLdpS2u/h74NIAfATKVUt4jshTcMDkWG+Fpnv9/3YuC/E9u1e4jIeAA3AThZKVUv3mYk/e+v1TrgPX2h9jQAiwH8Q0RWAKiHN8R+6ytFi3wNx75Xwf55BroOlFLX+N7jxQA+FZHpSqla35+pfYj7EBFRGOMZPCIiCpiITBSR4n4PTQewD8AOADnibcICEYkXb6MSzSW+x+cBaPStOL0B4DrxLWGJyImD3DYDwBFfuPsGvCtUANAMIG2Q1/wb3mAI31bGAl+N/ioFUOT7fTq8Ia5RRHIBLBroBb7Vtv0icr7vvokikiwihb76/wrgIQAzAHwAYK6IFPmem+yrswzAGBE52fd4mm+LaqB/nk0AFohIlm/l8CLtCyLiUkptUkrdCsANIN/3pQkAPvf/LSIionDCFTwiIgpGKoD7fFssewDsArBMKdUlIksB3CsiGfD+PbMSwBe+19WLyEZ4w5J2Lu83vuds84W8vfB26DzaPwG8IiKbAXwKbwiCUqpWRDaIt7HK6wD+0u819wP4X98KYw+Aq5RSnb4s6Y9XASwAsFYptVVEPvH9WSrg3eI4mO8A+D8R+X8AuuENVvMB/FREugG0ALjCd07xKgBPikii77W/VEqV+84v3iciNnhX1M4M9M+jlKoWkdvg3fZZDeBjeLfNAsAKX0gXAOsAbPU9/g3fn5uIiCKQKDXgzg0iIiJdicg7AG5SSm02uxZ/+cLV2wDm+rakRjVfyHwXwDylVI/Z9RARUeC4RZOIiGgQSql2AL+Gt6FLLCgAcAvDHRFR5OIKHhERERERUZTgCh4REREREVGUYMAjIiIiIiKKEgx4REREREREUYIBj4iIiIiIKEow4BEREREREUUJBjwiIiIiIqIo8f8BoqyOnQaLo5sAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1671ad9da0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mag_r = []\n",
    "mask1 = (~np.isnan(radio['lr_dist_i']))\n",
    "for n in range(len(bins)-1):\n",
    "    mask = (radio['lr_dist_i'] > bins[n]) & (radio['lr_dist_i'] < bins[n+1])\n",
    "    id_temp = radio['lr_index_i'][mask].quantity.value.astype(int)\n",
    "    mag_temp = catalogue_i[id_temp]['m_irac_i1']\n",
    "    mag_r.append(np.mean(mag_temp))\n",
    "\n",
    "rad_cent = get_center(bins)\n",
    "plt.plot(rad_cent,mag_r,color='green')\n",
    "plt.xlabel('Seperation (arcseconds)')\n",
    "plt.ylabel('likelihood ratio')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_table[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "catalogue_i[4365644]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Demonstarting that the likelihood_ratio function has the same output as this notebook\n",
    "cross_match_table = likelihood_ratio(lofar_data,lockman_data,'RA','DEC','ra','dec','m_irac_i1',Q0,search_rad,min(lofar_data['RA']),max(lofar_data['RA']),min(lofar_data['DEC']),max(lofar_data['DEC']),moc=MHz150_MOC)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "mask = ~np.isnan(cross_match_table['lrt'])\n",
    "table_temp = cross_match_table[mask]\n",
    "bins = np.arange(12,26,0.5)\n",
    "y = []\n",
    "for n in range(len(bins)-1):\n",
    "    mask = (table_temp['m_irac_i1'] > bins[n]) & (table_temp['m_irac_i1'] < bins[n+1])\n",
    "    lrt_temp = np.mean(table_temp['lrt'][mask])\n",
    "    y.append(lrt_temp)\n",
    "x = get_center(bins)\n",
    "\n",
    "plt.plot(x,y)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "mask = ~np.isnan(cross_match_table['lrt'])\n",
    "len(cross_match_table[mask])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "len(rel)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "radio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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