P6V11 Analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Remapping Fermi Diffuse Model to Healpix Grid 100.00 %"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Analysis.py:1250: RuntimeWarning: divide by zero encountered in divide\n",
      "  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                 NAME                    LIMITS      VALUE    FIXNORM    FIXSPEC   SRCCLASS\n",
      "                 PSC              [None, None]  1.000e+00       True       True        PSC\n",
      "             Bubbles              [None, None]  1.000e+00      False      False        GEN\n",
      "                  DM              [None, None]  1.000e+00      False      False        GEN\n",
      "           Isotropic              [None, None]  1.000e+00      False      False        ISO\n",
      "        FermiDiffuse              [None, None]  1.000e+00      False      False        GEN\n"
     ]
    }
   ],
   "source": [
    "import Analysis\n",
    "import cPickle as pickle\n",
    "reload(Analysis)\n",
    "\n",
    "A = Analysis.Analysis(tag='P8R2_CLEAN_V6_calore')\n",
    "\n",
    "A.GenSquareMask(l_range=[-20.,20.], b_range=[-20.,20.], plane_mask=2.)\n",
    "A.BinPhotons(infile='binned_photons_'+A.tag+'.npy')\n",
    "\n",
    "A.AddPointSourceTemplate(fixNorm=True,pscmap='PSC_3FGL_with_ext.npy')\n",
    "\n",
    "\n",
    "A.CalculatePixelWeights(diffuse_model='fermi_diffuse_'+A.tag+'.npy',psc_model='PSC_3FGL_with_ext.npy',\n",
    "                        alpha_psc=5., f_psc=0.1)\n",
    "\n",
    "\n",
    "A.AddIsotropicTemplate(fixNorm=False, fixSpectrum=False) # External chi^2 used to fix normalization within uncertainties\n",
    "\n",
    "A.AddFermiBubbleTemplate(template_file='./bubble_templates_diskcut30.0.fits', \n",
    "                         spec_file='./reduced_bubble_spec_apj_793_64.dat', fixSpectrum=False)\n",
    "\n",
    "\n",
    "A.AddFermiDiffuseModel(diffuse_path='/data/GCE_sys/gll_iem_v02_P6_V11_DIFFUSE.fit', multiplier=1., fixSpectrum=False)\n",
    "#A.AddFermiDiffuseModel(diffuse_path='/data/fermi_background_models/gal_2yearp7v6_v0.fits', multiplier=1., fixSpectrum=False)\n",
    "\n",
    "A.AddDMTemplate(profile='NFW', limits=[None,None], decay=False, gamma=1.26, \n",
    "                r_s=20.0, axesratio=1, offset=(0, 0), spec_file=None,)\n",
    "\n",
    "\n",
    "\n",
    "A.PrintTemplates()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Masking completed in 3.3253e+00 s\n",
      "Write likelihood tempfile to  /tmp/tmp9fHzTi\n",
      "Code generation completed in 9.3889e-04 s\n",
      "Fallback to CPU mode.  (Failed to import cudamat libraries.)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td title=\"Minimum value of function\">FCN = -829964.115865</td>\n",
       "                <td title=\"Total number of call to FCN so far\">TOTAL NCALL = 155</td>\n",
       "                <td title=\"Number of call in last migrad\">NCALLS = 155</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td title=\"Estimated distance to minimum\">EDM = 0.0435485983785</td>\n",
       "                <td title=\"Maximum EDM definition of convergence\">GOAL EDM = 0.1</td>\n",
       "                <td title=\"Error def. Amount of increase in FCN to be defined as 1 standard deviation\">\n",
       "                UP = 0.5</td>\n",
       "            </tr>\n",
       "        </table>\n",
       "        \n",
       "        <table>\n",
       "            <tr>\n",
       "                <td align=\"center\" title=\"Validity of the migrad call\">Valid</td>\n",
       "                <td align=\"center\" title=\"Validity of parameters\">Valid Param</td>\n",
       "                <td align=\"center\" title=\"Is Covariance matrix accurate?\">Accurate Covar</td>\n",
       "                <td align=\"center\" title=\"Positive definiteness of covariance matrix\">PosDef</td>\n",
       "                <td align=\"center\" title=\"Was covariance matrix made posdef by adding diagonal element\">Made PosDef</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" title=\"Was last hesse call fail?\">Hesse Fail</td>\n",
       "                <td align=\"center\" title=\"Validity of covariance\">HasCov</td>\n",
       "                <td align=\"center\" title=\"Is EDM above goal EDM?\">Above EDM</td>\n",
       "                <td align=\"center\"></td>\n",
       "                <td align=\"center\" title=\"Did last migrad call reach max call limit?\">Reach calllim</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "                <td align=\"center\"></td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "            </tr>\n",
       "        </table>\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td><a href=\"#\" onclick=\"$('#zrHwwhPiww').toggle()\">+</a></td>\n",
       "                <td title=\"Variable name\">Name</td>\n",
       "                <td title=\"Value of parameter\">Value</td>\n",
       "                <td title=\"Parabolic error\">Parab Error</td>\n",
       "                <td title=\"Minos lower error\">Minos Error-</td>\n",
       "                <td title=\"Minos upper error\">Minos Error+</td>\n",
       "                <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "                <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "                <td title=\"Is the parameter fixed in the fit\">FIXED</td>\n",
       "            </tr>\n",
       "        \n",
       "            <tr>\n",
       "                <td>1</td>\n",
       "                <td>PSC</td>\n",
       "                <td>1.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td>FIXED</td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>2</td>\n",
       "                <td>Bubbles_0</td>\n",
       "                <td>7.295977e-01</td>\n",
       "                <td>7.881366e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>3</td>\n",
       "                <td>DM_0</td>\n",
       "                <td>2.328255e+01</td>\n",
       "                <td>7.059263e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>4</td>\n",
       "                <td>Isotropic_0</td>\n",
       "                <td>1.916743e-04</td>\n",
       "                <td>7.298898e-03</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>5</td>\n",
       "                <td>FermiDiffuse_0</td>\n",
       "                <td>1.038931e+00</td>\n",
       "                <td>3.123949e-03</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            </table>\n",
       "        \n",
       "            <pre id=\"zrHwwhPiww\" style=\"display:none;\">\n",
       "            <textarea rows=\"16\" cols=\"50\" onclick=\"this.select()\" readonly>\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Para Error & Error+ & Error- & Limit+ & Limit- & FIXED\\\\\n",
       "\\hline\n",
       "1 & PSC & 1.000e+00 & 0.000e+00 &  &  &  &  & FIXED\\\\\n",
       "\\hline\n",
       "2 & $Bubbles_{0}$ & 7.296e-01 & 7.881e-02 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "3 & $DM_{0}$ & 2.328e+01 & 7.059e+00 &  &  &  &  & \\\\\n",
       "\\hline\n",
       "4 & $Isotropic_{0}$ & 1.917e-04 & 7.299e-03 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "5 & $FermiDiffuse_{0}$ & 1.039e+00 & 3.124e-03 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Migrad completed fitting   1.76e-01 s\n",
      "Masking completed in 3.5317e+00 s\n",
      "Write likelihood tempfile to  /tmp/tmpORkXnD\n",
      "Code generation completed in 8.9288e-04 s\n",
      "Fallback to CPU mode.  (Failed to import cudamat libraries.)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td title=\"Minimum value of function\">FCN = -619452.107854</td>\n",
       "                <td title=\"Total number of call to FCN so far\">TOTAL NCALL = 122</td>\n",
       "                <td title=\"Number of call in last migrad\">NCALLS = 122</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td title=\"Estimated distance to minimum\">EDM = 0.00162440208782</td>\n",
       "                <td title=\"Maximum EDM definition of convergence\">GOAL EDM = 0.1</td>\n",
       "                <td title=\"Error def. Amount of increase in FCN to be defined as 1 standard deviation\">\n",
       "                UP = 0.5</td>\n",
       "            </tr>\n",
       "        </table>\n",
       "        \n",
       "        <table>\n",
       "            <tr>\n",
       "                <td align=\"center\" title=\"Validity of the migrad call\">Valid</td>\n",
       "                <td align=\"center\" title=\"Validity of parameters\">Valid Param</td>\n",
       "                <td align=\"center\" title=\"Is Covariance matrix accurate?\">Accurate Covar</td>\n",
       "                <td align=\"center\" title=\"Positive definiteness of covariance matrix\">PosDef</td>\n",
       "                <td align=\"center\" title=\"Was covariance matrix made posdef by adding diagonal element\">Made PosDef</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" title=\"Was last hesse call fail?\">Hesse Fail</td>\n",
       "                <td align=\"center\" title=\"Validity of covariance\">HasCov</td>\n",
       "                <td align=\"center\" title=\"Is EDM above goal EDM?\">Above EDM</td>\n",
       "                <td align=\"center\"></td>\n",
       "                <td align=\"center\" title=\"Did last migrad call reach max call limit?\">Reach calllim</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "                <td align=\"center\"></td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "            </tr>\n",
       "        </table>\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td><a href=\"#\" onclick=\"$('#PKiPDxlDGB').toggle()\">+</a></td>\n",
       "                <td title=\"Variable name\">Name</td>\n",
       "                <td title=\"Value of parameter\">Value</td>\n",
       "                <td title=\"Parabolic error\">Parab Error</td>\n",
       "                <td title=\"Minos lower error\">Minos Error-</td>\n",
       "                <td title=\"Minos upper error\">Minos Error+</td>\n",
       "                <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "                <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "                <td title=\"Is the parameter fixed in the fit\">FIXED</td>\n",
       "            </tr>\n",
       "        \n",
       "            <tr>\n",
       "                <td>1</td>\n",
       "                <td>PSC</td>\n",
       "                <td>1.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td>FIXED</td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>2</td>\n",
       "                <td>Bubbles_1</td>\n",
       "                <td>6.579388e-01</td>\n",
       "                <td>8.004022e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>3</td>\n",
       "                <td>DM_1</td>\n",
       "                <td>1.031068e-01</td>\n",
       "                <td>3.625107e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>4</td>\n",
       "                <td>Isotropic_1</td>\n",
       "                <td>1.611427e-06</td>\n",
       "                <td>8.360901e-03</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>5</td>\n",
       "                <td>FermiDiffuse_1</td>\n",
       "                <td>1.024672e+00</td>\n",
       "                <td>3.325872e-03</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            </table>\n",
       "        \n",
       "            <pre id=\"PKiPDxlDGB\" style=\"display:none;\">\n",
       "            <textarea rows=\"16\" cols=\"50\" onclick=\"this.select()\" readonly>\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Para Error & Error+ & Error- & Limit+ & Limit- & FIXED\\\\\n",
       "\\hline\n",
       "1 & PSC & 1.000e+00 & 0.000e+00 &  &  &  &  & FIXED\\\\\n",
       "\\hline\n",
       "2 & $Bubbles_{1}$ & 6.579e-01 & 8.004e-02 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "3 & $DM_{1}$ & 1.031e-01 & 3.625e-02 &  &  &  &  & \\\\\n",
       "\\hline\n",
       "4 & $Isotropic_{1}$ & 1.611e-06 & 8.361e-03 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "5 & $FermiDiffuse_{1}$ & 1.025e+00 & 3.326e-03 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Migrad completed fitting   1.38e-01 s\n",
      "Masking completed in 3.9423e+00 s\n",
      "Write likelihood tempfile to  /tmp/tmpF1Tn19\n",
      "Code generation completed in 9.2411e-04 s\n",
      "Fallback to CPU mode.  (Failed to import cudamat libraries.)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td title=\"Minimum value of function\">FCN = -468537.774707</td>\n",
       "                <td title=\"Total number of call to FCN so far\">TOTAL NCALL = 120</td>\n",
       "                <td title=\"Number of call in last migrad\">NCALLS = 120</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td title=\"Estimated distance to minimum\">EDM = 0.0729601982114</td>\n",
       "                <td title=\"Maximum EDM definition of convergence\">GOAL EDM = 0.1</td>\n",
       "                <td title=\"Error def. Amount of increase in FCN to be defined as 1 standard deviation\">\n",
       "                UP = 0.5</td>\n",
       "            </tr>\n",
       "        </table>\n",
       "        \n",
       "        <table>\n",
       "            <tr>\n",
       "                <td align=\"center\" title=\"Validity of the migrad call\">Valid</td>\n",
       "                <td align=\"center\" title=\"Validity of parameters\">Valid Param</td>\n",
       "                <td align=\"center\" title=\"Is Covariance matrix accurate?\">Accurate Covar</td>\n",
       "                <td align=\"center\" title=\"Positive definiteness of covariance matrix\">PosDef</td>\n",
       "                <td align=\"center\" title=\"Was covariance matrix made posdef by adding diagonal element\">Made PosDef</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" title=\"Was last hesse call fail?\">Hesse Fail</td>\n",
       "                <td align=\"center\" title=\"Validity of covariance\">HasCov</td>\n",
       "                <td align=\"center\" title=\"Is EDM above goal EDM?\">Above EDM</td>\n",
       "                <td align=\"center\"></td>\n",
       "                <td align=\"center\" title=\"Did last migrad call reach max call limit?\">Reach calllim</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "                <td align=\"center\"></td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "            </tr>\n",
       "        </table>\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td><a href=\"#\" onclick=\"$('#zFhOihUyHJ').toggle()\">+</a></td>\n",
       "                <td title=\"Variable name\">Name</td>\n",
       "                <td title=\"Value of parameter\">Value</td>\n",
       "                <td title=\"Parabolic error\">Parab Error</td>\n",
       "                <td title=\"Minos lower error\">Minos Error-</td>\n",
       "                <td title=\"Minos upper error\">Minos Error+</td>\n",
       "                <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "                <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "                <td title=\"Is the parameter fixed in the fit\">FIXED</td>\n",
       "            </tr>\n",
       "        \n",
       "            <tr>\n",
       "                <td>1</td>\n",
       "                <td>PSC</td>\n",
       "                <td>1.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td>FIXED</td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>2</td>\n",
       "                <td>Bubbles_2</td>\n",
       "                <td>7.589140e-01</td>\n",
       "                <td>8.311587e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>3</td>\n",
       "                <td>DM_2</td>\n",
       "                <td>1.589245e-01</td>\n",
       "                <td>4.078281e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>4</td>\n",
       "                <td>Isotropic_2</td>\n",
       "                <td>1.203471e-03</td>\n",
       "                <td>1.074612e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>5</td>\n",
       "                <td>FermiDiffuse_2</td>\n",
       "                <td>1.025309e+00</td>\n",
       "                <td>3.612001e-03</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            </table>\n",
       "        \n",
       "            <pre id=\"zFhOihUyHJ\" style=\"display:none;\">\n",
       "            <textarea rows=\"16\" cols=\"50\" onclick=\"this.select()\" readonly>\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Para Error & Error+ & Error- & Limit+ & Limit- & FIXED\\\\\n",
       "\\hline\n",
       "1 & PSC & 1.000e+00 & 0.000e+00 &  &  &  &  & FIXED\\\\\n",
       "\\hline\n",
       "2 & $Bubbles_{2}$ & 7.589e-01 & 8.312e-02 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "3 & $DM_{2}$ & 1.589e-01 & 4.078e-02 &  &  &  &  & \\\\\n",
       "\\hline\n",
       "4 & $Isotropic_{2}$ & 1.203e-03 & 1.075e-02 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "5 & $FermiDiffuse_{2}$ & 1.025e+00 & 3.612e-03 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Migrad completed fitting   1.36e-01 s\n",
      "Masking completed in 4.2874e+00 s\n",
      "Write likelihood tempfile to  /tmp/tmp6f_qVr\n",
      "Code generation completed in 9.2101e-04 s\n",
      "Fallback to CPU mode.  (Failed to import cudamat libraries.)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td title=\"Minimum value of function\">FCN = -353253.424134</td>\n",
       "                <td title=\"Total number of call to FCN so far\">TOTAL NCALL = 122</td>\n",
       "                <td title=\"Number of call in last migrad\">NCALLS = 122</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td title=\"Estimated distance to minimum\">EDM = 0.0667902310909</td>\n",
       "                <td title=\"Maximum EDM definition of convergence\">GOAL EDM = 0.1</td>\n",
       "                <td title=\"Error def. Amount of increase in FCN to be defined as 1 standard deviation\">\n",
       "                UP = 0.5</td>\n",
       "            </tr>\n",
       "        </table>\n",
       "        \n",
       "        <table>\n",
       "            <tr>\n",
       "                <td align=\"center\" title=\"Validity of the migrad call\">Valid</td>\n",
       "                <td align=\"center\" title=\"Validity of parameters\">Valid Param</td>\n",
       "                <td align=\"center\" title=\"Is Covariance matrix accurate?\">Accurate Covar</td>\n",
       "                <td align=\"center\" title=\"Positive definiteness of covariance matrix\">PosDef</td>\n",
       "                <td align=\"center\" title=\"Was covariance matrix made posdef by adding diagonal element\">Made PosDef</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" title=\"Was last hesse call fail?\">Hesse Fail</td>\n",
       "                <td align=\"center\" title=\"Validity of covariance\">HasCov</td>\n",
       "                <td align=\"center\" title=\"Is EDM above goal EDM?\">Above EDM</td>\n",
       "                <td align=\"center\"></td>\n",
       "                <td align=\"center\" title=\"Did last migrad call reach max call limit?\">Reach calllim</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "                <td align=\"center\"></td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "            </tr>\n",
       "        </table>\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td><a href=\"#\" onclick=\"$('#nMgRMIjnaO').toggle()\">+</a></td>\n",
       "                <td title=\"Variable name\">Name</td>\n",
       "                <td title=\"Value of parameter\">Value</td>\n",
       "                <td title=\"Parabolic error\">Parab Error</td>\n",
       "                <td title=\"Minos lower error\">Minos Error-</td>\n",
       "                <td title=\"Minos upper error\">Minos Error+</td>\n",
       "                <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "                <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "                <td title=\"Is the parameter fixed in the fit\">FIXED</td>\n",
       "            </tr>\n",
       "        \n",
       "            <tr>\n",
       "                <td>1</td>\n",
       "                <td>PSC</td>\n",
       "                <td>1.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td>FIXED</td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>2</td>\n",
       "                <td>Bubbles_3</td>\n",
       "                <td>8.380661e-01</td>\n",
       "                <td>9.086538e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>3</td>\n",
       "                <td>DM_3</td>\n",
       "                <td>8.232882e-01</td>\n",
       "                <td>1.788012e-01</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>4</td>\n",
       "                <td>Isotropic_3</td>\n",
       "                <td>1.345218e-03</td>\n",
       "                <td>1.629669e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>5</td>\n",
       "                <td>FermiDiffuse_3</td>\n",
       "                <td>1.005756e+00</td>\n",
       "                <td>3.849843e-03</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            </table>\n",
       "        \n",
       "            <pre id=\"nMgRMIjnaO\" style=\"display:none;\">\n",
       "            <textarea rows=\"16\" cols=\"50\" onclick=\"this.select()\" readonly>\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Para Error & Error+ & Error- & Limit+ & Limit- & FIXED\\\\\n",
       "\\hline\n",
       "1 & PSC & 1.000e+00 & 0.000e+00 &  &  &  &  & FIXED\\\\\n",
       "\\hline\n",
       "2 & $Bubbles_{3}$ & 8.381e-01 & 9.087e-02 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "3 & $DM_{3}$ & 8.233e-01 & 1.788e-01 &  &  &  &  & \\\\\n",
       "\\hline\n",
       "4 & $Isotropic_{3}$ & 1.345e-03 & 1.630e-02 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "5 & $FermiDiffuse_{3}$ & 1.006e+00 & 3.850e-03 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Migrad completed fitting   1.39e-01 s\n",
      "Masking completed in 4.2200e+00 s\n",
      "Write likelihood tempfile to  /tmp/tmpcS3RCj\n",
      "Code generation completed in 8.8882e-04 s\n",
      "Fallback to CPU mode.  (Failed to import cudamat libraries.)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td title=\"Minimum value of function\">FCN = -334242.020933</td>\n",
       "                <td title=\"Total number of call to FCN so far\">TOTAL NCALL = 141</td>\n",
       "                <td title=\"Number of call in last migrad\">NCALLS = 141</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td title=\"Estimated distance to minimum\">EDM = 0.0297339433644</td>\n",
       "                <td title=\"Maximum EDM definition of convergence\">GOAL EDM = 0.1</td>\n",
       "                <td title=\"Error def. Amount of increase in FCN to be defined as 1 standard deviation\">\n",
       "                UP = 0.5</td>\n",
       "            </tr>\n",
       "        </table>\n",
       "        \n",
       "        <table>\n",
       "            <tr>\n",
       "                <td align=\"center\" title=\"Validity of the migrad call\">Valid</td>\n",
       "                <td align=\"center\" title=\"Validity of parameters\">Valid Param</td>\n",
       "                <td align=\"center\" title=\"Is Covariance matrix accurate?\">Accurate Covar</td>\n",
       "                <td align=\"center\" title=\"Positive definiteness of covariance matrix\">PosDef</td>\n",
       "                <td align=\"center\" title=\"Was covariance matrix made posdef by adding diagonal element\">Made PosDef</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" title=\"Was last hesse call fail?\">Hesse Fail</td>\n",
       "                <td align=\"center\" title=\"Validity of covariance\">HasCov</td>\n",
       "                <td align=\"center\" title=\"Is EDM above goal EDM?\">Above EDM</td>\n",
       "                <td align=\"center\"></td>\n",
       "                <td align=\"center\" title=\"Did last migrad call reach max call limit?\">Reach calllim</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "                <td align=\"center\"></td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "            </tr>\n",
       "        </table>\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td><a href=\"#\" onclick=\"$('#mQIsCAiuLV').toggle()\">+</a></td>\n",
       "                <td title=\"Variable name\">Name</td>\n",
       "                <td title=\"Value of parameter\">Value</td>\n",
       "                <td title=\"Parabolic error\">Parab Error</td>\n",
       "                <td title=\"Minos lower error\">Minos Error-</td>\n",
       "                <td title=\"Minos upper error\">Minos Error+</td>\n",
       "                <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "                <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "                <td title=\"Is the parameter fixed in the fit\">FIXED</td>\n",
       "            </tr>\n",
       "        \n",
       "            <tr>\n",
       "                <td>1</td>\n",
       "                <td>PSC</td>\n",
       "                <td>1.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td>FIXED</td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>2</td>\n",
       "                <td>Bubbles_4</td>\n",
       "                <td>8.102024e-01</td>\n",
       "                <td>9.456618e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>3</td>\n",
       "                <td>DM_4</td>\n",
       "                <td>1.658115e+00</td>\n",
       "                <td>2.901299e-01</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>4</td>\n",
       "                <td>Isotropic_4</td>\n",
       "                <td>3.201041e-03</td>\n",
       "                <td>5.954347e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>5</td>\n",
       "                <td>FermiDiffuse_4</td>\n",
       "                <td>1.021170e+00</td>\n",
       "                <td>4.090051e-03</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            </table>\n",
       "        \n",
       "            <pre id=\"mQIsCAiuLV\" style=\"display:none;\">\n",
       "            <textarea rows=\"16\" cols=\"50\" onclick=\"this.select()\" readonly>\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Para Error & Error+ & Error- & Limit+ & Limit- & FIXED\\\\\n",
       "\\hline\n",
       "1 & PSC & 1.000e+00 & 0.000e+00 &  &  &  &  & FIXED\\\\\n",
       "\\hline\n",
       "2 & $Bubbles_{4}$ & 8.102e-01 & 9.457e-02 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "3 & $DM_{4}$ & 1.658e+00 & 2.901e-01 &  &  &  &  & \\\\\n",
       "\\hline\n",
       "4 & $Isotropic_{4}$ & 3.201e-03 & 5.954e-02 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "5 & $FermiDiffuse_{4}$ & 1.021e+00 & 4.090e-03 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Migrad completed fitting   1.60e-01 s\n",
      "Masking completed in 4.5790e+00 s\n",
      "Write likelihood tempfile to  /tmp/tmp6vH02J\n",
      "Code generation completed in 8.8692e-04 s\n",
      "Fallback to CPU mode.  (Failed to import cudamat libraries.)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td title=\"Minimum value of function\">FCN = -325417.661912</td>\n",
       "                <td title=\"Total number of call to FCN so far\">TOTAL NCALL = 136</td>\n",
       "                <td title=\"Number of call in last migrad\">NCALLS = 136</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td title=\"Estimated distance to minimum\">EDM = 0.0507770796404</td>\n",
       "                <td title=\"Maximum EDM definition of convergence\">GOAL EDM = 0.1</td>\n",
       "                <td title=\"Error def. Amount of increase in FCN to be defined as 1 standard deviation\">\n",
       "                UP = 0.5</td>\n",
       "            </tr>\n",
       "        </table>\n",
       "        \n",
       "        <table>\n",
       "            <tr>\n",
       "                <td align=\"center\" title=\"Validity of the migrad call\">Valid</td>\n",
       "                <td align=\"center\" title=\"Validity of parameters\">Valid Param</td>\n",
       "                <td align=\"center\" title=\"Is Covariance matrix accurate?\">Accurate Covar</td>\n",
       "                <td align=\"center\" title=\"Positive definiteness of covariance matrix\">PosDef</td>\n",
       "                <td align=\"center\" title=\"Was covariance matrix made posdef by adding diagonal element\">Made PosDef</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" title=\"Was last hesse call fail?\">Hesse Fail</td>\n",
       "                <td align=\"center\" title=\"Validity of covariance\">HasCov</td>\n",
       "                <td align=\"center\" title=\"Is EDM above goal EDM?\">Above EDM</td>\n",
       "                <td align=\"center\"></td>\n",
       "                <td align=\"center\" title=\"Did last migrad call reach max call limit?\">Reach calllim</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "                <td align=\"center\"></td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "            </tr>\n",
       "        </table>\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td><a href=\"#\" onclick=\"$('#rBNjOrTqnD').toggle()\">+</a></td>\n",
       "                <td title=\"Variable name\">Name</td>\n",
       "                <td title=\"Value of parameter\">Value</td>\n",
       "                <td title=\"Parabolic error\">Parab Error</td>\n",
       "                <td title=\"Minos lower error\">Minos Error-</td>\n",
       "                <td title=\"Minos upper error\">Minos Error+</td>\n",
       "                <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "                <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "                <td title=\"Is the parameter fixed in the fit\">FIXED</td>\n",
       "            </tr>\n",
       "        \n",
       "            <tr>\n",
       "                <td>1</td>\n",
       "                <td>PSC</td>\n",
       "                <td>1.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td>FIXED</td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>2</td>\n",
       "                <td>Bubbles_5</td>\n",
       "                <td>8.019633e-01</td>\n",
       "                <td>8.584297e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>3</td>\n",
       "                <td>DM_5</td>\n",
       "                <td>2.034605e-01</td>\n",
       "                <td>2.653514e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>4</td>\n",
       "                <td>Isotropic_5</td>\n",
       "                <td>3.181433e-03</td>\n",
       "                <td>3.499752e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>5</td>\n",
       "                <td>FermiDiffuse_5</td>\n",
       "                <td>9.970387e-01</td>\n",
       "                <td>3.946298e-03</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            </table>\n",
       "        \n",
       "            <pre id=\"rBNjOrTqnD\" style=\"display:none;\">\n",
       "            <textarea rows=\"16\" cols=\"50\" onclick=\"this.select()\" readonly>\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Para Error & Error+ & Error- & Limit+ & Limit- & FIXED\\\\\n",
       "\\hline\n",
       "1 & PSC & 1.000e+00 & 0.000e+00 &  &  &  &  & FIXED\\\\\n",
       "\\hline\n",
       "2 & $Bubbles_{5}$ & 8.020e-01 & 8.584e-02 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "3 & $DM_{5}$ & 2.035e-01 & 2.654e-02 &  &  &  &  & \\\\\n",
       "\\hline\n",
       "4 & $Isotropic_{5}$ & 3.181e-03 & 3.500e-02 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "5 & $FermiDiffuse_{5}$ & 9.970e-01 & 3.946e-03 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Migrad completed fitting   1.54e-01 s\n",
      "Masking completed in 4.1968e+00 s\n",
      "Write likelihood tempfile to  /tmp/tmpxLiIRx\n",
      "Code generation completed in 9.3198e-04 s\n",
      "Fallback to CPU mode.  (Failed to import cudamat libraries.)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td title=\"Minimum value of function\">FCN = -307038.662293</td>\n",
       "                <td title=\"Total number of call to FCN so far\">TOTAL NCALL = 156</td>\n",
       "                <td title=\"Number of call in last migrad\">NCALLS = 156</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td title=\"Estimated distance to minimum\">EDM = 0.0394463875767</td>\n",
       "                <td title=\"Maximum EDM definition of convergence\">GOAL EDM = 0.1</td>\n",
       "                <td title=\"Error def. Amount of increase in FCN to be defined as 1 standard deviation\">\n",
       "                UP = 0.5</td>\n",
       "            </tr>\n",
       "        </table>\n",
       "        \n",
       "        <table>\n",
       "            <tr>\n",
       "                <td align=\"center\" title=\"Validity of the migrad call\">Valid</td>\n",
       "                <td align=\"center\" title=\"Validity of parameters\">Valid Param</td>\n",
       "                <td align=\"center\" title=\"Is Covariance matrix accurate?\">Accurate Covar</td>\n",
       "                <td align=\"center\" title=\"Positive definiteness of covariance matrix\">PosDef</td>\n",
       "                <td align=\"center\" title=\"Was covariance matrix made posdef by adding diagonal element\">Made PosDef</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" title=\"Was last hesse call fail?\">Hesse Fail</td>\n",
       "                <td align=\"center\" title=\"Validity of covariance\">HasCov</td>\n",
       "                <td align=\"center\" title=\"Is EDM above goal EDM?\">Above EDM</td>\n",
       "                <td align=\"center\"></td>\n",
       "                <td align=\"center\" title=\"Did last migrad call reach max call limit?\">Reach calllim</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "                <td align=\"center\"></td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "            </tr>\n",
       "        </table>\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td><a href=\"#\" onclick=\"$('#FClPglxJqE').toggle()\">+</a></td>\n",
       "                <td title=\"Variable name\">Name</td>\n",
       "                <td title=\"Value of parameter\">Value</td>\n",
       "                <td title=\"Parabolic error\">Parab Error</td>\n",
       "                <td title=\"Minos lower error\">Minos Error-</td>\n",
       "                <td title=\"Minos upper error\">Minos Error+</td>\n",
       "                <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "                <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "                <td title=\"Is the parameter fixed in the fit\">FIXED</td>\n",
       "            </tr>\n",
       "        \n",
       "            <tr>\n",
       "                <td>1</td>\n",
       "                <td>PSC</td>\n",
       "                <td>1.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td>FIXED</td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>2</td>\n",
       "                <td>Bubbles_6</td>\n",
       "                <td>8.594855e-01</td>\n",
       "                <td>1.128584e-01</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>3</td>\n",
       "                <td>DM_6</td>\n",
       "                <td>1.980606e-01</td>\n",
       "                <td>2.664376e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>4</td>\n",
       "                <td>Isotropic_6</td>\n",
       "                <td>1.550278e-02</td>\n",
       "                <td>7.892065e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>5</td>\n",
       "                <td>FermiDiffuse_6</td>\n",
       "                <td>1.003930e+00</td>\n",
       "                <td>4.596643e-03</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            </table>\n",
       "        \n",
       "            <pre id=\"FClPglxJqE\" style=\"display:none;\">\n",
       "            <textarea rows=\"16\" cols=\"50\" onclick=\"this.select()\" readonly>\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Para Error & Error+ & Error- & Limit+ & Limit- & FIXED\\\\\n",
       "\\hline\n",
       "1 & PSC & 1.000e+00 & 0.000e+00 &  &  &  &  & FIXED\\\\\n",
       "\\hline\n",
       "2 & $Bubbles_{6}$ & 8.595e-01 & 1.129e-01 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "3 & $DM_{6}$ & 1.981e-01 & 2.664e-02 &  &  &  &  & \\\\\n",
       "\\hline\n",
       "4 & $Isotropic_{6}$ & 1.550e-02 & 7.892e-02 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "5 & $FermiDiffuse_{6}$ & 1.004e+00 & 4.597e-03 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Migrad completed fitting   1.78e-01 s\n",
      "Masking completed in 4.0286e+00 s\n",
      "Write likelihood tempfile to  /tmp/tmppnw9Ri\n",
      "Code generation completed in 9.1219e-04 s\n",
      "Fallback to CPU mode.  (Failed to import cudamat libraries.)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td title=\"Minimum value of function\">FCN = -282253.384389</td>\n",
       "                <td title=\"Total number of call to FCN so far\">TOTAL NCALL = 121</td>\n",
       "                <td title=\"Number of call in last migrad\">NCALLS = 121</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td title=\"Estimated distance to minimum\">EDM = 0.0260824632057</td>\n",
       "                <td title=\"Maximum EDM definition of convergence\">GOAL EDM = 0.1</td>\n",
       "                <td title=\"Error def. Amount of increase in FCN to be defined as 1 standard deviation\">\n",
       "                UP = 0.5</td>\n",
       "            </tr>\n",
       "        </table>\n",
       "        \n",
       "        <table>\n",
       "            <tr>\n",
       "                <td align=\"center\" title=\"Validity of the migrad call\">Valid</td>\n",
       "                <td align=\"center\" title=\"Validity of parameters\">Valid Param</td>\n",
       "                <td align=\"center\" title=\"Is Covariance matrix accurate?\">Accurate Covar</td>\n",
       "                <td align=\"center\" title=\"Positive definiteness of covariance matrix\">PosDef</td>\n",
       "                <td align=\"center\" title=\"Was covariance matrix made posdef by adding diagonal element\">Made PosDef</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" title=\"Was last hesse call fail?\">Hesse Fail</td>\n",
       "                <td align=\"center\" title=\"Validity of covariance\">HasCov</td>\n",
       "                <td align=\"center\" title=\"Is EDM above goal EDM?\">Above EDM</td>\n",
       "                <td align=\"center\"></td>\n",
       "                <td align=\"center\" title=\"Did last migrad call reach max call limit?\">Reach calllim</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "                <td align=\"center\"></td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "            </tr>\n",
       "        </table>\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td><a href=\"#\" onclick=\"$('#sSmZTbhVgJ').toggle()\">+</a></td>\n",
       "                <td title=\"Variable name\">Name</td>\n",
       "                <td title=\"Value of parameter\">Value</td>\n",
       "                <td title=\"Parabolic error\">Parab Error</td>\n",
       "                <td title=\"Minos lower error\">Minos Error-</td>\n",
       "                <td title=\"Minos upper error\">Minos Error+</td>\n",
       "                <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "                <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "                <td title=\"Is the parameter fixed in the fit\">FIXED</td>\n",
       "            </tr>\n",
       "        \n",
       "            <tr>\n",
       "                <td>1</td>\n",
       "                <td>PSC</td>\n",
       "                <td>1.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td>FIXED</td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>2</td>\n",
       "                <td>Bubbles_7</td>\n",
       "                <td>1.011884e+00</td>\n",
       "                <td>1.110364e-01</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>3</td>\n",
       "                <td>DM_7</td>\n",
       "                <td>3.016891e-01</td>\n",
       "                <td>3.292805e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>4</td>\n",
       "                <td>Isotropic_7</td>\n",
       "                <td>6.190750e-02</td>\n",
       "                <td>8.789888e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>5</td>\n",
       "                <td>FermiDiffuse_7</td>\n",
       "                <td>9.794431e-01</td>\n",
       "                <td>4.677658e-03</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            </table>\n",
       "        \n",
       "            <pre id=\"sSmZTbhVgJ\" style=\"display:none;\">\n",
       "            <textarea rows=\"16\" cols=\"50\" onclick=\"this.select()\" readonly>\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Para Error & Error+ & Error- & Limit+ & Limit- & FIXED\\\\\n",
       "\\hline\n",
       "1 & PSC & 1.000e+00 & 0.000e+00 &  &  &  &  & FIXED\\\\\n",
       "\\hline\n",
       "2 & $Bubbles_{7}$ & 1.012e+00 & 1.110e-01 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "3 & $DM_{7}$ & 3.017e-01 & 3.293e-02 &  &  &  &  & \\\\\n",
       "\\hline\n",
       "4 & $Isotropic_{7}$ & 6.191e-02 & 8.790e-02 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "5 & $FermiDiffuse_{7}$ & 9.794e-01 & 4.678e-03 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Migrad completed fitting   1.38e-01 s\n",
      "Masking completed in 5.1073e+00 s\n",
      "Write likelihood tempfile to  /tmp/tmp74pZHQ\n",
      "Code generation completed in 8.9812e-04 s\n",
      "Fallback to CPU mode.  (Failed to import cudamat libraries.)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td title=\"Minimum value of function\">FCN = -262487.144084</td>\n",
       "                <td title=\"Total number of call to FCN so far\">TOTAL NCALL = 123</td>\n",
       "                <td title=\"Number of call in last migrad\">NCALLS = 123</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td title=\"Estimated distance to minimum\">EDM = 0.00998112729957</td>\n",
       "                <td title=\"Maximum EDM definition of convergence\">GOAL EDM = 0.1</td>\n",
       "                <td title=\"Error def. Amount of increase in FCN to be defined as 1 standard deviation\">\n",
       "                UP = 0.5</td>\n",
       "            </tr>\n",
       "        </table>\n",
       "        \n",
       "        <table>\n",
       "            <tr>\n",
       "                <td align=\"center\" title=\"Validity of the migrad call\">Valid</td>\n",
       "                <td align=\"center\" title=\"Validity of parameters\">Valid Param</td>\n",
       "                <td align=\"center\" title=\"Is Covariance matrix accurate?\">Accurate Covar</td>\n",
       "                <td align=\"center\" title=\"Positive definiteness of covariance matrix\">PosDef</td>\n",
       "                <td align=\"center\" title=\"Was covariance matrix made posdef by adding diagonal element\">Made PosDef</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" title=\"Was last hesse call fail?\">Hesse Fail</td>\n",
       "                <td align=\"center\" title=\"Validity of covariance\">HasCov</td>\n",
       "                <td align=\"center\" title=\"Is EDM above goal EDM?\">Above EDM</td>\n",
       "                <td align=\"center\"></td>\n",
       "                <td align=\"center\" title=\"Did last migrad call reach max call limit?\">Reach calllim</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "                <td align=\"center\"></td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "            </tr>\n",
       "        </table>\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td><a href=\"#\" onclick=\"$('#PqPlTLYGXz').toggle()\">+</a></td>\n",
       "                <td title=\"Variable name\">Name</td>\n",
       "                <td title=\"Value of parameter\">Value</td>\n",
       "                <td title=\"Parabolic error\">Parab Error</td>\n",
       "                <td title=\"Minos lower error\">Minos Error-</td>\n",
       "                <td title=\"Minos upper error\">Minos Error+</td>\n",
       "                <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "                <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "                <td title=\"Is the parameter fixed in the fit\">FIXED</td>\n",
       "            </tr>\n",
       "        \n",
       "            <tr>\n",
       "                <td>1</td>\n",
       "                <td>PSC</td>\n",
       "                <td>1.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td>FIXED</td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>2</td>\n",
       "                <td>Bubbles_8</td>\n",
       "                <td>9.081365e-01</td>\n",
       "                <td>1.078065e-01</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>3</td>\n",
       "                <td>DM_8</td>\n",
       "                <td>2.824146e-01</td>\n",
       "                <td>2.693153e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>4</td>\n",
       "                <td>Isotropic_8</td>\n",
       "                <td>1.060075e-01</td>\n",
       "                <td>9.154515e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>5</td>\n",
       "                <td>FermiDiffuse_8</td>\n",
       "                <td>9.820342e-01</td>\n",
       "                <td>4.689856e-03</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            </table>\n",
       "        \n",
       "            <pre id=\"PqPlTLYGXz\" style=\"display:none;\">\n",
       "            <textarea rows=\"16\" cols=\"50\" onclick=\"this.select()\" readonly>\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Para Error & Error+ & Error- & Limit+ & Limit- & FIXED\\\\\n",
       "\\hline\n",
       "1 & PSC & 1.000e+00 & 0.000e+00 &  &  &  &  & FIXED\\\\\n",
       "\\hline\n",
       "2 & $Bubbles_{8}$ & 9.081e-01 & 1.078e-01 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "3 & $DM_{8}$ & 2.824e-01 & 2.693e-02 &  &  &  &  & \\\\\n",
       "\\hline\n",
       "4 & $Isotropic_{8}$ & 1.060e-01 & 9.155e-02 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "5 & $FermiDiffuse_{8}$ & 9.820e-01 & 4.690e-03 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Migrad completed fitting   1.40e-01 s\n",
      "Masking completed in 4.9256e+00 s\n",
      "Write likelihood tempfile to  /tmp/tmpDcr2nT\n",
      "Code generation completed in 2.5811e-03 s\n",
      "Fallback to CPU mode.  (Failed to import cudamat libraries.)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td title=\"Minimum value of function\">FCN = -234968.615615</td>\n",
       "                <td title=\"Total number of call to FCN so far\">TOTAL NCALL = 124</td>\n",
       "                <td title=\"Number of call in last migrad\">NCALLS = 124</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td title=\"Estimated distance to minimum\">EDM = 0.00404072393899</td>\n",
       "                <td title=\"Maximum EDM definition of convergence\">GOAL EDM = 0.1</td>\n",
       "                <td title=\"Error def. Amount of increase in FCN to be defined as 1 standard deviation\">\n",
       "                UP = 0.5</td>\n",
       "            </tr>\n",
       "        </table>\n",
       "        \n",
       "        <table>\n",
       "            <tr>\n",
       "                <td align=\"center\" title=\"Validity of the migrad call\">Valid</td>\n",
       "                <td align=\"center\" title=\"Validity of parameters\">Valid Param</td>\n",
       "                <td align=\"center\" title=\"Is Covariance matrix accurate?\">Accurate Covar</td>\n",
       "                <td align=\"center\" title=\"Positive definiteness of covariance matrix\">PosDef</td>\n",
       "                <td align=\"center\" title=\"Was covariance matrix made posdef by adding diagonal element\">Made PosDef</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" title=\"Was last hesse call fail?\">Hesse Fail</td>\n",
       "                <td align=\"center\" title=\"Validity of covariance\">HasCov</td>\n",
       "                <td align=\"center\" title=\"Is EDM above goal EDM?\">Above EDM</td>\n",
       "                <td align=\"center\"></td>\n",
       "                <td align=\"center\" title=\"Did last migrad call reach max call limit?\">Reach calllim</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "                <td align=\"center\"></td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "            </tr>\n",
       "        </table>\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td><a href=\"#\" onclick=\"$('#WYqjqFFQuI').toggle()\">+</a></td>\n",
       "                <td title=\"Variable name\">Name</td>\n",
       "                <td title=\"Value of parameter\">Value</td>\n",
       "                <td title=\"Parabolic error\">Parab Error</td>\n",
       "                <td title=\"Minos lower error\">Minos Error-</td>\n",
       "                <td title=\"Minos upper error\">Minos Error+</td>\n",
       "                <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "                <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "                <td title=\"Is the parameter fixed in the fit\">FIXED</td>\n",
       "            </tr>\n",
       "        \n",
       "            <tr>\n",
       "                <td>1</td>\n",
       "                <td>PSC</td>\n",
       "                <td>1.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td>FIXED</td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>2</td>\n",
       "                <td>Bubbles_9</td>\n",
       "                <td>9.433680e-01</td>\n",
       "                <td>1.082110e-01</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>3</td>\n",
       "                <td>DM_9</td>\n",
       "                <td>3.221937e-01</td>\n",
       "                <td>2.995422e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>4</td>\n",
       "                <td>Isotropic_9</td>\n",
       "                <td>2.011931e-01</td>\n",
       "                <td>9.341866e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>5</td>\n",
       "                <td>FermiDiffuse_9</td>\n",
       "                <td>9.542273e-01</td>\n",
       "                <td>4.610074e-03</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            </table>\n",
       "        \n",
       "            <pre id=\"WYqjqFFQuI\" style=\"display:none;\">\n",
       "            <textarea rows=\"16\" cols=\"50\" onclick=\"this.select()\" readonly>\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Para Error & Error+ & Error- & Limit+ & Limit- & FIXED\\\\\n",
       "\\hline\n",
       "1 & PSC & 1.000e+00 & 0.000e+00 &  &  &  &  & FIXED\\\\\n",
       "\\hline\n",
       "2 & $Bubbles_{9}$ & 9.434e-01 & 1.082e-01 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "3 & $DM_{9}$ & 3.222e-01 & 2.995e-02 &  &  &  &  & \\\\\n",
       "\\hline\n",
       "4 & $Isotropic_{9}$ & 2.012e-01 & 9.342e-02 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "5 & $FermiDiffuse_{9}$ & 9.542e-01 & 4.610e-03 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Migrad completed fitting   1.89e-01 s\n",
      "Masking completed in 3.8026e+00 s\n",
      "Write likelihood tempfile to  /tmp/tmp506AQS\n",
      "Code generation completed in 9.0504e-04 s\n",
      "Fallback to CPU mode.  (Failed to import cudamat libraries.)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td title=\"Minimum value of function\">FCN = -212730.710009</td>\n",
       "                <td title=\"Total number of call to FCN so far\">TOTAL NCALL = 108</td>\n",
       "                <td title=\"Number of call in last migrad\">NCALLS = 108</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td title=\"Estimated distance to minimum\">EDM = 0.0142230796108</td>\n",
       "                <td title=\"Maximum EDM definition of convergence\">GOAL EDM = 0.1</td>\n",
       "                <td title=\"Error def. Amount of increase in FCN to be defined as 1 standard deviation\">\n",
       "                UP = 0.5</td>\n",
       "            </tr>\n",
       "        </table>\n",
       "        \n",
       "        <table>\n",
       "            <tr>\n",
       "                <td align=\"center\" title=\"Validity of the migrad call\">Valid</td>\n",
       "                <td align=\"center\" title=\"Validity of parameters\">Valid Param</td>\n",
       "                <td align=\"center\" title=\"Is Covariance matrix accurate?\">Accurate Covar</td>\n",
       "                <td align=\"center\" title=\"Positive definiteness of covariance matrix\">PosDef</td>\n",
       "                <td align=\"center\" title=\"Was covariance matrix made posdef by adding diagonal element\">Made PosDef</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" title=\"Was last hesse call fail?\">Hesse Fail</td>\n",
       "                <td align=\"center\" title=\"Validity of covariance\">HasCov</td>\n",
       "                <td align=\"center\" title=\"Is EDM above goal EDM?\">Above EDM</td>\n",
       "                <td align=\"center\"></td>\n",
       "                <td align=\"center\" title=\"Did last migrad call reach max call limit?\">Reach calllim</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "                <td align=\"center\"></td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "            </tr>\n",
       "        </table>\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td><a href=\"#\" onclick=\"$('#OHQlAXQMzX').toggle()\">+</a></td>\n",
       "                <td title=\"Variable name\">Name</td>\n",
       "                <td title=\"Value of parameter\">Value</td>\n",
       "                <td title=\"Parabolic error\">Parab Error</td>\n",
       "                <td title=\"Minos lower error\">Minos Error-</td>\n",
       "                <td title=\"Minos upper error\">Minos Error+</td>\n",
       "                <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "                <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "                <td title=\"Is the parameter fixed in the fit\">FIXED</td>\n",
       "            </tr>\n",
       "        \n",
       "            <tr>\n",
       "                <td>1</td>\n",
       "                <td>PSC</td>\n",
       "                <td>1.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td>FIXED</td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>2</td>\n",
       "                <td>Bubbles_10</td>\n",
       "                <td>8.953213e-01</td>\n",
       "                <td>9.921007e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>3</td>\n",
       "                <td>DM_10</td>\n",
       "                <td>4.161111e-01</td>\n",
       "                <td>2.853988e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>4</td>\n",
       "                <td>Isotropic_10</td>\n",
       "                <td>3.508321e-01</td>\n",
       "                <td>9.675847e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>5</td>\n",
       "                <td>FermiDiffuse_10</td>\n",
       "                <td>9.513130e-01</td>\n",
       "                <td>4.656048e-03</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            </table>\n",
       "        \n",
       "            <pre id=\"OHQlAXQMzX\" style=\"display:none;\">\n",
       "            <textarea rows=\"16\" cols=\"50\" onclick=\"this.select()\" readonly>\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Para Error & Error+ & Error- & Limit+ & Limit- & FIXED\\\\\n",
       "\\hline\n",
       "1 & PSC & 1.000e+00 & 0.000e+00 &  &  &  &  & FIXED\\\\\n",
       "\\hline\n",
       "2 & $Bubbles_{10}$ & 8.953e-01 & 9.921e-02 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "3 & $DM_{10}$ & 4.161e-01 & 2.854e-02 &  &  &  &  & \\\\\n",
       "\\hline\n",
       "4 & $Isotropic_{10}$ & 3.508e-01 & 9.676e-02 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "5 & $FermiDiffuse_{10}$ & 9.513e-01 & 4.656e-03 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Migrad completed fitting   1.23e-01 s\n",
      "Masking completed in 4.5603e-01 s\n",
      "Write likelihood tempfile to  /tmp/tmpYYB7iQ\n",
      "Code generation completed in 9.0814e-04 s\n",
      "Fallback to CPU mode.  (Failed to import cudamat libraries.)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td title=\"Minimum value of function\">FCN = -174479.357785</td>\n",
       "                <td title=\"Total number of call to FCN so far\">TOTAL NCALL = 108</td>\n",
       "                <td title=\"Number of call in last migrad\">NCALLS = 108</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td title=\"Estimated distance to minimum\">EDM = 0.000293074661788</td>\n",
       "                <td title=\"Maximum EDM definition of convergence\">GOAL EDM = 0.1</td>\n",
       "                <td title=\"Error def. Amount of increase in FCN to be defined as 1 standard deviation\">\n",
       "                UP = 0.5</td>\n",
       "            </tr>\n",
       "        </table>\n",
       "        \n",
       "        <table>\n",
       "            <tr>\n",
       "                <td align=\"center\" title=\"Validity of the migrad call\">Valid</td>\n",
       "                <td align=\"center\" title=\"Validity of parameters\">Valid Param</td>\n",
       "                <td align=\"center\" title=\"Is Covariance matrix accurate?\">Accurate Covar</td>\n",
       "                <td align=\"center\" title=\"Positive definiteness of covariance matrix\">PosDef</td>\n",
       "                <td align=\"center\" title=\"Was covariance matrix made posdef by adding diagonal element\">Made PosDef</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" title=\"Was last hesse call fail?\">Hesse Fail</td>\n",
       "                <td align=\"center\" title=\"Validity of covariance\">HasCov</td>\n",
       "                <td align=\"center\" title=\"Is EDM above goal EDM?\">Above EDM</td>\n",
       "                <td align=\"center\"></td>\n",
       "                <td align=\"center\" title=\"Did last migrad call reach max call limit?\">Reach calllim</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "                <td align=\"center\"></td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "            </tr>\n",
       "        </table>\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td><a href=\"#\" onclick=\"$('#RtklCNOCXO').toggle()\">+</a></td>\n",
       "                <td title=\"Variable name\">Name</td>\n",
       "                <td title=\"Value of parameter\">Value</td>\n",
       "                <td title=\"Parabolic error\">Parab Error</td>\n",
       "                <td title=\"Minos lower error\">Minos Error-</td>\n",
       "                <td title=\"Minos upper error\">Minos Error+</td>\n",
       "                <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "                <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "                <td title=\"Is the parameter fixed in the fit\">FIXED</td>\n",
       "            </tr>\n",
       "        \n",
       "            <tr>\n",
       "                <td>1</td>\n",
       "                <td>PSC</td>\n",
       "                <td>1.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td>FIXED</td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>2</td>\n",
       "                <td>Bubbles_11</td>\n",
       "                <td>9.534208e-01</td>\n",
       "                <td>9.854495e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>3</td>\n",
       "                <td>DM_11</td>\n",
       "                <td>4.352061e-01</td>\n",
       "                <td>2.784885e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>4</td>\n",
       "                <td>Isotropic_11</td>\n",
       "                <td>3.954350e-01</td>\n",
       "                <td>9.790400e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>5</td>\n",
       "                <td>FermiDiffuse_11</td>\n",
       "                <td>9.177343e-01</td>\n",
       "                <td>4.643828e-03</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            </table>\n",
       "        \n",
       "            <pre id=\"RtklCNOCXO\" style=\"display:none;\">\n",
       "            <textarea rows=\"16\" cols=\"50\" onclick=\"this.select()\" readonly>\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Para Error & Error+ & Error- & Limit+ & Limit- & FIXED\\\\\n",
       "\\hline\n",
       "1 & PSC & 1.000e+00 & 0.000e+00 &  &  &  &  & FIXED\\\\\n",
       "\\hline\n",
       "2 & $Bubbles_{11}$ & 9.534e-01 & 9.854e-02 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "3 & $DM_{11}$ & 4.352e-01 & 2.785e-02 &  &  &  &  & \\\\\n",
       "\\hline\n",
       "4 & $Isotropic_{11}$ & 3.954e-01 & 9.790e-02 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "5 & $FermiDiffuse_{11}$ & 9.177e-01 & 4.644e-03 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Migrad completed fitting   1.22e-01 s\n",
      "Masking completed in 4.6945e-01 s\n",
      "Write likelihood tempfile to  /tmp/tmpwEWcQD\n",
      "Code generation completed in 2.5802e-03 s\n",
      "Fallback to CPU mode.  (Failed to import cudamat libraries.)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td title=\"Minimum value of function\">FCN = -137397.000649</td>\n",
       "                <td title=\"Total number of call to FCN so far\">TOTAL NCALL = 108</td>\n",
       "                <td title=\"Number of call in last migrad\">NCALLS = 108</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td title=\"Estimated distance to minimum\">EDM = 0.000575360676628</td>\n",
       "                <td title=\"Maximum EDM definition of convergence\">GOAL EDM = 0.1</td>\n",
       "                <td title=\"Error def. Amount of increase in FCN to be defined as 1 standard deviation\">\n",
       "                UP = 0.5</td>\n",
       "            </tr>\n",
       "        </table>\n",
       "        \n",
       "        <table>\n",
       "            <tr>\n",
       "                <td align=\"center\" title=\"Validity of the migrad call\">Valid</td>\n",
       "                <td align=\"center\" title=\"Validity of parameters\">Valid Param</td>\n",
       "                <td align=\"center\" title=\"Is Covariance matrix accurate?\">Accurate Covar</td>\n",
       "                <td align=\"center\" title=\"Positive definiteness of covariance matrix\">PosDef</td>\n",
       "                <td align=\"center\" title=\"Was covariance matrix made posdef by adding diagonal element\">Made PosDef</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" title=\"Was last hesse call fail?\">Hesse Fail</td>\n",
       "                <td align=\"center\" title=\"Validity of covariance\">HasCov</td>\n",
       "                <td align=\"center\" title=\"Is EDM above goal EDM?\">Above EDM</td>\n",
       "                <td align=\"center\"></td>\n",
       "                <td align=\"center\" title=\"Did last migrad call reach max call limit?\">Reach calllim</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "                <td align=\"center\"></td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "            </tr>\n",
       "        </table>\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td><a href=\"#\" onclick=\"$('#MzmZSkzfNG').toggle()\">+</a></td>\n",
       "                <td title=\"Variable name\">Name</td>\n",
       "                <td title=\"Value of parameter\">Value</td>\n",
       "                <td title=\"Parabolic error\">Parab Error</td>\n",
       "                <td title=\"Minos lower error\">Minos Error-</td>\n",
       "                <td title=\"Minos upper error\">Minos Error+</td>\n",
       "                <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "                <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "                <td title=\"Is the parameter fixed in the fit\">FIXED</td>\n",
       "            </tr>\n",
       "        \n",
       "            <tr>\n",
       "                <td>1</td>\n",
       "                <td>PSC</td>\n",
       "                <td>1.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td>FIXED</td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>2</td>\n",
       "                <td>Bubbles_12</td>\n",
       "                <td>1.184162e+00</td>\n",
       "                <td>9.089340e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>3</td>\n",
       "                <td>DM_12</td>\n",
       "                <td>5.079101e-01</td>\n",
       "                <td>3.544664e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>4</td>\n",
       "                <td>Isotropic_12</td>\n",
       "                <td>3.199648e-01</td>\n",
       "                <td>1.039298e-01</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>5</td>\n",
       "                <td>FermiDiffuse_12</td>\n",
       "                <td>9.081289e-01</td>\n",
       "                <td>4.840272e-03</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            </table>\n",
       "        \n",
       "            <pre id=\"MzmZSkzfNG\" style=\"display:none;\">\n",
       "            <textarea rows=\"16\" cols=\"50\" onclick=\"this.select()\" readonly>\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Para Error & Error+ & Error- & Limit+ & Limit- & FIXED\\\\\n",
       "\\hline\n",
       "1 & PSC & 1.000e+00 & 0.000e+00 &  &  &  &  & FIXED\\\\\n",
       "\\hline\n",
       "2 & $Bubbles_{12}$ & 1.184e+00 & 9.089e-02 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "3 & $DM_{12}$ & 5.079e-01 & 3.545e-02 &  &  &  &  & \\\\\n",
       "\\hline\n",
       "4 & $Isotropic_{12}$ & 3.200e-01 & 1.039e-01 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "5 & $FermiDiffuse_{12}$ & 9.081e-01 & 4.840e-03 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Migrad completed fitting   1.79e-01 s\n",
      "Masking completed in 4.9073e-01 s\n",
      "Write likelihood tempfile to  /tmp/tmpv24qBX\n",
      "Code generation completed in 8.8692e-04 s\n",
      "Fallback to CPU mode.  (Failed to import cudamat libraries.)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td title=\"Minimum value of function\">FCN = -99479.8199905</td>\n",
       "                <td title=\"Total number of call to FCN so far\">TOTAL NCALL = 99</td>\n",
       "                <td title=\"Number of call in last migrad\">NCALLS = 99</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td title=\"Estimated distance to minimum\">EDM = 0.0185233883112</td>\n",
       "                <td title=\"Maximum EDM definition of convergence\">GOAL EDM = 0.1</td>\n",
       "                <td title=\"Error def. Amount of increase in FCN to be defined as 1 standard deviation\">\n",
       "                UP = 0.5</td>\n",
       "            </tr>\n",
       "        </table>\n",
       "        \n",
       "        <table>\n",
       "            <tr>\n",
       "                <td align=\"center\" title=\"Validity of the migrad call\">Valid</td>\n",
       "                <td align=\"center\" title=\"Validity of parameters\">Valid Param</td>\n",
       "                <td align=\"center\" title=\"Is Covariance matrix accurate?\">Accurate Covar</td>\n",
       "                <td align=\"center\" title=\"Positive definiteness of covariance matrix\">PosDef</td>\n",
       "                <td align=\"center\" title=\"Was covariance matrix made posdef by adding diagonal element\">Made PosDef</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" title=\"Was last hesse call fail?\">Hesse Fail</td>\n",
       "                <td align=\"center\" title=\"Validity of covariance\">HasCov</td>\n",
       "                <td align=\"center\" title=\"Is EDM above goal EDM?\">Above EDM</td>\n",
       "                <td align=\"center\"></td>\n",
       "                <td align=\"center\" title=\"Did last migrad call reach max call limit?\">Reach calllim</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "                <td align=\"center\"></td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "            </tr>\n",
       "        </table>\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td><a href=\"#\" onclick=\"$('#gsLDwaFcji').toggle()\">+</a></td>\n",
       "                <td title=\"Variable name\">Name</td>\n",
       "                <td title=\"Value of parameter\">Value</td>\n",
       "                <td title=\"Parabolic error\">Parab Error</td>\n",
       "                <td title=\"Minos lower error\">Minos Error-</td>\n",
       "                <td title=\"Minos upper error\">Minos Error+</td>\n",
       "                <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "                <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "                <td title=\"Is the parameter fixed in the fit\">FIXED</td>\n",
       "            </tr>\n",
       "        \n",
       "            <tr>\n",
       "                <td>1</td>\n",
       "                <td>PSC</td>\n",
       "                <td>1.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td>FIXED</td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>2</td>\n",
       "                <td>Bubbles_13</td>\n",
       "                <td>1.082793e+00</td>\n",
       "                <td>8.770868e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>3</td>\n",
       "                <td>DM_13</td>\n",
       "                <td>5.354367e-01</td>\n",
       "                <td>3.055728e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>4</td>\n",
       "                <td>Isotropic_13</td>\n",
       "                <td>3.854907e-01</td>\n",
       "                <td>1.145487e-01</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>5</td>\n",
       "                <td>FermiDiffuse_13</td>\n",
       "                <td>8.809314e-01</td>\n",
       "                <td>5.073814e-03</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            </table>\n",
       "        \n",
       "            <pre id=\"gsLDwaFcji\" style=\"display:none;\">\n",
       "            <textarea rows=\"16\" cols=\"50\" onclick=\"this.select()\" readonly>\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Para Error & Error+ & Error- & Limit+ & Limit- & FIXED\\\\\n",
       "\\hline\n",
       "1 & PSC & 1.000e+00 & 0.000e+00 &  &  &  &  & FIXED\\\\\n",
       "\\hline\n",
       "2 & $Bubbles_{13}$ & 1.083e+00 & 8.771e-02 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "3 & $DM_{13}$ & 5.354e-01 & 3.056e-02 &  &  &  &  & \\\\\n",
       "\\hline\n",
       "4 & $Isotropic_{13}$ & 3.855e-01 & 1.145e-01 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "5 & $FermiDiffuse_{13}$ & 8.809e-01 & 5.074e-03 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Migrad completed fitting   1.13e-01 s\n",
      "Masking completed in 4.9169e-01 s\n",
      "Write likelihood tempfile to  /tmp/tmpLzYpKy\n",
      "Code generation completed in 8.8310e-04 s\n",
      "Fallback to CPU mode.  (Failed to import cudamat libraries.)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td title=\"Minimum value of function\">FCN = -67812.3175243</td>\n",
       "                <td title=\"Total number of call to FCN so far\">TOTAL NCALL = 87</td>\n",
       "                <td title=\"Number of call in last migrad\">NCALLS = 87</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td title=\"Estimated distance to minimum\">EDM = 0.0430154860918</td>\n",
       "                <td title=\"Maximum EDM definition of convergence\">GOAL EDM = 0.1</td>\n",
       "                <td title=\"Error def. Amount of increase in FCN to be defined as 1 standard deviation\">\n",
       "                UP = 0.5</td>\n",
       "            </tr>\n",
       "        </table>\n",
       "        \n",
       "        <table>\n",
       "            <tr>\n",
       "                <td align=\"center\" title=\"Validity of the migrad call\">Valid</td>\n",
       "                <td align=\"center\" title=\"Validity of parameters\">Valid Param</td>\n",
       "                <td align=\"center\" title=\"Is Covariance matrix accurate?\">Accurate Covar</td>\n",
       "                <td align=\"center\" title=\"Positive definiteness of covariance matrix\">PosDef</td>\n",
       "                <td align=\"center\" title=\"Was covariance matrix made posdef by adding diagonal element\">Made PosDef</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" title=\"Was last hesse call fail?\">Hesse Fail</td>\n",
       "                <td align=\"center\" title=\"Validity of covariance\">HasCov</td>\n",
       "                <td align=\"center\" title=\"Is EDM above goal EDM?\">Above EDM</td>\n",
       "                <td align=\"center\"></td>\n",
       "                <td align=\"center\" title=\"Did last migrad call reach max call limit?\">Reach calllim</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "                <td align=\"center\"></td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "            </tr>\n",
       "        </table>\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td><a href=\"#\" onclick=\"$('#HwGqdDumxN').toggle()\">+</a></td>\n",
       "                <td title=\"Variable name\">Name</td>\n",
       "                <td title=\"Value of parameter\">Value</td>\n",
       "                <td title=\"Parabolic error\">Parab Error</td>\n",
       "                <td title=\"Minos lower error\">Minos Error-</td>\n",
       "                <td title=\"Minos upper error\">Minos Error+</td>\n",
       "                <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "                <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "                <td title=\"Is the parameter fixed in the fit\">FIXED</td>\n",
       "            </tr>\n",
       "        \n",
       "            <tr>\n",
       "                <td>1</td>\n",
       "                <td>PSC</td>\n",
       "                <td>1.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td>FIXED</td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>2</td>\n",
       "                <td>Bubbles_14</td>\n",
       "                <td>9.119545e-01</td>\n",
       "                <td>7.799614e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>3</td>\n",
       "                <td>DM_14</td>\n",
       "                <td>5.906917e-01</td>\n",
       "                <td>3.984974e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>4</td>\n",
       "                <td>Isotropic_14</td>\n",
       "                <td>3.989213e-01</td>\n",
       "                <td>1.060677e-01</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>5</td>\n",
       "                <td>FermiDiffuse_14</td>\n",
       "                <td>8.799831e-01</td>\n",
       "                <td>5.310855e-03</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            </table>\n",
       "        \n",
       "            <pre id=\"HwGqdDumxN\" style=\"display:none;\">\n",
       "            <textarea rows=\"16\" cols=\"50\" onclick=\"this.select()\" readonly>\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Para Error & Error+ & Error- & Limit+ & Limit- & FIXED\\\\\n",
       "\\hline\n",
       "1 & PSC & 1.000e+00 & 0.000e+00 &  &  &  &  & FIXED\\\\\n",
       "\\hline\n",
       "2 & $Bubbles_{14}$ & 9.120e-01 & 7.800e-02 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "3 & $DM_{14}$ & 5.907e-01 & 3.985e-02 &  &  &  &  & \\\\\n",
       "\\hline\n",
       "4 & $Isotropic_{14}$ & 3.989e-01 & 1.061e-01 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "5 & $FermiDiffuse_{14}$ & 8.800e-01 & 5.311e-03 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Migrad completed fitting   9.96e-02 s\n",
      "Masking completed in 5.2544e-01 s\n",
      "Write likelihood tempfile to  /tmp/tmpaSDMad\n",
      "Code generation completed in 8.9097e-04 s\n",
      "Fallback to CPU mode.  (Failed to import cudamat libraries.)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td title=\"Minimum value of function\">FCN = -36597.2930652</td>\n",
       "                <td title=\"Total number of call to FCN so far\">TOTAL NCALL = 83</td>\n",
       "                <td title=\"Number of call in last migrad\">NCALLS = 83</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td title=\"Estimated distance to minimum\">EDM = 0.0836849492575</td>\n",
       "                <td title=\"Maximum EDM definition of convergence\">GOAL EDM = 0.1</td>\n",
       "                <td title=\"Error def. Amount of increase in FCN to be defined as 1 standard deviation\">\n",
       "                UP = 0.5</td>\n",
       "            </tr>\n",
       "        </table>\n",
       "        \n",
       "        <table>\n",
       "            <tr>\n",
       "                <td align=\"center\" title=\"Validity of the migrad call\">Valid</td>\n",
       "                <td align=\"center\" title=\"Validity of parameters\">Valid Param</td>\n",
       "                <td align=\"center\" title=\"Is Covariance matrix accurate?\">Accurate Covar</td>\n",
       "                <td align=\"center\" title=\"Positive definiteness of covariance matrix\">PosDef</td>\n",
       "                <td align=\"center\" title=\"Was covariance matrix made posdef by adding diagonal element\">Made PosDef</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" title=\"Was last hesse call fail?\">Hesse Fail</td>\n",
       "                <td align=\"center\" title=\"Validity of covariance\">HasCov</td>\n",
       "                <td align=\"center\" title=\"Is EDM above goal EDM?\">Above EDM</td>\n",
       "                <td align=\"center\"></td>\n",
       "                <td align=\"center\" title=\"Did last migrad call reach max call limit?\">Reach calllim</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "                <td align=\"center\"></td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "            </tr>\n",
       "        </table>\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td><a href=\"#\" onclick=\"$('#OwLHEkCDAJ').toggle()\">+</a></td>\n",
       "                <td title=\"Variable name\">Name</td>\n",
       "                <td title=\"Value of parameter\">Value</td>\n",
       "                <td title=\"Parabolic error\">Parab Error</td>\n",
       "                <td title=\"Minos lower error\">Minos Error-</td>\n",
       "                <td title=\"Minos upper error\">Minos Error+</td>\n",
       "                <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "                <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "                <td title=\"Is the parameter fixed in the fit\">FIXED</td>\n",
       "            </tr>\n",
       "        \n",
       "            <tr>\n",
       "                <td>1</td>\n",
       "                <td>PSC</td>\n",
       "                <td>1.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td>FIXED</td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>2</td>\n",
       "                <td>Bubbles_15</td>\n",
       "                <td>9.385487e-01</td>\n",
       "                <td>7.502964e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>3</td>\n",
       "                <td>DM_15</td>\n",
       "                <td>7.485954e-01</td>\n",
       "                <td>4.554143e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>4</td>\n",
       "                <td>Isotropic_15</td>\n",
       "                <td>5.803829e-01</td>\n",
       "                <td>1.033237e-01</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>5</td>\n",
       "                <td>FermiDiffuse_15</td>\n",
       "                <td>8.534381e-01</td>\n",
       "                <td>5.747678e-03</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            </table>\n",
       "        \n",
       "            <pre id=\"OwLHEkCDAJ\" style=\"display:none;\">\n",
       "            <textarea rows=\"16\" cols=\"50\" onclick=\"this.select()\" readonly>\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Para Error & Error+ & Error- & Limit+ & Limit- & FIXED\\\\\n",
       "\\hline\n",
       "1 & PSC & 1.000e+00 & 0.000e+00 &  &  &  &  & FIXED\\\\\n",
       "\\hline\n",
       "2 & $Bubbles_{15}$ & 9.385e-01 & 7.503e-02 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "3 & $DM_{15}$ & 7.486e-01 & 4.554e-02 &  &  &  &  & \\\\\n",
       "\\hline\n",
       "4 & $Isotropic_{15}$ & 5.804e-01 & 1.033e-01 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "5 & $FermiDiffuse_{15}$ & 8.534e-01 & 5.748e-03 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Migrad completed fitting   9.47e-02 s\n",
      "Masking completed in 4.8896e-01 s\n",
      "Write likelihood tempfile to  /tmp/tmpI821pt\n",
      "Code generation completed in 9.0981e-04 s\n",
      "Fallback to CPU mode.  (Failed to import cudamat libraries.)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td title=\"Minimum value of function\">FCN = -11728.3915067</td>\n",
       "                <td title=\"Total number of call to FCN so far\">TOTAL NCALL = 81</td>\n",
       "                <td title=\"Number of call in last migrad\">NCALLS = 81</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td title=\"Estimated distance to minimum\">EDM = 0.0887815699484</td>\n",
       "                <td title=\"Maximum EDM definition of convergence\">GOAL EDM = 0.1</td>\n",
       "                <td title=\"Error def. Amount of increase in FCN to be defined as 1 standard deviation\">\n",
       "                UP = 0.5</td>\n",
       "            </tr>\n",
       "        </table>\n",
       "        \n",
       "        <table>\n",
       "            <tr>\n",
       "                <td align=\"center\" title=\"Validity of the migrad call\">Valid</td>\n",
       "                <td align=\"center\" title=\"Validity of parameters\">Valid Param</td>\n",
       "                <td align=\"center\" title=\"Is Covariance matrix accurate?\">Accurate Covar</td>\n",
       "                <td align=\"center\" title=\"Positive definiteness of covariance matrix\">PosDef</td>\n",
       "                <td align=\"center\" title=\"Was covariance matrix made posdef by adding diagonal element\">Made PosDef</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" title=\"Was last hesse call fail?\">Hesse Fail</td>\n",
       "                <td align=\"center\" title=\"Validity of covariance\">HasCov</td>\n",
       "                <td align=\"center\" title=\"Is EDM above goal EDM?\">Above EDM</td>\n",
       "                <td align=\"center\"></td>\n",
       "                <td align=\"center\" title=\"Did last migrad call reach max call limit?\">Reach calllim</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "                <td align=\"center\"></td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "            </tr>\n",
       "        </table>\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td><a href=\"#\" onclick=\"$('#GgqtLIOURl').toggle()\">+</a></td>\n",
       "                <td title=\"Variable name\">Name</td>\n",
       "                <td title=\"Value of parameter\">Value</td>\n",
       "                <td title=\"Parabolic error\">Parab Error</td>\n",
       "                <td title=\"Minos lower error\">Minos Error-</td>\n",
       "                <td title=\"Minos upper error\">Minos Error+</td>\n",
       "                <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "                <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "                <td title=\"Is the parameter fixed in the fit\">FIXED</td>\n",
       "            </tr>\n",
       "        \n",
       "            <tr>\n",
       "                <td>1</td>\n",
       "                <td>PSC</td>\n",
       "                <td>1.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td>FIXED</td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>2</td>\n",
       "                <td>Bubbles_16</td>\n",
       "                <td>1.121147e+00</td>\n",
       "                <td>8.348367e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>3</td>\n",
       "                <td>DM_16</td>\n",
       "                <td>8.493189e-01</td>\n",
       "                <td>5.320521e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>4</td>\n",
       "                <td>Isotropic_16</td>\n",
       "                <td>5.872873e-01</td>\n",
       "                <td>1.201916e-01</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>5</td>\n",
       "                <td>FermiDiffuse_16</td>\n",
       "                <td>8.540995e-01</td>\n",
       "                <td>6.604028e-03</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            </table>\n",
       "        \n",
       "            <pre id=\"GgqtLIOURl\" style=\"display:none;\">\n",
       "            <textarea rows=\"16\" cols=\"50\" onclick=\"this.select()\" readonly>\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Para Error & Error+ & Error- & Limit+ & Limit- & FIXED\\\\\n",
       "\\hline\n",
       "1 & PSC & 1.000e+00 & 0.000e+00 &  &  &  &  & FIXED\\\\\n",
       "\\hline\n",
       "2 & $Bubbles_{16}$ & 1.121e+00 & 8.348e-02 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "3 & $DM_{16}$ & 8.493e-01 & 5.321e-02 &  &  &  &  & \\\\\n",
       "\\hline\n",
       "4 & $Isotropic_{16}$ & 5.873e-01 & 1.202e-01 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "5 & $FermiDiffuse_{16}$ & 8.541e-01 & 6.604e-03 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Migrad completed fitting   9.27e-02 s\n",
      "Masking completed in 5.1501e-01 s\n",
      "Write likelihood tempfile to  /tmp/tmp2vdVpA\n",
      "Code generation completed in 9.0504e-04 s\n",
      "Fallback to CPU mode.  (Failed to import cudamat libraries.)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td title=\"Minimum value of function\">FCN = 7323.56132108</td>\n",
       "                <td title=\"Total number of call to FCN so far\">TOTAL NCALL = 88</td>\n",
       "                <td title=\"Number of call in last migrad\">NCALLS = 88</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td title=\"Estimated distance to minimum\">EDM = 0.000584872076024</td>\n",
       "                <td title=\"Maximum EDM definition of convergence\">GOAL EDM = 0.1</td>\n",
       "                <td title=\"Error def. Amount of increase in FCN to be defined as 1 standard deviation\">\n",
       "                UP = 0.5</td>\n",
       "            </tr>\n",
       "        </table>\n",
       "        \n",
       "        <table>\n",
       "            <tr>\n",
       "                <td align=\"center\" title=\"Validity of the migrad call\">Valid</td>\n",
       "                <td align=\"center\" title=\"Validity of parameters\">Valid Param</td>\n",
       "                <td align=\"center\" title=\"Is Covariance matrix accurate?\">Accurate Covar</td>\n",
       "                <td align=\"center\" title=\"Positive definiteness of covariance matrix\">PosDef</td>\n",
       "                <td align=\"center\" title=\"Was covariance matrix made posdef by adding diagonal element\">Made PosDef</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" title=\"Was last hesse call fail?\">Hesse Fail</td>\n",
       "                <td align=\"center\" title=\"Validity of covariance\">HasCov</td>\n",
       "                <td align=\"center\" title=\"Is EDM above goal EDM?\">Above EDM</td>\n",
       "                <td align=\"center\"></td>\n",
       "                <td align=\"center\" title=\"Did last migrad call reach max call limit?\">Reach calllim</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "                <td align=\"center\"></td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "            </tr>\n",
       "        </table>\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td><a href=\"#\" onclick=\"$('#jTbfXrPelr').toggle()\">+</a></td>\n",
       "                <td title=\"Variable name\">Name</td>\n",
       "                <td title=\"Value of parameter\">Value</td>\n",
       "                <td title=\"Parabolic error\">Parab Error</td>\n",
       "                <td title=\"Minos lower error\">Minos Error-</td>\n",
       "                <td title=\"Minos upper error\">Minos Error+</td>\n",
       "                <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "                <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "                <td title=\"Is the parameter fixed in the fit\">FIXED</td>\n",
       "            </tr>\n",
       "        \n",
       "            <tr>\n",
       "                <td>1</td>\n",
       "                <td>PSC</td>\n",
       "                <td>1.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td>FIXED</td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>2</td>\n",
       "                <td>Bubbles_17</td>\n",
       "                <td>1.152879e+00</td>\n",
       "                <td>8.572438e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>3</td>\n",
       "                <td>DM_17</td>\n",
       "                <td>9.157519e-01</td>\n",
       "                <td>6.978844e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>4</td>\n",
       "                <td>Isotropic_17</td>\n",
       "                <td>6.440208e-01</td>\n",
       "                <td>1.433371e-01</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>5</td>\n",
       "                <td>FermiDiffuse_17</td>\n",
       "                <td>8.423731e-01</td>\n",
       "                <td>7.698319e-03</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            </table>\n",
       "        \n",
       "            <pre id=\"jTbfXrPelr\" style=\"display:none;\">\n",
       "            <textarea rows=\"16\" cols=\"50\" onclick=\"this.select()\" readonly>\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Para Error & Error+ & Error- & Limit+ & Limit- & FIXED\\\\\n",
       "\\hline\n",
       "1 & PSC & 1.000e+00 & 0.000e+00 &  &  &  &  & FIXED\\\\\n",
       "\\hline\n",
       "2 & $Bubbles_{17}$ & 1.153e+00 & 8.572e-02 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "3 & $DM_{17}$ & 9.158e-01 & 6.979e-02 &  &  &  &  & \\\\\n",
       "\\hline\n",
       "4 & $Isotropic_{17}$ & 6.440e-01 & 1.433e-01 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "5 & $FermiDiffuse_{17}$ & 8.424e-01 & 7.698e-03 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Migrad completed fitting   1.00e-01 s\n",
      "Masking completed in 4.8717e-01 s\n",
      "Write likelihood tempfile to  /tmp/tmp1D7Tbk\n",
      "Code generation completed in 8.8191e-04 s\n",
      "Fallback to CPU mode.  (Failed to import cudamat libraries.)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td title=\"Minimum value of function\">FCN = 18043.7735059</td>\n",
       "                <td title=\"Total number of call to FCN so far\">TOTAL NCALL = 76</td>\n",
       "                <td title=\"Number of call in last migrad\">NCALLS = 76</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td title=\"Estimated distance to minimum\">EDM = 0.0921101245176</td>\n",
       "                <td title=\"Maximum EDM definition of convergence\">GOAL EDM = 0.1</td>\n",
       "                <td title=\"Error def. Amount of increase in FCN to be defined as 1 standard deviation\">\n",
       "                UP = 0.5</td>\n",
       "            </tr>\n",
       "        </table>\n",
       "        \n",
       "        <table>\n",
       "            <tr>\n",
       "                <td align=\"center\" title=\"Validity of the migrad call\">Valid</td>\n",
       "                <td align=\"center\" title=\"Validity of parameters\">Valid Param</td>\n",
       "                <td align=\"center\" title=\"Is Covariance matrix accurate?\">Accurate Covar</td>\n",
       "                <td align=\"center\" title=\"Positive definiteness of covariance matrix\">PosDef</td>\n",
       "                <td align=\"center\" title=\"Was covariance matrix made posdef by adding diagonal element\">Made PosDef</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" title=\"Was last hesse call fail?\">Hesse Fail</td>\n",
       "                <td align=\"center\" title=\"Validity of covariance\">HasCov</td>\n",
       "                <td align=\"center\" title=\"Is EDM above goal EDM?\">Above EDM</td>\n",
       "                <td align=\"center\"></td>\n",
       "                <td align=\"center\" title=\"Did last migrad call reach max call limit?\">Reach calllim</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "                <td align=\"center\"></td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "            </tr>\n",
       "        </table>\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td><a href=\"#\" onclick=\"$('#ShDzgWjRzE').toggle()\">+</a></td>\n",
       "                <td title=\"Variable name\">Name</td>\n",
       "                <td title=\"Value of parameter\">Value</td>\n",
       "                <td title=\"Parabolic error\">Parab Error</td>\n",
       "                <td title=\"Minos lower error\">Minos Error-</td>\n",
       "                <td title=\"Minos upper error\">Minos Error+</td>\n",
       "                <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "                <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "                <td title=\"Is the parameter fixed in the fit\">FIXED</td>\n",
       "            </tr>\n",
       "        \n",
       "            <tr>\n",
       "                <td>1</td>\n",
       "                <td>PSC</td>\n",
       "                <td>1.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td>FIXED</td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>2</td>\n",
       "                <td>Bubbles_18</td>\n",
       "                <td>1.003656e+00</td>\n",
       "                <td>7.454535e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>3</td>\n",
       "                <td>DM_18</td>\n",
       "                <td>1.165652e+00</td>\n",
       "                <td>1.369540e-01</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>4</td>\n",
       "                <td>Isotropic_18</td>\n",
       "                <td>6.722104e-01</td>\n",
       "                <td>1.456606e-01</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>5</td>\n",
       "                <td>FermiDiffuse_18</td>\n",
       "                <td>8.692814e-01</td>\n",
       "                <td>9.347238e-03</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            </table>\n",
       "        \n",
       "            <pre id=\"ShDzgWjRzE\" style=\"display:none;\">\n",
       "            <textarea rows=\"16\" cols=\"50\" onclick=\"this.select()\" readonly>\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Para Error & Error+ & Error- & Limit+ & Limit- & FIXED\\\\\n",
       "\\hline\n",
       "1 & PSC & 1.000e+00 & 0.000e+00 &  &  &  &  & FIXED\\\\\n",
       "\\hline\n",
       "2 & $Bubbles_{18}$ & 1.004e+00 & 7.455e-02 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "3 & $DM_{18}$ & 1.166e+00 & 1.370e-01 &  &  &  &  & \\\\\n",
       "\\hline\n",
       "4 & $Isotropic_{18}$ & 6.722e-01 & 1.457e-01 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "5 & $FermiDiffuse_{18}$ & 8.693e-01 & 9.347e-03 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Migrad completed fitting   8.68e-02 s\n",
      "Masking completed in 4.9064e-01 s\n",
      "Write likelihood tempfile to  /tmp/tmpYz6Sjk\n",
      "Code generation completed in 9.0003e-04 s\n",
      "Fallback to CPU mode.  (Failed to import cudamat libraries.)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td title=\"Minimum value of function\">FCN = 21951.7333273</td>\n",
       "                <td title=\"Total number of call to FCN so far\">TOTAL NCALL = 76</td>\n",
       "                <td title=\"Number of call in last migrad\">NCALLS = 76</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td title=\"Estimated distance to minimum\">EDM = 0.0115649037118</td>\n",
       "                <td title=\"Maximum EDM definition of convergence\">GOAL EDM = 0.1</td>\n",
       "                <td title=\"Error def. Amount of increase in FCN to be defined as 1 standard deviation\">\n",
       "                UP = 0.5</td>\n",
       "            </tr>\n",
       "        </table>\n",
       "        \n",
       "        <table>\n",
       "            <tr>\n",
       "                <td align=\"center\" title=\"Validity of the migrad call\">Valid</td>\n",
       "                <td align=\"center\" title=\"Validity of parameters\">Valid Param</td>\n",
       "                <td align=\"center\" title=\"Is Covariance matrix accurate?\">Accurate Covar</td>\n",
       "                <td align=\"center\" title=\"Positive definiteness of covariance matrix\">PosDef</td>\n",
       "                <td align=\"center\" title=\"Was covariance matrix made posdef by adding diagonal element\">Made PosDef</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" title=\"Was last hesse call fail?\">Hesse Fail</td>\n",
       "                <td align=\"center\" title=\"Validity of covariance\">HasCov</td>\n",
       "                <td align=\"center\" title=\"Is EDM above goal EDM?\">Above EDM</td>\n",
       "                <td align=\"center\"></td>\n",
       "                <td align=\"center\" title=\"Did last migrad call reach max call limit?\">Reach calllim</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "                <td align=\"center\"></td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "            </tr>\n",
       "        </table>\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td><a href=\"#\" onclick=\"$('#HqQqRvQfRo').toggle()\">+</a></td>\n",
       "                <td title=\"Variable name\">Name</td>\n",
       "                <td title=\"Value of parameter\">Value</td>\n",
       "                <td title=\"Parabolic error\">Parab Error</td>\n",
       "                <td title=\"Minos lower error\">Minos Error-</td>\n",
       "                <td title=\"Minos upper error\">Minos Error+</td>\n",
       "                <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "                <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "                <td title=\"Is the parameter fixed in the fit\">FIXED</td>\n",
       "            </tr>\n",
       "        \n",
       "            <tr>\n",
       "                <td>1</td>\n",
       "                <td>PSC</td>\n",
       "                <td>1.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td>FIXED</td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>2</td>\n",
       "                <td>Bubbles_19</td>\n",
       "                <td>9.111970e-01</td>\n",
       "                <td>6.686558e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>3</td>\n",
       "                <td>DM_19</td>\n",
       "                <td>1.286884e+00</td>\n",
       "                <td>1.369658e-01</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>4</td>\n",
       "                <td>Isotropic_19</td>\n",
       "                <td>8.399270e-01</td>\n",
       "                <td>1.271512e-01</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>5</td>\n",
       "                <td>FermiDiffuse_19</td>\n",
       "                <td>9.152025e-01</td>\n",
       "                <td>1.251769e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            </table>\n",
       "        \n",
       "            <pre id=\"HqQqRvQfRo\" style=\"display:none;\">\n",
       "            <textarea rows=\"16\" cols=\"50\" onclick=\"this.select()\" readonly>\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Para Error & Error+ & Error- & Limit+ & Limit- & FIXED\\\\\n",
       "\\hline\n",
       "1 & PSC & 1.000e+00 & 0.000e+00 &  &  &  &  & FIXED\\\\\n",
       "\\hline\n",
       "2 & $Bubbles_{19}$ & 9.112e-01 & 6.687e-02 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "3 & $DM_{19}$ & 1.287e+00 & 1.370e-01 &  &  &  &  & \\\\\n",
       "\\hline\n",
       "4 & $Isotropic_{19}$ & 8.399e-01 & 1.272e-01 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "5 & $FermiDiffuse_{19}$ & 9.152e-01 & 1.252e-02 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Migrad completed fitting   8.69e-02 s\n",
      "Masking completed in 4.8851e-01 s\n",
      "Write likelihood tempfile to  /tmp/tmpg2Ldfm\n",
      "Code generation completed in 8.6999e-04 s\n",
      "Fallback to CPU mode.  (Failed to import cudamat libraries.)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td title=\"Minimum value of function\">FCN = 20963.4715813</td>\n",
       "                <td title=\"Total number of call to FCN so far\">TOTAL NCALL = 78</td>\n",
       "                <td title=\"Number of call in last migrad\">NCALLS = 78</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td title=\"Estimated distance to minimum\">EDM = 0.00834670682729</td>\n",
       "                <td title=\"Maximum EDM definition of convergence\">GOAL EDM = 0.1</td>\n",
       "                <td title=\"Error def. Amount of increase in FCN to be defined as 1 standard deviation\">\n",
       "                UP = 0.5</td>\n",
       "            </tr>\n",
       "        </table>\n",
       "        \n",
       "        <table>\n",
       "            <tr>\n",
       "                <td align=\"center\" title=\"Validity of the migrad call\">Valid</td>\n",
       "                <td align=\"center\" title=\"Validity of parameters\">Valid Param</td>\n",
       "                <td align=\"center\" title=\"Is Covariance matrix accurate?\">Accurate Covar</td>\n",
       "                <td align=\"center\" title=\"Positive definiteness of covariance matrix\">PosDef</td>\n",
       "                <td align=\"center\" title=\"Was covariance matrix made posdef by adding diagonal element\">Made PosDef</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" title=\"Was last hesse call fail?\">Hesse Fail</td>\n",
       "                <td align=\"center\" title=\"Validity of covariance\">HasCov</td>\n",
       "                <td align=\"center\" title=\"Is EDM above goal EDM?\">Above EDM</td>\n",
       "                <td align=\"center\"></td>\n",
       "                <td align=\"center\" title=\"Did last migrad call reach max call limit?\">Reach calllim</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "                <td align=\"center\"></td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "            </tr>\n",
       "        </table>\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td><a href=\"#\" onclick=\"$('#xdWyRRcysN').toggle()\">+</a></td>\n",
       "                <td title=\"Variable name\">Name</td>\n",
       "                <td title=\"Value of parameter\">Value</td>\n",
       "                <td title=\"Parabolic error\">Parab Error</td>\n",
       "                <td title=\"Minos lower error\">Minos Error-</td>\n",
       "                <td title=\"Minos upper error\">Minos Error+</td>\n",
       "                <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "                <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "                <td title=\"Is the parameter fixed in the fit\">FIXED</td>\n",
       "            </tr>\n",
       "        \n",
       "            <tr>\n",
       "                <td>1</td>\n",
       "                <td>PSC</td>\n",
       "                <td>1.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td>FIXED</td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>2</td>\n",
       "                <td>Bubbles_20</td>\n",
       "                <td>1.079600e+00</td>\n",
       "                <td>6.790133e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>3</td>\n",
       "                <td>DM_20</td>\n",
       "                <td>1.250229e+00</td>\n",
       "                <td>3.687975e-01</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>4</td>\n",
       "                <td>Isotropic_20</td>\n",
       "                <td>8.642955e-01</td>\n",
       "                <td>1.249323e-01</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>5</td>\n",
       "                <td>FermiDiffuse_20</td>\n",
       "                <td>9.255963e-01</td>\n",
       "                <td>1.537201e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            </table>\n",
       "        \n",
       "            <pre id=\"xdWyRRcysN\" style=\"display:none;\">\n",
       "            <textarea rows=\"16\" cols=\"50\" onclick=\"this.select()\" readonly>\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Para Error & Error+ & Error- & Limit+ & Limit- & FIXED\\\\\n",
       "\\hline\n",
       "1 & PSC & 1.000e+00 & 0.000e+00 &  &  &  &  & FIXED\\\\\n",
       "\\hline\n",
       "2 & $Bubbles_{20}$ & 1.080e+00 & 6.790e-02 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "3 & $DM_{20}$ & 1.250e+00 & 3.688e-01 &  &  &  &  & \\\\\n",
       "\\hline\n",
       "4 & $Isotropic_{20}$ & 8.643e-01 & 1.249e-01 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "5 & $FermiDiffuse_{20}$ & 9.256e-01 & 1.537e-02 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Migrad completed fitting   8.96e-02 s\n",
      "Masking completed in 5.3420e-01 s\n",
      "Write likelihood tempfile to  /tmp/tmpcFAERE\n",
      "Code generation completed in 4.9760e-03 s\n",
      "Fallback to CPU mode.  (Failed to import cudamat libraries.)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td title=\"Minimum value of function\">FCN = 16860.9411768</td>\n",
       "                <td title=\"Total number of call to FCN so far\">TOTAL NCALL = 78</td>\n",
       "                <td title=\"Number of call in last migrad\">NCALLS = 78</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td title=\"Estimated distance to minimum\">EDM = 0.0136308295238</td>\n",
       "                <td title=\"Maximum EDM definition of convergence\">GOAL EDM = 0.1</td>\n",
       "                <td title=\"Error def. Amount of increase in FCN to be defined as 1 standard deviation\">\n",
       "                UP = 0.5</td>\n",
       "            </tr>\n",
       "        </table>\n",
       "        \n",
       "        <table>\n",
       "            <tr>\n",
       "                <td align=\"center\" title=\"Validity of the migrad call\">Valid</td>\n",
       "                <td align=\"center\" title=\"Validity of parameters\">Valid Param</td>\n",
       "                <td align=\"center\" title=\"Is Covariance matrix accurate?\">Accurate Covar</td>\n",
       "                <td align=\"center\" title=\"Positive definiteness of covariance matrix\">PosDef</td>\n",
       "                <td align=\"center\" title=\"Was covariance matrix made posdef by adding diagonal element\">Made PosDef</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" title=\"Was last hesse call fail?\">Hesse Fail</td>\n",
       "                <td align=\"center\" title=\"Validity of covariance\">HasCov</td>\n",
       "                <td align=\"center\" title=\"Is EDM above goal EDM?\">Above EDM</td>\n",
       "                <td align=\"center\"></td>\n",
       "                <td align=\"center\" title=\"Did last migrad call reach max call limit?\">Reach calllim</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "                <td align=\"center\"></td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "            </tr>\n",
       "        </table>\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td><a href=\"#\" onclick=\"$('#JXcmwDIWIp').toggle()\">+</a></td>\n",
       "                <td title=\"Variable name\">Name</td>\n",
       "                <td title=\"Value of parameter\">Value</td>\n",
       "                <td title=\"Parabolic error\">Parab Error</td>\n",
       "                <td title=\"Minos lower error\">Minos Error-</td>\n",
       "                <td title=\"Minos upper error\">Minos Error+</td>\n",
       "                <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "                <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "                <td title=\"Is the parameter fixed in the fit\">FIXED</td>\n",
       "            </tr>\n",
       "        \n",
       "            <tr>\n",
       "                <td>1</td>\n",
       "                <td>PSC</td>\n",
       "                <td>1.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td>FIXED</td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>2</td>\n",
       "                <td>Bubbles_21</td>\n",
       "                <td>1.102194e+00</td>\n",
       "                <td>7.084836e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>3</td>\n",
       "                <td>DM_21</td>\n",
       "                <td>2.137927e+00</td>\n",
       "                <td>4.480245e-01</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>4</td>\n",
       "                <td>Isotropic_21</td>\n",
       "                <td>9.723085e-01</td>\n",
       "                <td>1.187340e-01</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>5</td>\n",
       "                <td>FermiDiffuse_21</td>\n",
       "                <td>7.807502e-01</td>\n",
       "                <td>1.793532e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            </table>\n",
       "        \n",
       "            <pre id=\"JXcmwDIWIp\" style=\"display:none;\">\n",
       "            <textarea rows=\"16\" cols=\"50\" onclick=\"this.select()\" readonly>\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Para Error & Error+ & Error- & Limit+ & Limit- & FIXED\\\\\n",
       "\\hline\n",
       "1 & PSC & 1.000e+00 & 0.000e+00 &  &  &  &  & FIXED\\\\\n",
       "\\hline\n",
       "2 & $Bubbles_{21}$ & 1.102e+00 & 7.085e-02 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "3 & $DM_{21}$ & 2.138e+00 & 4.480e-01 &  &  &  &  & \\\\\n",
       "\\hline\n",
       "4 & $Isotropic_{21}$ & 9.723e-01 & 1.187e-01 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "5 & $FermiDiffuse_{21}$ & 7.808e-01 & 1.794e-02 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Migrad completed fitting   9.01e-02 s\n",
      "Masking completed in 4.9245e-01 s\n",
      "Write likelihood tempfile to  /tmp/tmpDsGxvY\n",
      "Code generation completed in 8.7714e-04 s\n",
      "Fallback to CPU mode.  (Failed to import cudamat libraries.)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "GammaLikelihood.py:548: RuntimeWarning: fcn returns Nan\n",
      "fcn is called with following arguments:\n",
      "                PSC = +1.000000\n",
      "         Bubbles_22 = +0.340428\n",
      "              DM_22 = -11.973496\n",
      "       Isotropic_22 = +0.380620\n",
      "    FermiDiffuse_22 = +0.607499\n",
      "\n",
      "  m.migrad(ncall=5e4)#, precision=precision)\n",
      "GammaLikelihood.py:548: RuntimeWarning: fcn returns Nan\n",
      "fcn is called with following arguments:\n",
      "                PSC = +1.000000\n",
      "         Bubbles_22 = +0.312852\n",
      "              DM_22 = -12.622171\n",
      "       Isotropic_22 = +0.354020\n",
      "    FermiDiffuse_22 = +0.589033\n",
      "\n",
      "  m.migrad(ncall=5e4)#, precision=precision)\n",
      "GammaLikelihood.py:548: RuntimeWarning: fcn returns Nan\n",
      "fcn is called with following arguments:\n",
      "                PSC = +1.000000\n",
      "         Bubbles_22 = +0.311493\n",
      "              DM_22 = -12.654604\n",
      "       Isotropic_22 = +0.352706\n",
      "    FermiDiffuse_22 = +0.588113\n",
      "\n",
      "  m.migrad(ncall=5e4)#, precision=precision)\n",
      "GammaLikelihood.py:548: RuntimeWarning: fcn returns Nan\n",
      "fcn is called with following arguments:\n",
      "                PSC = +1.000000\n",
      "         Bubbles_22 = +0.311425\n",
      "              DM_22 = -12.656226\n",
      "       Isotropic_22 = +0.352640\n",
      "    FermiDiffuse_22 = +0.588067\n",
      "\n",
      "  m.migrad(ncall=5e4)#, precision=precision)\n",
      "GammaLikelihood.py:548: RuntimeWarning: fcn returns Nan\n",
      "fcn is called with following arguments:\n",
      "                PSC = +1.000000\n",
      "         Bubbles_22 = +0.311422\n",
      "              DM_22 = -12.656307\n",
      "       Isotropic_22 = +0.352637\n",
      "    FermiDiffuse_22 = +0.588065\n",
      "\n",
      "  m.migrad(ncall=5e4)#, precision=precision)\n",
      "GammaLikelihood.py:548: RuntimeWarning: fcn returns Nan\n",
      "fcn is called with following arguments:\n",
      "                PSC = +1.000000\n",
      "         Bubbles_22 = +0.311422\n",
      "              DM_22 = -12.656311\n",
      "       Isotropic_22 = +0.352636\n",
      "    FermiDiffuse_22 = +0.588065\n",
      "\n",
      "  m.migrad(ncall=5e4)#, precision=precision)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td title=\"Minimum value of function\">FCN = 10522.6230358</td>\n",
       "                <td title=\"Total number of call to FCN so far\">TOTAL NCALL = 96</td>\n",
       "                <td title=\"Number of call in last migrad\">NCALLS = 96</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td title=\"Estimated distance to minimum\">EDM = 0.0148177071055</td>\n",
       "                <td title=\"Maximum EDM definition of convergence\">GOAL EDM = 0.1</td>\n",
       "                <td title=\"Error def. Amount of increase in FCN to be defined as 1 standard deviation\">\n",
       "                UP = 0.5</td>\n",
       "            </tr>\n",
       "        </table>\n",
       "        \n",
       "        <table>\n",
       "            <tr>\n",
       "                <td align=\"center\" title=\"Validity of the migrad call\">Valid</td>\n",
       "                <td align=\"center\" title=\"Validity of parameters\">Valid Param</td>\n",
       "                <td align=\"center\" title=\"Is Covariance matrix accurate?\">Accurate Covar</td>\n",
       "                <td align=\"center\" title=\"Positive definiteness of covariance matrix\">PosDef</td>\n",
       "                <td align=\"center\" title=\"Was covariance matrix made posdef by adding diagonal element\">Made PosDef</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" title=\"Was last hesse call fail?\">Hesse Fail</td>\n",
       "                <td align=\"center\" title=\"Validity of covariance\">HasCov</td>\n",
       "                <td align=\"center\" title=\"Is EDM above goal EDM?\">Above EDM</td>\n",
       "                <td align=\"center\"></td>\n",
       "                <td align=\"center\" title=\"Did last migrad call reach max call limit?\">Reach calllim</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "                <td align=\"center\"></td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "            </tr>\n",
       "        </table>\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td><a href=\"#\" onclick=\"$('#LmhVDJVItD').toggle()\">+</a></td>\n",
       "                <td title=\"Variable name\">Name</td>\n",
       "                <td title=\"Value of parameter\">Value</td>\n",
       "                <td title=\"Parabolic error\">Parab Error</td>\n",
       "                <td title=\"Minos lower error\">Minos Error-</td>\n",
       "                <td title=\"Minos upper error\">Minos Error+</td>\n",
       "                <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "                <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "                <td title=\"Is the parameter fixed in the fit\">FIXED</td>\n",
       "            </tr>\n",
       "        \n",
       "            <tr>\n",
       "                <td>1</td>\n",
       "                <td>PSC</td>\n",
       "                <td>1.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td>FIXED</td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>2</td>\n",
       "                <td>Bubbles_22</td>\n",
       "                <td>8.597691e-01</td>\n",
       "                <td>7.268861e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>3</td>\n",
       "                <td>DM_22</td>\n",
       "                <td>3.211890e+00</td>\n",
       "                <td>1.018485e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>4</td>\n",
       "                <td>Isotropic_22</td>\n",
       "                <td>9.427426e-01</td>\n",
       "                <td>1.231439e-01</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>5</td>\n",
       "                <td>FermiDiffuse_22</td>\n",
       "                <td>6.631102e-01</td>\n",
       "                <td>2.159797e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            </table>\n",
       "        \n",
       "            <pre id=\"LmhVDJVItD\" style=\"display:none;\">\n",
       "            <textarea rows=\"16\" cols=\"50\" onclick=\"this.select()\" readonly>\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Para Error & Error+ & Error- & Limit+ & Limit- & FIXED\\\\\n",
       "\\hline\n",
       "1 & PSC & 1.000e+00 & 0.000e+00 &  &  &  &  & FIXED\\\\\n",
       "\\hline\n",
       "2 & $Bubbles_{22}$ & 8.598e-01 & 7.269e-02 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "3 & $DM_{22}$ & 3.212e+00 & 1.018e+00 &  &  &  &  & \\\\\n",
       "\\hline\n",
       "4 & $Isotropic_{22}$ & 9.427e-01 & 1.231e-01 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "5 & $FermiDiffuse_{22}$ & 6.631e-01 & 2.160e-02 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Migrad completed fitting   1.11e-01 s\n",
      "Masking completed in 5.3315e-01 s\n",
      "Write likelihood tempfile to  /tmp/tmpRZwcth\n",
      "Code generation completed in 9.3317e-04 s\n",
      "Fallback to CPU mode.  (Failed to import cudamat libraries.)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td title=\"Minimum value of function\">FCN = 4383.12656034</td>\n",
       "                <td title=\"Total number of call to FCN so far\">TOTAL NCALL = 317</td>\n",
       "                <td title=\"Number of call in last migrad\">NCALLS = 317</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td title=\"Estimated distance to minimum\">EDM = 0.000269190440378</td>\n",
       "                <td title=\"Maximum EDM definition of convergence\">GOAL EDM = 0.1</td>\n",
       "                <td title=\"Error def. Amount of increase in FCN to be defined as 1 standard deviation\">\n",
       "                UP = 0.5</td>\n",
       "            </tr>\n",
       "        </table>\n",
       "        \n",
       "        <table>\n",
       "            <tr>\n",
       "                <td align=\"center\" title=\"Validity of the migrad call\">Valid</td>\n",
       "                <td align=\"center\" title=\"Validity of parameters\">Valid Param</td>\n",
       "                <td align=\"center\" title=\"Is Covariance matrix accurate?\">Accurate Covar</td>\n",
       "                <td align=\"center\" title=\"Positive definiteness of covariance matrix\">PosDef</td>\n",
       "                <td align=\"center\" title=\"Was covariance matrix made posdef by adding diagonal element\">Made PosDef</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" style=\"background-color:#FF7878\">False</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#FF7878\">False</td>\n",
       "                <td align=\"center\" style=\"background-color:#FF7878\">False</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" title=\"Was last hesse call fail?\">Hesse Fail</td>\n",
       "                <td align=\"center\" title=\"Validity of covariance\">HasCov</td>\n",
       "                <td align=\"center\" title=\"Is EDM above goal EDM?\">Above EDM</td>\n",
       "                <td align=\"center\"></td>\n",
       "                <td align=\"center\" title=\"Did last migrad call reach max call limit?\">Reach calllim</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" style=\"background-color:#FF7878\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "                <td align=\"center\"></td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "            </tr>\n",
       "        </table>\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td><a href=\"#\" onclick=\"$('#VIqRYKaUpK').toggle()\">+</a></td>\n",
       "                <td title=\"Variable name\">Name</td>\n",
       "                <td title=\"Value of parameter\">Value</td>\n",
       "                <td title=\"Parabolic error\">Parab Error</td>\n",
       "                <td title=\"Minos lower error\">Minos Error-</td>\n",
       "                <td title=\"Minos upper error\">Minos Error+</td>\n",
       "                <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "                <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "                <td title=\"Is the parameter fixed in the fit\">FIXED</td>\n",
       "            </tr>\n",
       "        \n",
       "            <tr>\n",
       "                <td>1</td>\n",
       "                <td>PSC</td>\n",
       "                <td>1.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td>FIXED</td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>2</td>\n",
       "                <td>Bubbles_23</td>\n",
       "                <td>7.116787e-01</td>\n",
       "                <td>1.119519e-01</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>3</td>\n",
       "                <td>DM_23</td>\n",
       "                <td>4.594602e+03</td>\n",
       "                <td>1.751415e+02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>4</td>\n",
       "                <td>Isotropic_23</td>\n",
       "                <td>1.669962e+00</td>\n",
       "                <td>2.057735e-01</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>5</td>\n",
       "                <td>FermiDiffuse_23</td>\n",
       "                <td>1.000000e+00</td>\n",
       "                <td>8.349996e-01</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            </table>\n",
       "        \n",
       "            <pre id=\"VIqRYKaUpK\" style=\"display:none;\">\n",
       "            <textarea rows=\"16\" cols=\"50\" onclick=\"this.select()\" readonly>\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Para Error & Error+ & Error- & Limit+ & Limit- & FIXED\\\\\n",
       "\\hline\n",
       "1 & PSC & 1.000e+00 & 0.000e+00 &  &  &  &  & FIXED\\\\\n",
       "\\hline\n",
       "2 & $Bubbles_{23}$ & 7.117e-01 & 1.120e-01 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "3 & $DM_{23}$ & 4.595e+03 & 1.751e+02 &  &  &  &  & \\\\\n",
       "\\hline\n",
       "4 & $Isotropic_{23}$ & 1.670e+00 & 2.058e-01 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "5 & $FermiDiffuse_{23}$ & 1.000e+00 & 8.350e-01 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Migrad completed fitting   3.64e-01 s\n",
      "Warning: Bin 23 fit did not converge. Trying with lower limit at 0\n",
      "Masking completed in 4.9381e-01 s\n",
      "Write likelihood tempfile to  /tmp/tmpZ5WB_d\n",
      "Code generation completed in 9.0718e-04 s\n",
      "Fallback to CPU mode.  (Failed to import cudamat libraries.)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td title=\"Minimum value of function\">FCN = 4383.12656034</td>\n",
       "                <td title=\"Total number of call to FCN so far\">TOTAL NCALL = 317</td>\n",
       "                <td title=\"Number of call in last migrad\">NCALLS = 317</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td title=\"Estimated distance to minimum\">EDM = 0.000269190440378</td>\n",
       "                <td title=\"Maximum EDM definition of convergence\">GOAL EDM = 0.1</td>\n",
       "                <td title=\"Error def. Amount of increase in FCN to be defined as 1 standard deviation\">\n",
       "                UP = 0.5</td>\n",
       "            </tr>\n",
       "        </table>\n",
       "        \n",
       "        <table>\n",
       "            <tr>\n",
       "                <td align=\"center\" title=\"Validity of the migrad call\">Valid</td>\n",
       "                <td align=\"center\" title=\"Validity of parameters\">Valid Param</td>\n",
       "                <td align=\"center\" title=\"Is Covariance matrix accurate?\">Accurate Covar</td>\n",
       "                <td align=\"center\" title=\"Positive definiteness of covariance matrix\">PosDef</td>\n",
       "                <td align=\"center\" title=\"Was covariance matrix made posdef by adding diagonal element\">Made PosDef</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" style=\"background-color:#FF7878\">False</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#FF7878\">False</td>\n",
       "                <td align=\"center\" style=\"background-color:#FF7878\">False</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" title=\"Was last hesse call fail?\">Hesse Fail</td>\n",
       "                <td align=\"center\" title=\"Validity of covariance\">HasCov</td>\n",
       "                <td align=\"center\" title=\"Is EDM above goal EDM?\">Above EDM</td>\n",
       "                <td align=\"center\"></td>\n",
       "                <td align=\"center\" title=\"Did last migrad call reach max call limit?\">Reach calllim</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td align=\"center\" style=\"background-color:#FF7878\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "                <td align=\"center\"></td>\n",
       "                <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "            </tr>\n",
       "        </table>\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td><a href=\"#\" onclick=\"$('#bNLVXLlLMm').toggle()\">+</a></td>\n",
       "                <td title=\"Variable name\">Name</td>\n",
       "                <td title=\"Value of parameter\">Value</td>\n",
       "                <td title=\"Parabolic error\">Parab Error</td>\n",
       "                <td title=\"Minos lower error\">Minos Error-</td>\n",
       "                <td title=\"Minos upper error\">Minos Error+</td>\n",
       "                <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "                <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "                <td title=\"Is the parameter fixed in the fit\">FIXED</td>\n",
       "            </tr>\n",
       "        \n",
       "            <tr>\n",
       "                <td>1</td>\n",
       "                <td>PSC</td>\n",
       "                <td>1.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td>FIXED</td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>2</td>\n",
       "                <td>Bubbles_23</td>\n",
       "                <td>7.116787e-01</td>\n",
       "                <td>1.119519e-01</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>3</td>\n",
       "                <td>DM_23</td>\n",
       "                <td>4.594602e+03</td>\n",
       "                <td>1.751415e+02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>4</td>\n",
       "                <td>Isotropic_23</td>\n",
       "                <td>1.669962e+00</td>\n",
       "                <td>2.057735e-01</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>5</td>\n",
       "                <td>FermiDiffuse_23</td>\n",
       "                <td>1.000000e+00</td>\n",
       "                <td>8.349996e-01</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            </table>\n",
       "        \n",
       "            <pre id=\"bNLVXLlLMm\" style=\"display:none;\">\n",
       "            <textarea rows=\"16\" cols=\"50\" onclick=\"this.select()\" readonly>\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Para Error & Error+ & Error- & Limit+ & Limit- & FIXED\\\\\n",
       "\\hline\n",
       "1 & PSC & 1.000e+00 & 0.000e+00 &  &  &  &  & FIXED\\\\\n",
       "\\hline\n",
       "2 & $Bubbles_{23}$ & 7.117e-01 & 1.120e-01 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "3 & $DM_{23}$ & 4.595e+03 & 1.751e+02 &  &  &  &  & \\\\\n",
       "\\hline\n",
       "4 & $Isotropic_{23}$ & 1.670e+00 & 2.058e-01 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "5 & $FermiDiffuse_{23}$ & 1.000e+00 & 8.350e-01 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Migrad completed fitting   3.64e-01 s\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td><a href=\"#\" onclick=\"$('#TqJYvFnijF').toggle()\">+</a></td>\n",
       "                <td title=\"Variable name\">Name</td>\n",
       "                <td title=\"Value of parameter\">Value</td>\n",
       "                <td title=\"Parabolic error\">Parab Error</td>\n",
       "                <td title=\"Minos lower error\">Minos Error-</td>\n",
       "                <td title=\"Minos upper error\">Minos Error+</td>\n",
       "                <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "                <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "                <td title=\"Is the parameter fixed in the fit\">FIXED</td>\n",
       "            </tr>\n",
       "        \n",
       "            <tr>\n",
       "                <td>1</td>\n",
       "                <td>PSC</td>\n",
       "                <td>1.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td>FIXED</td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>2</td>\n",
       "                <td>Bubbles_0</td>\n",
       "                <td>7.295977e-01</td>\n",
       "                <td>7.889047e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>3</td>\n",
       "                <td>DM_0</td>\n",
       "                <td>2.328255e+01</td>\n",
       "                <td>7.059375e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>4</td>\n",
       "                <td>Isotropic_0</td>\n",
       "                <td>1.916743e-04</td>\n",
       "                <td>7.319529e-03</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>5</td>\n",
       "                <td>FermiDiffuse_0</td>\n",
       "                <td>1.038931e+00</td>\n",
       "                <td>3.124906e-03</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            </table>\n",
       "        \n",
       "            <pre id=\"TqJYvFnijF\" style=\"display:none;\">\n",
       "            <textarea rows=\"16\" cols=\"50\" onclick=\"this.select()\" readonly>\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Para Error & Error+ & Error- & Limit+ & Limit- & FIXED\\\\\n",
       "\\hline\n",
       "1 & PSC & 1.000e+00 & 0.000e+00 &  &  &  &  & FIXED\\\\\n",
       "\\hline\n",
       "2 & $Bubbles_{0}$ & 7.296e-01 & 7.889e-02 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "3 & $DM_{0}$ & 2.328e+01 & 7.059e+00 &  &  &  &  & \\\\\n",
       "\\hline\n",
       "4 & $Isotropic_{0}$ & 1.917e-04 & 7.320e-03 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "5 & $FermiDiffuse_{0}$ & 1.039e+00 & 3.125e-03 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "            <table>\n",
       "                <tr>\n",
       "                    <td><a onclick=\"$('#FdWSPlBtxu').toggle()\" href=\"#\">+</a></td>\n",
       "        \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            Bubbles_0\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            DM_0\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            Isotropic_0\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            FermiDiffuse_0\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "                </tr>\n",
       "                \n",
       "            <tr>\n",
       "                <td>Bubbles_0</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(189,216,167)\">\n",
       "                -0.28\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(174,238,178)\">\n",
       "                -0.12\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(194,208,163)\">\n",
       "                -0.34\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>DM_0</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(189,216,167)\">\n",
       "                -0.28\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(164,252,185)\">\n",
       "                0.01\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(220,169,143)\">\n",
       "                -0.62\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>Isotropic_0</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(174,238,178)\">\n",
       "                -0.12\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(164,252,185)\">\n",
       "                0.01\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(169,245,182)\">\n",
       "                -0.07\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>FermiDiffuse_0</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(194,208,163)\">\n",
       "                -0.34\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(220,169,143)\">\n",
       "                -0.62\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(169,245,182)\">\n",
       "                -0.07\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            </table>\n",
       "\n",
       "            <pre id=\"FdWSPlBtxu\" style=\"display:none;\">\n",
       "            <textarea rows=\"17\" cols=\"50\" onclick=\"this.select()\" readonly>%\\usepackage[table]{xcolor} % include this for color\n",
       "%\\usepackage{rotating} % include this for rotate header\n",
       "%\\documentclass[xcolor=table]{beamer} % for beamer\n",
       "\\begin{tabular}{|c|c|c|c|c|}\n",
       "\\hline\n",
       "\\rotatebox{90}{} & \\rotatebox{90}{$Bubbles_{0}$} & \\rotatebox{90}{$DM_{0}$} & \\rotatebox{90}{$Isotropic_{0}$} & \\rotatebox{90}{$FermiDiffuse_{0}$}\\\\\n",
       "\\hline\n",
       "$Bubbles_{0}$ & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{189,216,167} -0.28 & \\cellcolor[RGB]{174,238,178} -0.12 & \\cellcolor[RGB]{194,208,163} -0.34\\\\\n",
       "\\hline\n",
       "$DM_{0}$ & \\cellcolor[RGB]{189,216,167} -0.28 & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{164,252,185} 0.01 & \\cellcolor[RGB]{220,169,143} -0.62\\\\\n",
       "\\hline\n",
       "$Isotropic_{0}$ & \\cellcolor[RGB]{174,238,178} -0.12 & \\cellcolor[RGB]{164,252,185} 0.01 & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{169,245,182} -0.07\\\\\n",
       "\\hline\n",
       "$FermiDiffuse_{0}$ & \\cellcolor[RGB]{194,208,163} -0.34 & \\cellcolor[RGB]{220,169,143} -0.62 & \\cellcolor[RGB]{169,245,182} -0.07 & \\cellcolor[RGB]{255,117,117} 1.00\\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td><a href=\"#\" onclick=\"$('#XyuDKcRlPA').toggle()\">+</a></td>\n",
       "                <td title=\"Variable name\">Name</td>\n",
       "                <td title=\"Value of parameter\">Value</td>\n",
       "                <td title=\"Parabolic error\">Parab Error</td>\n",
       "                <td title=\"Minos lower error\">Minos Error-</td>\n",
       "                <td title=\"Minos upper error\">Minos Error+</td>\n",
       "                <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "                <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "                <td title=\"Is the parameter fixed in the fit\">FIXED</td>\n",
       "            </tr>\n",
       "        \n",
       "            <tr>\n",
       "                <td>1</td>\n",
       "                <td>PSC</td>\n",
       "                <td>1.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td>FIXED</td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>2</td>\n",
       "                <td>Bubbles_1</td>\n",
       "                <td>6.579388e-01</td>\n",
       "                <td>8.000427e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>3</td>\n",
       "                <td>DM_1</td>\n",
       "                <td>1.031068e-01</td>\n",
       "                <td>3.625038e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>4</td>\n",
       "                <td>Isotropic_1</td>\n",
       "                <td>1.611427e-06</td>\n",
       "                <td>8.360669e-03</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>5</td>\n",
       "                <td>FermiDiffuse_1</td>\n",
       "                <td>1.024672e+00</td>\n",
       "                <td>3.325412e-03</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            </table>\n",
       "        \n",
       "            <pre id=\"XyuDKcRlPA\" style=\"display:none;\">\n",
       "            <textarea rows=\"16\" cols=\"50\" onclick=\"this.select()\" readonly>\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Para Error & Error+ & Error- & Limit+ & Limit- & FIXED\\\\\n",
       "\\hline\n",
       "1 & PSC & 1.000e+00 & 0.000e+00 &  &  &  &  & FIXED\\\\\n",
       "\\hline\n",
       "2 & $Bubbles_{1}$ & 6.579e-01 & 8.000e-02 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "3 & $DM_{1}$ & 1.031e-01 & 3.625e-02 &  &  &  &  & \\\\\n",
       "\\hline\n",
       "4 & $Isotropic_{1}$ & 1.611e-06 & 8.361e-03 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "5 & $FermiDiffuse_{1}$ & 1.025e+00 & 3.325e-03 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "            <table>\n",
       "                <tr>\n",
       "                    <td><a onclick=\"$('#XZsQwkjwpY').toggle()\" href=\"#\">+</a></td>\n",
       "        \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            Bubbles_1\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            DM_1\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            Isotropic_1\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            FermiDiffuse_1\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "                </tr>\n",
       "                \n",
       "            <tr>\n",
       "                <td>Bubbles_1</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(187,219,168)\">\n",
       "                -0.26\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(170,244,181)\">\n",
       "                -0.07\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(195,206,162)\">\n",
       "                -0.35\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>DM_1</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(187,219,168)\">\n",
       "                -0.26\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(164,253,186)\">\n",
       "                0.01\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(220,169,143)\">\n",
       "                -0.62\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>Isotropic_1</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(170,244,181)\">\n",
       "                -0.07\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(164,253,186)\">\n",
       "                0.01\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(167,248,183)\">\n",
       "                -0.04\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>FermiDiffuse_1</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(195,206,162)\">\n",
       "                -0.35\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(220,169,143)\">\n",
       "                -0.62\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(167,248,183)\">\n",
       "                -0.04\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            </table>\n",
       "\n",
       "            <pre id=\"XZsQwkjwpY\" style=\"display:none;\">\n",
       "            <textarea rows=\"17\" cols=\"50\" onclick=\"this.select()\" readonly>%\\usepackage[table]{xcolor} % include this for color\n",
       "%\\usepackage{rotating} % include this for rotate header\n",
       "%\\documentclass[xcolor=table]{beamer} % for beamer\n",
       "\\begin{tabular}{|c|c|c|c|c|}\n",
       "\\hline\n",
       "\\rotatebox{90}{} & \\rotatebox{90}{$Bubbles_{1}$} & \\rotatebox{90}{$DM_{1}$} & \\rotatebox{90}{$Isotropic_{1}$} & \\rotatebox{90}{$FermiDiffuse_{1}$}\\\\\n",
       "\\hline\n",
       "$Bubbles_{1}$ & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{187,219,168} -0.26 & \\cellcolor[RGB]{170,244,181} -0.07 & \\cellcolor[RGB]{195,206,162} -0.35\\\\\n",
       "\\hline\n",
       "$DM_{1}$ & \\cellcolor[RGB]{187,219,168} -0.26 & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{164,253,186} 0.01 & \\cellcolor[RGB]{220,169,143} -0.62\\\\\n",
       "\\hline\n",
       "$Isotropic_{1}$ & \\cellcolor[RGB]{170,244,181} -0.07 & \\cellcolor[RGB]{164,253,186} 0.01 & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{167,248,183} -0.04\\\\\n",
       "\\hline\n",
       "$FermiDiffuse_{1}$ & \\cellcolor[RGB]{195,206,162} -0.35 & \\cellcolor[RGB]{220,169,143} -0.62 & \\cellcolor[RGB]{167,248,183} -0.04 & \\cellcolor[RGB]{255,117,117} 1.00\\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td><a href=\"#\" onclick=\"$('#QuqhGCVEym').toggle()\">+</a></td>\n",
       "                <td title=\"Variable name\">Name</td>\n",
       "                <td title=\"Value of parameter\">Value</td>\n",
       "                <td title=\"Parabolic error\">Parab Error</td>\n",
       "                <td title=\"Minos lower error\">Minos Error-</td>\n",
       "                <td title=\"Minos upper error\">Minos Error+</td>\n",
       "                <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "                <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "                <td title=\"Is the parameter fixed in the fit\">FIXED</td>\n",
       "            </tr>\n",
       "        \n",
       "            <tr>\n",
       "                <td>1</td>\n",
       "                <td>PSC</td>\n",
       "                <td>1.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td>FIXED</td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>2</td>\n",
       "                <td>Bubbles_2</td>\n",
       "                <td>7.589140e-01</td>\n",
       "                <td>8.317148e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>3</td>\n",
       "                <td>DM_2</td>\n",
       "                <td>1.589245e-01</td>\n",
       "                <td>4.078304e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>4</td>\n",
       "                <td>Isotropic_2</td>\n",
       "                <td>1.203471e-03</td>\n",
       "                <td>1.078138e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>5</td>\n",
       "                <td>FermiDiffuse_2</td>\n",
       "                <td>1.025309e+00</td>\n",
       "                <td>3.612831e-03</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            </table>\n",
       "        \n",
       "            <pre id=\"QuqhGCVEym\" style=\"display:none;\">\n",
       "            <textarea rows=\"16\" cols=\"50\" onclick=\"this.select()\" readonly>\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Para Error & Error+ & Error- & Limit+ & Limit- & FIXED\\\\\n",
       "\\hline\n",
       "1 & PSC & 1.000e+00 & 0.000e+00 &  &  &  &  & FIXED\\\\\n",
       "\\hline\n",
       "2 & $Bubbles_{2}$ & 7.589e-01 & 8.317e-02 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "3 & $DM_{2}$ & 1.589e-01 & 4.078e-02 &  &  &  &  & \\\\\n",
       "\\hline\n",
       "4 & $Isotropic_{2}$ & 1.203e-03 & 1.078e-02 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "5 & $FermiDiffuse_{2}$ & 1.025e+00 & 3.613e-03 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "            <table>\n",
       "                <tr>\n",
       "                    <td><a onclick=\"$('#kVEgMvkyVl').toggle()\" href=\"#\">+</a></td>\n",
       "        \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            Bubbles_2\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            DM_2\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            Isotropic_2\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            FermiDiffuse_2\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "                </tr>\n",
       "                \n",
       "            <tr>\n",
       "                <td>Bubbles_2</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(186,220,169)\">\n",
       "                -0.25\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(178,232,175)\">\n",
       "                -0.16\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(194,209,163)\">\n",
       "                -0.33\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>DM_2</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(186,220,169)\">\n",
       "                -0.25\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(164,252,185)\">\n",
       "                0.01\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(220,168,143)\">\n",
       "                -0.62\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>Isotropic_2</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(178,232,175)\">\n",
       "                -0.16\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(164,252,185)\">\n",
       "                0.01\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(172,241,180)\">\n",
       "                -0.09\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>FermiDiffuse_2</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(194,209,163)\">\n",
       "                -0.33\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(220,168,143)\">\n",
       "                -0.62\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(172,241,180)\">\n",
       "                -0.09\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            </table>\n",
       "\n",
       "            <pre id=\"kVEgMvkyVl\" style=\"display:none;\">\n",
       "            <textarea rows=\"17\" cols=\"50\" onclick=\"this.select()\" readonly>%\\usepackage[table]{xcolor} % include this for color\n",
       "%\\usepackage{rotating} % include this for rotate header\n",
       "%\\documentclass[xcolor=table]{beamer} % for beamer\n",
       "\\begin{tabular}{|c|c|c|c|c|}\n",
       "\\hline\n",
       "\\rotatebox{90}{} & \\rotatebox{90}{$Bubbles_{2}$} & \\rotatebox{90}{$DM_{2}$} & \\rotatebox{90}{$Isotropic_{2}$} & \\rotatebox{90}{$FermiDiffuse_{2}$}\\\\\n",
       "\\hline\n",
       "$Bubbles_{2}$ & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{186,220,169} -0.25 & \\cellcolor[RGB]{178,232,175} -0.16 & \\cellcolor[RGB]{194,209,163} -0.33\\\\\n",
       "\\hline\n",
       "$DM_{2}$ & \\cellcolor[RGB]{186,220,169} -0.25 & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{164,252,185} 0.01 & \\cellcolor[RGB]{220,168,143} -0.62\\\\\n",
       "\\hline\n",
       "$Isotropic_{2}$ & \\cellcolor[RGB]{178,232,175} -0.16 & \\cellcolor[RGB]{164,252,185} 0.01 & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{172,241,180} -0.09\\\\\n",
       "\\hline\n",
       "$FermiDiffuse_{2}$ & \\cellcolor[RGB]{194,209,163} -0.33 & \\cellcolor[RGB]{220,168,143} -0.62 & \\cellcolor[RGB]{172,241,180} -0.09 & \\cellcolor[RGB]{255,117,117} 1.00\\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td><a href=\"#\" onclick=\"$('#vgMMXtgRPu').toggle()\">+</a></td>\n",
       "                <td title=\"Variable name\">Name</td>\n",
       "                <td title=\"Value of parameter\">Value</td>\n",
       "                <td title=\"Parabolic error\">Parab Error</td>\n",
       "                <td title=\"Minos lower error\">Minos Error-</td>\n",
       "                <td title=\"Minos upper error\">Minos Error+</td>\n",
       "                <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "                <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "                <td title=\"Is the parameter fixed in the fit\">FIXED</td>\n",
       "            </tr>\n",
       "        \n",
       "            <tr>\n",
       "                <td>1</td>\n",
       "                <td>PSC</td>\n",
       "                <td>1.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td>FIXED</td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>2</td>\n",
       "                <td>Bubbles_3</td>\n",
       "                <td>8.380661e-01</td>\n",
       "                <td>9.107764e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>3</td>\n",
       "                <td>DM_3</td>\n",
       "                <td>8.232882e-01</td>\n",
       "                <td>1.788048e-01</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>4</td>\n",
       "                <td>Isotropic_3</td>\n",
       "                <td>1.345218e-03</td>\n",
       "                <td>1.648371e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>5</td>\n",
       "                <td>FermiDiffuse_3</td>\n",
       "                <td>1.005756e+00</td>\n",
       "                <td>3.853117e-03</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            </table>\n",
       "        \n",
       "            <pre id=\"vgMMXtgRPu\" style=\"display:none;\">\n",
       "            <textarea rows=\"16\" cols=\"50\" onclick=\"this.select()\" readonly>\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Para Error & Error+ & Error- & Limit+ & Limit- & FIXED\\\\\n",
       "\\hline\n",
       "1 & PSC & 1.000e+00 & 0.000e+00 &  &  &  &  & FIXED\\\\\n",
       "\\hline\n",
       "2 & $Bubbles_{3}$ & 8.381e-01 & 9.108e-02 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "3 & $DM_{3}$ & 8.233e-01 & 1.788e-01 &  &  &  &  & \\\\\n",
       "\\hline\n",
       "4 & $Isotropic_{3}$ & 1.345e-03 & 1.648e-02 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "5 & $FermiDiffuse_{3}$ & 1.006e+00 & 3.853e-03 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "            <table>\n",
       "                <tr>\n",
       "                    <td><a onclick=\"$('#zenENLDRYi').toggle()\" href=\"#\">+</a></td>\n",
       "        \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            Bubbles_3\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            DM_3\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            Isotropic_3\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            FermiDiffuse_3\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "                </tr>\n",
       "                \n",
       "            <tr>\n",
       "                <td>Bubbles_3</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(185,221,169)\">\n",
       "                -0.24\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(180,229,173)\">\n",
       "                -0.19\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(193,210,164)\">\n",
       "                -0.32\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>DM_3</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(185,221,169)\">\n",
       "                -0.24\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(164,252,185)\">\n",
       "                0.02\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(221,168,143)\">\n",
       "                -0.63\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>Isotropic_3</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(180,229,173)\">\n",
       "                -0.19\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(164,252,185)\">\n",
       "                0.02\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(173,239,178)\">\n",
       "                -0.11\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>FermiDiffuse_3</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(193,210,164)\">\n",
       "                -0.32\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(221,168,143)\">\n",
       "                -0.63\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(173,239,178)\">\n",
       "                -0.11\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            </table>\n",
       "\n",
       "            <pre id=\"zenENLDRYi\" style=\"display:none;\">\n",
       "            <textarea rows=\"17\" cols=\"50\" onclick=\"this.select()\" readonly>%\\usepackage[table]{xcolor} % include this for color\n",
       "%\\usepackage{rotating} % include this for rotate header\n",
       "%\\documentclass[xcolor=table]{beamer} % for beamer\n",
       "\\begin{tabular}{|c|c|c|c|c|}\n",
       "\\hline\n",
       "\\rotatebox{90}{} & \\rotatebox{90}{$Bubbles_{3}$} & \\rotatebox{90}{$DM_{3}$} & \\rotatebox{90}{$Isotropic_{3}$} & \\rotatebox{90}{$FermiDiffuse_{3}$}\\\\\n",
       "\\hline\n",
       "$Bubbles_{3}$ & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{185,221,169} -0.24 & \\cellcolor[RGB]{180,229,173} -0.19 & \\cellcolor[RGB]{193,210,164} -0.32\\\\\n",
       "\\hline\n",
       "$DM_{3}$ & \\cellcolor[RGB]{185,221,169} -0.24 & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{164,252,185} 0.02 & \\cellcolor[RGB]{221,168,143} -0.63\\\\\n",
       "\\hline\n",
       "$Isotropic_{3}$ & \\cellcolor[RGB]{180,229,173} -0.19 & \\cellcolor[RGB]{164,252,185} 0.02 & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{173,239,178} -0.11\\\\\n",
       "\\hline\n",
       "$FermiDiffuse_{3}$ & \\cellcolor[RGB]{193,210,164} -0.32 & \\cellcolor[RGB]{221,168,143} -0.63 & \\cellcolor[RGB]{173,239,178} -0.11 & \\cellcolor[RGB]{255,117,117} 1.00\\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td><a href=\"#\" onclick=\"$('#AXFTmRMGdE').toggle()\">+</a></td>\n",
       "                <td title=\"Variable name\">Name</td>\n",
       "                <td title=\"Value of parameter\">Value</td>\n",
       "                <td title=\"Parabolic error\">Parab Error</td>\n",
       "                <td title=\"Minos lower error\">Minos Error-</td>\n",
       "                <td title=\"Minos upper error\">Minos Error+</td>\n",
       "                <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "                <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "                <td title=\"Is the parameter fixed in the fit\">FIXED</td>\n",
       "            </tr>\n",
       "        \n",
       "            <tr>\n",
       "                <td>1</td>\n",
       "                <td>PSC</td>\n",
       "                <td>1.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td>FIXED</td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>2</td>\n",
       "                <td>Bubbles_4</td>\n",
       "                <td>8.102024e-01</td>\n",
       "                <td>9.361532e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>3</td>\n",
       "                <td>DM_4</td>\n",
       "                <td>1.658115e+00</td>\n",
       "                <td>2.901078e-01</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>4</td>\n",
       "                <td>Isotropic_4</td>\n",
       "                <td>3.201041e-03</td>\n",
       "                <td>5.711761e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>5</td>\n",
       "                <td>FermiDiffuse_4</td>\n",
       "                <td>1.021170e+00</td>\n",
       "                <td>4.072787e-03</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            </table>\n",
       "        \n",
       "            <pre id=\"AXFTmRMGdE\" style=\"display:none;\">\n",
       "            <textarea rows=\"16\" cols=\"50\" onclick=\"this.select()\" readonly>\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Para Error & Error+ & Error- & Limit+ & Limit- & FIXED\\\\\n",
       "\\hline\n",
       "1 & PSC & 1.000e+00 & 0.000e+00 &  &  &  &  & FIXED\\\\\n",
       "\\hline\n",
       "2 & $Bubbles_{4}$ & 8.102e-01 & 9.362e-02 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "3 & $DM_{4}$ & 1.658e+00 & 2.901e-01 &  &  &  &  & \\\\\n",
       "\\hline\n",
       "4 & $Isotropic_{4}$ & 3.201e-03 & 5.712e-02 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "5 & $FermiDiffuse_{4}$ & 1.021e+00 & 4.073e-03 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "            <table>\n",
       "                <tr>\n",
       "                    <td><a onclick=\"$('#UtBvEeRDTz').toggle()\" href=\"#\">+</a></td>\n",
       "        \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            Bubbles_4\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            DM_4\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            Isotropic_4\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            FermiDiffuse_4\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "                </tr>\n",
       "                \n",
       "            <tr>\n",
       "                <td>Bubbles_4</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(184,223,170)\">\n",
       "                -0.23\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(202,196,157)\">\n",
       "                -0.42\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(180,228,173)\">\n",
       "                -0.19\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>DM_4</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(184,223,170)\">\n",
       "                -0.23\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(166,249,184)\">\n",
       "                0.04\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(220,170,144)\">\n",
       "                -0.61\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>Isotropic_4</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(202,196,157)\">\n",
       "                -0.42\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(166,249,184)\">\n",
       "                0.04\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(188,217,167)\">\n",
       "                -0.27\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>FermiDiffuse_4</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(180,228,173)\">\n",
       "                -0.19\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(220,170,144)\">\n",
       "                -0.61\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(188,217,167)\">\n",
       "                -0.27\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            </table>\n",
       "\n",
       "            <pre id=\"UtBvEeRDTz\" style=\"display:none;\">\n",
       "            <textarea rows=\"17\" cols=\"50\" onclick=\"this.select()\" readonly>%\\usepackage[table]{xcolor} % include this for color\n",
       "%\\usepackage{rotating} % include this for rotate header\n",
       "%\\documentclass[xcolor=table]{beamer} % for beamer\n",
       "\\begin{tabular}{|c|c|c|c|c|}\n",
       "\\hline\n",
       "\\rotatebox{90}{} & \\rotatebox{90}{$Bubbles_{4}$} & \\rotatebox{90}{$DM_{4}$} & \\rotatebox{90}{$Isotropic_{4}$} & \\rotatebox{90}{$FermiDiffuse_{4}$}\\\\\n",
       "\\hline\n",
       "$Bubbles_{4}$ & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{184,223,170} -0.23 & \\cellcolor[RGB]{202,196,157} -0.42 & \\cellcolor[RGB]{180,228,173} -0.19\\\\\n",
       "\\hline\n",
       "$DM_{4}$ & \\cellcolor[RGB]{184,223,170} -0.23 & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{166,249,184} 0.04 & \\cellcolor[RGB]{220,170,144} -0.61\\\\\n",
       "\\hline\n",
       "$Isotropic_{4}$ & \\cellcolor[RGB]{202,196,157} -0.42 & \\cellcolor[RGB]{166,249,184} 0.04 & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{188,217,167} -0.27\\\\\n",
       "\\hline\n",
       "$FermiDiffuse_{4}$ & \\cellcolor[RGB]{180,228,173} -0.19 & \\cellcolor[RGB]{220,170,144} -0.61 & \\cellcolor[RGB]{188,217,167} -0.27 & \\cellcolor[RGB]{255,117,117} 1.00\\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td><a href=\"#\" onclick=\"$('#vrRylzSeNX').toggle()\">+</a></td>\n",
       "                <td title=\"Variable name\">Name</td>\n",
       "                <td title=\"Value of parameter\">Value</td>\n",
       "                <td title=\"Parabolic error\">Parab Error</td>\n",
       "                <td title=\"Minos lower error\">Minos Error-</td>\n",
       "                <td title=\"Minos upper error\">Minos Error+</td>\n",
       "                <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "                <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "                <td title=\"Is the parameter fixed in the fit\">FIXED</td>\n",
       "            </tr>\n",
       "        \n",
       "            <tr>\n",
       "                <td>1</td>\n",
       "                <td>PSC</td>\n",
       "                <td>1.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td>FIXED</td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>2</td>\n",
       "                <td>Bubbles_5</td>\n",
       "                <td>8.019633e-01</td>\n",
       "                <td>8.653253e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>3</td>\n",
       "                <td>DM_5</td>\n",
       "                <td>2.034605e-01</td>\n",
       "                <td>2.653661e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>4</td>\n",
       "                <td>Isotropic_5</td>\n",
       "                <td>3.181433e-03</td>\n",
       "                <td>3.625120e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>5</td>\n",
       "                <td>FermiDiffuse_5</td>\n",
       "                <td>9.970387e-01</td>\n",
       "                <td>3.958884e-03</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            </table>\n",
       "        \n",
       "            <pre id=\"vrRylzSeNX\" style=\"display:none;\">\n",
       "            <textarea rows=\"16\" cols=\"50\" onclick=\"this.select()\" readonly>\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Para Error & Error+ & Error- & Limit+ & Limit- & FIXED\\\\\n",
       "\\hline\n",
       "1 & PSC & 1.000e+00 & 0.000e+00 &  &  &  &  & FIXED\\\\\n",
       "\\hline\n",
       "2 & $Bubbles_{5}$ & 8.020e-01 & 8.653e-02 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "3 & $DM_{5}$ & 2.035e-01 & 2.654e-02 &  &  &  &  & \\\\\n",
       "\\hline\n",
       "4 & $Isotropic_{5}$ & 3.181e-03 & 3.625e-02 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "5 & $FermiDiffuse_{5}$ & 9.970e-01 & 3.959e-03 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "            <table>\n",
       "                <tr>\n",
       "                    <td><a onclick=\"$('#bsgtXWQYUK').toggle()\" href=\"#\">+</a></td>\n",
       "        \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            Bubbles_5\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            DM_5\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            Isotropic_5\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            FermiDiffuse_5\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "                </tr>\n",
       "                \n",
       "            <tr>\n",
       "                <td>Bubbles_5</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(184,223,170)\">\n",
       "                -0.23\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(197,204,161)\">\n",
       "                -0.37\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(185,222,170)\">\n",
       "                -0.23\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>DM_5</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(184,223,170)\">\n",
       "                -0.23\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(166,250,184)\">\n",
       "                0.03\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(220,169,143)\">\n",
       "                -0.62\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>Isotropic_5</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(197,204,161)\">\n",
       "                -0.37\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(166,250,184)\">\n",
       "                0.03\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(184,222,170)\">\n",
       "                -0.23\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>FermiDiffuse_5</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(185,222,170)\">\n",
       "                -0.23\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(220,169,143)\">\n",
       "                -0.62\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(184,222,170)\">\n",
       "                -0.23\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            </table>\n",
       "\n",
       "            <pre id=\"bsgtXWQYUK\" style=\"display:none;\">\n",
       "            <textarea rows=\"17\" cols=\"50\" onclick=\"this.select()\" readonly>%\\usepackage[table]{xcolor} % include this for color\n",
       "%\\usepackage{rotating} % include this for rotate header\n",
       "%\\documentclass[xcolor=table]{beamer} % for beamer\n",
       "\\begin{tabular}{|c|c|c|c|c|}\n",
       "\\hline\n",
       "\\rotatebox{90}{} & \\rotatebox{90}{$Bubbles_{5}$} & \\rotatebox{90}{$DM_{5}$} & \\rotatebox{90}{$Isotropic_{5}$} & \\rotatebox{90}{$FermiDiffuse_{5}$}\\\\\n",
       "\\hline\n",
       "$Bubbles_{5}$ & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{184,223,170} -0.23 & \\cellcolor[RGB]{197,204,161} -0.37 & \\cellcolor[RGB]{185,222,170} -0.23\\\\\n",
       "\\hline\n",
       "$DM_{5}$ & \\cellcolor[RGB]{184,223,170} -0.23 & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{166,250,184} 0.03 & \\cellcolor[RGB]{220,169,143} -0.62\\\\\n",
       "\\hline\n",
       "$Isotropic_{5}$ & \\cellcolor[RGB]{197,204,161} -0.37 & \\cellcolor[RGB]{166,250,184} 0.03 & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{184,222,170} -0.23\\\\\n",
       "\\hline\n",
       "$FermiDiffuse_{5}$ & \\cellcolor[RGB]{185,222,170} -0.23 & \\cellcolor[RGB]{220,169,143} -0.62 & \\cellcolor[RGB]{184,222,170} -0.23 & \\cellcolor[RGB]{255,117,117} 1.00\\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td><a href=\"#\" onclick=\"$('#DmdyRWJcQW').toggle()\">+</a></td>\n",
       "                <td title=\"Variable name\">Name</td>\n",
       "                <td title=\"Value of parameter\">Value</td>\n",
       "                <td title=\"Parabolic error\">Parab Error</td>\n",
       "                <td title=\"Minos lower error\">Minos Error-</td>\n",
       "                <td title=\"Minos upper error\">Minos Error+</td>\n",
       "                <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "                <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "                <td title=\"Is the parameter fixed in the fit\">FIXED</td>\n",
       "            </tr>\n",
       "        \n",
       "            <tr>\n",
       "                <td>1</td>\n",
       "                <td>PSC</td>\n",
       "                <td>1.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td>FIXED</td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>2</td>\n",
       "                <td>Bubbles_6</td>\n",
       "                <td>8.594855e-01</td>\n",
       "                <td>1.253575e-01</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>3</td>\n",
       "                <td>DM_6</td>\n",
       "                <td>1.980606e-01</td>\n",
       "                <td>2.667816e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>4</td>\n",
       "                <td>Isotropic_6</td>\n",
       "                <td>1.550278e-02</td>\n",
       "                <td>1.063965e-01</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>5</td>\n",
       "                <td>FermiDiffuse_6</td>\n",
       "                <td>1.003930e+00</td>\n",
       "                <td>4.887139e-03</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            </table>\n",
       "        \n",
       "            <pre id=\"DmdyRWJcQW\" style=\"display:none;\">\n",
       "            <textarea rows=\"16\" cols=\"50\" onclick=\"this.select()\" readonly>\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Para Error & Error+ & Error- & Limit+ & Limit- & FIXED\\\\\n",
       "\\hline\n",
       "1 & PSC & 1.000e+00 & 0.000e+00 &  &  &  &  & FIXED\\\\\n",
       "\\hline\n",
       "2 & $Bubbles_{6}$ & 8.595e-01 & 1.254e-01 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "3 & $DM_{6}$ & 1.981e-01 & 2.668e-02 &  &  &  &  & \\\\\n",
       "\\hline\n",
       "4 & $Isotropic_{6}$ & 1.550e-02 & 1.064e-01 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "5 & $FermiDiffuse_{6}$ & 1.004e+00 & 4.887e-03 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "            <table>\n",
       "                <tr>\n",
       "                    <td><a onclick=\"$('#pFgcrNVZez').toggle()\" href=\"#\">+</a></td>\n",
       "        \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            Bubbles_6\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            DM_6\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            Isotropic_6\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            FermiDiffuse_6\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "                </tr>\n",
       "                \n",
       "            <tr>\n",
       "                <td>Bubbles_6</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(182,225,172)\">\n",
       "                -0.21\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(234,148,133)\">\n",
       "                -0.77\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(189,215,166)\">\n",
       "                0.29\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>DM_6</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(182,225,172)\">\n",
       "                -0.21\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(171,242,180)\">\n",
       "                0.09\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(214,178,148)\">\n",
       "                -0.55\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>Isotropic_6</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(234,148,133)\">\n",
       "                -0.77\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(171,242,180)\">\n",
       "                0.09\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(218,171,144)\">\n",
       "                -0.60\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>FermiDiffuse_6</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(189,215,166)\">\n",
       "                0.29\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(214,178,148)\">\n",
       "                -0.55\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(218,171,144)\">\n",
       "                -0.60\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            </table>\n",
       "\n",
       "            <pre id=\"pFgcrNVZez\" style=\"display:none;\">\n",
       "            <textarea rows=\"17\" cols=\"50\" onclick=\"this.select()\" readonly>%\\usepackage[table]{xcolor} % include this for color\n",
       "%\\usepackage{rotating} % include this for rotate header\n",
       "%\\documentclass[xcolor=table]{beamer} % for beamer\n",
       "\\begin{tabular}{|c|c|c|c|c|}\n",
       "\\hline\n",
       "\\rotatebox{90}{} & \\rotatebox{90}{$Bubbles_{6}$} & \\rotatebox{90}{$DM_{6}$} & \\rotatebox{90}{$Isotropic_{6}$} & \\rotatebox{90}{$FermiDiffuse_{6}$}\\\\\n",
       "\\hline\n",
       "$Bubbles_{6}$ & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{182,225,172} -0.21 & \\cellcolor[RGB]{234,148,133} -0.77 & \\cellcolor[RGB]{189,215,166} 0.29\\\\\n",
       "\\hline\n",
       "$DM_{6}$ & \\cellcolor[RGB]{182,225,172} -0.21 & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{171,242,180} 0.09 & \\cellcolor[RGB]{214,178,148} -0.55\\\\\n",
       "\\hline\n",
       "$Isotropic_{6}$ & \\cellcolor[RGB]{234,148,133} -0.77 & \\cellcolor[RGB]{171,242,180} 0.09 & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{218,171,144} -0.60\\\\\n",
       "\\hline\n",
       "$FermiDiffuse_{6}$ & \\cellcolor[RGB]{189,215,166} 0.29 & \\cellcolor[RGB]{214,178,148} -0.55 & \\cellcolor[RGB]{218,171,144} -0.60 & \\cellcolor[RGB]{255,117,117} 1.00\\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td><a href=\"#\" onclick=\"$('#qObisUrRCS').toggle()\">+</a></td>\n",
       "                <td title=\"Variable name\">Name</td>\n",
       "                <td title=\"Value of parameter\">Value</td>\n",
       "                <td title=\"Parabolic error\">Parab Error</td>\n",
       "                <td title=\"Minos lower error\">Minos Error-</td>\n",
       "                <td title=\"Minos upper error\">Minos Error+</td>\n",
       "                <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "                <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "                <td title=\"Is the parameter fixed in the fit\">FIXED</td>\n",
       "            </tr>\n",
       "        \n",
       "            <tr>\n",
       "                <td>1</td>\n",
       "                <td>PSC</td>\n",
       "                <td>1.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td>FIXED</td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>2</td>\n",
       "                <td>Bubbles_7</td>\n",
       "                <td>1.011884e+00</td>\n",
       "                <td>1.133268e-01</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>3</td>\n",
       "                <td>DM_7</td>\n",
       "                <td>3.016891e-01</td>\n",
       "                <td>3.293562e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>4</td>\n",
       "                <td>Isotropic_7</td>\n",
       "                <td>6.190750e-02</td>\n",
       "                <td>9.058407e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>5</td>\n",
       "                <td>FermiDiffuse_7</td>\n",
       "                <td>9.794431e-01</td>\n",
       "                <td>4.733201e-03</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            </table>\n",
       "        \n",
       "            <pre id=\"qObisUrRCS\" style=\"display:none;\">\n",
       "            <textarea rows=\"16\" cols=\"50\" onclick=\"this.select()\" readonly>\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Para Error & Error+ & Error- & Limit+ & Limit- & FIXED\\\\\n",
       "\\hline\n",
       "1 & PSC & 1.000e+00 & 0.000e+00 &  &  &  &  & FIXED\\\\\n",
       "\\hline\n",
       "2 & $Bubbles_{7}$ & 1.012e+00 & 1.133e-01 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "3 & $DM_{7}$ & 3.017e-01 & 3.294e-02 &  &  &  &  & \\\\\n",
       "\\hline\n",
       "4 & $Isotropic_{7}$ & 6.191e-02 & 9.058e-02 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "5 & $FermiDiffuse_{7}$ & 9.794e-01 & 4.733e-03 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "            <table>\n",
       "                <tr>\n",
       "                    <td><a onclick=\"$('#mmWLBDEqUv').toggle()\" href=\"#\">+</a></td>\n",
       "        \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            Bubbles_7\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            DM_7\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            Isotropic_7\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            FermiDiffuse_7\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "                </tr>\n",
       "                \n",
       "            <tr>\n",
       "                <td>Bubbles_7</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(182,226,172)\">\n",
       "                -0.20\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(231,153,135)\">\n",
       "                -0.74\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(183,225,171)\">\n",
       "                0.21\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>DM_7</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(182,226,172)\">\n",
       "                -0.20\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(170,243,181)\">\n",
       "                0.08\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(215,177,147)\">\n",
       "                -0.56\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>Isotropic_7</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(231,153,135)\">\n",
       "                -0.74\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(170,243,181)\">\n",
       "                0.08\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(215,177,147)\">\n",
       "                -0.56\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>FermiDiffuse_7</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(183,225,171)\">\n",
       "                0.21\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(215,177,147)\">\n",
       "                -0.56\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(215,177,147)\">\n",
       "                -0.56\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            </table>\n",
       "\n",
       "            <pre id=\"mmWLBDEqUv\" style=\"display:none;\">\n",
       "            <textarea rows=\"17\" cols=\"50\" onclick=\"this.select()\" readonly>%\\usepackage[table]{xcolor} % include this for color\n",
       "%\\usepackage{rotating} % include this for rotate header\n",
       "%\\documentclass[xcolor=table]{beamer} % for beamer\n",
       "\\begin{tabular}{|c|c|c|c|c|}\n",
       "\\hline\n",
       "\\rotatebox{90}{} & \\rotatebox{90}{$Bubbles_{7}$} & \\rotatebox{90}{$DM_{7}$} & \\rotatebox{90}{$Isotropic_{7}$} & \\rotatebox{90}{$FermiDiffuse_{7}$}\\\\\n",
       "\\hline\n",
       "$Bubbles_{7}$ & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{182,226,172} -0.20 & \\cellcolor[RGB]{231,153,135} -0.74 & \\cellcolor[RGB]{183,225,171} 0.21\\\\\n",
       "\\hline\n",
       "$DM_{7}$ & \\cellcolor[RGB]{182,226,172} -0.20 & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{170,243,181} 0.08 & \\cellcolor[RGB]{215,177,147} -0.56\\\\\n",
       "\\hline\n",
       "$Isotropic_{7}$ & \\cellcolor[RGB]{231,153,135} -0.74 & \\cellcolor[RGB]{170,243,181} 0.08 & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{215,177,147} -0.56\\\\\n",
       "\\hline\n",
       "$FermiDiffuse_{7}$ & \\cellcolor[RGB]{183,225,171} 0.21 & \\cellcolor[RGB]{215,177,147} -0.56 & \\cellcolor[RGB]{215,177,147} -0.56 & \\cellcolor[RGB]{255,117,117} 1.00\\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td><a href=\"#\" onclick=\"$('#fDgVgjhVVW').toggle()\">+</a></td>\n",
       "                <td title=\"Variable name\">Name</td>\n",
       "                <td title=\"Value of parameter\">Value</td>\n",
       "                <td title=\"Parabolic error\">Parab Error</td>\n",
       "                <td title=\"Minos lower error\">Minos Error-</td>\n",
       "                <td title=\"Minos upper error\">Minos Error+</td>\n",
       "                <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "                <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "                <td title=\"Is the parameter fixed in the fit\">FIXED</td>\n",
       "            </tr>\n",
       "        \n",
       "            <tr>\n",
       "                <td>1</td>\n",
       "                <td>PSC</td>\n",
       "                <td>1.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td>FIXED</td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>2</td>\n",
       "                <td>Bubbles_8</td>\n",
       "                <td>9.081365e-01</td>\n",
       "                <td>1.083126e-01</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>3</td>\n",
       "                <td>DM_8</td>\n",
       "                <td>2.824146e-01</td>\n",
       "                <td>2.693286e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>4</td>\n",
       "                <td>Isotropic_8</td>\n",
       "                <td>1.060075e-01</td>\n",
       "                <td>9.222645e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>5</td>\n",
       "                <td>FermiDiffuse_8</td>\n",
       "                <td>9.820342e-01</td>\n",
       "                <td>4.702264e-03</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            </table>\n",
       "        \n",
       "            <pre id=\"fDgVgjhVVW\" style=\"display:none;\">\n",
       "            <textarea rows=\"16\" cols=\"50\" onclick=\"this.select()\" readonly>\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Para Error & Error+ & Error- & Limit+ & Limit- & FIXED\\\\\n",
       "\\hline\n",
       "1 & PSC & 1.000e+00 & 0.000e+00 &  &  &  &  & FIXED\\\\\n",
       "\\hline\n",
       "2 & $Bubbles_{8}$ & 9.081e-01 & 1.083e-01 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "3 & $DM_{8}$ & 2.824e-01 & 2.693e-02 &  &  &  &  & \\\\\n",
       "\\hline\n",
       "4 & $Isotropic_{8}$ & 1.060e-01 & 9.223e-02 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "5 & $FermiDiffuse_{8}$ & 9.820e-01 & 4.702e-03 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "            <table>\n",
       "                <tr>\n",
       "                    <td><a onclick=\"$('#cHdUjxOecs').toggle()\" href=\"#\">+</a></td>\n",
       "        \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            Bubbles_8\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            DM_8\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            Isotropic_8\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            FermiDiffuse_8\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "                </tr>\n",
       "                \n",
       "            <tr>\n",
       "                <td>Bubbles_8</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(182,226,172)\">\n",
       "                -0.20\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(228,157,137)\">\n",
       "                -0.71\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(178,232,175)\">\n",
       "                0.16\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>DM_8</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(182,226,172)\">\n",
       "                -0.20\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(170,244,181)\">\n",
       "                0.08\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(215,176,147)\">\n",
       "                -0.57\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>Isotropic_8</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(228,157,137)\">\n",
       "                -0.71\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(170,244,181)\">\n",
       "                0.08\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(212,182,150)\">\n",
       "                -0.53\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>FermiDiffuse_8</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(178,232,175)\">\n",
       "                0.16\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(215,176,147)\">\n",
       "                -0.57\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(212,182,150)\">\n",
       "                -0.53\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            </table>\n",
       "\n",
       "            <pre id=\"cHdUjxOecs\" style=\"display:none;\">\n",
       "            <textarea rows=\"17\" cols=\"50\" onclick=\"this.select()\" readonly>%\\usepackage[table]{xcolor} % include this for color\n",
       "%\\usepackage{rotating} % include this for rotate header\n",
       "%\\documentclass[xcolor=table]{beamer} % for beamer\n",
       "\\begin{tabular}{|c|c|c|c|c|}\n",
       "\\hline\n",
       "\\rotatebox{90}{} & \\rotatebox{90}{$Bubbles_{8}$} & \\rotatebox{90}{$DM_{8}$} & \\rotatebox{90}{$Isotropic_{8}$} & \\rotatebox{90}{$FermiDiffuse_{8}$}\\\\\n",
       "\\hline\n",
       "$Bubbles_{8}$ & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{182,226,172} -0.20 & \\cellcolor[RGB]{228,157,137} -0.71 & \\cellcolor[RGB]{178,232,175} 0.16\\\\\n",
       "\\hline\n",
       "$DM_{8}$ & \\cellcolor[RGB]{182,226,172} -0.20 & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{170,244,181} 0.08 & \\cellcolor[RGB]{215,176,147} -0.57\\\\\n",
       "\\hline\n",
       "$Isotropic_{8}$ & \\cellcolor[RGB]{228,157,137} -0.71 & \\cellcolor[RGB]{170,244,181} 0.08 & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{212,182,150} -0.53\\\\\n",
       "\\hline\n",
       "$FermiDiffuse_{8}$ & \\cellcolor[RGB]{178,232,175} 0.16 & \\cellcolor[RGB]{215,176,147} -0.57 & \\cellcolor[RGB]{212,182,150} -0.53 & \\cellcolor[RGB]{255,117,117} 1.00\\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td><a href=\"#\" onclick=\"$('#MsXTQFvcsY').toggle()\">+</a></td>\n",
       "                <td title=\"Variable name\">Name</td>\n",
       "                <td title=\"Value of parameter\">Value</td>\n",
       "                <td title=\"Parabolic error\">Parab Error</td>\n",
       "                <td title=\"Minos lower error\">Minos Error-</td>\n",
       "                <td title=\"Minos upper error\">Minos Error+</td>\n",
       "                <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "                <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "                <td title=\"Is the parameter fixed in the fit\">FIXED</td>\n",
       "            </tr>\n",
       "        \n",
       "            <tr>\n",
       "                <td>1</td>\n",
       "                <td>PSC</td>\n",
       "                <td>1.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td>FIXED</td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>2</td>\n",
       "                <td>Bubbles_9</td>\n",
       "                <td>9.433680e-01</td>\n",
       "                <td>1.083407e-01</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>3</td>\n",
       "                <td>DM_9</td>\n",
       "                <td>3.221937e-01</td>\n",
       "                <td>2.995463e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>4</td>\n",
       "                <td>Isotropic_9</td>\n",
       "                <td>2.011931e-01</td>\n",
       "                <td>9.361120e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>5</td>\n",
       "                <td>FermiDiffuse_9</td>\n",
       "                <td>9.542273e-01</td>\n",
       "                <td>4.613193e-03</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            </table>\n",
       "        \n",
       "            <pre id=\"MsXTQFvcsY\" style=\"display:none;\">\n",
       "            <textarea rows=\"16\" cols=\"50\" onclick=\"this.select()\" readonly>\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Para Error & Error+ & Error- & Limit+ & Limit- & FIXED\\\\\n",
       "\\hline\n",
       "1 & PSC & 1.000e+00 & 0.000e+00 &  &  &  &  & FIXED\\\\\n",
       "\\hline\n",
       "2 & $Bubbles_{9}$ & 9.434e-01 & 1.083e-01 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "3 & $DM_{9}$ & 3.222e-01 & 2.995e-02 &  &  &  &  & \\\\\n",
       "\\hline\n",
       "4 & $Isotropic_{9}$ & 2.012e-01 & 9.361e-02 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "5 & $FermiDiffuse_{9}$ & 9.542e-01 & 4.613e-03 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "            <table>\n",
       "                <tr>\n",
       "                    <td><a onclick=\"$('#nCmmNnVOBQ').toggle()\" href=\"#\">+</a></td>\n",
       "        \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            Bubbles_9\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            DM_9\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            Isotropic_9\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            FermiDiffuse_9\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "                </tr>\n",
       "                \n",
       "            <tr>\n",
       "                <td>Bubbles_9</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(181,227,172)\">\n",
       "                -0.20\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(225,161,139)\">\n",
       "                -0.68\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(173,239,178)\">\n",
       "                0.11\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>DM_9</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(181,227,172)\">\n",
       "                -0.20\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(169,245,181)\">\n",
       "                0.07\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(216,176,146)\">\n",
       "                -0.57\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>Isotropic_9</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(225,161,139)\">\n",
       "                -0.68\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(169,245,181)\">\n",
       "                0.07\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(209,185,151)\">\n",
       "                -0.50\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>FermiDiffuse_9</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(173,239,178)\">\n",
       "                0.11\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(216,176,146)\">\n",
       "                -0.57\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(209,185,151)\">\n",
       "                -0.50\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            </table>\n",
       "\n",
       "            <pre id=\"nCmmNnVOBQ\" style=\"display:none;\">\n",
       "            <textarea rows=\"17\" cols=\"50\" onclick=\"this.select()\" readonly>%\\usepackage[table]{xcolor} % include this for color\n",
       "%\\usepackage{rotating} % include this for rotate header\n",
       "%\\documentclass[xcolor=table]{beamer} % for beamer\n",
       "\\begin{tabular}{|c|c|c|c|c|}\n",
       "\\hline\n",
       "\\rotatebox{90}{} & \\rotatebox{90}{$Bubbles_{9}$} & \\rotatebox{90}{$DM_{9}$} & \\rotatebox{90}{$Isotropic_{9}$} & \\rotatebox{90}{$FermiDiffuse_{9}$}\\\\\n",
       "\\hline\n",
       "$Bubbles_{9}$ & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{181,227,172} -0.20 & \\cellcolor[RGB]{225,161,139} -0.68 & \\cellcolor[RGB]{173,239,178} 0.11\\\\\n",
       "\\hline\n",
       "$DM_{9}$ & \\cellcolor[RGB]{181,227,172} -0.20 & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{169,245,181} 0.07 & \\cellcolor[RGB]{216,176,146} -0.57\\\\\n",
       "\\hline\n",
       "$Isotropic_{9}$ & \\cellcolor[RGB]{225,161,139} -0.68 & \\cellcolor[RGB]{169,245,181} 0.07 & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{209,185,151} -0.50\\\\\n",
       "\\hline\n",
       "$FermiDiffuse_{9}$ & \\cellcolor[RGB]{173,239,178} 0.11 & \\cellcolor[RGB]{216,176,146} -0.57 & \\cellcolor[RGB]{209,185,151} -0.50 & \\cellcolor[RGB]{255,117,117} 1.00\\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td><a href=\"#\" onclick=\"$('#AQxvhmpUka').toggle()\">+</a></td>\n",
       "                <td title=\"Variable name\">Name</td>\n",
       "                <td title=\"Value of parameter\">Value</td>\n",
       "                <td title=\"Parabolic error\">Parab Error</td>\n",
       "                <td title=\"Minos lower error\">Minos Error-</td>\n",
       "                <td title=\"Minos upper error\">Minos Error+</td>\n",
       "                <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "                <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "                <td title=\"Is the parameter fixed in the fit\">FIXED</td>\n",
       "            </tr>\n",
       "        \n",
       "            <tr>\n",
       "                <td>1</td>\n",
       "                <td>PSC</td>\n",
       "                <td>1.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td>FIXED</td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>2</td>\n",
       "                <td>Bubbles_10</td>\n",
       "                <td>8.953213e-01</td>\n",
       "                <td>9.923154e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>3</td>\n",
       "                <td>DM_10</td>\n",
       "                <td>4.161111e-01</td>\n",
       "                <td>2.853999e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>4</td>\n",
       "                <td>Isotropic_10</td>\n",
       "                <td>3.508321e-01</td>\n",
       "                <td>9.679628e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>5</td>\n",
       "                <td>FermiDiffuse_10</td>\n",
       "                <td>9.513130e-01</td>\n",
       "                <td>4.656600e-03</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            </table>\n",
       "        \n",
       "            <pre id=\"AQxvhmpUka\" style=\"display:none;\">\n",
       "            <textarea rows=\"16\" cols=\"50\" onclick=\"this.select()\" readonly>\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Para Error & Error+ & Error- & Limit+ & Limit- & FIXED\\\\\n",
       "\\hline\n",
       "1 & PSC & 1.000e+00 & 0.000e+00 &  &  &  &  & FIXED\\\\\n",
       "\\hline\n",
       "2 & $Bubbles_{10}$ & 8.953e-01 & 9.923e-02 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "3 & $DM_{10}$ & 4.161e-01 & 2.854e-02 &  &  &  &  & \\\\\n",
       "\\hline\n",
       "4 & $Isotropic_{10}$ & 3.508e-01 & 9.680e-02 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "5 & $FermiDiffuse_{10}$ & 9.513e-01 & 4.657e-03 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "            <table>\n",
       "                <tr>\n",
       "                    <td><a onclick=\"$('#yhxsjlIaIO').toggle()\" href=\"#\">+</a></td>\n",
       "        \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            Bubbles_10\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            DM_10\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            Isotropic_10\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            FermiDiffuse_10\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "                </tr>\n",
       "                \n",
       "            <tr>\n",
       "                <td>Bubbles_10</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(181,227,173)\">\n",
       "                -0.19\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(223,165,141)\">\n",
       "                -0.65\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(168,246,182)\">\n",
       "                0.06\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>DM_10</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(181,227,173)\">\n",
       "                -0.19\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(169,244,181)\">\n",
       "                0.07\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(216,175,146)\">\n",
       "                -0.58\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>Isotropic_10</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(223,165,141)\">\n",
       "                -0.65\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(169,244,181)\">\n",
       "                0.07\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(206,190,154)\">\n",
       "                -0.47\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>FermiDiffuse_10</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(168,246,182)\">\n",
       "                0.06\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(216,175,146)\">\n",
       "                -0.58\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(206,190,154)\">\n",
       "                -0.47\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            </table>\n",
       "\n",
       "            <pre id=\"yhxsjlIaIO\" style=\"display:none;\">\n",
       "            <textarea rows=\"17\" cols=\"50\" onclick=\"this.select()\" readonly>%\\usepackage[table]{xcolor} % include this for color\n",
       "%\\usepackage{rotating} % include this for rotate header\n",
       "%\\documentclass[xcolor=table]{beamer} % for beamer\n",
       "\\begin{tabular}{|c|c|c|c|c|}\n",
       "\\hline\n",
       "\\rotatebox{90}{} & \\rotatebox{90}{$Bubbles_{10}$} & \\rotatebox{90}{$DM_{10}$} & \\rotatebox{90}{$Isotropic_{10}$} & \\rotatebox{90}{$FermiDiffuse_{10}$}\\\\\n",
       "\\hline\n",
       "$Bubbles_{10}$ & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{181,227,173} -0.19 & \\cellcolor[RGB]{223,165,141} -0.65 & \\cellcolor[RGB]{168,246,182} 0.06\\\\\n",
       "\\hline\n",
       "$DM_{10}$ & \\cellcolor[RGB]{181,227,173} -0.19 & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{169,244,181} 0.07 & \\cellcolor[RGB]{216,175,146} -0.58\\\\\n",
       "\\hline\n",
       "$Isotropic_{10}$ & \\cellcolor[RGB]{223,165,141} -0.65 & \\cellcolor[RGB]{169,244,181} 0.07 & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{206,190,154} -0.47\\\\\n",
       "\\hline\n",
       "$FermiDiffuse_{10}$ & \\cellcolor[RGB]{168,246,182} 0.06 & \\cellcolor[RGB]{216,175,146} -0.58 & \\cellcolor[RGB]{206,190,154} -0.47 & \\cellcolor[RGB]{255,117,117} 1.00\\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td><a href=\"#\" onclick=\"$('#xVMmKnKays').toggle()\">+</a></td>\n",
       "                <td title=\"Variable name\">Name</td>\n",
       "                <td title=\"Value of parameter\">Value</td>\n",
       "                <td title=\"Parabolic error\">Parab Error</td>\n",
       "                <td title=\"Minos lower error\">Minos Error-</td>\n",
       "                <td title=\"Minos upper error\">Minos Error+</td>\n",
       "                <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "                <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "                <td title=\"Is the parameter fixed in the fit\">FIXED</td>\n",
       "            </tr>\n",
       "        \n",
       "            <tr>\n",
       "                <td>1</td>\n",
       "                <td>PSC</td>\n",
       "                <td>1.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td>FIXED</td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>2</td>\n",
       "                <td>Bubbles_11</td>\n",
       "                <td>9.534208e-01</td>\n",
       "                <td>9.886209e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>3</td>\n",
       "                <td>DM_11</td>\n",
       "                <td>4.352061e-01</td>\n",
       "                <td>2.785228e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>4</td>\n",
       "                <td>Isotropic_11</td>\n",
       "                <td>3.954350e-01</td>\n",
       "                <td>1.015159e-01</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>5</td>\n",
       "                <td>FermiDiffuse_11</td>\n",
       "                <td>9.177343e-01</td>\n",
       "                <td>4.669171e-03</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            </table>\n",
       "        \n",
       "            <pre id=\"xVMmKnKays\" style=\"display:none;\">\n",
       "            <textarea rows=\"16\" cols=\"50\" onclick=\"this.select()\" readonly>\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Para Error & Error+ & Error- & Limit+ & Limit- & FIXED\\\\\n",
       "\\hline\n",
       "1 & PSC & 1.000e+00 & 0.000e+00 &  &  &  &  & FIXED\\\\\n",
       "\\hline\n",
       "2 & $Bubbles_{11}$ & 9.534e-01 & 9.886e-02 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "3 & $DM_{11}$ & 4.352e-01 & 2.785e-02 &  &  &  &  & \\\\\n",
       "\\hline\n",
       "4 & $Isotropic_{11}$ & 3.954e-01 & 1.015e-01 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "5 & $FermiDiffuse_{11}$ & 9.177e-01 & 4.669e-03 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "            <table>\n",
       "                <tr>\n",
       "                    <td><a onclick=\"$('#ZpfkkslChp').toggle()\" href=\"#\">+</a></td>\n",
       "        \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            Bubbles_11\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            DM_11\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            Isotropic_11\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            FermiDiffuse_11\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "                </tr>\n",
       "                \n",
       "            <tr>\n",
       "                <td>Bubbles_11</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(181,227,172)\">\n",
       "                -0.20\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(220,169,143)\">\n",
       "                -0.62\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(165,252,185)\">\n",
       "                0.02\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>DM_11</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(181,227,172)\">\n",
       "                -0.20\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(169,245,181)\">\n",
       "                0.07\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(216,175,146)\">\n",
       "                -0.58\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>Isotropic_11</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(220,169,143)\">\n",
       "                -0.62\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(169,245,181)\">\n",
       "                0.07\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(204,193,155)\">\n",
       "                -0.45\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>FermiDiffuse_11</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(165,252,185)\">\n",
       "                0.02\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(216,175,146)\">\n",
       "                -0.58\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(204,193,155)\">\n",
       "                -0.45\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            </table>\n",
       "\n",
       "            <pre id=\"ZpfkkslChp\" style=\"display:none;\">\n",
       "            <textarea rows=\"17\" cols=\"50\" onclick=\"this.select()\" readonly>%\\usepackage[table]{xcolor} % include this for color\n",
       "%\\usepackage{rotating} % include this for rotate header\n",
       "%\\documentclass[xcolor=table]{beamer} % for beamer\n",
       "\\begin{tabular}{|c|c|c|c|c|}\n",
       "\\hline\n",
       "\\rotatebox{90}{} & \\rotatebox{90}{$Bubbles_{11}$} & \\rotatebox{90}{$DM_{11}$} & \\rotatebox{90}{$Isotropic_{11}$} & \\rotatebox{90}{$FermiDiffuse_{11}$}\\\\\n",
       "\\hline\n",
       "$Bubbles_{11}$ & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{181,227,172} -0.20 & \\cellcolor[RGB]{220,169,143} -0.62 & \\cellcolor[RGB]{165,252,185} 0.02\\\\\n",
       "\\hline\n",
       "$DM_{11}$ & \\cellcolor[RGB]{181,227,172} -0.20 & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{169,245,181} 0.07 & \\cellcolor[RGB]{216,175,146} -0.58\\\\\n",
       "\\hline\n",
       "$Isotropic_{11}$ & \\cellcolor[RGB]{220,169,143} -0.62 & \\cellcolor[RGB]{169,245,181} 0.07 & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{204,193,155} -0.45\\\\\n",
       "\\hline\n",
       "$FermiDiffuse_{11}$ & \\cellcolor[RGB]{165,252,185} 0.02 & \\cellcolor[RGB]{216,175,146} -0.58 & \\cellcolor[RGB]{204,193,155} -0.45 & \\cellcolor[RGB]{255,117,117} 1.00\\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td><a href=\"#\" onclick=\"$('#nIMQQWWIms').toggle()\">+</a></td>\n",
       "                <td title=\"Variable name\">Name</td>\n",
       "                <td title=\"Value of parameter\">Value</td>\n",
       "                <td title=\"Parabolic error\">Parab Error</td>\n",
       "                <td title=\"Minos lower error\">Minos Error-</td>\n",
       "                <td title=\"Minos upper error\">Minos Error+</td>\n",
       "                <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "                <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "                <td title=\"Is the parameter fixed in the fit\">FIXED</td>\n",
       "            </tr>\n",
       "        \n",
       "            <tr>\n",
       "                <td>1</td>\n",
       "                <td>PSC</td>\n",
       "                <td>1.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td>FIXED</td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>2</td>\n",
       "                <td>Bubbles_12</td>\n",
       "                <td>1.184162e+00</td>\n",
       "                <td>9.142551e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>3</td>\n",
       "                <td>DM_12</td>\n",
       "                <td>5.079101e-01</td>\n",
       "                <td>3.546159e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>4</td>\n",
       "                <td>Isotropic_12</td>\n",
       "                <td>3.199648e-01</td>\n",
       "                <td>1.093066e-01</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>5</td>\n",
       "                <td>FermiDiffuse_12</td>\n",
       "                <td>9.081289e-01</td>\n",
       "                <td>4.866212e-03</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            </table>\n",
       "        \n",
       "            <pre id=\"nIMQQWWIms\" style=\"display:none;\">\n",
       "            <textarea rows=\"16\" cols=\"50\" onclick=\"this.select()\" readonly>\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Para Error & Error+ & Error- & Limit+ & Limit- & FIXED\\\\\n",
       "\\hline\n",
       "1 & PSC & 1.000e+00 & 0.000e+00 &  &  &  &  & FIXED\\\\\n",
       "\\hline\n",
       "2 & $Bubbles_{12}$ & 1.184e+00 & 9.143e-02 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "3 & $DM_{12}$ & 5.079e-01 & 3.546e-02 &  &  &  &  & \\\\\n",
       "\\hline\n",
       "4 & $Isotropic_{12}$ & 3.200e-01 & 1.093e-01 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "5 & $FermiDiffuse_{12}$ & 9.081e-01 & 4.866e-03 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "            <table>\n",
       "                <tr>\n",
       "                    <td><a onclick=\"$('#OdbaZZuUfs').toggle()\" href=\"#\">+</a></td>\n",
       "        \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            Bubbles_12\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            DM_12\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            Isotropic_12\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            FermiDiffuse_12\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "                </tr>\n",
       "                \n",
       "            <tr>\n",
       "                <td>Bubbles_12</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(180,228,173)\">\n",
       "                -0.19\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(219,170,144)\">\n",
       "                -0.61\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(164,253,186)\">\n",
       "                -0.01\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>DM_12</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(180,228,173)\">\n",
       "                -0.19\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(169,245,181)\">\n",
       "                0.07\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(216,175,146)\">\n",
       "                -0.58\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>Isotropic_12</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(219,170,144)\">\n",
       "                -0.61\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(169,245,181)\">\n",
       "                0.07\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(203,195,156)\">\n",
       "                -0.43\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>FermiDiffuse_12</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(164,253,186)\">\n",
       "                -0.01\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(216,175,146)\">\n",
       "                -0.58\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(203,195,156)\">\n",
       "                -0.43\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            </table>\n",
       "\n",
       "            <pre id=\"OdbaZZuUfs\" style=\"display:none;\">\n",
       "            <textarea rows=\"17\" cols=\"50\" onclick=\"this.select()\" readonly>%\\usepackage[table]{xcolor} % include this for color\n",
       "%\\usepackage{rotating} % include this for rotate header\n",
       "%\\documentclass[xcolor=table]{beamer} % for beamer\n",
       "\\begin{tabular}{|c|c|c|c|c|}\n",
       "\\hline\n",
       "\\rotatebox{90}{} & \\rotatebox{90}{$Bubbles_{12}$} & \\rotatebox{90}{$DM_{12}$} & \\rotatebox{90}{$Isotropic_{12}$} & \\rotatebox{90}{$FermiDiffuse_{12}$}\\\\\n",
       "\\hline\n",
       "$Bubbles_{12}$ & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{180,228,173} -0.19 & \\cellcolor[RGB]{219,170,144} -0.61 & \\cellcolor[RGB]{164,253,186} -0.01\\\\\n",
       "\\hline\n",
       "$DM_{12}$ & \\cellcolor[RGB]{180,228,173} -0.19 & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{169,245,181} 0.07 & \\cellcolor[RGB]{216,175,146} -0.58\\\\\n",
       "\\hline\n",
       "$Isotropic_{12}$ & \\cellcolor[RGB]{219,170,144} -0.61 & \\cellcolor[RGB]{169,245,181} 0.07 & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{203,195,156} -0.43\\\\\n",
       "\\hline\n",
       "$FermiDiffuse_{12}$ & \\cellcolor[RGB]{164,253,186} -0.01 & \\cellcolor[RGB]{216,175,146} -0.58 & \\cellcolor[RGB]{203,195,156} -0.43 & \\cellcolor[RGB]{255,117,117} 1.00\\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td><a href=\"#\" onclick=\"$('#nGNDrpqWju').toggle()\">+</a></td>\n",
       "                <td title=\"Variable name\">Name</td>\n",
       "                <td title=\"Value of parameter\">Value</td>\n",
       "                <td title=\"Parabolic error\">Parab Error</td>\n",
       "                <td title=\"Minos lower error\">Minos Error-</td>\n",
       "                <td title=\"Minos upper error\">Minos Error+</td>\n",
       "                <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "                <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "                <td title=\"Is the parameter fixed in the fit\">FIXED</td>\n",
       "            </tr>\n",
       "        \n",
       "            <tr>\n",
       "                <td>1</td>\n",
       "                <td>PSC</td>\n",
       "                <td>1.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td>FIXED</td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>2</td>\n",
       "                <td>Bubbles_13</td>\n",
       "                <td>1.082793e+00</td>\n",
       "                <td>8.771756e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>3</td>\n",
       "                <td>DM_13</td>\n",
       "                <td>5.354367e-01</td>\n",
       "                <td>3.055718e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>4</td>\n",
       "                <td>Isotropic_13</td>\n",
       "                <td>3.854907e-01</td>\n",
       "                <td>1.145724e-01</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>5</td>\n",
       "                <td>FermiDiffuse_13</td>\n",
       "                <td>8.809314e-01</td>\n",
       "                <td>5.074072e-03</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            </table>\n",
       "        \n",
       "            <pre id=\"nGNDrpqWju\" style=\"display:none;\">\n",
       "            <textarea rows=\"16\" cols=\"50\" onclick=\"this.select()\" readonly>\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Para Error & Error+ & Error- & Limit+ & Limit- & FIXED\\\\\n",
       "\\hline\n",
       "1 & PSC & 1.000e+00 & 0.000e+00 &  &  &  &  & FIXED\\\\\n",
       "\\hline\n",
       "2 & $Bubbles_{13}$ & 1.083e+00 & 8.772e-02 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "3 & $DM_{13}$ & 5.354e-01 & 3.056e-02 &  &  &  &  & \\\\\n",
       "\\hline\n",
       "4 & $Isotropic_{13}$ & 3.855e-01 & 1.146e-01 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "5 & $FermiDiffuse_{13}$ & 8.809e-01 & 5.074e-03 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "            <table>\n",
       "                <tr>\n",
       "                    <td><a onclick=\"$('#kPDZmapFQA').toggle()\" href=\"#\">+</a></td>\n",
       "        \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            Bubbles_13\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            DM_13\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            Isotropic_13\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            FermiDiffuse_13\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "                </tr>\n",
       "                \n",
       "            <tr>\n",
       "                <td>Bubbles_13</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(180,229,173)\">\n",
       "                -0.19\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(217,174,146)\">\n",
       "                -0.58\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(167,249,183)\">\n",
       "                -0.04\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>DM_13</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(180,229,173)\">\n",
       "                -0.19\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(169,245,182)\">\n",
       "                0.06\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(216,175,146)\">\n",
       "                -0.58\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>Isotropic_13</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(217,174,146)\">\n",
       "                -0.58\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(169,245,182)\">\n",
       "                0.06\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(201,197,158)\">\n",
       "                -0.41\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>FermiDiffuse_13</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(167,249,183)\">\n",
       "                -0.04\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(216,175,146)\">\n",
       "                -0.58\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(201,197,158)\">\n",
       "                -0.41\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            </table>\n",
       "\n",
       "            <pre id=\"kPDZmapFQA\" style=\"display:none;\">\n",
       "            <textarea rows=\"17\" cols=\"50\" onclick=\"this.select()\" readonly>%\\usepackage[table]{xcolor} % include this for color\n",
       "%\\usepackage{rotating} % include this for rotate header\n",
       "%\\documentclass[xcolor=table]{beamer} % for beamer\n",
       "\\begin{tabular}{|c|c|c|c|c|}\n",
       "\\hline\n",
       "\\rotatebox{90}{} & \\rotatebox{90}{$Bubbles_{13}$} & \\rotatebox{90}{$DM_{13}$} & \\rotatebox{90}{$Isotropic_{13}$} & \\rotatebox{90}{$FermiDiffuse_{13}$}\\\\\n",
       "\\hline\n",
       "$Bubbles_{13}$ & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{180,229,173} -0.19 & \\cellcolor[RGB]{217,174,146} -0.58 & \\cellcolor[RGB]{167,249,183} -0.04\\\\\n",
       "\\hline\n",
       "$DM_{13}$ & \\cellcolor[RGB]{180,229,173} -0.19 & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{169,245,182} 0.06 & \\cellcolor[RGB]{216,175,146} -0.58\\\\\n",
       "\\hline\n",
       "$Isotropic_{13}$ & \\cellcolor[RGB]{217,174,146} -0.58 & \\cellcolor[RGB]{169,245,182} 0.06 & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{201,197,158} -0.41\\\\\n",
       "\\hline\n",
       "$FermiDiffuse_{13}$ & \\cellcolor[RGB]{167,249,183} -0.04 & \\cellcolor[RGB]{216,175,146} -0.58 & \\cellcolor[RGB]{201,197,158} -0.41 & \\cellcolor[RGB]{255,117,117} 1.00\\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td><a href=\"#\" onclick=\"$('#XGxdgDXCxt').toggle()\">+</a></td>\n",
       "                <td title=\"Variable name\">Name</td>\n",
       "                <td title=\"Value of parameter\">Value</td>\n",
       "                <td title=\"Parabolic error\">Parab Error</td>\n",
       "                <td title=\"Minos lower error\">Minos Error-</td>\n",
       "                <td title=\"Minos upper error\">Minos Error+</td>\n",
       "                <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "                <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "                <td title=\"Is the parameter fixed in the fit\">FIXED</td>\n",
       "            </tr>\n",
       "        \n",
       "            <tr>\n",
       "                <td>1</td>\n",
       "                <td>PSC</td>\n",
       "                <td>1.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td>FIXED</td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>2</td>\n",
       "                <td>Bubbles_14</td>\n",
       "                <td>9.119545e-01</td>\n",
       "                <td>7.800043e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>3</td>\n",
       "                <td>DM_14</td>\n",
       "                <td>5.906917e-01</td>\n",
       "                <td>3.984979e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>4</td>\n",
       "                <td>Isotropic_14</td>\n",
       "                <td>3.989213e-01</td>\n",
       "                <td>1.060810e-01</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>5</td>\n",
       "                <td>FermiDiffuse_14</td>\n",
       "                <td>8.799831e-01</td>\n",
       "                <td>5.311012e-03</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            </table>\n",
       "        \n",
       "            <pre id=\"XGxdgDXCxt\" style=\"display:none;\">\n",
       "            <textarea rows=\"16\" cols=\"50\" onclick=\"this.select()\" readonly>\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Para Error & Error+ & Error- & Limit+ & Limit- & FIXED\\\\\n",
       "\\hline\n",
       "1 & PSC & 1.000e+00 & 0.000e+00 &  &  &  &  & FIXED\\\\\n",
       "\\hline\n",
       "2 & $Bubbles_{14}$ & 9.120e-01 & 7.800e-02 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "3 & $DM_{14}$ & 5.907e-01 & 3.985e-02 &  &  &  &  & \\\\\n",
       "\\hline\n",
       "4 & $Isotropic_{14}$ & 3.989e-01 & 1.061e-01 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "5 & $FermiDiffuse_{14}$ & 8.800e-01 & 5.311e-03 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "            <table>\n",
       "                <tr>\n",
       "                    <td><a onclick=\"$('#OWOXkmTUFa').toggle()\" href=\"#\">+</a></td>\n",
       "        \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            Bubbles_14\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            DM_14\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            Isotropic_14\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            FermiDiffuse_14\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "                </tr>\n",
       "                \n",
       "            <tr>\n",
       "                <td>Bubbles_14</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(179,230,174)\">\n",
       "                -0.18\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(212,182,150)\">\n",
       "                -0.53\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(173,238,178)\">\n",
       "                -0.11\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>DM_14</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(179,230,174)\">\n",
       "                -0.18\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(168,246,182)\">\n",
       "                0.06\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(217,174,146)\">\n",
       "                -0.59\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>Isotropic_14</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(212,182,150)\">\n",
       "                -0.53\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(168,246,182)\">\n",
       "                0.06\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(197,204,161)\">\n",
       "                -0.36\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>FermiDiffuse_14</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(173,238,178)\">\n",
       "                -0.11\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(217,174,146)\">\n",
       "                -0.59\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(197,204,161)\">\n",
       "                -0.36\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            </table>\n",
       "\n",
       "            <pre id=\"OWOXkmTUFa\" style=\"display:none;\">\n",
       "            <textarea rows=\"17\" cols=\"50\" onclick=\"this.select()\" readonly>%\\usepackage[table]{xcolor} % include this for color\n",
       "%\\usepackage{rotating} % include this for rotate header\n",
       "%\\documentclass[xcolor=table]{beamer} % for beamer\n",
       "\\begin{tabular}{|c|c|c|c|c|}\n",
       "\\hline\n",
       "\\rotatebox{90}{} & \\rotatebox{90}{$Bubbles_{14}$} & \\rotatebox{90}{$DM_{14}$} & \\rotatebox{90}{$Isotropic_{14}$} & \\rotatebox{90}{$FermiDiffuse_{14}$}\\\\\n",
       "\\hline\n",
       "$Bubbles_{14}$ & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{179,230,174} -0.18 & \\cellcolor[RGB]{212,182,150} -0.53 & \\cellcolor[RGB]{173,238,178} -0.11\\\\\n",
       "\\hline\n",
       "$DM_{14}$ & \\cellcolor[RGB]{179,230,174} -0.18 & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{168,246,182} 0.06 & \\cellcolor[RGB]{217,174,146} -0.59\\\\\n",
       "\\hline\n",
       "$Isotropic_{14}$ & \\cellcolor[RGB]{212,182,150} -0.53 & \\cellcolor[RGB]{168,246,182} 0.06 & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{197,204,161} -0.36\\\\\n",
       "\\hline\n",
       "$FermiDiffuse_{14}$ & \\cellcolor[RGB]{173,238,178} -0.11 & \\cellcolor[RGB]{217,174,146} -0.59 & \\cellcolor[RGB]{197,204,161} -0.36 & \\cellcolor[RGB]{255,117,117} 1.00\\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td><a href=\"#\" onclick=\"$('#OgxwgsGNtF').toggle()\">+</a></td>\n",
       "                <td title=\"Variable name\">Name</td>\n",
       "                <td title=\"Value of parameter\">Value</td>\n",
       "                <td title=\"Parabolic error\">Parab Error</td>\n",
       "                <td title=\"Minos lower error\">Minos Error-</td>\n",
       "                <td title=\"Minos upper error\">Minos Error+</td>\n",
       "                <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "                <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "                <td title=\"Is the parameter fixed in the fit\">FIXED</td>\n",
       "            </tr>\n",
       "        \n",
       "            <tr>\n",
       "                <td>1</td>\n",
       "                <td>PSC</td>\n",
       "                <td>1.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td>FIXED</td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>2</td>\n",
       "                <td>Bubbles_15</td>\n",
       "                <td>9.385487e-01</td>\n",
       "                <td>7.502901e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>3</td>\n",
       "                <td>DM_15</td>\n",
       "                <td>7.485954e-01</td>\n",
       "                <td>4.554127e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>4</td>\n",
       "                <td>Isotropic_15</td>\n",
       "                <td>5.803829e-01</td>\n",
       "                <td>1.033215e-01</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>5</td>\n",
       "                <td>FermiDiffuse_15</td>\n",
       "                <td>8.534381e-01</td>\n",
       "                <td>5.747635e-03</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            </table>\n",
       "        \n",
       "            <pre id=\"OgxwgsGNtF\" style=\"display:none;\">\n",
       "            <textarea rows=\"16\" cols=\"50\" onclick=\"this.select()\" readonly>\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Para Error & Error+ & Error- & Limit+ & Limit- & FIXED\\\\\n",
       "\\hline\n",
       "1 & PSC & 1.000e+00 & 0.000e+00 &  &  &  &  & FIXED\\\\\n",
       "\\hline\n",
       "2 & $Bubbles_{15}$ & 9.385e-01 & 7.503e-02 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "3 & $DM_{15}$ & 7.486e-01 & 4.554e-02 &  &  &  &  & \\\\\n",
       "\\hline\n",
       "4 & $Isotropic_{15}$ & 5.804e-01 & 1.033e-01 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "5 & $FermiDiffuse_{15}$ & 8.534e-01 & 5.748e-03 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "            <table>\n",
       "                <tr>\n",
       "                    <td><a onclick=\"$('#xHZwEDgEFL').toggle()\" href=\"#\">+</a></td>\n",
       "        \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            Bubbles_15\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            DM_15\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            Isotropic_15\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            FermiDiffuse_15\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "                </tr>\n",
       "                \n",
       "            <tr>\n",
       "                <td>Bubbles_15</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(179,230,174)\">\n",
       "                -0.18\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(207,189,153)\">\n",
       "                -0.47\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(177,233,175)\">\n",
       "                -0.15\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>DM_15</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(179,230,174)\">\n",
       "                -0.18\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(168,247,182)\">\n",
       "                0.05\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(217,173,145)\">\n",
       "                -0.59\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>Isotropic_15</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(207,189,153)\">\n",
       "                -0.47\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(168,247,182)\">\n",
       "                0.05\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(194,208,163)\">\n",
       "                -0.34\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>FermiDiffuse_15</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(177,233,175)\">\n",
       "                -0.15\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(217,173,145)\">\n",
       "                -0.59\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(194,208,163)\">\n",
       "                -0.34\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            </table>\n",
       "\n",
       "            <pre id=\"xHZwEDgEFL\" style=\"display:none;\">\n",
       "            <textarea rows=\"17\" cols=\"50\" onclick=\"this.select()\" readonly>%\\usepackage[table]{xcolor} % include this for color\n",
       "%\\usepackage{rotating} % include this for rotate header\n",
       "%\\documentclass[xcolor=table]{beamer} % for beamer\n",
       "\\begin{tabular}{|c|c|c|c|c|}\n",
       "\\hline\n",
       "\\rotatebox{90}{} & \\rotatebox{90}{$Bubbles_{15}$} & \\rotatebox{90}{$DM_{15}$} & \\rotatebox{90}{$Isotropic_{15}$} & \\rotatebox{90}{$FermiDiffuse_{15}$}\\\\\n",
       "\\hline\n",
       "$Bubbles_{15}$ & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{179,230,174} -0.18 & \\cellcolor[RGB]{207,189,153} -0.47 & \\cellcolor[RGB]{177,233,175} -0.15\\\\\n",
       "\\hline\n",
       "$DM_{15}$ & \\cellcolor[RGB]{179,230,174} -0.18 & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{168,247,182} 0.05 & \\cellcolor[RGB]{217,173,145} -0.59\\\\\n",
       "\\hline\n",
       "$Isotropic_{15}$ & \\cellcolor[RGB]{207,189,153} -0.47 & \\cellcolor[RGB]{168,247,182} 0.05 & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{194,208,163} -0.34\\\\\n",
       "\\hline\n",
       "$FermiDiffuse_{15}$ & \\cellcolor[RGB]{177,233,175} -0.15 & \\cellcolor[RGB]{217,173,145} -0.59 & \\cellcolor[RGB]{194,208,163} -0.34 & \\cellcolor[RGB]{255,117,117} 1.00\\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td><a href=\"#\" onclick=\"$('#OdiDhTEgDO').toggle()\">+</a></td>\n",
       "                <td title=\"Variable name\">Name</td>\n",
       "                <td title=\"Value of parameter\">Value</td>\n",
       "                <td title=\"Parabolic error\">Parab Error</td>\n",
       "                <td title=\"Minos lower error\">Minos Error-</td>\n",
       "                <td title=\"Minos upper error\">Minos Error+</td>\n",
       "                <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "                <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "                <td title=\"Is the parameter fixed in the fit\">FIXED</td>\n",
       "            </tr>\n",
       "        \n",
       "            <tr>\n",
       "                <td>1</td>\n",
       "                <td>PSC</td>\n",
       "                <td>1.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td>FIXED</td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>2</td>\n",
       "                <td>Bubbles_16</td>\n",
       "                <td>1.121147e+00</td>\n",
       "                <td>8.348356e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>3</td>\n",
       "                <td>DM_16</td>\n",
       "                <td>8.493189e-01</td>\n",
       "                <td>5.320523e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>4</td>\n",
       "                <td>Isotropic_16</td>\n",
       "                <td>5.872873e-01</td>\n",
       "                <td>1.201912e-01</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>5</td>\n",
       "                <td>FermiDiffuse_16</td>\n",
       "                <td>8.540995e-01</td>\n",
       "                <td>6.604028e-03</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            </table>\n",
       "        \n",
       "            <pre id=\"OdiDhTEgDO\" style=\"display:none;\">\n",
       "            <textarea rows=\"16\" cols=\"50\" onclick=\"this.select()\" readonly>\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Para Error & Error+ & Error- & Limit+ & Limit- & FIXED\\\\\n",
       "\\hline\n",
       "1 & PSC & 1.000e+00 & 0.000e+00 &  &  &  &  & FIXED\\\\\n",
       "\\hline\n",
       "2 & $Bubbles_{16}$ & 1.121e+00 & 8.348e-02 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "3 & $DM_{16}$ & 8.493e-01 & 5.321e-02 &  &  &  &  & \\\\\n",
       "\\hline\n",
       "4 & $Isotropic_{16}$ & 5.873e-01 & 1.202e-01 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "5 & $FermiDiffuse_{16}$ & 8.541e-01 & 6.604e-03 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "            <table>\n",
       "                <tr>\n",
       "                    <td><a onclick=\"$('#rgTgIprKqW').toggle()\" href=\"#\">+</a></td>\n",
       "        \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            Bubbles_16\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            DM_16\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            Isotropic_16\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            FermiDiffuse_16\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "                </tr>\n",
       "                \n",
       "            <tr>\n",
       "                <td>Bubbles_16</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(179,230,174)\">\n",
       "                -0.18\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(207,189,153)\">\n",
       "                -0.47\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(177,233,175)\">\n",
       "                -0.15\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>DM_16</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(179,230,174)\">\n",
       "                -0.18\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(168,246,182)\">\n",
       "                0.06\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(218,172,145)\">\n",
       "                -0.60\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>Isotropic_16</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(207,189,153)\">\n",
       "                -0.47\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(168,246,182)\">\n",
       "                0.06\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(194,208,163)\">\n",
       "                -0.34\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>FermiDiffuse_16</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(177,233,175)\">\n",
       "                -0.15\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(218,172,145)\">\n",
       "                -0.60\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(194,208,163)\">\n",
       "                -0.34\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            </table>\n",
       "\n",
       "            <pre id=\"rgTgIprKqW\" style=\"display:none;\">\n",
       "            <textarea rows=\"17\" cols=\"50\" onclick=\"this.select()\" readonly>%\\usepackage[table]{xcolor} % include this for color\n",
       "%\\usepackage{rotating} % include this for rotate header\n",
       "%\\documentclass[xcolor=table]{beamer} % for beamer\n",
       "\\begin{tabular}{|c|c|c|c|c|}\n",
       "\\hline\n",
       "\\rotatebox{90}{} & \\rotatebox{90}{$Bubbles_{16}$} & \\rotatebox{90}{$DM_{16}$} & \\rotatebox{90}{$Isotropic_{16}$} & \\rotatebox{90}{$FermiDiffuse_{16}$}\\\\\n",
       "\\hline\n",
       "$Bubbles_{16}$ & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{179,230,174} -0.18 & \\cellcolor[RGB]{207,189,153} -0.47 & \\cellcolor[RGB]{177,233,175} -0.15\\\\\n",
       "\\hline\n",
       "$DM_{16}$ & \\cellcolor[RGB]{179,230,174} -0.18 & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{168,246,182} 0.06 & \\cellcolor[RGB]{218,172,145} -0.60\\\\\n",
       "\\hline\n",
       "$Isotropic_{16}$ & \\cellcolor[RGB]{207,189,153} -0.47 & \\cellcolor[RGB]{168,246,182} 0.06 & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{194,208,163} -0.34\\\\\n",
       "\\hline\n",
       "$FermiDiffuse_{16}$ & \\cellcolor[RGB]{177,233,175} -0.15 & \\cellcolor[RGB]{218,172,145} -0.60 & \\cellcolor[RGB]{194,208,163} -0.34 & \\cellcolor[RGB]{255,117,117} 1.00\\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td><a href=\"#\" onclick=\"$('#iKtsJOdFjh').toggle()\">+</a></td>\n",
       "                <td title=\"Variable name\">Name</td>\n",
       "                <td title=\"Value of parameter\">Value</td>\n",
       "                <td title=\"Parabolic error\">Parab Error</td>\n",
       "                <td title=\"Minos lower error\">Minos Error-</td>\n",
       "                <td title=\"Minos upper error\">Minos Error+</td>\n",
       "                <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "                <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "                <td title=\"Is the parameter fixed in the fit\">FIXED</td>\n",
       "            </tr>\n",
       "        \n",
       "            <tr>\n",
       "                <td>1</td>\n",
       "                <td>PSC</td>\n",
       "                <td>1.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td>FIXED</td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>2</td>\n",
       "                <td>Bubbles_17</td>\n",
       "                <td>1.152879e+00</td>\n",
       "                <td>8.584619e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>3</td>\n",
       "                <td>DM_17</td>\n",
       "                <td>9.157519e-01</td>\n",
       "                <td>6.978737e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>4</td>\n",
       "                <td>Isotropic_17</td>\n",
       "                <td>6.440208e-01</td>\n",
       "                <td>1.400418e-01</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>5</td>\n",
       "                <td>FermiDiffuse_17</td>\n",
       "                <td>8.423731e-01</td>\n",
       "                <td>7.693660e-03</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            </table>\n",
       "        \n",
       "            <pre id=\"iKtsJOdFjh\" style=\"display:none;\">\n",
       "            <textarea rows=\"16\" cols=\"50\" onclick=\"this.select()\" readonly>\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Para Error & Error+ & Error- & Limit+ & Limit- & FIXED\\\\\n",
       "\\hline\n",
       "1 & PSC & 1.000e+00 & 0.000e+00 &  &  &  &  & FIXED\\\\\n",
       "\\hline\n",
       "2 & $Bubbles_{17}$ & 1.153e+00 & 8.585e-02 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "3 & $DM_{17}$ & 9.158e-01 & 6.979e-02 &  &  &  &  & \\\\\n",
       "\\hline\n",
       "4 & $Isotropic_{17}$ & 6.440e-01 & 1.400e-01 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "5 & $FermiDiffuse_{17}$ & 8.424e-01 & 7.694e-03 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "            <table>\n",
       "                <tr>\n",
       "                    <td><a onclick=\"$('#NRqFAMVIFq').toggle()\" href=\"#\">+</a></td>\n",
       "        \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            Bubbles_17\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            DM_17\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            Isotropic_17\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            FermiDiffuse_17\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "                </tr>\n",
       "                \n",
       "            <tr>\n",
       "                <td>Bubbles_17</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(179,230,174)\">\n",
       "                -0.17\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(207,189,153)\">\n",
       "                -0.47\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(176,234,176)\">\n",
       "                -0.15\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>DM_17</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(179,230,174)\">\n",
       "                -0.17\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(169,246,182)\">\n",
       "                0.06\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(218,172,145)\">\n",
       "                -0.60\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>Isotropic_17</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(207,189,153)\">\n",
       "                -0.47\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(169,246,182)\">\n",
       "                0.06\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(196,206,162)\">\n",
       "                -0.35\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>FermiDiffuse_17</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(176,234,176)\">\n",
       "                -0.15\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(218,172,145)\">\n",
       "                -0.60\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(196,206,162)\">\n",
       "                -0.35\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            </table>\n",
       "\n",
       "            <pre id=\"NRqFAMVIFq\" style=\"display:none;\">\n",
       "            <textarea rows=\"17\" cols=\"50\" onclick=\"this.select()\" readonly>%\\usepackage[table]{xcolor} % include this for color\n",
       "%\\usepackage{rotating} % include this for rotate header\n",
       "%\\documentclass[xcolor=table]{beamer} % for beamer\n",
       "\\begin{tabular}{|c|c|c|c|c|}\n",
       "\\hline\n",
       "\\rotatebox{90}{} & \\rotatebox{90}{$Bubbles_{17}$} & \\rotatebox{90}{$DM_{17}$} & \\rotatebox{90}{$Isotropic_{17}$} & \\rotatebox{90}{$FermiDiffuse_{17}$}\\\\\n",
       "\\hline\n",
       "$Bubbles_{17}$ & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{179,230,174} -0.17 & \\cellcolor[RGB]{207,189,153} -0.47 & \\cellcolor[RGB]{176,234,176} -0.15\\\\\n",
       "\\hline\n",
       "$DM_{17}$ & \\cellcolor[RGB]{179,230,174} -0.17 & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{169,246,182} 0.06 & \\cellcolor[RGB]{218,172,145} -0.60\\\\\n",
       "\\hline\n",
       "$Isotropic_{17}$ & \\cellcolor[RGB]{207,189,153} -0.47 & \\cellcolor[RGB]{169,246,182} 0.06 & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{196,206,162} -0.35\\\\\n",
       "\\hline\n",
       "$FermiDiffuse_{17}$ & \\cellcolor[RGB]{176,234,176} -0.15 & \\cellcolor[RGB]{218,172,145} -0.60 & \\cellcolor[RGB]{196,206,162} -0.35 & \\cellcolor[RGB]{255,117,117} 1.00\\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td><a href=\"#\" onclick=\"$('#stCrHAqvUw').toggle()\">+</a></td>\n",
       "                <td title=\"Variable name\">Name</td>\n",
       "                <td title=\"Value of parameter\">Value</td>\n",
       "                <td title=\"Parabolic error\">Parab Error</td>\n",
       "                <td title=\"Minos lower error\">Minos Error-</td>\n",
       "                <td title=\"Minos upper error\">Minos Error+</td>\n",
       "                <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "                <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "                <td title=\"Is the parameter fixed in the fit\">FIXED</td>\n",
       "            </tr>\n",
       "        \n",
       "            <tr>\n",
       "                <td>1</td>\n",
       "                <td>PSC</td>\n",
       "                <td>1.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td>FIXED</td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>2</td>\n",
       "                <td>Bubbles_18</td>\n",
       "                <td>1.003656e+00</td>\n",
       "                <td>7.454477e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>3</td>\n",
       "                <td>DM_18</td>\n",
       "                <td>1.165652e+00</td>\n",
       "                <td>1.369536e-01</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>4</td>\n",
       "                <td>Isotropic_18</td>\n",
       "                <td>6.722104e-01</td>\n",
       "                <td>1.456580e-01</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>5</td>\n",
       "                <td>FermiDiffuse_18</td>\n",
       "                <td>8.692814e-01</td>\n",
       "                <td>9.347181e-03</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            </table>\n",
       "        \n",
       "            <pre id=\"stCrHAqvUw\" style=\"display:none;\">\n",
       "            <textarea rows=\"16\" cols=\"50\" onclick=\"this.select()\" readonly>\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Para Error & Error+ & Error- & Limit+ & Limit- & FIXED\\\\\n",
       "\\hline\n",
       "1 & PSC & 1.000e+00 & 0.000e+00 &  &  &  &  & FIXED\\\\\n",
       "\\hline\n",
       "2 & $Bubbles_{18}$ & 1.004e+00 & 7.454e-02 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "3 & $DM_{18}$ & 1.166e+00 & 1.370e-01 &  &  &  &  & \\\\\n",
       "\\hline\n",
       "4 & $Isotropic_{18}$ & 6.722e-01 & 1.457e-01 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "5 & $FermiDiffuse_{18}$ & 8.693e-01 & 9.347e-03 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "            <table>\n",
       "                <tr>\n",
       "                    <td><a onclick=\"$('#PfXvXcJVAi').toggle()\" href=\"#\">+</a></td>\n",
       "        \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            Bubbles_18\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            DM_18\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            Isotropic_18\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            FermiDiffuse_18\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "                </tr>\n",
       "                \n",
       "            <tr>\n",
       "                <td>Bubbles_18</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(177,232,175)\">\n",
       "                -0.16\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(204,192,155)\">\n",
       "                -0.45\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(178,232,175)\">\n",
       "                -0.16\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>DM_18</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(177,232,175)\">\n",
       "                -0.16\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(169,246,182)\">\n",
       "                0.06\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(219,171,144)\">\n",
       "                -0.61\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>Isotropic_18</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(204,192,155)\">\n",
       "                -0.45\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(169,246,182)\">\n",
       "                0.06\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(195,206,162)\">\n",
       "                -0.35\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>FermiDiffuse_18</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(178,232,175)\">\n",
       "                -0.16\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(219,171,144)\">\n",
       "                -0.61\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(195,206,162)\">\n",
       "                -0.35\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            </table>\n",
       "\n",
       "            <pre id=\"PfXvXcJVAi\" style=\"display:none;\">\n",
       "            <textarea rows=\"17\" cols=\"50\" onclick=\"this.select()\" readonly>%\\usepackage[table]{xcolor} % include this for color\n",
       "%\\usepackage{rotating} % include this for rotate header\n",
       "%\\documentclass[xcolor=table]{beamer} % for beamer\n",
       "\\begin{tabular}{|c|c|c|c|c|}\n",
       "\\hline\n",
       "\\rotatebox{90}{} & \\rotatebox{90}{$Bubbles_{18}$} & \\rotatebox{90}{$DM_{18}$} & \\rotatebox{90}{$Isotropic_{18}$} & \\rotatebox{90}{$FermiDiffuse_{18}$}\\\\\n",
       "\\hline\n",
       "$Bubbles_{18}$ & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{177,232,175} -0.16 & \\cellcolor[RGB]{204,192,155} -0.45 & \\cellcolor[RGB]{178,232,175} -0.16\\\\\n",
       "\\hline\n",
       "$DM_{18}$ & \\cellcolor[RGB]{177,232,175} -0.16 & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{169,246,182} 0.06 & \\cellcolor[RGB]{219,171,144} -0.61\\\\\n",
       "\\hline\n",
       "$Isotropic_{18}$ & \\cellcolor[RGB]{204,192,155} -0.45 & \\cellcolor[RGB]{169,246,182} 0.06 & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{195,206,162} -0.35\\\\\n",
       "\\hline\n",
       "$FermiDiffuse_{18}$ & \\cellcolor[RGB]{178,232,175} -0.16 & \\cellcolor[RGB]{219,171,144} -0.61 & \\cellcolor[RGB]{195,206,162} -0.35 & \\cellcolor[RGB]{255,117,117} 1.00\\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td><a href=\"#\" onclick=\"$('#TDBbiamxje').toggle()\">+</a></td>\n",
       "                <td title=\"Variable name\">Name</td>\n",
       "                <td title=\"Value of parameter\">Value</td>\n",
       "                <td title=\"Parabolic error\">Parab Error</td>\n",
       "                <td title=\"Minos lower error\">Minos Error-</td>\n",
       "                <td title=\"Minos upper error\">Minos Error+</td>\n",
       "                <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "                <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "                <td title=\"Is the parameter fixed in the fit\">FIXED</td>\n",
       "            </tr>\n",
       "        \n",
       "            <tr>\n",
       "                <td>1</td>\n",
       "                <td>PSC</td>\n",
       "                <td>1.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td>FIXED</td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>2</td>\n",
       "                <td>Bubbles_19</td>\n",
       "                <td>9.111970e-01</td>\n",
       "                <td>6.686548e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>3</td>\n",
       "                <td>DM_19</td>\n",
       "                <td>1.286884e+00</td>\n",
       "                <td>1.369664e-01</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>4</td>\n",
       "                <td>Isotropic_19</td>\n",
       "                <td>8.399270e-01</td>\n",
       "                <td>1.271505e-01</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>5</td>\n",
       "                <td>FermiDiffuse_19</td>\n",
       "                <td>9.152025e-01</td>\n",
       "                <td>1.251773e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            </table>\n",
       "        \n",
       "            <pre id=\"TDBbiamxje\" style=\"display:none;\">\n",
       "            <textarea rows=\"16\" cols=\"50\" onclick=\"this.select()\" readonly>\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Para Error & Error+ & Error- & Limit+ & Limit- & FIXED\\\\\n",
       "\\hline\n",
       "1 & PSC & 1.000e+00 & 0.000e+00 &  &  &  &  & FIXED\\\\\n",
       "\\hline\n",
       "2 & $Bubbles_{19}$ & 9.112e-01 & 6.687e-02 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "3 & $DM_{19}$ & 1.287e+00 & 1.370e-01 &  &  &  &  & \\\\\n",
       "\\hline\n",
       "4 & $Isotropic_{19}$ & 8.399e-01 & 1.272e-01 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "5 & $FermiDiffuse_{19}$ & 9.152e-01 & 1.252e-02 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "            <table>\n",
       "                <tr>\n",
       "                    <td><a onclick=\"$('#AaXCqOjXwA').toggle()\" href=\"#\">+</a></td>\n",
       "        \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            Bubbles_19\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            DM_19\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            Isotropic_19\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            FermiDiffuse_19\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "                </tr>\n",
       "                \n",
       "            <tr>\n",
       "                <td>Bubbles_19</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(177,233,175)\">\n",
       "                -0.15\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(199,200,159)\">\n",
       "                -0.39\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(180,228,173)\">\n",
       "                -0.19\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>DM_19</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(177,233,175)\">\n",
       "                -0.15\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(168,246,182)\">\n",
       "                0.06\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(219,170,144)\">\n",
       "                -0.61\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>Isotropic_19</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(199,200,159)\">\n",
       "                -0.39\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(168,246,182)\">\n",
       "                0.06\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(193,209,163)\">\n",
       "                -0.33\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>FermiDiffuse_19</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(180,228,173)\">\n",
       "                -0.19\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(219,170,144)\">\n",
       "                -0.61\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(193,209,163)\">\n",
       "                -0.33\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            </table>\n",
       "\n",
       "            <pre id=\"AaXCqOjXwA\" style=\"display:none;\">\n",
       "            <textarea rows=\"17\" cols=\"50\" onclick=\"this.select()\" readonly>%\\usepackage[table]{xcolor} % include this for color\n",
       "%\\usepackage{rotating} % include this for rotate header\n",
       "%\\documentclass[xcolor=table]{beamer} % for beamer\n",
       "\\begin{tabular}{|c|c|c|c|c|}\n",
       "\\hline\n",
       "\\rotatebox{90}{} & \\rotatebox{90}{$Bubbles_{19}$} & \\rotatebox{90}{$DM_{19}$} & \\rotatebox{90}{$Isotropic_{19}$} & \\rotatebox{90}{$FermiDiffuse_{19}$}\\\\\n",
       "\\hline\n",
       "$Bubbles_{19}$ & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{177,233,175} -0.15 & \\cellcolor[RGB]{199,200,159} -0.39 & \\cellcolor[RGB]{180,228,173} -0.19\\\\\n",
       "\\hline\n",
       "$DM_{19}$ & \\cellcolor[RGB]{177,233,175} -0.15 & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{168,246,182} 0.06 & \\cellcolor[RGB]{219,170,144} -0.61\\\\\n",
       "\\hline\n",
       "$Isotropic_{19}$ & \\cellcolor[RGB]{199,200,159} -0.39 & \\cellcolor[RGB]{168,246,182} 0.06 & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{193,209,163} -0.33\\\\\n",
       "\\hline\n",
       "$FermiDiffuse_{19}$ & \\cellcolor[RGB]{180,228,173} -0.19 & \\cellcolor[RGB]{219,170,144} -0.61 & \\cellcolor[RGB]{193,209,163} -0.33 & \\cellcolor[RGB]{255,117,117} 1.00\\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td><a href=\"#\" onclick=\"$('#cfHjYauyhX').toggle()\">+</a></td>\n",
       "                <td title=\"Variable name\">Name</td>\n",
       "                <td title=\"Value of parameter\">Value</td>\n",
       "                <td title=\"Parabolic error\">Parab Error</td>\n",
       "                <td title=\"Minos lower error\">Minos Error-</td>\n",
       "                <td title=\"Minos upper error\">Minos Error+</td>\n",
       "                <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "                <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "                <td title=\"Is the parameter fixed in the fit\">FIXED</td>\n",
       "            </tr>\n",
       "        \n",
       "            <tr>\n",
       "                <td>1</td>\n",
       "                <td>PSC</td>\n",
       "                <td>1.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td>FIXED</td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>2</td>\n",
       "                <td>Bubbles_20</td>\n",
       "                <td>1.079600e+00</td>\n",
       "                <td>6.789304e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>3</td>\n",
       "                <td>DM_20</td>\n",
       "                <td>1.250229e+00</td>\n",
       "                <td>3.687969e-01</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>4</td>\n",
       "                <td>Isotropic_20</td>\n",
       "                <td>8.642955e-01</td>\n",
       "                <td>1.249343e-01</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>5</td>\n",
       "                <td>FermiDiffuse_20</td>\n",
       "                <td>9.255963e-01</td>\n",
       "                <td>1.537198e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            </table>\n",
       "        \n",
       "            <pre id=\"cfHjYauyhX\" style=\"display:none;\">\n",
       "            <textarea rows=\"16\" cols=\"50\" onclick=\"this.select()\" readonly>\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Para Error & Error+ & Error- & Limit+ & Limit- & FIXED\\\\\n",
       "\\hline\n",
       "1 & PSC & 1.000e+00 & 0.000e+00 &  &  &  &  & FIXED\\\\\n",
       "\\hline\n",
       "2 & $Bubbles_{20}$ & 1.080e+00 & 6.789e-02 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "3 & $DM_{20}$ & 1.250e+00 & 3.688e-01 &  &  &  &  & \\\\\n",
       "\\hline\n",
       "4 & $Isotropic_{20}$ & 8.643e-01 & 1.249e-01 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "5 & $FermiDiffuse_{20}$ & 9.256e-01 & 1.537e-02 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "            <table>\n",
       "                <tr>\n",
       "                    <td><a onclick=\"$('#nlAFQCKPWd').toggle()\" href=\"#\">+</a></td>\n",
       "        \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            Bubbles_20\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            DM_20\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            Isotropic_20\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            FermiDiffuse_20\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "                </tr>\n",
       "                \n",
       "            <tr>\n",
       "                <td>Bubbles_20</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(175,236,177)\">\n",
       "                -0.14\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(191,212,165)\">\n",
       "                -0.30\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(185,221,169)\">\n",
       "                -0.24\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>DM_20</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(175,236,177)\">\n",
       "                -0.14\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(167,248,183)\">\n",
       "                0.04\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(221,168,143)\">\n",
       "                -0.63\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>Isotropic_20</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(191,212,165)\">\n",
       "                -0.30\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(167,248,183)\">\n",
       "                0.04\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(188,217,167)\">\n",
       "                -0.27\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>FermiDiffuse_20</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(185,221,169)\">\n",
       "                -0.24\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(221,168,143)\">\n",
       "                -0.63\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(188,217,167)\">\n",
       "                -0.27\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            </table>\n",
       "\n",
       "            <pre id=\"nlAFQCKPWd\" style=\"display:none;\">\n",
       "            <textarea rows=\"17\" cols=\"50\" onclick=\"this.select()\" readonly>%\\usepackage[table]{xcolor} % include this for color\n",
       "%\\usepackage{rotating} % include this for rotate header\n",
       "%\\documentclass[xcolor=table]{beamer} % for beamer\n",
       "\\begin{tabular}{|c|c|c|c|c|}\n",
       "\\hline\n",
       "\\rotatebox{90}{} & \\rotatebox{90}{$Bubbles_{20}$} & \\rotatebox{90}{$DM_{20}$} & \\rotatebox{90}{$Isotropic_{20}$} & \\rotatebox{90}{$FermiDiffuse_{20}$}\\\\\n",
       "\\hline\n",
       "$Bubbles_{20}$ & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{175,236,177} -0.14 & \\cellcolor[RGB]{191,212,165} -0.30 & \\cellcolor[RGB]{185,221,169} -0.24\\\\\n",
       "\\hline\n",
       "$DM_{20}$ & \\cellcolor[RGB]{175,236,177} -0.14 & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{167,248,183} 0.04 & \\cellcolor[RGB]{221,168,143} -0.63\\\\\n",
       "\\hline\n",
       "$Isotropic_{20}$ & \\cellcolor[RGB]{191,212,165} -0.30 & \\cellcolor[RGB]{167,248,183} 0.04 & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{188,217,167} -0.27\\\\\n",
       "\\hline\n",
       "$FermiDiffuse_{20}$ & \\cellcolor[RGB]{185,221,169} -0.24 & \\cellcolor[RGB]{221,168,143} -0.63 & \\cellcolor[RGB]{188,217,167} -0.27 & \\cellcolor[RGB]{255,117,117} 1.00\\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td><a href=\"#\" onclick=\"$('#qXAzgyuhlR').toggle()\">+</a></td>\n",
       "                <td title=\"Variable name\">Name</td>\n",
       "                <td title=\"Value of parameter\">Value</td>\n",
       "                <td title=\"Parabolic error\">Parab Error</td>\n",
       "                <td title=\"Minos lower error\">Minos Error-</td>\n",
       "                <td title=\"Minos upper error\">Minos Error+</td>\n",
       "                <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "                <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "                <td title=\"Is the parameter fixed in the fit\">FIXED</td>\n",
       "            </tr>\n",
       "        \n",
       "            <tr>\n",
       "                <td>1</td>\n",
       "                <td>PSC</td>\n",
       "                <td>1.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td>FIXED</td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>2</td>\n",
       "                <td>Bubbles_21</td>\n",
       "                <td>1.102194e+00</td>\n",
       "                <td>7.084199e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>3</td>\n",
       "                <td>DM_21</td>\n",
       "                <td>2.137927e+00</td>\n",
       "                <td>4.480171e-01</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>4</td>\n",
       "                <td>Isotropic_21</td>\n",
       "                <td>9.723085e-01</td>\n",
       "                <td>1.187331e-01</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>5</td>\n",
       "                <td>FermiDiffuse_21</td>\n",
       "                <td>7.807502e-01</td>\n",
       "                <td>1.793492e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            </table>\n",
       "        \n",
       "            <pre id=\"qXAzgyuhlR\" style=\"display:none;\">\n",
       "            <textarea rows=\"16\" cols=\"50\" onclick=\"this.select()\" readonly>\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Para Error & Error+ & Error- & Limit+ & Limit- & FIXED\\\\\n",
       "\\hline\n",
       "1 & PSC & 1.000e+00 & 0.000e+00 &  &  &  &  & FIXED\\\\\n",
       "\\hline\n",
       "2 & $Bubbles_{21}$ & 1.102e+00 & 7.084e-02 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "3 & $DM_{21}$ & 2.138e+00 & 4.480e-01 &  &  &  &  & \\\\\n",
       "\\hline\n",
       "4 & $Isotropic_{21}$ & 9.723e-01 & 1.187e-01 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "5 & $FermiDiffuse_{21}$ & 7.808e-01 & 1.793e-02 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "            <table>\n",
       "                <tr>\n",
       "                    <td><a onclick=\"$('#YExhFrmQnS').toggle()\" href=\"#\">+</a></td>\n",
       "        \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            Bubbles_21\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            DM_21\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            Isotropic_21\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            FermiDiffuse_21\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "                </tr>\n",
       "                \n",
       "            <tr>\n",
       "                <td>Bubbles_21</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(177,233,176)\">\n",
       "                -0.15\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(184,223,170)\">\n",
       "                -0.23\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(184,222,170)\">\n",
       "                -0.23\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>DM_21</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(177,233,176)\">\n",
       "                -0.15\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(166,250,184)\">\n",
       "                0.03\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(223,165,141)\">\n",
       "                -0.65\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>Isotropic_21</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(184,223,170)\">\n",
       "                -0.23\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(166,250,184)\">\n",
       "                0.03\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(184,223,170)\">\n",
       "                -0.23\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>FermiDiffuse_21</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(184,222,170)\">\n",
       "                -0.23\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(223,165,141)\">\n",
       "                -0.65\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(184,223,170)\">\n",
       "                -0.23\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            </table>\n",
       "\n",
       "            <pre id=\"YExhFrmQnS\" style=\"display:none;\">\n",
       "            <textarea rows=\"17\" cols=\"50\" onclick=\"this.select()\" readonly>%\\usepackage[table]{xcolor} % include this for color\n",
       "%\\usepackage{rotating} % include this for rotate header\n",
       "%\\documentclass[xcolor=table]{beamer} % for beamer\n",
       "\\begin{tabular}{|c|c|c|c|c|}\n",
       "\\hline\n",
       "\\rotatebox{90}{} & \\rotatebox{90}{$Bubbles_{21}$} & \\rotatebox{90}{$DM_{21}$} & \\rotatebox{90}{$Isotropic_{21}$} & \\rotatebox{90}{$FermiDiffuse_{21}$}\\\\\n",
       "\\hline\n",
       "$Bubbles_{21}$ & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{177,233,176} -0.15 & \\cellcolor[RGB]{184,223,170} -0.23 & \\cellcolor[RGB]{184,222,170} -0.23\\\\\n",
       "\\hline\n",
       "$DM_{21}$ & \\cellcolor[RGB]{177,233,176} -0.15 & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{166,250,184} 0.03 & \\cellcolor[RGB]{223,165,141} -0.65\\\\\n",
       "\\hline\n",
       "$Isotropic_{21}$ & \\cellcolor[RGB]{184,223,170} -0.23 & \\cellcolor[RGB]{166,250,184} 0.03 & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{184,223,170} -0.23\\\\\n",
       "\\hline\n",
       "$FermiDiffuse_{21}$ & \\cellcolor[RGB]{184,222,170} -0.23 & \\cellcolor[RGB]{223,165,141} -0.65 & \\cellcolor[RGB]{184,223,170} -0.23 & \\cellcolor[RGB]{255,117,117} 1.00\\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td><a href=\"#\" onclick=\"$('#jXoCAQfUcP').toggle()\">+</a></td>\n",
       "                <td title=\"Variable name\">Name</td>\n",
       "                <td title=\"Value of parameter\">Value</td>\n",
       "                <td title=\"Parabolic error\">Parab Error</td>\n",
       "                <td title=\"Minos lower error\">Minos Error-</td>\n",
       "                <td title=\"Minos upper error\">Minos Error+</td>\n",
       "                <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "                <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "                <td title=\"Is the parameter fixed in the fit\">FIXED</td>\n",
       "            </tr>\n",
       "        \n",
       "            <tr>\n",
       "                <td>1</td>\n",
       "                <td>PSC</td>\n",
       "                <td>1.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td>FIXED</td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>2</td>\n",
       "                <td>Bubbles_22</td>\n",
       "                <td>8.597691e-01</td>\n",
       "                <td>7.268533e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>3</td>\n",
       "                <td>DM_22</td>\n",
       "                <td>3.211890e+00</td>\n",
       "                <td>1.018408e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>4</td>\n",
       "                <td>Isotropic_22</td>\n",
       "                <td>9.427426e-01</td>\n",
       "                <td>1.231434e-01</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>5</td>\n",
       "                <td>FermiDiffuse_22</td>\n",
       "                <td>6.631102e-01</td>\n",
       "                <td>2.159636e-02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            </table>\n",
       "        \n",
       "            <pre id=\"jXoCAQfUcP\" style=\"display:none;\">\n",
       "            <textarea rows=\"16\" cols=\"50\" onclick=\"this.select()\" readonly>\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Para Error & Error+ & Error- & Limit+ & Limit- & FIXED\\\\\n",
       "\\hline\n",
       "1 & PSC & 1.000e+00 & 0.000e+00 &  &  &  &  & FIXED\\\\\n",
       "\\hline\n",
       "2 & $Bubbles_{22}$ & 8.598e-01 & 7.269e-02 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "3 & $DM_{22}$ & 3.212e+00 & 1.018e+00 &  &  &  &  & \\\\\n",
       "\\hline\n",
       "4 & $Isotropic_{22}$ & 9.427e-01 & 1.231e-01 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "5 & $FermiDiffuse_{22}$ & 6.631e-01 & 2.160e-02 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "            <table>\n",
       "                <tr>\n",
       "                    <td><a onclick=\"$('#FfQwUzHXoh').toggle()\" href=\"#\">+</a></td>\n",
       "        \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            Bubbles_22\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            DM_22\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            Isotropic_22\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "            <td>\n",
       "            <div style=\"width:20px;position:relative; width: -moz-fit-content;\">\n",
       "            <div style=\"display:inline-block;-webkit-writing-mode:vertical-rl;-moz-writing-mode: vertical-rl;writing-mode: vertical-rl;\">\n",
       "            FermiDiffuse_22\n",
       "            </div>\n",
       "            </div>\n",
       "            </td>\n",
       "            \n",
       "                </tr>\n",
       "                \n",
       "            <tr>\n",
       "                <td>Bubbles_22</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(176,234,176)\">\n",
       "                -0.14\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(178,232,175)\">\n",
       "                -0.16\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(183,225,171)\">\n",
       "                -0.21\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>DM_22</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(176,234,176)\">\n",
       "                -0.14\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(165,252,185)\">\n",
       "                0.02\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(223,164,141)\">\n",
       "                -0.66\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>Isotropic_22</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(178,232,175)\">\n",
       "                -0.16\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(165,252,185)\">\n",
       "                0.02\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(180,228,173)\">\n",
       "                -0.19\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>FermiDiffuse_22</td>\n",
       "            \n",
       "                <td style=\"background-color:rgb(183,225,171)\">\n",
       "                -0.21\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(223,164,141)\">\n",
       "                -0.66\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(180,228,173)\">\n",
       "                -0.19\n",
       "                </td>\n",
       "                \n",
       "                <td style=\"background-color:rgb(255,117,117)\">\n",
       "                1.00\n",
       "                </td>\n",
       "                \n",
       "            </tr>\n",
       "            </table>\n",
       "\n",
       "            <pre id=\"FfQwUzHXoh\" style=\"display:none;\">\n",
       "            <textarea rows=\"17\" cols=\"50\" onclick=\"this.select()\" readonly>%\\usepackage[table]{xcolor} % include this for color\n",
       "%\\usepackage{rotating} % include this for rotate header\n",
       "%\\documentclass[xcolor=table]{beamer} % for beamer\n",
       "\\begin{tabular}{|c|c|c|c|c|}\n",
       "\\hline\n",
       "\\rotatebox{90}{} & \\rotatebox{90}{$Bubbles_{22}$} & \\rotatebox{90}{$DM_{22}$} & \\rotatebox{90}{$Isotropic_{22}$} & \\rotatebox{90}{$FermiDiffuse_{22}$}\\\\\n",
       "\\hline\n",
       "$Bubbles_{22}$ & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{176,234,176} -0.14 & \\cellcolor[RGB]{178,232,175} -0.16 & \\cellcolor[RGB]{183,225,171} -0.21\\\\\n",
       "\\hline\n",
       "$DM_{22}$ & \\cellcolor[RGB]{176,234,176} -0.14 & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{165,252,185} 0.02 & \\cellcolor[RGB]{223,164,141} -0.66\\\\\n",
       "\\hline\n",
       "$Isotropic_{22}$ & \\cellcolor[RGB]{178,232,175} -0.16 & \\cellcolor[RGB]{165,252,185} 0.02 & \\cellcolor[RGB]{255,117,117} 1.00 & \\cellcolor[RGB]{180,228,173} -0.19\\\\\n",
       "\\hline\n",
       "$FermiDiffuse_{22}$ & \\cellcolor[RGB]{183,225,171} -0.21 & \\cellcolor[RGB]{223,164,141} -0.66 & \\cellcolor[RGB]{180,228,173} -0.19 & \\cellcolor[RGB]{255,117,117} 1.00\\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <table>\n",
       "            <tr>\n",
       "                <td><a href=\"#\" onclick=\"$('#SGQdSAmtuM').toggle()\">+</a></td>\n",
       "                <td title=\"Variable name\">Name</td>\n",
       "                <td title=\"Value of parameter\">Value</td>\n",
       "                <td title=\"Parabolic error\">Parab Error</td>\n",
       "                <td title=\"Minos lower error\">Minos Error-</td>\n",
       "                <td title=\"Minos upper error\">Minos Error+</td>\n",
       "                <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "                <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "                <td title=\"Is the parameter fixed in the fit\">FIXED</td>\n",
       "            </tr>\n",
       "        \n",
       "            <tr>\n",
       "                <td>1</td>\n",
       "                <td>PSC</td>\n",
       "                <td>1.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td>FIXED</td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>2</td>\n",
       "                <td>Bubbles_23</td>\n",
       "                <td>7.116787e-01</td>\n",
       "                <td>1.119519e-01</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>3</td>\n",
       "                <td>DM_23</td>\n",
       "                <td>4.594602e+03</td>\n",
       "                <td>1.751415e+02</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>4</td>\n",
       "                <td>Isotropic_23</td>\n",
       "                <td>1.669962e+00</td>\n",
       "                <td>2.057735e-01</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "                <td>5</td>\n",
       "                <td>FermiDiffuse_23</td>\n",
       "                <td>1.000000e+00</td>\n",
       "                <td>8.349996e-01</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.000000e+00</td>\n",
       "                <td>0.0</td>\n",
       "                <td></td>\n",
       "                <td></td>\n",
       "            </tr>\n",
       "            \n",
       "            </table>\n",
       "        \n",
       "            <pre id=\"SGQdSAmtuM\" style=\"display:none;\">\n",
       "            <textarea rows=\"16\" cols=\"50\" onclick=\"this.select()\" readonly>\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Para Error & Error+ & Error- & Limit+ & Limit- & FIXED\\\\\n",
       "\\hline\n",
       "1 & PSC & 1.000e+00 & 0.000e+00 &  &  &  &  & FIXED\\\\\n",
       "\\hline\n",
       "2 & $Bubbles_{23}$ & 7.117e-01 & 1.120e-01 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "3 & $DM_{23}$ & 4.595e+03 & 1.751e+02 &  &  &  &  & \\\\\n",
       "\\hline\n",
       "4 & $Isotropic_{23}$ & 1.670e+00 & 2.058e-01 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "5 & $FermiDiffuse_{23}$ & 1.000e+00 & 8.350e-01 &  &  & 0.000e+00 & 0.000e+00 & \\\\\n",
       "\\hline\n",
       "\\end{tabular}</textarea>\n",
       "            </pre>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING: Fit for bin 23 is reported invalid\n"
     ]
    }
   ],
   "source": [
    "A.AddDMTemplate(profile='NFW', limits=[None,None], decay=False, gamma=1.26, \n",
    "                r_s=20.0, axesratio=1, offset=(0, 0), spec_file=None,)\n",
    "\n",
    "#A.DeleteTemplate('DM')\n",
    "A.ResetFit()\n",
    "A.RunLikelihood(print_level=1, tol=2e3, precision=None, minos=False)[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import cPickle as pickle\n",
    "\n",
    "#pickle.dump(A, open('p6v11_Analysis.pickle','wb'))\n",
    "#pickle.dump(A, open('p7v6_Analysis.pickle','wb'))\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#pickle.dump(A.loglike, open('p6v11_Analysis_loglike.pickle','wb'))\n",
    "pickle.dump(A.loglike, open('p6v11_Analysis_loglike_nodm.pickle','wb'))\n",
    "#pickle.dump(A.loglike, open('p7v6_Analysis_loglike.pickle','wb'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "A = pickle.load(open('p6v11_Analysis.pickle','rb'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([    324.03703492,     374.16573868,     424.26406871,\n",
       "            474.34164903,     527.94469229,     590.25685874,\n",
       "            663.83046422,     751.49059553,     856.99418583,\n",
       "            985.42088731,    1143.76798064,    1341.88000407,\n",
       "           1593.94557985,    1920.99168883,    2355.20881491,\n",
       "           2947.80953655,    3784.12468936,    5014.63054562,\n",
       "           6924.30738671,   10105.30553839,   15953.29466419,\n",
       "          28418.14169014,   62530.72250923,  222864.51625257]),\n",
       " array([  7.39944698e-10,   6.06204817e-10,   7.22136910e-10,\n",
       "          8.18995342e-10,   8.41094726e-10,   9.14775723e-10,\n",
       "          6.75352813e-10,   6.66346159e-10,   5.70390651e-10,\n",
       "          4.34313652e-10,   4.23607759e-10,   3.30139770e-10,\n",
       "          2.06782285e-10,   1.72773544e-10,   9.84443860e-11,\n",
       "          6.91282815e-11,   4.22481470e-11,   2.01359675e-11,\n",
       "          6.73538750e-12,   3.62315534e-12,   5.12132740e-13,\n",
       "          2.36339360e-13,   3.02650355e-14,   0.00000000e+00]),\n",
       " array([[  3.38434420e-10,   3.38434420e-10],\n",
       "        [  2.67770634e-10,   2.67770634e-10],\n",
       "        [  2.21349901e-10,   2.21349901e-10],\n",
       "        [  1.89738280e-10,   1.89738280e-10],\n",
       "        [  1.51869502e-10,   1.51869502e-10],\n",
       "        [  1.20040562e-10,   1.20040562e-10],\n",
       "        [  9.23486930e-11,   9.23486930e-11],\n",
       "        [  7.20340124e-11,   7.20340124e-11],\n",
       "        [  5.45133269e-11,   5.45133269e-11],\n",
       "        [  4.03247119e-11,   4.03247119e-11],\n",
       "        [  2.90847360e-11,   2.90847360e-11],\n",
       "        [  2.09616715e-11,   2.09616715e-11],\n",
       "        [  1.45040727e-11,   1.45040727e-11],\n",
       "        [  9.88651118e-12,   9.88651118e-12],\n",
       "        [  6.52425641e-12,   6.52425641e-12],\n",
       "        [  4.22590248e-12,   4.22590248e-12],\n",
       "        [  2.64459156e-12,   2.64459156e-12],\n",
       "        [  1.53391928e-12,   1.53391928e-12],\n",
       "        [  7.99010132e-13,   7.99010132e-13],\n",
       "        [  3.85356238e-13,   3.85356238e-13],\n",
       "        [  1.51045283e-13,   1.51045283e-13],\n",
       "        [  4.92869406e-14,   4.92869406e-14],\n",
       "        [  1.00621339e-14,   1.00621339e-14],\n",
       "        [  0.00000000e+00,   0.00000000e+00]]))"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "A.GetSpectrum('DM')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "pickle.dump( A.GetSpectrum('DM'), open('p6v11_Analysis_spectrum.pickle','wb'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-4655781.13603\n"
     ]
    }
   ],
   "source": [
    "print np.sum(A.loglike)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-4657790.57181\n"
     ]
    }
   ],
   "source": [
    "print np.sum(A.loglike)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2009.4357799999416"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "-4655781.13603- (-4657790.57181)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}