Check_bug_correction.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Check the effect of the bugs in the code"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Load the libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from astropy.table import Table, join\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "idp = \"idata/main_pdf_v0.8-b\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "idp_old = \"idata/main_pdf_v0.8\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "lnew = Table.read(idp+\"/lofar_m5.fits\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "lold = Table.read(idp_old+\"/lofar_m5.fits\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "merged = join(lnew, lold, keys=[\"Source_Name\"], table_names=[\"new\", \"old\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Check the shape of the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "91332"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(lnew)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "91332"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(lold)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Compute the difference between the LR"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "diff_lr = merged['lr_5_old']-merged['lr_5_new']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "91332"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(diff_lr)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Explore the differences"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot of the difference in LR with respect to the new LR"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'LR diff')"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f205a9cceb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(merged['lr_5_new'], diff_lr, marker=\",\", ls=\"\")\n",
    "plt.xlabel(\"LR (new)\")\n",
    "plt.ylabel(\"LR diff\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot of the absolute difference in LR with respect to the new LR in log space."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'log abs. LR diff')"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f2057b02978>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.loglog(merged['lr_5_new'], np.abs(diff_lr), marker=\",\", ls=\"\")\n",
    "plt.xlabel(\"log LR (new)\")\n",
    "plt.ylabel(\"log abs. LR diff\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Thresholds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "told = 0.69787\n",
    "tnew = 0.71684"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot of the percentage of absolute difference in LR with respect to the new LR with the y axis in log space. Sources always below the threshold are plotted in orange."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'log percent abs. LR diff')"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/disk2/jsm/prog/anaconda3/lib/python3.6/site-packages/matplotlib/scale.py:111: RuntimeWarning: invalid value encountered in less_equal\n",
      "  out[a <= 0] = -1000\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f2054091cc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cond_sel = ((merged['lr_5_old'] >= told) | (merged['lr_5_new'] >= tnew))\n",
    "cond_nosel = ((merged['lr_5_old'] < told) & (merged['lr_5_new'] < tnew))\n",
    "plt.semilogy(merged['lr_5_new'][cond_sel], (np.abs(diff_lr)/merged['lr_5_new']*100)[cond_sel], marker=\",\", ls=\"\")\n",
    "plt.semilogy(merged['lr_5_new'][cond_nosel], (np.abs(diff_lr)/merged['lr_5_new']*100)[cond_nosel], marker=\",\", ls=\"\")\n",
    "plt.xlabel(\"LR (new)\")\n",
    "plt.ylabel(\"log percent abs. LR diff\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot of the percentage of absolute difference in LR with respect to the new LR in log space. Sources always below the threshold are plotted in orange and the galaxies that are not matched now are plotted as green crosses."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f204c1d0860>"
      ]
     },
     "execution_count": 118,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f2047bc6e80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cond_sel = ((merged['lr_5_old'] >= told) | (merged['lr_5_new'] >= tnew)) & (~np.isnan(merged['category_old']))\n",
    "cond_nosel = ((merged['lr_5_old'] < told) & (merged['lr_5_new'] < tnew)) & (~np.isnan(merged['category_old']))\n",
    "cond_change = ((merged['lr_5_old'] >= told) & (merged['lr_5_new'] < tnew)) & (~np.isnan(merged['category_old']))\n",
    "plt.loglog(merged['lr_5_new'][cond_sel], (np.abs(diff_lr)/merged['lr_5_new']*100)[cond_sel], marker=\",\", ls=\"\", label=\"Selected\")\n",
    "plt.loglog(merged['lr_5_new'][cond_nosel], (np.abs(diff_lr)/merged['lr_5_new']*100)[cond_nosel], marker=\",\", ls=\"\", label=\"Rejected\")\n",
    "plt.loglog(merged['lr_5_new'][cond_change], (np.abs(diff_lr)/merged['lr_5_new']*100)[cond_change], marker=\"x\", ls=\"\", label=\"Changes\")\n",
    "plt.xlabel(\"log LR (new)\")\n",
    "plt.ylabel(\"log percent abs. LR diff\")\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The same plot than before but using the new threshol"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f204c26ae80>"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/disk2/jsm/prog/anaconda3/lib/python3.6/site-packages/matplotlib/scale.py:111: RuntimeWarning: invalid value encountered in less_equal\n",
      "  out[a <= 0] = -1000\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f204c3170f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Use new threshold for old data as well\n",
    "cond_sel = ((merged['lr_5_old'] >= tnew) | (merged['lr_5_new'] >= tnew))\n",
    "cond_nosel = ((merged['lr_5_old'] < tnew) & (merged['lr_5_new'] < tnew))\n",
    "cond_change = ((merged['lr_5_old'] >= tnew) & (merged['lr_5_new'] < tnew))\n",
    "plt.loglog(merged['lr_5_new'][cond_sel], (np.abs(diff_lr)/merged['lr_5_new']*100)[cond_sel], marker=\",\", ls=\"\", label=\"Selected\")\n",
    "plt.loglog(merged['lr_5_new'][cond_nosel], (np.abs(diff_lr)/merged['lr_5_new']*100)[cond_nosel], marker=\",\", ls=\"\", label=\"Rejected\")\n",
    "plt.loglog(merged['lr_5_new'][cond_change], (np.abs(diff_lr)/merged['lr_5_new']*100)[cond_change], marker=\"x\", ls=\"\", label=\"Changes\")\n",
    "plt.xlabel(\"log LR (new)\")\n",
    "plt.ylabel(\"log percent abs. LR diff\")\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Direct comparison of the LR of the sources that changed. Most of them are close to the threshold change but in 4 cases there are big differences."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'LR (old)')"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAAEOCAYAAACKDawAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvNQv5yAAAGBVJREFUeJzt3XuUHHWZxvHnSQIiIRs1GRUJITgBXI8GgiPRICKRzeKKoOgqhuAtS8Q9ERF3XW+762U9XlDcxbgCEU/EbPCCgQUELwskRAcGZxKIQVQyCDGKMoMaAVEE3/2japLOMDPdM9PV1T2/7+ecOfSluusl/fYzVb+q+ZUjQgCAiW9S2QUAABqDwAeARBD4AJAIAh8AEkHgA0AiCHwASASBDwCJIPABIBEEPgAkgsAHgERMKbuASjNnzow5c+aUXQYmqJ6env6IaGv0eulrFGk0fd1UgT9nzhx1d3eXXQYmKNv3lLFe+hpFGk1fM6QDAIkg8AEgEQQ+ACSCwAeARDRt4F+woVedvf17PNbZ268LNvSWVBFQH/Q2ytK0gT9v1nStWLt51xejs7dfK9Zu1rxZ00uuDBgfehtlaarTMistbJ+plUvma8XazVq6YLbWdG3XyiXztbB9ZtmlAeNCb6MsTbuFL2VfjKULZuv867dp6YLZfCEwYdDbKENTB35nb7/WdG3XWYvmak3X9seNewKtit5GGZo28AfGNVcuma9zFh+2axeYLwZaHb2NsjRt4G/ZsXOPcc2Bcc8tO3aWXBkwPvQ2yuKIKLuGXTo6OoI5R1AU2z0R0dHo9dLXKNJo+rppt/ABAPVF4ANAIgh8AEgEgQ8AiSDwASARBD4AJKLQuXRs3y3pAUmPSXq0jFPigCLQ22hFjZg87biI4E8IMRHR22gpDOkAQCKKDvyQ9B3bPbaXF7wuoJHobbScood0jo6IX9p+qqTv2v5xRNxYuUD+ZVkuSbNnzy64HKBuRuxt+hrNqNAt/Ij4Zf7f+yRdLumoIZa5KCI6IqKjra2tyHKAuqnW2/Q1mlFhgW97qu1pA7clLZa0taj1AY1Cb6NVFTmk8zRJl9seWM/aiPhWgesDGoXeRksqLPAj4i5Jhxf1/kBZ6G20Kk7LBIBEEPgAkAgCHwASQeADQCIIfABIBIEPAIkg8AEgEQQ+ACSCwAeARBD4AJAIAh8AEkHgA0AiCHwASASBDwCJIPABIBEEPgAkgsAHgEQQ+ACQCAIfABJB4ANAIgh8AEgEgQ8AiSDwASARBD4AJILAB4BEEPgAkAgCHwASQeADQCIIfABIBIEPAIkg8AEgEQQ+ACSCwAeARBQe+LYn295s++qi1wU0Cn2NVtSILfx3SLqjAesBGom+RsspNPBtz5L0cklfKHI9QCPR12hVRW/h/6ekd0v6S8HrARqJvkZLKizwbZ8o6b6I6Kmy3HLb3ba7+/r6iioHqAv6Gq2syC38oyWdZPtuSV+RtMj2msELRcRFEdERER1tbW0FlgPUBX2NllVY4EfEeyNiVkTMkXSqpOsjYmlR6wMagb5GK+M8fABIxJRGrCQi1kta34h1AY1CX6PVsIUPAIkg8AEgEQQ+ACSCwAeARBD4AJAIAh8AEkHgA0AiCHwASASBDwCJIPABIBEEPgAkgsBvEhds6FVnb/8ej3X29uuCDb0lVYSi8FmjLAR+k5g3a7pWrN28Kwg6e/u1Yu1mzZs1veTKUG981ihLQ2bLRHUL22dq5ZL5WrF2s5YumK01Xdu1csl8LWyfWXZpqDM+a5SFLfwmsrB9ppYumK3zr9+mpQtmEwATGJ81ykDgN5HO3n6t6dqusxbN1Zqu7Y8b58XEwWeNMjCk0yQGxnEHdu1f0D5jj/vjccGGXs2bNX2P9+ns7deWHTt15rHt4y0do/TedVt09ZZ7deHpz9v1Wb/1yz06cd7++tgp88ouDxMYW/hNYsuOnXuE+8A475YdO8f93hwkBCBJjoiya9ilo6Mjuru7yy5jQhoI+ZQPEtruiYiORq93qL7m80C9jKav2cJPBAcJmwufB8pQdQzf9j6STpR0jKRnSHpY0lZJ34yI24stD/Uy+CDhC9pnJB0yZfc1nwfKMGLg2/6gpFdIWi+pS9J9kvaRdKikj+dfmndFxJZiy8R4FHlAuBWV3dd8HihLtS38H0TEB4d57jzbT5U0u74lod5GOiCcaMCU2td8HigLB22RjGY6aAvUy2j6utqQzlWShv2NEBEnjbI2oHT0NVJVbUjnU/l/T5H0dElr8vuvl3R3QTUBRaOvkaQRAz8iNkiS7Y9ExIsrnrrK9o2FVgYUhL5Gqmo9D7/N9jMH7tg+WFJbMSWljbnSG6qUvuYzRllqDfx3Slpve73t9ZJukHR2YVUljGkQGqqUvuYzRllqmjwtIr5l+xBJz8of+nFE/Km4stLFXOmNU1Zf8xmjLNXO0jllmKfabSsi1hVQU/Iq/+z+rEVzCYI6a4a+5jNGGapt4b9ihOdCEoFfAP7svnCl9zWfMcpQ7SydNzeqEGT4s/vild3XfMYoS00HbW1Pt32e7e7859O2OcJUgCLnxceeyuprPmOUpaapFWx/Q9lMgl/KHzpd0uERMdxY6MBshDdKeoKyPYnLIuLfR1oPf4KOIg3+E/Sx9HX+ulH1Nn2NItVtaoUK7RHx6or7H7J9a5XX/EnSooh40PZekr5n+9qIuLnGdQJFG0tfS/Q2WlSt5+E/bPtFA3dsH61s/vBhRebB/O5e+U/zzNQGjKGvJXobravWLfwzJV1SMb75W0lvrPYi25Ml9UiaK+lzEdE1piqBYoypryV6G62p1j+8uk3S4bb/Kr//+xpf95ikI2w/SdLltp8TEVsrl7G9XNJySZo9m6n10Thj7et82RF7m75GMxpxSMf2Utu7lomI31d+KWy3V+4SDycifqfs6kInDPHcRRHREREdbW1Mz4Pi1auv89cO2dv0NZpRtS38GZI22+5Rtvvap+xScHMlHSupX9J7hnqh7TZJf46I39l+oqTjJX2iXoUD4zDmvpbobbSuan949V+2V0paJOloSfOUHdS6Q9LpEbF9hJfvL+lL+VjnJElfi4ir61M2MHbj7GuJ3kaLqjqGn49Vfjf/qVl+Aej5Y6wLKNRY+zp/Lb2NllTraZkAgBZH4ANAIgh8AEhE1cC3Pdn2zIr7e9tebvuOYksDikNfI0XVzsM/VdJvJG2xvcH2cZLukvQySac1oD6g7uhrpKraWTofkPS8iNhm+0hJN0k6NSIuL740oDD0NZJUbUjnkYjYJkkRsUnSz/hSYAKgr5Gkalv4T7V9TsX9/SrvR8R5xZQFFIq+RpKqBf4qSdOGuc90sGhV9DWSVG1qhQ8N95zts+tfDlA8+hqpGs95+OdUXwRoOfQ1JqzxBL7rVgXQPOhrTFjjCXzGOjER0deYsEYcw7f9gIb+AljSEwupCCgYfY1UVTtoO22k54FWRF8jVUyeBgCJIPABIBEEPgAkgsAHgEQQ+ACQCAIfABJB4ANAIgh8AEgEgQ8AiSDwASARBD4AJILAB4BEEPgAkAgCHwASQeADQCIIfABIBIEPAIkg8AEgEQQ+ACSisMC3faDtG2zfYft22+8oal1AI9HbaFUjXsR8nB6V9K6I2GR7mqQe29+NiB8VuE6gEehttKTCtvAj4t6I2JTffkDSHZIOKGp9QKPQ22hVDRnDtz1H0nxJXY1YH9Ao9DZaSeGBb3s/Sd+QdHZE/H6I55fb7rbd3dfXV3Q5QN2M1Nv0NZpRoYFvey9lX4j/iYh1Qy0TERdFREdEdLS1tRVZDlA31XqbvkYzKvIsHUu6WNIdEXFeUesBGo3eRqsqcgv/aEmnS1pk+9b85+8KXB/QKPQ2WlJhp2VGxPckuaj3B8pCb6NV8Ze2AJAIAh8AEkHgA0AiCHwASASBDwCJIPABIBEEPgAkgsAHgEQQ+ACQCAIfABJB4ANAIgh8AEgEgQ8AiSDwASARBD4AJILAB4BEEPgAkAgCHwASQeADQCIIfABIBIEPAIkg8AEgEQQ+ACSCwAeARBD4AJAIAh8AEkHgA0AiCHwASASBDwCJIPABIBEEPgAkgsAHgEQQ+ACQiMIC3/YXbd9ne2tR6wDKQG+jVRW5hb9a0gkFvj9QltWit9GCCgv8iLhR0m+Ken+gLPQ2WhVj+ACQiNID3/Zy2922u/v6+souB6gL+hrNqPTAj4iLIqIjIjra2trKLgeoC/oazaj0wAcANEaRp2VeKukmSYfZ3mF7WVHrAhqJ3karmlLUG0fE64t6b6BM9DZaFUM6AJAIAh8AEkHgA0AiCHy0tAs29Kqzt3+Pxzp7+3XBht6SKgJGr1F9TOCjpd1z/0NasqpLr/rc9yRlX5K3frlHl3TerSM//J2SqwMeb6hwnzxJWra6e9fjnb39Om1Vl7699d49llu2+pZx9XVhZ+kAjfCKw5+hS2/5uTb/fKdecu4Nuv+hR/TwI4/pgT8+WnZpwJDmzZquFWs3a+WS+VrYPlOdvf36/Pq79ML2p2jJqq49lt3885065H3f1J//svuxffca+3Y6gY+WtrB95q7bd9//hxIrAWqzsH2mVi6ZrxVrN2vpgtla07VdK5fMlyRd/+PHT8NRGfaS9KojDxjzuhnSQctbe8aCIR+/++Mvb3AlQG0Wts/U0gWzdf7127R0wexdGy7T9hl5G/y0BQfqo6+aN+b1soWPljYwZj9lkvXoX2LX4/MPnF5iVcDIOnv7taZru85aNFdrurZr2hOn6PPr79KFpz9PN/fer/Ov3zbk636184/jWi9b+GhpV932Sz38yGN7hL2UjX0uW31LSVUBw+vs7d81hn/O4sO0csl8nfedO/W2lzxTkvTZYcJekq77cd+4+prAR0s7aMbUPcK+chjnuiHGQ4Gybdmxc9cBWykb3rn4TR26q+8hnbaqS1Hl9Rvv7K+yxPAIfLS0M49t33V7IOwZu0czO/PY9j1ONpCy0D9oxlRNmmRNsjTJ0hMmWy99VptmTN1LUvbYZEuznrzvmNftiGq/Txqno6Mjuru7yy4DE5TtnojoaPR66WsUaTR9zRY+ACSCwAeARBD4AJAIAh8AEkHgA0AimuosHdt9ku4pYdUzJY395NbiNXN9rVTbQRHR1ugiqvR1K/37NYtmrUsqp7aa+7qpAr8strvLOF2vVs1cH7WNTzPX2Ky1NWtdUnPXJjGkAwDJIPABIBEEfuaisguoopnro7bxaeYam7W2Zq1Lau7aGMMHgFSwhQ8AiSDwgQawfYLtn9jeZvs9Qzz/BNtfzZ/vsj2nSeo6x/aPbG+xfZ3tgxpRVy21VSz3Gtthu2Fnx9RSm+3X5v92t9te26jaRhQR/PDDT4E/kiZL6pX0TEl7S7pN0rMHLfOPki7Ib58q6atNUtdxkvbNb7+tEXXVWlu+3DRJN0q6WVJHs9Qm6RBJmyU9Ob//1LL7MCLYwq/G9iTbH7X9WdtvLLuewWxPtd1j+8Sya6lk+5W2V9n+X9uLm6Ceqba/lNd0WoNXf5SkbRFxV0Q8Iukrkk4etMzJkr6U375M0kttu+y6IuKGiBi4OvzNkmYVXFPNteU+IumTksZ37b/613aGpM9FxG8lKSLua2B9w5rQgW/7i7bvs7110OM17SrmTpZ0gKQ/S9rRZLVJ0r9I+lq96qpXbRFxRUScIelNkl5Xz/rGWOcpki7LazqpiHpGcICkn1fc35E/NuQyEfGopJ2SZjRBXZWWSbq20Ip2q1qb7fmSDoyIqxtU04Ba/t0OlXSo7e/bvtn2CQ2rbgQT/SLmqyWtlHTJwAO2J0v6nKS/UfZB/cD2lcp20z426PVvkXSYpJsi4kLbl0m6rolqmyfpR5L2qVNNdautYovmA/nrijCaOmdJ+mG+2GMF1TOcobbUB58eV8sy9VbzOm0vldQh6dhCK6pY5RCP7arN9iRJn1G2QdFotfy7TVE2rPMSZb230fZzIuJ3Bdc2ogkd+BFx4xAHv3btjkmS7a9IOjkiPibpccMitndIeiS/W7egqFNtx0maKunZkh62fU1E/KVJarOkj0u6NiI2jbem8dapLPxnSbpVjd+z3SHpwIr7syT9cphldtieImm6pN80QV2yfbyk90s6NiL+VHBNtdY2TdJzJK3PR76eLulK2ydFRNGXF6v187w5Iv4s6We2f6LsF8APCq5tRBN6SGcYo92NXSfpb21/VtnBoSKNqraIeH9EnC1praRV9Qj7etUm6e2Sjpf0GttnFljXYMPVuU7Sq21/XtJVDaxHyr7kh9g+2Pbeyg7KXjlomSslDRwjeo2k6yM/2ldmXfmwyYWSTmrwOPSItUXEzoiYGRFzImKOsuMLjQj7qrXlrlB2wFu2Zyob4rmrAbWNaEJv4Q9jVLvO+QGrZcWVs4cx7dZHxOr6l/I4o/13O1/S+cWVM6wh64yIhyS9udHF5Ct/1PYKSd9WNgT2xYi43faHJXVHxJWSLpb0ZdvblG3Zn9okdZ0raT9JX8+3pLdHROHHQGqsrRQ11vZtSYtt/0jZyMA/R8T9ZdU8IMXAr2k3tiTUNn5NWWdEXCPpmkGP/VvF7T9K+vsmrOv4RtdUse4Raxv0+EsaUVPF+qr9u4Wkc/KfppHikE4tu2Nlobbxa5U6gYab0IFv+1JJN0k6zPYO28vyU94GdsfukPS1iLid2lqjtlasE2gWTJ4GAImY0Fv4AIDdCHwASASBDwCJIPABjJntB4d47IO2f2H7VmfTA79+hNefbfsNBdW2t+0b879chgh8AMX4TEQcoWxaiwtt7zV4gTyI36LsL8XrLp/J8joVNHlfKyLwARQmIu6U9AdJTx7i6UWSNuWn0sr2etufsH2L7Z/aPiZ/fLLtc23/wNmFWN6aP/7ftk/Kb19u+4v57WW2/yNfxxWSGj0ddtMi8OtgqN3aMb7PatuvGfTYHNsPV+weXzLU1lK+7P62C5sq1vanbC8q6v0x8dg+UtKdw8zDc7SknkGPTYmIoySdLenf88eWSdoZEc+X9HxJZ9g+WNncVsfkyxygbBJBSXqRpI357a35ayACv1X05rvHz1U2VcBrh1nuHEmrCqzjs5JqmaMfeGc+Q2SXpA8Os8z+kvoGPbYu/2+PpDn57cWS3mD71vz9ZiibeXKjpGNsP1vZNOG/tr2/pBdK6pSkiHhM0iO2p9Xh/6nlEfh15My5trfa/qHt1+WPT8p3P2+3fbXtawZvydcib95bNPwsla+W9K18nW+yvc72t2zfafuTFXUutn2T7U22v257P9tH2V6XP39yvlext+19bN+Vr/8eSTNsP320tSM5n4mIw5SNn19ie6hrNjysx1/LYWD65ce0e64vS3p7RByR/xwcEd+JiF8oGyo6QdnW/kZlG0MPRsQDFe/5BDX2ilhNi8Cvr1MkHSHpcGVTA5+bb3Gcomxr5bmS/kHZFsio5V+aBcpDfdBzB0v67aD5yo9Q9oV7rqTX2T4wn6r1A5KOj4gjJXUr2zPYJGl+/rpjtHtXeIGyraoBm5TtigNVRcQ6ZT021OVB75A0t4a3+baktw0MZdo+1PbU/LmblA3/DAT+P2n3cI5sz5DUl89LnzxOV6qvF0m6NN8S/7XtDcpC80WSvp7PV/8r2zeM8n3b893ZQ5Rdpm/LEMsMtXt8XUTslKR8mtaDJD1J2Vjn9/PpbvdWdkWvR51dEvCvlV1E5DxJL1Y2/evGive8T9IzRlk/Jq59nV0kaMB5QyzzYUlrbQ++ZsO1kr5cwzq+oGyDaZOzpu2T9Mr8uY2SFkfENtv3SHqK9uzX4zRoVsuUEfj1NdxFp8d7MereiDgi31tY7+yqPoNngBxp91javYtsSd+NiKHOjd4o6WXKrt/7f8ouIThZ2VbTgH3ydQGKiKqjBBHRo+xSoYMfv8f2/bYPiYg7K6c4joh+5WP4+S+J9+U/g9/jYmXXElC+FT910CJLJL231v+fiY4hnfq6UdnQyWTbbcq2kG+R9D1lV1uaZPtpyq5zOWoRca+yg6ZDNfBPtfsg10hulnS07bmSZHtf24dW1H+2si3+PmUHx54lqXK2yUOVDfcA9fAeZXundZdPj31FRPykiPdvRQR+fV0uaYuk2yRdL+ndEfErSd9QdmGOrcouF9claecw73FhPtXvDts3DfH8Fcp2o4+pfDC/olPvQJAPJw/yN0m61PYWZb8AnpU/3SXpadp9KcctkrYMXGovH0Odq2xMFhi3iPhJRBRy6dCIeCQiLqm+ZDqYHrlBbO8XEQ/mB5FukXR0/sugnut4laTnRcQH6vm+g97/yIj41yLeH0CxGMNvnKttP0nZQdKP1DvsJSkiLs9/oRRliqRPF/j+AArEFj4AJIIxfABIBIEPAIkg8AEgEQQ+ACSCwAeARBD4AJCI/wfhJ23pdKGraQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f204c472828>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cond_change = ((merged['lr_5_old'] >= told) & (merged['lr_5_new'] < tnew))\n",
    "plt.subplot(1,2,1)\n",
    "plt.semilogx(merged['lr_5_new'][cond_change], merged['lr_5_old'][cond_change], marker=\"x\", ls=\"\")\n",
    "plt.xlabel(\"log LR (new)\")\n",
    "plt.ylabel(\"LR (old)\")\n",
    "plt.subplot(1,2,2)\n",
    "plt.plot(merged['lr_5_new'][cond_change], merged['lr_5_old'][cond_change], marker=\"x\", ls=\"\")\n",
    "plt.xlabel(\"LR (new)\")\n",
    "plt.ylabel(\"LR (old)\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Number of sources with respect to the thresholds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "67188"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.sum((merged['lr_5_old'] >= told) & (merged['lr_5_new'] >= tnew))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "29"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.sum((merged['lr_5_old'] >= told) & (merged['lr_5_new'] < tnew))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.sum((merged['lr_5_old'] < told) & (merged['lr_5_new'] >= tnew))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "24115"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.sum((merged['lr_5_old'] < told) & (merged['lr_5_new'] < tnew))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The percentage of changes due to the bug"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.004379625979941313"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "4/91332*100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [],
   "source": [
    "cond_change = ((merged['lr_5_old'] >= told) & (merged['lr_5_new'] < tnew) & (np.abs(diff_lr)/merged['lr_5_new']*100 > 10))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "&lt;Table masked=True length=4&gt;\n",
       "<table id=\"table139776692976048\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>Source_Name</th><th>RA_new</th><th>E_RA_new</th><th>DEC_new</th><th>E_DEC_new</th><th>Peak_flux_new</th><th>E_Peak_flux_new</th><th>Total_flux_new</th><th>E_Total_flux_new</th><th>Maj_new</th><th>E_Maj_new</th><th>Min_new</th><th>E_Min_new</th><th>DC_Maj_new</th><th>E_DC_Maj_new</th><th>DC_Min_new</th><th>E_DC_Min_new</th><th>PA_new</th><th>E_PA_new</th><th>DC_PA_new</th><th>E_DC_PA_new</th><th>Isl_rms_new</th><th>S_Code_new</th><th>Mosaic_ID_new</th><th>Masked_Fraction_new</th><th>ID_flag_new</th><th>ID_name_new</th><th>ID_ra_new</th><th>ID_dec_new</th><th>ML_LR_new</th><th>LGZ_Size_new</th><th>LGZ_Width_new</th><th>LGZ_PA_new</th><th>LGZ_Assoc_new</th><th>LGZ_Assoc_Qual_new</th><th>LGZ_ID_Qual_new</th><th>AllWISE_new</th><th>objID_new</th><th>gFApFlux_new</th><th>gFApFluxErr_new</th><th>gFApMag_new</th><th>gFApMagErr_new</th><th>rFApFlux_new</th><th>rFApFluxErr_new</th><th>rFApMag_new</th><th>rFApMagErr_new</th><th>iFApFlux_new</th><th>iFApFluxErr_new</th><th>iFApMag_new</th><th>iFApMagErr_new</th><th>zFApFlux_new</th><th>zFApFluxErr_new</th><th>zFApMag_new</th><th>zFApMagErr_new</th><th>yFApFlux_new</th><th>yFApFluxErr_new</th><th>yFApMag_new</th><th>yFApMagErr_new</th><th>w1Flux_new</th><th>w1FluxErr_new</th><th>w1Mag_new</th><th>w1MagErr_new</th><th>w2Flux_new</th><th>w2FluxErr_new</th><th>w2Mag_new</th><th>w2MagErr_new</th><th>w3Flux_new</th><th>w3FluxErr_new</th><th>w3Mag_new</th><th>w3MagErr_new</th><th>w4Flux_new</th><th>w4FluxErr_new</th><th>w4Mag_new</th><th>w4MagErr_new</th><th>XrayClass_new</th><th>2RXS_ID_new</th><th>XMMSL2_ID_new</th><th>IRClass_new</th><th>z_spec_new</th><th>z_source_new</th><th>specAGN_new</th><th>mqcAGN_new</th><th>EBV_new</th><th>objName_new</th><th>z_best_new</th><th>z_best_source_new</th><th>z1_median_new</th><th>z1_min_new</th><th>z1_max_new</th><th>z1_area_new</th><th>z2_median_new</th><th>z2_min_new</th><th>z2_max_new</th><th>z2_area_new</th><th>chi_r_eazy_new</th><th>chi_r_atlas_new</th><th>chi_r_cosmos_new</th><th>chi_r_stellar_new</th><th>stellar_type_new</th><th>z_gpz_new</th><th>z_gpz_err_new</th><th>lr_i_new</th><th>lr_dist_i_new</th><th>lr_index_i_new</th><th>lr_index_sel_i_new</th><th>lr_w1_new</th><th>lr_dist_w1_new</th><th>lr_index_w1_new</th><th>lr_index_sel_w1_new</th><th>lr_index_1_new</th><th>lr_dist_1_new</th><th>lr_1_new</th><th>lr_type_1_new</th><th>category_new</th><th>W1mag_new</th><th>i_new</th><th>lr_index_2_new</th><th>lr_dist_2_new</th><th>lr_2_new</th><th>lr_index_sel_2_new</th><th>lr_index_3_new</th><th>lr_dist_3_new</th><th>lr_3_new</th><th>lr_index_sel_3_new</th><th>lr_index_4_new</th><th>lr_dist_4_new</th><th>lr_4_new</th><th>lr_index_sel_4_new</th><th>lr_index_5_new</th><th>lr_dist_5_new</th><th>lr_5_new</th><th>lr_index_sel_5_new</th><th>RA_old</th><th>E_RA_old</th><th>DEC_old</th><th>E_DEC_old</th><th>Peak_flux_old</th><th>E_Peak_flux_old</th><th>Total_flux_old</th><th>E_Total_flux_old</th><th>Maj_old</th><th>E_Maj_old</th><th>Min_old</th><th>E_Min_old</th><th>DC_Maj_old</th><th>E_DC_Maj_old</th><th>DC_Min_old</th><th>E_DC_Min_old</th><th>PA_old</th><th>E_PA_old</th><th>DC_PA_old</th><th>E_DC_PA_old</th><th>Isl_rms_old</th><th>S_Code_old</th><th>Mosaic_ID_old</th><th>Masked_Fraction_old</th><th>ID_flag_old</th><th>ID_name_old</th><th>ID_ra_old</th><th>ID_dec_old</th><th>ML_LR_old</th><th>LGZ_Size_old</th><th>LGZ_Width_old</th><th>LGZ_PA_old</th><th>LGZ_Assoc_old</th><th>LGZ_Assoc_Qual_old</th><th>LGZ_ID_Qual_old</th><th>AllWISE_old</th><th>objID_old</th><th>gFApFlux_old</th><th>gFApFluxErr_old</th><th>gFApMag_old</th><th>gFApMagErr_old</th><th>rFApFlux_old</th><th>rFApFluxErr_old</th><th>rFApMag_old</th><th>rFApMagErr_old</th><th>iFApFlux_old</th><th>iFApFluxErr_old</th><th>iFApMag_old</th><th>iFApMagErr_old</th><th>zFApFlux_old</th><th>zFApFluxErr_old</th><th>zFApMag_old</th><th>zFApMagErr_old</th><th>yFApFlux_old</th><th>yFApFluxErr_old</th><th>yFApMag_old</th><th>yFApMagErr_old</th><th>w1Flux_old</th><th>w1FluxErr_old</th><th>w1Mag_old</th><th>w1MagErr_old</th><th>w2Flux_old</th><th>w2FluxErr_old</th><th>w2Mag_old</th><th>w2MagErr_old</th><th>w3Flux_old</th><th>w3FluxErr_old</th><th>w3Mag_old</th><th>w3MagErr_old</th><th>w4Flux_old</th><th>w4FluxErr_old</th><th>w4Mag_old</th><th>w4MagErr_old</th><th>XrayClass_old</th><th>2RXS_ID_old</th><th>XMMSL2_ID_old</th><th>IRClass_old</th><th>z_spec_old</th><th>z_source_old</th><th>specAGN_old</th><th>mqcAGN_old</th><th>EBV_old</th><th>objName_old</th><th>z_best_old</th><th>z_best_source_old</th><th>z1_median_old</th><th>z1_min_old</th><th>z1_max_old</th><th>z1_area_old</th><th>z2_median_old</th><th>z2_min_old</th><th>z2_max_old</th><th>z2_area_old</th><th>chi_r_eazy_old</th><th>chi_r_atlas_old</th><th>chi_r_cosmos_old</th><th>chi_r_stellar_old</th><th>stellar_type_old</th><th>z_gpz_old</th><th>z_gpz_err_old</th><th>lr_i_old</th><th>lr_dist_i_old</th><th>lr_index_i_old</th><th>lr_index_sel_i_old</th><th>lr_w1_old</th><th>lr_dist_w1_old</th><th>lr_index_w1_old</th><th>lr_index_sel_w1_old</th><th>lr_index_1_old</th><th>lr_dist_1_old</th><th>lr_1_old</th><th>lr_type_1_old</th><th>category_old</th><th>W1mag_old</th><th>i_old</th><th>lr_index_2_old</th><th>lr_dist_2_old</th><th>lr_2_old</th><th>lr_index_sel_2_old</th><th>lr_index_3_old</th><th>lr_dist_3_old</th><th>lr_3_old</th><th>lr_index_sel_3_old</th><th>lr_index_4_old</th><th>lr_dist_4_old</th><th>lr_4_old</th><th>lr_index_sel_4_old</th><th>lr_index_5_old</th><th>lr_dist_5_old</th><th>lr_5_old</th><th>lr_index_sel_5_old</th></tr></thead>\n",
       "<thead><tr><th>str22</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>str1</th><th>str11</th><th>float64</th><th>int64</th><th>str27</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>str19</th><th>int64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>str21</th><th>str23</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>bool</th><th>float64</th><th>str26</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>str6</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>int64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>str1</th><th>str11</th><th>float64</th><th>int64</th><th>str27</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>str19</th><th>int64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>str21</th><th>str23</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>bool</th><th>float64</th><th>str26</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>str6</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>int64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th></tr></thead>\n",
       "<tr><td>ILTJ112952.56+542601.8</td><td>172.46900404706747</td><td>0.05794154030995583</td><td>54.43384925987876</td><td>0.05425555362538816</td><td>3.8924030852058817</td><td>0.08179657983690197</td><td>4.267697122017966</td><td>0.13748308845838197</td><td>6.389631468366642</td><td>0.13643877558628353</td><td>6.177839999748982</td><td>0.12776424301239542</td><td>2.196076987958801</td><td>0.13643877558628353</td><td>1.4712836892276302</td><td>0.12776424301239542</td><td>87.90775753461294</td><td>24.821675870054886</td><td>87.90775753461247</td><td>24.821675870054886</td><td>0.08007979340618476</td><td>S</td><td>P173+55</td><td>1.0</td><td>1</td><td>PSO J112952.533+542602.234</td><td>172.46886358</td><td>54.43389909</td><td>12.900199078879897</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>N/A</td><td>173321724689021449</td><td>-0.031490198892925036</td><td>0.82172300608363</td><td>nan</td><td>nan</td><td>4.794178783554373</td><td>3.0609526914200678</td><td>22.198214435943985</td><td>0.693213021076087</td><td>2.626556015082518</td><td>1.1817010466778282</td><td>22.851533332020033</td><td>0.4884782971355691</td><td>-0.2062530057855838</td><td>11.26000006479444</td><td>nan</td><td>nan</td><td>2.3403878939550338</td><td>5.742649542255119</td><td>22.976780392539563</td><td>2.664089373974465</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>N/A</td><td>N/A</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>0.01303</td><td>PSO J112952.533+542602.234</td><td>1.1658</td><td>0.0</td><td>1.1658</td><td>0.3305</td><td>2.0597</td><td>0.797</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0.210890025</td><td>0.30293825</td><td>0.25133875</td><td>0.42064225</td><td>k3i</td><td>nan</td><td>nan</td><td>0.0</td><td>0.34451430205515665</td><td>1204478.0</td><td>nan</td><td>5.500450269131743e-27</td><td>9.588076952257422</td><td>2964410.0</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0</td><td>nan</td><td>nan</td><td>nan</td><td>1204478.0</td><td>0.34451430205515665</td><td>7.298865674771464e-14</td><td>nan</td><td>1204478.0</td><td>0.34451430205515665</td><td>6.416365549293293e-10</td><td>nan</td><td>1204478.0</td><td>0.34451430205515665</td><td>1.1144110166451029e-08</td><td>nan</td><td>1204478.0</td><td>0.34451430205515665</td><td>5.974721164678602e-08</td><td>nan</td><td>172.46900404706747</td><td>0.05794154030995583</td><td>54.43384925987876</td><td>0.05425555362538816</td><td>3.8924030852058817</td><td>0.08179657983690197</td><td>4.267697122017966</td><td>0.13748308845838197</td><td>6.389631468366642</td><td>0.13643877558628353</td><td>6.177839999748982</td><td>0.12776424301239542</td><td>2.196076987958801</td><td>0.13643877558628353</td><td>1.4712836892276302</td><td>0.12776424301239542</td><td>87.90775753461294</td><td>24.821675870054886</td><td>87.90775753461247</td><td>24.821675870054886</td><td>0.08007979340618476</td><td>S</td><td>P173+55</td><td>1.0</td><td>1</td><td>PSO J112952.533+542602.234</td><td>172.46886358</td><td>54.43389909</td><td>12.900199078879897</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>N/A</td><td>173321724689021449</td><td>-0.031490198892925036</td><td>0.82172300608363</td><td>nan</td><td>nan</td><td>4.794178783554373</td><td>3.0609526914200678</td><td>22.198214435943985</td><td>0.693213021076087</td><td>2.626556015082518</td><td>1.1817010466778282</td><td>22.851533332020033</td><td>0.4884782971355691</td><td>-0.2062530057855838</td><td>11.26000006479444</td><td>nan</td><td>nan</td><td>2.3403878939550338</td><td>5.742649542255119</td><td>22.976780392539563</td><td>2.664089373974465</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>N/A</td><td>N/A</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>0.01303</td><td>PSO J112952.533+542602.234</td><td>1.1658</td><td>0.0</td><td>1.1658</td><td>0.3305</td><td>2.0597</td><td>0.797</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0.210890025</td><td>0.30293825</td><td>0.25133875</td><td>0.42064225</td><td>k3i</td><td>nan</td><td>nan</td><td>32.353794634705935</td><td>0.34451430205515665</td><td>1204478.0</td><td>1204478.0</td><td>7.132546968085311e-27</td><td>9.588076952257422</td><td>2964410.0</td><td>nan</td><td>1204478.0</td><td>0.34451430205515665</td><td>32.353794634705935</td><td>1</td><td>1.0</td><td>nan</td><td>28.353779889468665</td><td>1204478.0</td><td>0.34451430205515665</td><td>5.469046081932851</td><td>1204478.0</td><td>1204478.0</td><td>0.34451430205515665</td><td>5.332420064633383</td><td>1204478.0</td><td>1204478.0</td><td>0.34451430205515665</td><td>5.332329978812386</td><td>1204478.0</td><td>1204478.0</td><td>0.34451430205515665</td><td>5.331227379293684</td><td>1204478.0</td></tr>\n",
       "<tr><td>ILTJ113350.45+481431.1</td><td>173.4602173798323</td><td>0.22593172841822348</td><td>48.24198814184916</td><td>0.06645583680623239</td><td>3.009478447356654</td><td>0.14729617635183395</td><td>2.9024537347411976</td><td>0.2748620765954204</td><td>7.9824085754985035</td><td>0.5320839128694562</td><td>4.350147393391405</td><td>0.1563357381410847</td><td>0.0</td><td>0.5320839128694562</td><td>0.0</td><td>0.1563357381410847</td><td>91.06486285029126</td><td>4.815020209234891</td><td>0.0</td><td>4.815020209234891</td><td>0.1591400505276397</td><td>S</td><td>P11Hetdex12</td><td>0.75</td><td>1</td><td>PSO J113350.426+481431.261</td><td>173.46012329</td><td>48.24199139</td><td>11.665025477539722</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>N/A</td><td>165891734602021063</td><td>-2.2062199604988564</td><td>0.6907379770382249</td><td>nan</td><td>nan</td><td>-999000000.0</td><td>-999000000.0</td><td>nan</td><td>nan</td><td>2.5561887113172537</td><td>1.2120517658103536</td><td>22.88101771855868</td><td>0.5148166402406098</td><td>7.833237306890962</td><td>1.252742778241174</td><td>21.66514679091013</td><td>0.17363806767212248</td><td>2.6613641510526618</td><td>6.189900230513825</td><td>22.837239243560827</td><td>2.5252458523766173</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>N/A</td><td>N/A</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>0.01731</td><td>PSO J113350.426+481431.261</td><td>1.1794</td><td>0.0</td><td>1.1794</td><td>0.3345</td><td>2.0781</td><td>0.799</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>2.4488001102793718e-116</td><td>14.635201388239054</td><td>252388.0</td><td>nan</td><td>0.0</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0</td><td>nan</td><td>nan</td><td>nan</td><td>267210.0</td><td>0.22588788952053493</td><td>1.6263453741637227e-09</td><td>nan</td><td>267210.0</td><td>0.22588788952053493</td><td>1.9150452637440632e-06</td><td>nan</td><td>267210.0</td><td>0.22588788952053493</td><td>1.903196751803629e-05</td><td>nan</td><td>267210.0</td><td>0.22588788952053493</td><td>6.832728671548498e-05</td><td>nan</td><td>173.4602173798323</td><td>0.22593172841822348</td><td>48.24198814184916</td><td>0.06645583680623239</td><td>3.009478447356654</td><td>0.14729617635183395</td><td>2.9024537347411976</td><td>0.2748620765954204</td><td>7.9824085754985035</td><td>0.5320839128694562</td><td>4.350147393391405</td><td>0.1563357381410847</td><td>0.0</td><td>0.5320839128694562</td><td>0.0</td><td>0.1563357381410847</td><td>91.06486285029126</td><td>4.815020209234891</td><td>0.0</td><td>4.815020209234891</td><td>0.1591400505276397</td><td>S</td><td>P11Hetdex12</td><td>0.75</td><td>1</td><td>PSO J113350.426+481431.261</td><td>173.46012329</td><td>48.24199139</td><td>11.665025477539722</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>N/A</td><td>165891734602021063</td><td>-2.2062199604988564</td><td>0.6907379770382249</td><td>nan</td><td>nan</td><td>-999000000.0</td><td>-999000000.0</td><td>nan</td><td>nan</td><td>2.5561887113172537</td><td>1.2120517658103536</td><td>22.88101771855868</td><td>0.5148166402406098</td><td>7.833237306890962</td><td>1.252742778241174</td><td>21.66514679091013</td><td>0.17363806767212248</td><td>2.6613641510526618</td><td>6.189900230513825</td><td>22.837239243560827</td><td>2.5252458523766173</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>N/A</td><td>N/A</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>0.01731</td><td>PSO J113350.426+481431.261</td><td>1.1794</td><td>0.0</td><td>1.1794</td><td>0.3345</td><td>2.0781</td><td>0.799</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>33.014576788901365</td><td>0.22588788952053493</td><td>267210.0</td><td>267210.0</td><td>0.0</td><td>nan</td><td>nan</td><td>nan</td><td>267210.0</td><td>0.22588788952053493</td><td>33.014576788901365</td><td>1</td><td>1.0</td><td>nan</td><td>27.623459617989415</td><td>267210.0</td><td>0.22588788952053493</td><td>4.532955205894311</td><td>267210.0</td><td>267210.0</td><td>0.22588788952053493</td><td>3.6424872038611316</td><td>267210.0</td><td>267210.0</td><td>0.22588788952053493</td><td>3.629824297515525</td><td>267210.0</td><td>267210.0</td><td>0.22588788952053493</td><td>3.5690600302309754</td><td>267210.0</td></tr>\n",
       "<tr><td>ILTJ114909.78+494632.8</td><td>177.2907690748249</td><td>1.2082893924848583</td><td>49.77579376523459</td><td>0.666956566224788</td><td>0.2509195474708678</td><td>0.06709191544979166</td><td>0.3819478382253324</td><td>0.10393417617612358</td><td>9.279888408855085</td><td>2.9698695813976617</td><td>5.90612734812409</td><td>1.319409408544577</td><td>7.078497482538303</td><td>2.9698695813976617</td><td>0.0</td><td>1.319409408544577</td><td>70.1088664875536</td><td>29.18299544010953</td><td>70.10886648755326</td><td>29.18299544010953</td><td>0.06472459062933922</td><td>S</td><td>P18Hetdex03</td><td>0.0</td><td>1</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>--</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>0.0012355556716128755</td><td>7.224609103268076</td><td>491914.0</td><td>nan</td><td>0.46782689220560497</td><td>3.5470665894399405</td><td>3391544.0</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0</td><td>nan</td><td>nan</td><td>nan</td><td>491914.0</td><td>7.224609103268076</td><td>0.003003871865531624</td><td>nan</td><td>491914.0</td><td>7.224609103268076</td><td>0.0012860533081346963</td><td>nan</td><td>491914.0</td><td>7.224609103268076</td><td>0.0010751750177995527</td><td>nan</td><td>491914.0</td><td>7.224609103268076</td><td>0.0010002481805411474</td><td>nan</td><td>177.2907690748249</td><td>1.2082893924848583</td><td>49.77579376523459</td><td>0.666956566224788</td><td>0.2509195474708678</td><td>0.06709191544979166</td><td>0.3819478382253324</td><td>0.10393417617612358</td><td>9.279888408855085</td><td>2.9698695813976617</td><td>5.90612734812409</td><td>1.319409408544577</td><td>7.078497482538303</td><td>2.9698695813976617</td><td>0.0</td><td>1.319409408544577</td><td>70.1088664875536</td><td>29.18299544010953</td><td>70.10886648755326</td><td>29.18299544010953</td><td>0.06472459062933922</td><td>S</td><td>P18Hetdex03</td><td>0.0</td><td>1</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>--</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>0.00610788526597318</td><td>7.224609103268076</td><td>491914.0</td><td>nan</td><td>1.3331502935694204</td><td>3.5470665894399405</td><td>3391544.0</td><td>3391544.0</td><td>3391544.0</td><td>3.5470665894399405</td><td>1.3331502935694204</td><td>2</td><td>0.0</td><td>12.810946568452223</td><td>nan</td><td>3391544.0</td><td>3.5470665894399405</td><td>3.445743999321104</td><td>3391544.0</td><td>3391544.0</td><td>3.5470665894399405</td><td>3.445743818871227</td><td>3391544.0</td><td>3391544.0</td><td>3.5470665894399405</td><td>3.4457438116022123</td><td>3391544.0</td><td>3391544.0</td><td>3.5470665894399405</td><td>3.4457438069232436</td><td>3391544.0</td></tr>\n",
       "<tr><td>ILTJ120442.15+540506.1</td><td>181.17561431905065</td><td>0.2748336032054845</td><td>54.085044809744524</td><td>0.23819200312822927</td><td>0.9435603534539879</td><td>0.08754515446656543</td><td>1.098070500119968</td><td>0.14452041544626243</td><td>6.786950109035802</td><td>0.6578611124678387</td><td>6.173961425558974</td><td>0.5483138375253528</td><td>3.171648337472534</td><td>0.6578611124678387</td><td>1.4521072652810358</td><td>0.5483138375253528</td><td>69.89694061637512</td><td>40.55634420649209</td><td>69.89694061637282</td><td>40.55634420649209</td><td>0.08479384996462613</td><td>S</td><td>P182+55</td><td>0.91</td><td>1</td><td>PSO J120442.138+540505.961</td><td>181.17556382</td><td>54.08498633</td><td>11.213165020079089</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>N/A</td><td>172901811755352672</td><td>16.097269197982005</td><td>7.3781957948422265</td><td>20.883119482721355</td><td>0.4976480297203852</td><td>13.541522183326519</td><td>2.9375109396439654</td><td>21.07083128619837</td><td>0.23552462831479473</td><td>12.996626288321083</td><td>3.4558599545458706</td><td>21.115423422024865</td><td>0.2887020206617745</td><td>12.28465740805294</td><td>4.176327798361914</td><td>21.17659237632092</td><td>0.36911003237639484</td><td>77.30745995823803</td><td>14.729109530072128</td><td>19.179446489577533</td><td>0.2068613752060441</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>N/A</td><td>N/A</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>0.01881</td><td>PSO J120442.138+540505.961</td><td>0.781</td><td>0.0</td><td>0.781</td><td>0.2532</td><td>1.3297</td><td>0.796</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0.36798025</td><td>1.75623275</td><td>2.14065625</td><td>4.72453</td><td>f5iii</td><td>0.5696896563820232</td><td>3.1307798071511765</td><td>2.221982726762451e-71</td><td>12.541907338651795</td><td>2661500.0</td><td>nan</td><td>0.0</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0</td><td>nan</td><td>nan</td><td>nan</td><td>2675652.0</td><td>0.2359947623819923</td><td>2.3959194957838062e-09</td><td>nan</td><td>2675652.0</td><td>0.2359947623819923</td><td>2.536632858323234e-06</td><td>nan</td><td>2675652.0</td><td>0.2359947623819923</td><td>2.447519399549333e-05</td><td>nan</td><td>2675652.0</td><td>0.2359947623819923</td><td>8.607665223788967e-05</td><td>nan</td><td>181.17561431905065</td><td>0.2748336032054845</td><td>54.085044809744524</td><td>0.23819200312822927</td><td>0.9435603534539879</td><td>0.08754515446656543</td><td>1.098070500119968</td><td>0.14452041544626243</td><td>6.786950109035802</td><td>0.6578611124678387</td><td>6.173961425558974</td><td>0.5483138375253528</td><td>3.171648337472534</td><td>0.6578611124678387</td><td>1.4521072652810358</td><td>0.5483138375253528</td><td>69.89694061637512</td><td>40.55634420649209</td><td>69.89694061637282</td><td>40.55634420649209</td><td>0.08479384996462613</td><td>S</td><td>P182+55</td><td>0.91</td><td>1</td><td>PSO J120442.138+540505.961</td><td>181.17556382</td><td>54.08498633</td><td>11.213165020079089</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>N/A</td><td>172901811755352672</td><td>16.097269197982005</td><td>7.3781957948422265</td><td>20.883119482721355</td><td>0.4976480297203852</td><td>13.541522183326519</td><td>2.9375109396439654</td><td>21.07083128619837</td><td>0.23552462831479473</td><td>12.996626288321083</td><td>3.4558599545458706</td><td>21.115423422024865</td><td>0.2887020206617745</td><td>12.28465740805294</td><td>4.176327798361914</td><td>21.17659237632092</td><td>0.36911003237639484</td><td>77.30745995823803</td><td>14.729109530072128</td><td>19.179446489577533</td><td>0.2068613752060441</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>N/A</td><td>N/A</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>0.01881</td><td>PSO J120442.138+540505.961</td><td>0.781</td><td>0.0</td><td>0.781</td><td>0.2532</td><td>1.3297</td><td>0.796</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0.36798025</td><td>1.75623275</td><td>2.14065625</td><td>4.72453</td><td>f5iii</td><td>0.5696896563820232</td><td>3.1307798071511765</td><td>30.868717726425228</td><td>0.2359947623819923</td><td>2675652.0</td><td>2675652.0</td><td>0.0</td><td>nan</td><td>nan</td><td>nan</td><td>2675652.0</td><td>0.2359947623819923</td><td>30.868717726425228</td><td>1</td><td>1.0</td><td>nan</td><td>27.58921509322976</td><td>2675652.0</td><td>0.2359947623819923</td><td>4.123614448729168</td><td>2675652.0</td><td>2675652.0</td><td>0.2359947623819923</td><td>3.2572514606087215</td><td>2675652.0</td><td>2675652.0</td><td>0.2359947623819923</td><td>3.2429193570685553</td><td>2675652.0</td><td>2675652.0</td><td>0.2359947623819923</td><td>3.1774500540721604</td><td>2675652.0</td></tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<Table masked=True length=4>\n",
       "     Source_Name             RA_new       ... lr_index_sel_5_old\n",
       "        str22               float64       ...      float64      \n",
       "---------------------- ------------------ ... ------------------\n",
       "ILTJ112952.56+542601.8 172.46900404706747 ...          1204478.0\n",
       "ILTJ113350.45+481431.1  173.4602173798323 ...           267210.0\n",
       "ILTJ114909.78+494632.8  177.2907690748249 ...          3391544.0\n",
       "ILTJ120442.15+540506.1 181.17561431905065 ...          2675652.0"
      ]
     },
     "execution_count": 106,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged[cond_change]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [],
   "source": [
    "cond = (np.abs(diff_lr)/merged['lr_5_new']*100 > 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "&lt;Table masked=True length=62&gt;\n",
       "<table id=\"table139776826643904\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>Source_Name</th><th>RA_new</th><th>E_RA_new</th><th>DEC_new</th><th>E_DEC_new</th><th>Peak_flux_new</th><th>E_Peak_flux_new</th><th>Total_flux_new</th><th>E_Total_flux_new</th><th>Maj_new</th><th>E_Maj_new</th><th>Min_new</th><th>E_Min_new</th><th>DC_Maj_new</th><th>E_DC_Maj_new</th><th>DC_Min_new</th><th>E_DC_Min_new</th><th>PA_new</th><th>E_PA_new</th><th>DC_PA_new</th><th>E_DC_PA_new</th><th>Isl_rms_new</th><th>S_Code_new</th><th>Mosaic_ID_new</th><th>Masked_Fraction_new</th><th>ID_flag_new</th><th>ID_name_new</th><th>ID_ra_new</th><th>ID_dec_new</th><th>ML_LR_new</th><th>LGZ_Size_new</th><th>LGZ_Width_new</th><th>LGZ_PA_new</th><th>LGZ_Assoc_new</th><th>LGZ_Assoc_Qual_new</th><th>LGZ_ID_Qual_new</th><th>AllWISE_new</th><th>objID_new</th><th>gFApFlux_new</th><th>gFApFluxErr_new</th><th>gFApMag_new</th><th>gFApMagErr_new</th><th>rFApFlux_new</th><th>rFApFluxErr_new</th><th>rFApMag_new</th><th>rFApMagErr_new</th><th>iFApFlux_new</th><th>iFApFluxErr_new</th><th>iFApMag_new</th><th>iFApMagErr_new</th><th>zFApFlux_new</th><th>zFApFluxErr_new</th><th>zFApMag_new</th><th>zFApMagErr_new</th><th>yFApFlux_new</th><th>yFApFluxErr_new</th><th>yFApMag_new</th><th>yFApMagErr_new</th><th>w1Flux_new</th><th>w1FluxErr_new</th><th>w1Mag_new</th><th>w1MagErr_new</th><th>w2Flux_new</th><th>w2FluxErr_new</th><th>w2Mag_new</th><th>w2MagErr_new</th><th>w3Flux_new</th><th>w3FluxErr_new</th><th>w3Mag_new</th><th>w3MagErr_new</th><th>w4Flux_new</th><th>w4FluxErr_new</th><th>w4Mag_new</th><th>w4MagErr_new</th><th>XrayClass_new</th><th>2RXS_ID_new</th><th>XMMSL2_ID_new</th><th>IRClass_new</th><th>z_spec_new</th><th>z_source_new</th><th>specAGN_new</th><th>mqcAGN_new</th><th>EBV_new</th><th>objName_new</th><th>z_best_new</th><th>z_best_source_new</th><th>z1_median_new</th><th>z1_min_new</th><th>z1_max_new</th><th>z1_area_new</th><th>z2_median_new</th><th>z2_min_new</th><th>z2_max_new</th><th>z2_area_new</th><th>chi_r_eazy_new</th><th>chi_r_atlas_new</th><th>chi_r_cosmos_new</th><th>chi_r_stellar_new</th><th>stellar_type_new</th><th>z_gpz_new</th><th>z_gpz_err_new</th><th>lr_i_new</th><th>lr_dist_i_new</th><th>lr_index_i_new</th><th>lr_index_sel_i_new</th><th>lr_w1_new</th><th>lr_dist_w1_new</th><th>lr_index_w1_new</th><th>lr_index_sel_w1_new</th><th>lr_index_1_new</th><th>lr_dist_1_new</th><th>lr_1_new</th><th>lr_type_1_new</th><th>category_new</th><th>W1mag_new</th><th>i_new</th><th>lr_index_2_new</th><th>lr_dist_2_new</th><th>lr_2_new</th><th>lr_index_sel_2_new</th><th>lr_index_3_new</th><th>lr_dist_3_new</th><th>lr_3_new</th><th>lr_index_sel_3_new</th><th>lr_index_4_new</th><th>lr_dist_4_new</th><th>lr_4_new</th><th>lr_index_sel_4_new</th><th>lr_index_5_new</th><th>lr_dist_5_new</th><th>lr_5_new</th><th>lr_index_sel_5_new</th><th>RA_old</th><th>E_RA_old</th><th>DEC_old</th><th>E_DEC_old</th><th>Peak_flux_old</th><th>E_Peak_flux_old</th><th>Total_flux_old</th><th>E_Total_flux_old</th><th>Maj_old</th><th>E_Maj_old</th><th>Min_old</th><th>E_Min_old</th><th>DC_Maj_old</th><th>E_DC_Maj_old</th><th>DC_Min_old</th><th>E_DC_Min_old</th><th>PA_old</th><th>E_PA_old</th><th>DC_PA_old</th><th>E_DC_PA_old</th><th>Isl_rms_old</th><th>S_Code_old</th><th>Mosaic_ID_old</th><th>Masked_Fraction_old</th><th>ID_flag_old</th><th>ID_name_old</th><th>ID_ra_old</th><th>ID_dec_old</th><th>ML_LR_old</th><th>LGZ_Size_old</th><th>LGZ_Width_old</th><th>LGZ_PA_old</th><th>LGZ_Assoc_old</th><th>LGZ_Assoc_Qual_old</th><th>LGZ_ID_Qual_old</th><th>AllWISE_old</th><th>objID_old</th><th>gFApFlux_old</th><th>gFApFluxErr_old</th><th>gFApMag_old</th><th>gFApMagErr_old</th><th>rFApFlux_old</th><th>rFApFluxErr_old</th><th>rFApMag_old</th><th>rFApMagErr_old</th><th>iFApFlux_old</th><th>iFApFluxErr_old</th><th>iFApMag_old</th><th>iFApMagErr_old</th><th>zFApFlux_old</th><th>zFApFluxErr_old</th><th>zFApMag_old</th><th>zFApMagErr_old</th><th>yFApFlux_old</th><th>yFApFluxErr_old</th><th>yFApMag_old</th><th>yFApMagErr_old</th><th>w1Flux_old</th><th>w1FluxErr_old</th><th>w1Mag_old</th><th>w1MagErr_old</th><th>w2Flux_old</th><th>w2FluxErr_old</th><th>w2Mag_old</th><th>w2MagErr_old</th><th>w3Flux_old</th><th>w3FluxErr_old</th><th>w3Mag_old</th><th>w3MagErr_old</th><th>w4Flux_old</th><th>w4FluxErr_old</th><th>w4Mag_old</th><th>w4MagErr_old</th><th>XrayClass_old</th><th>2RXS_ID_old</th><th>XMMSL2_ID_old</th><th>IRClass_old</th><th>z_spec_old</th><th>z_source_old</th><th>specAGN_old</th><th>mqcAGN_old</th><th>EBV_old</th><th>objName_old</th><th>z_best_old</th><th>z_best_source_old</th><th>z1_median_old</th><th>z1_min_old</th><th>z1_max_old</th><th>z1_area_old</th><th>z2_median_old</th><th>z2_min_old</th><th>z2_max_old</th><th>z2_area_old</th><th>chi_r_eazy_old</th><th>chi_r_atlas_old</th><th>chi_r_cosmos_old</th><th>chi_r_stellar_old</th><th>stellar_type_old</th><th>z_gpz_old</th><th>z_gpz_err_old</th><th>lr_i_old</th><th>lr_dist_i_old</th><th>lr_index_i_old</th><th>lr_index_sel_i_old</th><th>lr_w1_old</th><th>lr_dist_w1_old</th><th>lr_index_w1_old</th><th>lr_index_sel_w1_old</th><th>lr_index_1_old</th><th>lr_dist_1_old</th><th>lr_1_old</th><th>lr_type_1_old</th><th>category_old</th><th>W1mag_old</th><th>i_old</th><th>lr_index_2_old</th><th>lr_dist_2_old</th><th>lr_2_old</th><th>lr_index_sel_2_old</th><th>lr_index_3_old</th><th>lr_dist_3_old</th><th>lr_3_old</th><th>lr_index_sel_3_old</th><th>lr_index_4_old</th><th>lr_dist_4_old</th><th>lr_4_old</th><th>lr_index_sel_4_old</th><th>lr_index_5_old</th><th>lr_dist_5_old</th><th>lr_5_old</th><th>lr_index_sel_5_old</th></tr></thead>\n",
       "<thead><tr><th>str22</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>str1</th><th>str11</th><th>float64</th><th>int64</th><th>str27</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>str19</th><th>int64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>str21</th><th>str23</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>bool</th><th>float64</th><th>str26</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>str6</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>int64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>str1</th><th>str11</th><th>float64</th><th>int64</th><th>str27</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>str19</th><th>int64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>str21</th><th>str23</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>bool</th><th>float64</th><th>str26</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>str6</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>int64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th></tr></thead>\n",
       "<tr><td>ILTJ112143.68+472024.4</td><td>170.4319907731852</td><td>0.5655997540457655</td><td>47.34013232500518</td><td>1.3483751581088774</td><td>0.3099945508018626</td><td>0.06054779231987962</td><td>0.906690136560367</td><td>0.0793979599921588</td><td>13.977600635189997</td><td>3.207310190232194</td><td>7.5354967331001355</td><td>1.2528297644091646</td><td>12.624262109593827</td><td>3.207310190232194</td><td>4.556565324032951</td><td>1.2528297644091646</td><td>10.222525166151893</td><td>20.543583504324012</td><td>10.222525166151827</td><td>20.543583504324012</td><td>0.060076523368479684</td><td>S</td><td>P7Hetdex11</td><td>0.0</td><td>1</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>--</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>0.0</td><td>6.3294608758842905</td><td>119909.0</td><td>nan</td><td>0.0</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0</td><td>nan</td><td>nan</td><td>nan</td><td>119909.0</td><td>6.3294608758842905</td><td>2.191470085217311e-09</td><td>nan</td><td>119909.0</td><td>6.3294608758842905</td><td>3.5158557562217305e-07</td><td>nan</td><td>119909.0</td><td>6.3294608758842905</td><td>1.955039971227803e-06</td><td>nan</td><td>119909.0</td><td>6.3294608758842905</td><td>4.75104826051394e-06</td><td>nan</td><td>170.4319907731852</td><td>0.5655997540457655</td><td>47.34013232500518</td><td>1.3483751581088774</td><td>0.3099945508018626</td><td>0.06054779231987962</td><td>0.906690136560367</td><td>0.0793979599921588</td><td>13.977600635189997</td><td>3.207310190232194</td><td>7.5354967331001355</td><td>1.2528297644091646</td><td>12.624262109593827</td><td>3.207310190232194</td><td>4.556565324032951</td><td>1.2528297644091646</td><td>10.222525166151893</td><td>20.543583504324012</td><td>10.222525166151827</td><td>20.543583504324012</td><td>0.060076523368479684</td><td>S</td><td>P7Hetdex11</td><td>0.0</td><td>1</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>--</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>0.014232333356478825</td><td>6.3294608758842905</td><td>119909.0</td><td>nan</td><td>0.0</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0</td><td>nan</td><td>nan</td><td>nan</td><td>119909.0</td><td>6.3294608758842905</td><td>0.0010246464292217432</td><td>nan</td><td>119909.0</td><td>6.3294608758842905</td><td>0.0005650019997588866</td><td>nan</td><td>119909.0</td><td>6.3294608758842905</td><td>0.0004534577808344706</td><td>nan</td><td>119909.0</td><td>6.3294608758842905</td><td>0.0002645124146848951</td><td>nan</td></tr>\n",
       "<tr><td>ILTJ112256.56+472854.4</td><td>170.73565669940055</td><td>0.4726224637689787</td><td>47.48178744805944</td><td>0.5749538313536283</td><td>0.33436619066155315</td><td>0.059480877321379653</td><td>0.3758239367475893</td><td>0.10060488198744524</td><td>7.464790347814025</td><td>1.5438068593505254</td><td>5.421847895037047</td><td>0.829625307962775</td><td>4.440466487985226</td><td>1.5438068593505254</td><td>0.0</td><td>0.829625307962775</td><td>143.94339158297154</td><td>24.89401874816433</td><td>143.9433915829726</td><td>24.89401874816433</td><td>0.05902905104449019</td><td>S</td><td>P11Hetdex12</td><td>0.0</td><td>1</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>--</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>6.938466500417399e-19</td><td>8.295636170906576</td><td>119235.0</td><td>nan</td><td>2.046959362125718e-18</td><td>8.295636170906576</td><td>119235.0</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0</td><td>nan</td><td>nan</td><td>nan</td><td>118492.0</td><td>5.82655686595221</td><td>4.159998552163698e-13</td><td>nan</td><td>118492.0</td><td>5.82655686595221</td><td>1.2659280905066975e-11</td><td>nan</td><td>118492.0</td><td>5.82655686595221</td><td>4.0696641190431335e-11</td><td>nan</td><td>118492.0</td><td>5.82655686595221</td><td>7.108091725142168e-11</td><td>nan</td><td>170.73565669940055</td><td>0.4726224637689787</td><td>47.48178744805944</td><td>0.5749538313536283</td><td>0.33436619066155315</td><td>0.059480877321379653</td><td>0.3758239367475893</td><td>0.10060488198744524</td><td>7.464790347814025</td><td>1.5438068593505254</td><td>5.421847895037047</td><td>0.829625307962775</td><td>4.440466487985226</td><td>1.5438068593505254</td><td>0.0</td><td>0.829625307962775</td><td>143.94339158297154</td><td>24.89401874816433</td><td>143.9433915829726</td><td>24.89401874816433</td><td>0.05902905104449019</td><td>S</td><td>P11Hetdex12</td><td>0.0</td><td>1</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>--</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>1.1589244302178432e-08</td><td>5.82655686595221</td><td>118492.0</td><td>nan</td><td>1.938756254353243e-18</td><td>8.295636170906576</td><td>119235.0</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0</td><td>nan</td><td>nan</td><td>nan</td><td>118492.0</td><td>5.82655686595221</td><td>8.664851509241962e-10</td><td>nan</td><td>118492.0</td><td>5.82655686595221</td><td>5.316983713413709e-10</td><td>nan</td><td>118492.0</td><td>5.82655686595221</td><td>2.5102392051669187e-10</td><td>nan</td><td>118492.0</td><td>5.82655686595221</td><td>8.078179775561428e-11</td><td>nan</td></tr>\n",
       "<tr><td>ILTJ112618.58+480015.6</td><td>171.57739758537858</td><td>0.4520008598583739</td><td>48.00434359950129</td><td>0.47973405700538024</td><td>0.49144080748053515</td><td>0.06406980436940343</td><td>0.8928395355000014</td><td>0.09321091516379969</td><td>9.105201611436993</td><td>1.2916059117523626</td><td>7.183915565856934</td><td>0.8607660457913179</td><td>6.848699374104384</td><td>1.2916059117523626</td><td>3.949811961418826</td><td>0.8607660457913179</td><td>138.7196600944428</td><td>24.983041875304774</td><td>138.71966009444373</td><td>24.983041875304774</td><td>0.059514281019801274</td><td>S</td><td>P11Hetdex12</td><td>0.6799999999999999</td><td>1</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>--</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>0.0</td><td>14.824843637590167</td><td>213833.0</td><td>nan</td><td>0.0</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0</td><td>nan</td><td>nan</td><td>nan</td><td>213833.0</td><td>14.824843637590167</td><td>2.411548683052969e-75</td><td>nan</td><td>213833.0</td><td>14.824843637590167</td><td>8.999955070165888e-74</td><td>nan</td><td>213833.0</td><td>14.824843637590167</td><td>3.1079777152818067e-73</td><td>nan</td><td>213833.0</td><td>14.824843637590167</td><td>5.656334123889757e-73</td><td>nan</td><td>171.57739758537858</td><td>0.4520008598583739</td><td>48.00434359950129</td><td>0.47973405700538024</td><td>0.49144080748053515</td><td>0.06406980436940343</td><td>0.8928395355000014</td><td>0.09321091516379969</td><td>9.105201611436993</td><td>1.2916059117523626</td><td>7.183915565856934</td><td>0.8607660457913179</td><td>6.848699374104384</td><td>1.2916059117523626</td><td>3.949811961418826</td><td>0.8607660457913179</td><td>138.7196600944428</td><td>24.983041875304774</td><td>138.71966009444373</td><td>24.983041875304774</td><td>0.059514281019801274</td><td>S</td><td>P11Hetdex12</td><td>0.6799999999999999</td><td>1</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>--</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>1.2380149063871658e-70</td><td>14.824843637590167</td><td>213833.0</td><td>nan</td><td>0.0</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0</td><td>nan</td><td>nan</td><td>nan</td><td>213833.0</td><td>14.824843637590167</td><td>9.027463761241346e-72</td><td>nan</td><td>213833.0</td><td>14.824843637590167</td><td>5.455839775717525e-72</td><td>nan</td><td>213833.0</td><td>14.824843637590167</td><td>2.6524860962159973e-72</td><td>nan</td><td>213833.0</td><td>14.824843637590167</td><td>7.229775887683222e-73</td><td>nan</td></tr>\n",
       "<tr><td>ILTJ112707.30+485634.8</td><td>171.78040287226642</td><td>0.6564073530596481</td><td>48.94300109810122</td><td>0.6932429588324408</td><td>0.35947115048609724</td><td>0.07218366122600181</td><td>0.6203447158630825</td><td>0.10610550358568906</td><td>8.186704959642665</td><td>1.6898145641498088</td><td>7.590247622720921</td><td>1.4827767475286981</td><td>5.568456610653384</td><td>1.6898145641498088</td><td>4.648739394707134</td><td>1.4827767475286981</td><td>33.60756821058856</td><td>113.98995626026309</td><td>33.60756821058569</td><td>113.98995626026309</td><td>0.06661564839305356</td><td>S</td><td>P10Hetdex</td><td>0.0</td><td>1</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>--</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>6.849106763486727e-21</td><td>11.743603798801098</td><td>343133.0</td><td>nan</td><td>0.0</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0</td><td>nan</td><td>nan</td><td>nan</td><td>343026.0</td><td>8.655870050073759</td><td>5.468486155395908e-19</td><td>nan</td><td>343026.0</td><td>8.655870050073759</td><td>5.031232246471916e-17</td><td>nan</td><td>343026.0</td><td>8.655870050073759</td><td>2.3489366422629394e-16</td><td>nan</td><td>343026.0</td><td>8.655870050073759</td><td>5.116378597866463e-16</td><td>nan</td><td>171.78040287226642</td><td>0.6564073530596481</td><td>48.94300109810122</td><td>0.6932429588324408</td><td>0.35947115048609724</td><td>0.07218366122600181</td><td>0.6203447158630825</td><td>0.10610550358568906</td><td>8.186704959642665</td><td>1.6898145641498088</td><td>7.590247622720921</td><td>1.4827767475286981</td><td>5.568456610653384</td><td>1.6898145641498088</td><td>4.648739394707134</td><td>1.4827767475286981</td><td>33.60756821058856</td><td>113.98995626026309</td><td>33.60756821058569</td><td>113.98995626026309</td><td>0.06661564839305356</td><td>S</td><td>P10Hetdex</td><td>0.0</td><td>1</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>--</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>5.047459939631099e-13</td><td>8.655870050073759</td><td>343026.0</td><td>nan</td><td>0.0</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0</td><td>nan</td><td>nan</td><td>nan</td><td>343026.0</td><td>8.655870050073759</td><td>3.438334357169149e-14</td><td>nan</td><td>343026.0</td><td>8.655870050073759</td><td>1.9195841282812548e-14</td><td>nan</td><td>343026.0</td><td>8.655870050073759</td><td>1.25027305420925e-14</td><td>nan</td><td>343026.0</td><td>8.655870050073759</td><td>4.3679198221492486e-15</td><td>nan</td></tr>\n",
       "<tr><td>ILTJ112805.54+472335.9</td><td>172.02309163169488</td><td>1.1972991548868472</td><td>47.393305023592696</td><td>0.6256017497666057</td><td>0.3743754723060815</td><td>0.10299521518405921</td><td>0.5682931222876518</td><td>0.1586837976364165</td><td>8.874321581794263</td><td>2.8237727460028452</td><td>6.1580281700880395</td><td>1.464759807843312</td><td>6.538508935913703</td><td>2.8237727460028452</td><td>1.3860916814680204</td><td>1.464759807843312</td><td>93.3262485106669</td><td>36.77992738331378</td><td>93.32624851066699</td><td>36.77992738331378</td><td>0.09816252713790163</td><td>S</td><td>P11Hetdex12</td><td>0.0</td><td>1</td><td>PSO J112805.484+472335.201</td><td>172.02283673</td><td>47.39311523</td><td>2.3821899837725735</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>N/A</td><td>164871720228922450</td><td>2.8737067432209202</td><td>3.0134875946516115</td><td>22.75389388234437</td><td>1.1385478326280343</td><td>0.3651248171498794</td><td>5.430180501074882</td><td>24.993896618769494</td><td>16.147200331136375</td><td>2.5434732672152953</td><td>1.2749768462797928</td><td>22.88643205648504</td><td>0.5442512567666538</td><td>27.2490899297194</td><td>1.520407265538377</td><td>20.311619994486794</td><td>0.06058041638931616</td><td>22.80889398976872</td><td>8.36654486193382</td><td>20.504739433211924</td><td>0.3982595854673778</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>N/A</td><td>N/A</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>0.0198</td><td>PSO J112805.484+472335.201</td><td>1.0005</td><td>0.0</td><td>1.0005</td><td>0.6557</td><td>1.4005</td><td>0.445</td><td>1.7166</td><td>1.4077</td><td>2.0052</td><td>0.349</td><td>0.22753275</td><td>0.414825</td><td>0.22747505</td><td>6.8541475</td><td>m7iii</td><td>1.1830481220627944</td><td>49.61626084283363</td><td>0.0</td><td>0.9234420281910672</td><td>71784.0</td><td>nan</td><td>0.0</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0</td><td>nan</td><td>nan</td><td>nan</td><td>71784.0</td><td>0.9234420281910672</td><td>1.5274733370549692e-07</td><td>nan</td><td>71784.0</td><td>0.9234420281910672</td><td>4.117468165772281e-05</td><td>nan</td><td>71784.0</td><td>0.9234420281910672</td><td>0.0002678032892415691</td><td>nan</td><td>71784.0</td><td>0.9234420281910672</td><td>0.0007202887228115365</td><td>nan</td><td>172.02309163169488</td><td>1.1972991548868472</td><td>47.393305023592696</td><td>0.6256017497666057</td><td>0.3743754723060815</td><td>0.10299521518405921</td><td>0.5682931222876518</td><td>0.1586837976364165</td><td>8.874321581794263</td><td>2.8237727460028452</td><td>6.1580281700880395</td><td>1.464759807843312</td><td>6.538508935913703</td><td>2.8237727460028452</td><td>1.3860916814680204</td><td>1.464759807843312</td><td>93.3262485106669</td><td>36.77992738331378</td><td>93.32624851066699</td><td>36.77992738331378</td><td>0.09816252713790163</td><td>S</td><td>P11Hetdex12</td><td>0.0</td><td>1</td><td>PSO J112805.484+472335.201</td><td>172.02283673</td><td>47.39311523</td><td>2.3821899837725735</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>N/A</td><td>164871720228922450</td><td>2.8737067432209202</td><td>3.0134875946516115</td><td>22.75389388234437</td><td>1.1385478326280343</td><td>0.3651248171498794</td><td>5.430180501074882</td><td>24.993896618769494</td><td>16.147200331136375</td><td>2.5434732672152953</td><td>1.2749768462797928</td><td>22.88643205648504</td><td>0.5442512567666538</td><td>27.2490899297194</td><td>1.520407265538377</td><td>20.311619994486794</td><td>0.06058041638931616</td><td>22.80889398976872</td><td>8.36654486193382</td><td>20.504739433211924</td><td>0.3982595854673778</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>N/A</td><td>N/A</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>0.0198</td><td>PSO J112805.484+472335.201</td><td>1.0005</td><td>0.0</td><td>1.0005</td><td>0.6557</td><td>1.4005</td><td>0.445</td><td>1.7166</td><td>1.4077</td><td>2.0052</td><td>0.349</td><td>0.22753275</td><td>0.414825</td><td>0.22747505</td><td>6.8541475</td><td>m7iii</td><td>1.1830481220627944</td><td>49.61626084283363</td><td>6.871395211123956</td><td>0.9234420281910672</td><td>71784.0</td><td>71784.0</td><td>0.0</td><td>nan</td><td>nan</td><td>nan</td><td>71784.0</td><td>0.9234420281910672</td><td>6.871395211123956</td><td>1</td><td>nan</td><td>nan</td><td>nan</td><td>71784.0</td><td>0.9234420281910672</td><td>0.5683080492339403</td><td>nan</td><td>71784.0</td><td>0.9234420281910672</td><td>0.3339318063626466</td><td>nan</td><td>71784.0</td><td>0.9234420281910672</td><td>0.3049293959435872</td><td>nan</td><td>71784.0</td><td>0.9234420281910672</td><td>0.23926396837299668</td><td>nan</td></tr>\n",
       "<tr><td>ILTJ112943.32+535635.1</td><td>172.43049937321817</td><td>0.2187403764518118</td><td>53.94308375388031</td><td>0.17958591281062056</td><td>0.8419049288031052</td><td>0.0620617798383109</td><td>0.9369791833873908</td><td>0.10395094770542707</td><td>6.6621903831171725</td><td>0.5154402057817491</td><td>6.014841441170365</td><td>0.42245968979645854</td><td>2.894884822164306</td><td>0.5154402057817491</td><td>0.41331638570891194</td><td>0.42245968979645854</td><td>85.36651277311924</td><td>29.82416856790075</td><td>85.36651277311877</td><td>29.82416856790075</td><td>0.06067195499781519</td><td>S</td><td>P173+55</td><td>0.84</td><td>1</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>--</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>4.2019000261597875e-63</td><td>11.696041498129912</td><td>1141699.0</td><td>nan</td><td>1.608909823201199e-63</td><td>11.696041498129912</td><td>1141699.0</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0</td><td>nan</td><td>nan</td><td>nan</td><td>1141714.0</td><td>4.605837215891308</td><td>7.523155516796111e-14</td><td>nan</td><td>1141714.0</td><td>4.605837215891308</td><td>2.5605965654516573e-12</td><td>nan</td><td>1141714.0</td><td>4.605837215891308</td><td>8.563800658296388e-12</td><td>nan</td><td>1141714.0</td><td>4.605837215891308</td><td>1.5300820158727526e-11</td><td>nan</td><td>172.43049937321817</td><td>0.2187403764518118</td><td>53.94308375388031</td><td>0.17958591281062056</td><td>0.8419049288031052</td><td>0.0620617798383109</td><td>0.9369791833873908</td><td>0.10395094770542707</td><td>6.6621903831171725</td><td>0.5154402057817491</td><td>6.014841441170365</td><td>0.42245968979645854</td><td>2.894884822164306</td><td>0.5154402057817491</td><td>0.41331638570891194</td><td>0.42245968979645854</td><td>85.36651277311924</td><td>29.82416856790075</td><td>85.36651277311877</td><td>29.82416856790075</td><td>0.06067195499781519</td><td>S</td><td>P173+55</td><td>0.84</td><td>1</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>--</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>2.9300508210849675e-09</td><td>4.605837215891308</td><td>1141714.0</td><td>nan</td><td>1.775213899342356e-63</td><td>11.696041498129912</td><td>1141699.0</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0</td><td>nan</td><td>nan</td><td>nan</td><td>1141714.0</td><td>4.605837215891308</td><td>2.1603878768909606e-10</td><td>nan</td><td>1141714.0</td><td>4.605837215891308</td><td>1.3147399760811756e-10</td><td>nan</td><td>1141714.0</td><td>4.605837215891308</td><td>6.294030734219475e-11</td><td>nan</td><td>1141714.0</td><td>4.605837215891308</td><td>1.837842262269153e-11</td><td>nan</td></tr>\n",
       "<tr><td>ILTJ112952.56+542601.8</td><td>172.46900404706747</td><td>0.05794154030995583</td><td>54.43384925987876</td><td>0.05425555362538816</td><td>3.8924030852058817</td><td>0.08179657983690197</td><td>4.267697122017966</td><td>0.13748308845838197</td><td>6.389631468366642</td><td>0.13643877558628353</td><td>6.177839999748982</td><td>0.12776424301239542</td><td>2.196076987958801</td><td>0.13643877558628353</td><td>1.4712836892276302</td><td>0.12776424301239542</td><td>87.90775753461294</td><td>24.821675870054886</td><td>87.90775753461247</td><td>24.821675870054886</td><td>0.08007979340618476</td><td>S</td><td>P173+55</td><td>1.0</td><td>1</td><td>PSO J112952.533+542602.234</td><td>172.46886358</td><td>54.43389909</td><td>12.900199078879897</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>N/A</td><td>173321724689021449</td><td>-0.031490198892925036</td><td>0.82172300608363</td><td>nan</td><td>nan</td><td>4.794178783554373</td><td>3.0609526914200678</td><td>22.198214435943985</td><td>0.693213021076087</td><td>2.626556015082518</td><td>1.1817010466778282</td><td>22.851533332020033</td><td>0.4884782971355691</td><td>-0.2062530057855838</td><td>11.26000006479444</td><td>nan</td><td>nan</td><td>2.3403878939550338</td><td>5.742649542255119</td><td>22.976780392539563</td><td>2.664089373974465</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>N/A</td><td>N/A</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>0.01303</td><td>PSO J112952.533+542602.234</td><td>1.1658</td><td>0.0</td><td>1.1658</td><td>0.3305</td><td>2.0597</td><td>0.797</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0.210890025</td><td>0.30293825</td><td>0.25133875</td><td>0.42064225</td><td>k3i</td><td>nan</td><td>nan</td><td>0.0</td><td>0.34451430205515665</td><td>1204478.0</td><td>nan</td><td>5.500450269131743e-27</td><td>9.588076952257422</td><td>2964410.0</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0</td><td>nan</td><td>nan</td><td>nan</td><td>1204478.0</td><td>0.34451430205515665</td><td>7.298865674771464e-14</td><td>nan</td><td>1204478.0</td><td>0.34451430205515665</td><td>6.416365549293293e-10</td><td>nan</td><td>1204478.0</td><td>0.34451430205515665</td><td>1.1144110166451029e-08</td><td>nan</td><td>1204478.0</td><td>0.34451430205515665</td><td>5.974721164678602e-08</td><td>nan</td><td>172.46900404706747</td><td>0.05794154030995583</td><td>54.43384925987876</td><td>0.05425555362538816</td><td>3.8924030852058817</td><td>0.08179657983690197</td><td>4.267697122017966</td><td>0.13748308845838197</td><td>6.389631468366642</td><td>0.13643877558628353</td><td>6.177839999748982</td><td>0.12776424301239542</td><td>2.196076987958801</td><td>0.13643877558628353</td><td>1.4712836892276302</td><td>0.12776424301239542</td><td>87.90775753461294</td><td>24.821675870054886</td><td>87.90775753461247</td><td>24.821675870054886</td><td>0.08007979340618476</td><td>S</td><td>P173+55</td><td>1.0</td><td>1</td><td>PSO J112952.533+542602.234</td><td>172.46886358</td><td>54.43389909</td><td>12.900199078879897</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>N/A</td><td>173321724689021449</td><td>-0.031490198892925036</td><td>0.82172300608363</td><td>nan</td><td>nan</td><td>4.794178783554373</td><td>3.0609526914200678</td><td>22.198214435943985</td><td>0.693213021076087</td><td>2.626556015082518</td><td>1.1817010466778282</td><td>22.851533332020033</td><td>0.4884782971355691</td><td>-0.2062530057855838</td><td>11.26000006479444</td><td>nan</td><td>nan</td><td>2.3403878939550338</td><td>5.742649542255119</td><td>22.976780392539563</td><td>2.664089373974465</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>N/A</td><td>N/A</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>0.01303</td><td>PSO J112952.533+542602.234</td><td>1.1658</td><td>0.0</td><td>1.1658</td><td>0.3305</td><td>2.0597</td><td>0.797</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0.210890025</td><td>0.30293825</td><td>0.25133875</td><td>0.42064225</td><td>k3i</td><td>nan</td><td>nan</td><td>32.353794634705935</td><td>0.34451430205515665</td><td>1204478.0</td><td>1204478.0</td><td>7.132546968085311e-27</td><td>9.588076952257422</td><td>2964410.0</td><td>nan</td><td>1204478.0</td><td>0.34451430205515665</td><td>32.353794634705935</td><td>1</td><td>1.0</td><td>nan</td><td>28.353779889468665</td><td>1204478.0</td><td>0.34451430205515665</td><td>5.469046081932851</td><td>1204478.0</td><td>1204478.0</td><td>0.34451430205515665</td><td>5.332420064633383</td><td>1204478.0</td><td>1204478.0</td><td>0.34451430205515665</td><td>5.332329978812386</td><td>1204478.0</td><td>1204478.0</td><td>0.34451430205515665</td><td>5.331227379293684</td><td>1204478.0</td></tr>\n",
       "<tr><td>ILTJ113100.34+521519.4</td><td>172.75141578407556</td><td>0.01816120090647731</td><td>52.255402677951935</td><td>0.01775459704373639</td><td>30.793470560015876</td><td>0.173856460605748</td><td>39.43933287387419</td><td>0.48754109780569826</td><td>6.972205760745306</td><td>0.04477636425523782</td><td>6.536076236565688</td><td>0.03964872353057624</td><td>3.551287777862214</td><td>0.04477636425523782</td><td>2.592287042863238</td><td>0.03964872353057624</td><td>39.76205459862572</td><td>4.055529016270891</td><td>39.762054598620736</td><td>4.055529016270891</td><td>0.173856460605748</td><td>M</td><td>P12Hetdex11</td><td>1.0</td><td>1</td><td>PSO J113100.067+521520.256</td><td>172.75026101</td><td>52.25573059</td><td>4.417931441479582</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>N/A</td><td>170701727502497585</td><td>2.297080007260191</td><td>0.4961221617212289</td><td>22.997059695179072</td><td>0.23449674859435235</td><td>0.9454134968039691</td><td>1.4940912704533493</td><td>23.960945504909166</td><td>1.7158513084784441</td><td>6.178341121915792</td><td>0.9557515432596742</td><td>21.92282029217617</td><td>0.16795674320888157</td><td>3.2569586724164927</td><td>2.060366639725892</td><td>22.61796938041875</td><td>0.6868415846881173</td><td>-7.840370017220266</td><td>12.099900231987704</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>N/A</td><td>N/A</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>0.01751</td><td>PSO J113100.067+521520.256</td><td>0.9267</td><td>0.0</td><td>0.9267</td><td>0.2874</td><td>1.642</td><td>0.798</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0.37669625</td><td>0.74532075</td><td>1.000556</td><td>1.98304625</td><td>k0iii</td><td>0.9000479761726893</td><td>22.832365620210567</td><td>0.0</td><td>2.8052552784721563</td><td>907030.0</td><td>nan</td><td>1.7175805864782655e-62</td><td>13.547806367106672</td><td>3395687.0</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0</td><td>nan</td><td>nan</td><td>nan</td><td>907030.0</td><td>2.8052552784721563</td><td>3.4226332495282415e-11</td><td>nan</td><td>907030.0</td><td>2.8052552784721563</td><td>9.82592158176422e-09</td><td>nan</td><td>907030.0</td><td>2.8052552784721563</td><td>6.5116628053809e-08</td><td>nan</td><td>907030.0</td><td>2.8052552784721563</td><td>1.7731196786353556e-07</td><td>nan</td><td>172.75141578407556</td><td>0.01816120090647731</td><td>52.255402677951935</td><td>0.01775459704373639</td><td>30.793470560015876</td><td>0.173856460605748</td><td>39.43933287387419</td><td>0.48754109780569826</td><td>6.972205760745306</td><td>0.04477636425523782</td><td>6.536076236565688</td><td>0.03964872353057624</td><td>3.551287777862214</td><td>0.04477636425523782</td><td>2.592287042863238</td><td>0.03964872353057624</td><td>39.76205459862572</td><td>4.055529016270891</td><td>39.762054598620736</td><td>4.055529016270891</td><td>0.173856460605748</td><td>M</td><td>P12Hetdex11</td><td>1.0</td><td>1</td><td>PSO J113100.067+521520.256</td><td>172.75026101</td><td>52.25573059</td><td>4.417931441479582</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>N/A</td><td>170701727502497585</td><td>2.297080007260191</td><td>0.4961221617212289</td><td>22.997059695179072</td><td>0.23449674859435235</td><td>0.9454134968039691</td><td>1.4940912704533493</td><td>23.960945504909166</td><td>1.7158513084784441</td><td>6.178341121915792</td><td>0.9557515432596742</td><td>21.92282029217617</td><td>0.16795674320888157</td><td>3.2569586724164927</td><td>2.060366639725892</td><td>22.61796938041875</td><td>0.6868415846881173</td><td>-7.840370017220266</td><td>12.099900231987704</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>N/A</td><td>N/A</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>0.01751</td><td>PSO J113100.067+521520.256</td><td>0.9267</td><td>0.0</td><td>0.9267</td><td>0.2874</td><td>1.642</td><td>0.798</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0.37669625</td><td>0.74532075</td><td>1.000556</td><td>1.98304625</td><td>k0iii</td><td>0.9000479761726893</td><td>22.832365620210567</td><td>0.0019601071162657253</td><td>2.8052552784721563</td><td>907030.0</td><td>nan</td><td>2.2369767386675958e-62</td><td>13.547806367106672</td><td>3395687.0</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0</td><td>nan</td><td>nan</td><td>nan</td><td>907030.0</td><td>2.8052552784721563</td><td>0.00016545188962734773</td><td>nan</td><td>907030.0</td><td>2.8052552784721563</td><td>9.834611099720348e-05</td><td>nan</td><td>907030.0</td><td>2.8052552784721563</td><td>9.072482986815576e-05</td><td>nan</td><td>907030.0</td><td>2.8052552784721563</td><td>7.28739803907416e-05</td><td>nan</td></tr>\n",
       "<tr><td>ILTJ113131.26+545036.4</td><td>172.88026957877187</td><td>0.042701088069526806</td><td>54.84344640720439</td><td>0.044839157884318366</td><td>4.010610140085787</td><td>0.06500184175630404</td><td>4.491743499091287</td><td>0.10852200796774827</td><td>6.490807108145192</td><td>0.10740173962497192</td><td>6.211842350140485</td><td>0.09861392428613673</td><td>2.475812570461536</td><td>0.10740173962497192</td><td>1.6080745836259265</td><td>0.09861392428613673</td><td>26.91313775741677</td><td>14.706448561281066</td><td>26.913137757409903</td><td>14.706448561281066</td><td>0.0633615636616014</td><td>S</td><td>P173+55</td><td>1.0</td><td>1</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>--</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>9.153301180291262e-132</td><td>14.97581211361578</td><td>1304703.0</td><td>nan</td><td>1.6393236726093835e-131</td><td>14.97581211361578</td><td>1304703.0</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0</td><td>nan</td><td>nan</td><td>nan</td><td>1304749.0</td><td>8.480243170623837</td><td>3.7332105764821934e-47</td><td>nan</td><td>1304749.0</td><td>8.480243170623837</td><td>2.7070603052405334e-45</td><td>nan</td><td>1304749.0</td><td>8.480243170623837</td><td>1.1701205931585062e-44</td><td>nan</td><td>1304749.0</td><td>8.480243170623837</td><td>2.431895814021763e-44</td><td>nan</td><td>172.88026957877187</td><td>0.042701088069526806</td><td>54.84344640720439</td><td>0.044839157884318366</td><td>4.010610140085787</td><td>0.06500184175630404</td><td>4.491743499091287</td><td>0.10852200796774827</td><td>6.490807108145192</td><td>0.10740173962497192</td><td>6.211842350140485</td><td>0.09861392428613673</td><td>2.475812570461536</td><td>0.10740173962497192</td><td>1.6080745836259265</td><td>0.09861392428613673</td><td>26.91313775741677</td><td>14.706448561281066</td><td>26.913137757409903</td><td>14.706448561281066</td><td>0.0633615636616014</td><td>S</td><td>P173+55</td><td>1.0</td><td>1</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>--</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>1.5628634815873734e-41</td><td>8.480243170623837</td><td>1304749.0</td><td>nan</td><td>1.50394497367952e-131</td><td>14.97581211361578</td><td>1304703.0</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0</td><td>nan</td><td>nan</td><td>nan</td><td>1304749.0</td><td>8.480243170623837</td><td>1.0698653387075325e-42</td><td>nan</td><td>1304749.0</td><td>8.480243170623837</td><td>6.095600722756543e-43</td><td>nan</td><td>1304749.0</td><td>8.480243170623837</td><td>3.620419089476325e-43</td><td>nan</td><td>1304749.0</td><td>8.480243170623837</td><td>1.0221145247018128e-43</td><td>nan</td></tr>\n",
       "<tr><td>ILTJ113141.95+492751.7</td><td>172.9248091126324</td><td>0.5941907205793362</td><td>49.46437226015225</td><td>0.4129318938959453</td><td>0.41369747434138426</td><td>0.06611439314750117</td><td>0.4838583051759673</td><td>0.11145721688996191</td><td>8.018873328844675</td><td>1.5574990356647465</td><td>5.251886549347432</td><td>0.6906009846456349</td><td>5.318684991282263</td><td>1.5574990356647465</td><td>0.0</td><td>0.6906009846456349</td><td>118.01558160942123</td><td>17.32622884118737</td><td>118.01558160942193</td><td>17.32622884118737</td><td>0.06601797940675169</td><td>S</td><td>P14Hetdex04</td><td>0.0</td><td>1</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>--</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>0.0</td><td>4.915840896960747</td><td>433812.0</td><td>nan</td><td>0.0</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0</td><td>nan</td><td>nan</td><td>nan</td><td>433812.0</td><td>4.915840896960747</td><td>3.201571947139515e-13</td><td>nan</td><td>433812.0</td><td>4.915840896960747</td><td>1.0787729161198615e-11</td><td>nan</td><td>433812.0</td><td>4.915840896960747</td><td>3.595184070922353e-11</td><td>nan</td><td>433812.0</td><td>4.915840896960747</td><td>6.410450193837766e-11</td><td>nan</td><td>172.9248091126324</td><td>0.5941907205793362</td><td>49.46437226015225</td><td>0.4129318938959453</td><td>0.41369747434138426</td><td>0.06611439314750117</td><td>0.4838583051759673</td><td>0.11145721688996191</td><td>8.018873328844675</td><td>1.5574990356647465</td><td>5.251886549347432</td><td>0.6906009846456349</td><td>5.318684991282263</td><td>1.5574990356647465</td><td>0.0</td><td>0.6906009846456349</td><td>118.01558160942123</td><td>17.32622884118737</td><td>118.01558160942193</td><td>17.32622884118737</td><td>0.06601797940675169</td><td>S</td><td>P14Hetdex04</td><td>0.0</td><td>1</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>--</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>1.2100536132110481e-08</td><td>4.915840896960747</td><td>433812.0</td><td>nan</td><td>0.0</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0</td><td>nan</td><td>nan</td><td>nan</td><td>433812.0</td><td>4.915840896960747</td><td>8.932808776740174e-10</td><td>nan</td><td>433812.0</td><td>4.915840896960747</td><td>5.440198799814542e-10</td><td>nan</td><td>433812.0</td><td>4.915840896960747</td><td>2.600694875728209e-10</td><td>nan</td><td>433812.0</td><td>4.915840896960747</td><td>7.656632384190046e-11</td><td>nan</td></tr>\n",
       "<tr><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n",
       "<tr><td>ILTJ122457.12+500558.6</td><td>186.23799443776502</td><td>0.5934774117694828</td><td>50.09962113899012</td><td>0.602148210068558</td><td>0.34581709529545074</td><td>0.0643791228125216</td><td>0.5014066399488031</td><td>0.09985356422805529</td><td>8.139975177891477</td><td>1.6706254963728575</td><td>6.41310994028857</td><td>1.0829536117818706</td><td>5.500766749088315</td><td>1.6706254963728575</td><td>2.2630007969685506</td><td>1.0829536117818706</td><td>135.1266288805212</td><td>35.17128540009035</td><td>135.12662888052236</td><td>35.17128540009035</td><td>0.06082066101953387</td><td>S</td><td>P26Hetdex03</td><td>0.0</td><td>1</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>--</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>5.964445504847836e-16</td><td>9.582393850720575</td><td>2105614.0</td><td>nan</td><td>0.0</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0</td><td>nan</td><td>nan</td><td>nan</td><td>2105614.0</td><td>9.582393850720575</td><td>1.2737823325070743e-16</td><td>nan</td><td>2105614.0</td><td>9.582393850720575</td><td>1.1945277155040809e-16</td><td>nan</td><td>2105614.0</td><td>9.582393850720575</td><td>1.1857538840960523e-16</td><td>nan</td><td>2105614.0</td><td>9.582393850720575</td><td>1.1857113180282023e-16</td><td>nan</td><td>186.23799443776502</td><td>0.5934774117694828</td><td>50.09962113899012</td><td>0.602148210068558</td><td>0.34581709529545074</td><td>0.0643791228125216</td><td>0.5014066399488031</td><td>0.09985356422805529</td><td>8.139975177891477</td><td>1.6706254963728575</td><td>6.41310994028857</td><td>1.0829536117818706</td><td>5.500766749088315</td><td>1.6706254963728575</td><td>2.2630007969685506</td><td>1.0829536117818706</td><td>135.1266288805212</td><td>35.17128540009035</td><td>135.12662888052236</td><td>35.17128540009035</td><td>0.06082066101953387</td><td>S</td><td>P26Hetdex03</td><td>0.0</td><td>1</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>--</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>1.100168985814171e-11</td><td>8.68893345505267</td><td>2062972.0</td><td>nan</td><td>0.0</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0</td><td>nan</td><td>nan</td><td>nan</td><td>2062972.0</td><td>8.68893345505267</td><td>1.3943844352394215e-12</td><td>nan</td><td>2062972.0</td><td>8.68893345505267</td><td>1.0656127037963843e-12</td><td>nan</td><td>2062972.0</td><td>8.68893345505267</td><td>1.0585875790945938e-12</td><td>nan</td><td>2062972.0</td><td>8.68893345505267</td><td>1.0290247499580389e-12</td><td>nan</td></tr>\n",
       "<tr><td>ILTJ122458.51+482655.7</td><td>186.24379668660578</td><td>0.5296670597751062</td><td>48.448820695969715</td><td>0.2852548664438797</td><td>0.31606680081047306</td><td>0.05187999845443276</td><td>0.259917275247918</td><td>0.09841575438100897</td><td>6.4355840887324325</td><td>1.2696737223306085</td><td>4.601066291830615</td><td>0.6283425568562342</td><td>0.0</td><td>1.2696737223306085</td><td>0.0</td><td>0.6283425568562342</td><td>103.12671469645531</td><td>23.352058770004113</td><td>0.0</td><td>23.352058770004113</td><td>0.05602557212114334</td><td>S</td><td>P23Hetdex20</td><td>0.0</td><td>1</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>--</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>3.862448507718518e-54</td><td>12.023205879066728</td><td>1835606.0</td><td>nan</td><td>2.6015448382969307e-53</td><td>12.023205879066728</td><td>1835606.0</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0</td><td>nan</td><td>nan</td><td>nan</td><td>1835853.0</td><td>9.244332985762549</td><td>2.423003668736005e-35</td><td>nan</td><td>1835853.0</td><td>9.244332985762549</td><td>3.625585826537212e-31</td><td>nan</td><td>1835853.0</td><td>9.244332985762549</td><td>7.293775266283799e-30</td><td>nan</td><td>1835853.0</td><td>9.244332985762549</td><td>4.3522189076828753e-29</td><td>nan</td><td>186.24379668660578</td><td>0.5296670597751062</td><td>48.448820695969715</td><td>0.2852548664438797</td><td>0.31606680081047306</td><td>0.05187999845443276</td><td>0.259917275247918</td><td>0.09841575438100897</td><td>6.4355840887324325</td><td>1.2696737223306085</td><td>4.601066291830615</td><td>0.6283425568562342</td><td>0.0</td><td>1.2696737223306085</td><td>0.0</td><td>0.6283425568562342</td><td>103.12671469645531</td><td>23.352058770004113</td><td>0.0</td><td>23.352058770004113</td><td>0.05602557212114334</td><td>S</td><td>P23Hetdex20</td><td>0.0</td><td>1</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>--</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>2.0903594127526636e-19</td><td>9.244332985762549</td><td>1835853.0</td><td>nan</td><td>2.499303113325556e-53</td><td>12.023205879066728</td><td>1835606.0</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0</td><td>nan</td><td>nan</td><td>nan</td><td>1835853.0</td><td>9.244332985762549</td><td>3.2800081116621207e-20</td><td>nan</td><td>1835853.0</td><td>9.244332985762549</td><td>3.2411434095939e-20</td><td>nan</td><td>1835853.0</td><td>9.244332985762549</td><td>3.2411320093648386e-20</td><td>nan</td><td>1835853.0</td><td>9.244332985762549</td><td>3.240955161368489e-20</td><td>nan</td></tr>\n",
       "<tr><td>ILTJ122535.50+465023.4</td><td>186.39791708479612</td><td>1.2617404745784506</td><td>46.83985140562655</td><td>0.9962043992395466</td><td>0.2842405015360681</td><td>0.07814892463460901</td><td>0.5888704632238545</td><td>0.1106552219392487</td><td>10.735788927434488</td><td>3.40418057565091</td><td>6.948136838394461</td><td>1.656394692497334</td><td>8.902042216890653</td><td>3.40418057565091</td><td>3.5037790480361464</td><td>1.656394692497334</td><td>56.85714242271455</td><td>34.057414017458434</td><td>56.85714242271413</td><td>34.057414017458434</td><td>0.07405978976748884</td><td>S</td><td>P23Hetdex20</td><td>0.0</td><td>1</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>--</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>9.922676509379327e-07</td><td>10.342846048653838</td><td>1498037.0</td><td>nan</td><td>5.027955453092677e-18</td><td>11.549838342823323</td><td>3438638.0</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0</td><td>nan</td><td>nan</td><td>nan</td><td>1498037.0</td><td>10.342846048653838</td><td>2.804973449355146e-07</td><td>nan</td><td>1498037.0</td><td>10.342846048653838</td><td>2.7496048692246026e-07</td><td>nan</td><td>1498037.0</td><td>10.342846048653838</td><td>2.735866397564916e-07</td><td>nan</td><td>1498037.0</td><td>10.342846048653838</td><td>2.7395363761415283e-07</td><td>nan</td><td>186.39791708479612</td><td>1.2617404745784506</td><td>46.83985140562655</td><td>0.9962043992395466</td><td>0.2842405015360681</td><td>0.07814892463460901</td><td>0.5888704632238545</td><td>0.1106552219392487</td><td>10.735788927434488</td><td>3.40418057565091</td><td>6.948136838394461</td><td>1.656394692497334</td><td>8.902042216890653</td><td>3.40418057565091</td><td>3.5037790480361464</td><td>1.656394692497334</td><td>56.85714242271455</td><td>34.057414017458434</td><td>56.85714242271413</td><td>34.057414017458434</td><td>0.07405978976748884</td><td>S</td><td>P23Hetdex20</td><td>0.0</td><td>1</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>--</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>0.0048675191832504745</td><td>4.79032643158851</td><td>1497987.0</td><td>nan</td><td>5.755412013114021e-18</td><td>11.549838342823323</td><td>3438638.0</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0</td><td>nan</td><td>nan</td><td>nan</td><td>1497987.0</td><td>4.79032643158851</td><td>0.0008329999215929661</td><td>nan</td><td>1497987.0</td><td>4.79032643158851</td><td>0.0007948400288746062</td><td>nan</td><td>1497987.0</td><td>4.79032643158851</td><td>0.000794788286400298</td><td>nan</td><td>1497987.0</td><td>4.79032643158851</td><td>0.0007942766576444679</td><td>nan</td></tr>\n",
       "<tr><td>ILTJ122603.92+485545.1</td><td>186.51635199932792</td><td>0.3463297444556275</td><td>48.92921549563587</td><td>0.2314231810990761</td><td>0.48688972498478394</td><td>0.05464079428774745</td><td>0.4771714558596769</td><td>0.0959376973002382</td><td>6.567059635403186</td><td>0.8155732499338675</td><td>5.373311493685496</td><td>0.5449075088053301</td><td>0.0</td><td>0.8155732499338675</td><td>0.0</td><td>0.5449075088053301</td><td>89.68755401409702</td><td>24.184996409755914</td><td>0.0</td><td>24.184996409755914</td><td>0.05533658622880466</td><td>S</td><td>P26Hetdex03</td><td>0.59</td><td>1</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>--</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>1.534020591502206e-59</td><td>12.46867608154677</td><td>1897077.0</td><td>nan</td><td>2.8239507399695072e-59</td><td>12.46867608154677</td><td>1897077.0</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0</td><td>nan</td><td>nan</td><td>nan</td><td>1897184.0</td><td>7.8802754257606615</td><td>1.1411829554220124e-38</td><td>nan</td><td>1897184.0</td><td>7.8802754257606615</td><td>5.619628101288247e-35</td><td>nan</td><td>1897184.0</td><td>7.8802754257606615</td><td>8.31474651250763e-34</td><td>nan</td><td>1897184.0</td><td>7.8802754257606615</td><td>3.9677659849396246e-33</td><td>nan</td><td>186.51635199932792</td><td>0.3463297444556275</td><td>48.92921549563587</td><td>0.2314231810990761</td><td>0.48688972498478394</td><td>0.05464079428774745</td><td>0.4771714558596769</td><td>0.0959376973002382</td><td>6.567059635403186</td><td>0.8155732499338675</td><td>5.373311493685496</td><td>0.5449075088053301</td><td>0.0</td><td>0.8155732499338675</td><td>0.0</td><td>0.5449075088053301</td><td>89.68755401409702</td><td>24.184996409755914</td><td>0.0</td><td>24.184996409755914</td><td>0.05533658622880466</td><td>S</td><td>P26Hetdex03</td><td>0.59</td><td>1</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>--</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>2.313080799842532e-25</td><td>7.8802754257606615</td><td>1897184.0</td><td>nan</td><td>2.6724138992103496e-59</td><td>12.46867608154677</td><td>1897077.0</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0</td><td>nan</td><td>nan</td><td>nan</td><td>1897184.0</td><td>7.8802754257606615</td><td>3.947696232834154e-26</td><td>nan</td><td>1897184.0</td><td>7.8802754257606615</td><td>3.743339796910367e-26</td><td>nan</td><td>1897184.0</td><td>7.8802754257606615</td><td>3.7430131171314537e-26</td><td>nan</td><td>1897184.0</td><td>7.8802754257606615</td><td>3.7399404016599675e-26</td><td>nan</td></tr>\n",
       "<tr><td>ILTJ122806.71+474427.5</td><td>187.0279424761365</td><td>0.35632375496447233</td><td>47.74099309429213</td><td>0.28323416771131915</td><td>0.44545686824635816</td><td>0.05844147848017851</td><td>0.39895507006605874</td><td>0.10541441033678017</td><td>6.055194549492724</td><td>0.8498197542986232</td><td>5.325839079971101</td><td>0.6531612285806176</td><td>0.0</td><td>0.8498197542986232</td><td>0.0</td><td>0.6531612285806176</td><td>105.66430567286511</td><td>45.24216855306409</td><td>0.0</td><td>45.24216855306409</td><td>0.060396640037652105</td><td>S</td><td>P23Hetdex20</td><td>0.0</td><td>1</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>--</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>0.0</td><td>13.523411351988333</td><td>1658801.0</td><td>nan</td><td>0.0</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0</td><td>nan</td><td>nan</td><td>nan</td><td>1658801.0</td><td>13.523411351988333</td><td>1.36525655998337e-76</td><td>nan</td><td>1658801.0</td><td>13.523411351988333</td><td>4.403654268360265e-75</td><td>nan</td><td>1658801.0</td><td>13.523411351988333</td><td>1.4444517105772218e-74</td><td>nan</td><td>1658801.0</td><td>13.523411351988333</td><td>2.5518045514525142e-74</td><td>nan</td><td>187.0279424761365</td><td>0.35632375496447233</td><td>47.74099309429213</td><td>0.28323416771131915</td><td>0.44545686824635816</td><td>0.05844147848017851</td><td>0.39895507006605874</td><td>0.10541441033678017</td><td>6.055194549492724</td><td>0.8498197542986232</td><td>5.325839079971101</td><td>0.6531612285806176</td><td>0.0</td><td>0.8498197542986232</td><td>0.0</td><td>0.6531612285806176</td><td>105.66430567286511</td><td>45.24216855306409</td><td>0.0</td><td>45.24216855306409</td><td>0.060396640037652105</td><td>S</td><td>P23Hetdex20</td><td>0.0</td><td>1</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>--</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>4.4964190980885443e-72</td><td>13.523411351988333</td><td>1658801.0</td><td>nan</td><td>0.0</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0</td><td>nan</td><td>nan</td><td>nan</td><td>1658801.0</td><td>13.523411351988333</td><td>3.3394179314769016e-73</td><td>nan</td><td>1658801.0</td><td>13.523411351988333</td><td>2.041141276292504e-73</td><td>nan</td><td>1658801.0</td><td>13.523411351988333</td><td>9.689543709748526e-74</td><td>nan</td><td>1658801.0</td><td>13.523411351988333</td><td>2.968853071710144e-74</td><td>nan</td></tr>\n",
       "<tr><td>ILTJ122856.93+482611.3</td><td>187.2372012735029</td><td>0.16513975495534933</td><td>48.4364717132933</td><td>0.18530065295094345</td><td>0.803019111787527</td><td>0.055975481597757566</td><td>0.7783096143223521</td><td>0.09803330480272596</td><td>6.086935582278885</td><td>0.43724981228197063</td><td>5.733831470104555</td><td>0.3878447554015899</td><td>0.0</td><td>0.43724981228197063</td><td>0.0</td><td>0.3878447554015899</td><td>8.176915753073022</td><td>48.69897134825486</td><td>0.0</td><td>48.69897134825486</td><td>0.05646237696055323</td><td>S</td><td>P26Hetdex03</td><td>1.0</td><td>1</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>--</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>1.7589653244281253e-103</td><td>14.479296960717587</td><td>1821077.0</td><td>nan</td><td>5.200012714544903e-103</td><td>14.479296960717587</td><td>1821077.0</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0</td><td>nan</td><td>nan</td><td>nan</td><td>1821043.0</td><td>6.750258401560421</td><td>4.814439119912543e-31</td><td>nan</td><td>1821043.0</td><td>6.750258401560421</td><td>2.587871625148471e-28</td><td>nan</td><td>1821043.0</td><td>6.750258401560421</td><td>2.0595323447878427e-27</td><td>nan</td><td>1821043.0</td><td>6.750258401560421</td><td>6.341085663050734e-27</td><td>nan</td><td>187.2372012735029</td><td>0.16513975495534933</td><td>48.4364717132933</td><td>0.18530065295094345</td><td>0.803019111787527</td><td>0.055975481597757566</td><td>0.7783096143223521</td><td>0.09803330480272596</td><td>6.086935582278885</td><td>0.43724981228197063</td><td>5.733831470104555</td><td>0.3878447554015899</td><td>0.0</td><td>0.43724981228197063</td><td>0.0</td><td>0.3878447554015899</td><td>8.176915753073022</td><td>48.69897134825486</td><td>0.0</td><td>48.69897134825486</td><td>0.05646237696055323</td><td>S</td><td>P26Hetdex03</td><td>1.0</td><td>1</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>--</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>3.4223324601356416e-22</td><td>6.750258401560421</td><td>1821043.0</td><td>nan</td><td>5.360852413435648e-103</td><td>14.479296960717587</td><td>1821077.0</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0</td><td>nan</td><td>nan</td><td>nan</td><td>1821043.0</td><td>6.750258401560421</td><td>3.64180445874232e-23</td><td>nan</td><td>1821043.0</td><td>6.750258401560421</td><td>2.496131920995703e-23</td><td>nan</td><td>1821043.0</td><td>6.750258401560421</td><td>2.4438116145424056e-23</td><td>nan</td><td>1821043.0</td><td>6.750258401560421</td><td>2.2732150107541296e-23</td><td>nan</td></tr>\n",
       "<tr><td>ILTJ123025.53+551006.9</td><td>187.60639393821202</td><td>0.7127190853564798</td><td>55.16860428649329</td><td>0.46288971691602016</td><td>0.45458164360112974</td><td>0.08165110090564415</td><td>0.5306323119868824</td><td>0.13884463474119885</td><td>8.279423654656508</td><td>1.8644190100837401</td><td>5.075741168927464</td><td>0.7272041546993848</td><td>0.0</td><td>1.8644190100837401</td><td>0.0</td><td>0.7272041546993848</td><td>118.67080462124248</td><td>19.045022457440318</td><td>0.0</td><td>19.045022457440318</td><td>0.082471473433543</td><td>S</td><td>P187+55</td><td>1.0</td><td>1</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>--</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>0.0</td><td>9.658364147656176</td><td>2790574.0</td><td>nan</td><td>0.0</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0</td><td>nan</td><td>nan</td><td>nan</td><td>2790574.0</td><td>9.658364147656176</td><td>3.0284628124665625e-20</td><td>nan</td><td>2790574.0</td><td>9.658364147656176</td><td>9.317305687310864e-18</td><td>nan</td><td>2790574.0</td><td>9.658364147656176</td><td>6.301873181691462e-17</td><td>nan</td><td>2790574.0</td><td>9.658364147656176</td><td>1.7392844167088866e-16</td><td>nan</td><td>187.60639393821202</td><td>0.7127190853564798</td><td>55.16860428649329</td><td>0.46288971691602016</td><td>0.45458164360112974</td><td>0.08165110090564415</td><td>0.5306323119868824</td><td>0.13884463474119885</td><td>8.279423654656508</td><td>1.8644190100837401</td><td>5.075741168927464</td><td>0.7272041546993848</td><td>0.0</td><td>1.8644190100837401</td><td>0.0</td><td>0.7272041546993848</td><td>118.67080462124248</td><td>19.045022457440318</td><td>0.0</td><td>19.045022457440318</td><td>0.082471473433543</td><td>S</td><td>P187+55</td><td>1.0</td><td>1</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>--</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>2.270957431860298e-12</td><td>9.658364147656176</td><td>2790574.0</td><td>nan</td><td>0.0</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0</td><td>nan</td><td>nan</td><td>nan</td><td>2790574.0</td><td>9.658364147656176</td><td>1.9644266881826352e-13</td><td>nan</td><td>2790574.0</td><td>9.658364147656176</td><td>1.1847011918828074e-13</td><td>nan</td><td>2790574.0</td><td>9.658364147656176</td><td>1.1043873867839741e-13</td><td>nan</td><td>2790574.0</td><td>9.658364147656176</td><td>9.091057190231567e-14</td><td>nan</td></tr>\n",
       "<tr><td>ILTJ123313.65+500715.8</td><td>188.3068840334022</td><td>0.4420877695361416</td><td>50.12105459752698</td><td>0.3784666764905028</td><td>0.3226245856365704</td><td>0.053727989334862565</td><td>0.28429790603703986</td><td>0.09774659072324185</td><td>6.153221833869979</td><td>1.1255746381947707</td><td>5.155936118913381</td><td>0.7817035036154953</td><td>0.0</td><td>1.1255746381947707</td><td>0.0</td><td>0.7817035036154953</td><td>122.59608692869344</td><td>41.94256803770753</td><td>0.0</td><td>41.94256803770753</td><td>0.05594531467068009</td><td>S</td><td>P26Hetdex03</td><td>0.0</td><td>1</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>--</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>1.98540326696389e-54</td><td>14.038484578940945</td><td>2089950.0</td><td>nan</td><td>2.0054100850573144e-14</td><td>8.367566213823872</td><td>3261536.0</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0</td><td>nan</td><td>nan</td><td>nan</td><td>2090346.0</td><td>2.8323744300794336</td><td>9.998834690369575e-07</td><td>nan</td><td>2090346.0</td><td>2.8323744300794336</td><td>5.6922707644724104e-05</td><td>nan</td><td>2090346.0</td><td>2.8323744300794336</td><td>0.00022708774148264604</td><td>nan</td><td>2090346.0</td><td>2.8323744300794336</td><td>0.00044979959365673376</td><td>nan</td><td>188.3068840334022</td><td>0.4420877695361416</td><td>50.12105459752698</td><td>0.3784666764905028</td><td>0.3226245856365704</td><td>0.053727989334862565</td><td>0.28429790603703986</td><td>0.09774659072324185</td><td>6.153221833869979</td><td>1.1255746381947707</td><td>5.155936118913381</td><td>0.7817035036154953</td><td>0.0</td><td>1.1255746381947707</td><td>0.0</td><td>0.7817035036154953</td><td>122.59608692869344</td><td>41.94256803770753</td><td>0.0</td><td>41.94256803770753</td><td>0.05594531467068009</td><td>S</td><td>P26Hetdex03</td><td>0.0</td><td>1</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>--</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>0.19111491841594297</td><td>2.8323744300794336</td><td>2090346.0</td><td>nan</td><td>2.675056851494045e-14</td><td>8.367566213823872</td><td>3261536.0</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0</td><td>nan</td><td>nan</td><td>nan</td><td>2090346.0</td><td>2.8323744300794336</td><td>0.01330853427385871</td><td>nan</td><td>2090346.0</td><td>2.8323744300794336</td><td>0.007757128984946877</td><td>nan</td><td>2090346.0</td><td>2.8323744300794336</td><td>0.004223814401760173</td><td>nan</td><td>2090346.0</td><td>2.8323744300794336</td><td>0.0010414013131104477</td><td>nan</td></tr>\n",
       "<tr><td>ILTJ123506.25+494857.4</td><td>188.77605765904093</td><td>0.2630849072797644</td><td>49.81595039616191</td><td>0.29207453245074105</td><td>0.5776601314875784</td><td>0.05652954189954444</td><td>0.7108248223767862</td><td>0.09165586505794986</td><td>6.905600337986231</td><td>0.6985225677603737</td><td>6.415688232865857</td><td>0.6073938555816591</td><td>3.4185790133836083</td><td>0.6985225677603737</td><td>2.2700368398349324</td><td>0.6073938555816591</td><td>21.690273616311412</td><td>57.03093312241446</td><td>21.69027361630837</td><td>57.03093312241446</td><td>0.054161173466127366</td><td>S</td><td>P26Hetdex03</td><td>0.83</td><td>1</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>--</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>7.053896029855569e-25</td><td>8.136049579931852</td><td>2036988.0</td><td>nan</td><td>8.223118988162485e-35</td><td>12.528196677831353</td><td>3382711.0</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0</td><td>nan</td><td>nan</td><td>nan</td><td>2037077.0</td><td>6.201850033975506</td><td>7.691698351585467e-21</td><td>nan</td><td>2037077.0</td><td>6.201850033975506</td><td>4.712938727318505e-19</td><td>nan</td><td>2037077.0</td><td>6.201850033975506</td><td>1.9262171073812702e-18</td><td>nan</td><td>2037077.0</td><td>6.201850033975506</td><td>3.8703845505061035e-18</td><td>nan</td><td>188.77605765904093</td><td>0.2630849072797644</td><td>49.81595039616191</td><td>0.29207453245074105</td><td>0.5776601314875784</td><td>0.05652954189954444</td><td>0.7108248223767862</td><td>0.09165586505794986</td><td>6.905600337986231</td><td>0.6985225677603737</td><td>6.415688232865857</td><td>0.6073938555816591</td><td>3.4185790133836083</td><td>0.6985225677603737</td><td>2.2700368398349324</td><td>0.6073938555816591</td><td>21.690273616311412</td><td>57.03093312241446</td><td>21.69027361630837</td><td>57.03093312241446</td><td>0.054161173466127366</td><td>S</td><td>P26Hetdex03</td><td>0.83</td><td>1</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>--</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>1.8503863466181304e-15</td><td>6.201850033975506</td><td>2037077.0</td><td>nan</td><td>1.110012555816419e-34</td><td>12.528196677831353</td><td>3382711.0</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0</td><td>nan</td><td>nan</td><td>nan</td><td>2037077.0</td><td>6.201850033975506</td><td>1.280854935365038e-16</td><td>nan</td><td>2037077.0</td><td>6.201850033975506</td><td>7.417114758748095e-17</td><td>nan</td><td>2037077.0</td><td>6.201850033975506</td><td>4.1355930553235685e-17</td><td>nan</td><td>2037077.0</td><td>6.201850033975506</td><td>1.0454595746875863e-17</td><td>nan</td></tr>\n",
       "<tr><td>ILTJ123656.85+492215.0</td><td>189.23687873738007</td><td>0.6922259116269741</td><td>49.37085182953412</td><td>0.8224948498987955</td><td>0.24483630960263922</td><td>0.06154541073797758</td><td>0.3379406945049801</td><td>0.09643412299037221</td><td>7.445496130157779</td><td>1.9597953688880914</td><td>6.675382342951442</td><td>1.6025026548228893</td><td>4.408014974420326</td><td>1.9597953688880914</td><td>2.923787052943007</td><td>1.6025026548228893</td><td>16.602343433894024</td><td>100.47651371796594</td><td>16.60234343389262</td><td>100.47651371796594</td><td>0.058019391872221604</td><td>S</td><td>P26Hetdex03</td><td>0.0</td><td>1</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>--</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>0.0</td><td>7.964044014997246</td><td>1947918.0</td><td>nan</td><td>0.0</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0</td><td>nan</td><td>nan</td><td>nan</td><td>1947918.0</td><td>7.964044014997246</td><td>1.9022807926647778e-14</td><td>nan</td><td>1947918.0</td><td>7.964044014997246</td><td>2.3688216581132465e-12</td><td>nan</td><td>1947918.0</td><td>7.964044014997246</td><td>1.2175800316600596e-11</td><td>nan</td><td>1947918.0</td><td>7.964044014997246</td><td>2.815356805108469e-11</td><td>nan</td><td>189.23687873738007</td><td>0.6922259116269741</td><td>49.37085182953412</td><td>0.8224948498987955</td><td>0.24483630960263922</td><td>0.06154541073797758</td><td>0.3379406945049801</td><td>0.09643412299037221</td><td>7.445496130157779</td><td>1.9597953688880914</td><td>6.675382342951442</td><td>1.6025026548228893</td><td>4.408014974420326</td><td>1.9597953688880914</td><td>2.923787052943007</td><td>1.6025026548228893</td><td>16.602343433894024</td><td>100.47651371796594</td><td>16.60234343389262</td><td>100.47651371796594</td><td>0.058019391872221604</td><td>S</td><td>P26Hetdex03</td><td>0.0</td><td>1</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>--</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td></td><td>nan</td><td>nan</td><td>4.9988573961243314e-08</td><td>7.964044014997246</td><td>1947918.0</td><td>nan</td><td>0.0</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0</td><td>nan</td><td>nan</td><td>nan</td><td>1947918.0</td><td>7.964044014997246</td><td>3.4644686989373994e-09</td><td>nan</td><td>1947918.0</td><td>7.964044014997246</td><td>1.903980584596411e-09</td><td>nan</td><td>1947918.0</td><td>7.964044014997246</td><td>1.3970104092798935e-09</td><td>nan</td><td>1947918.0</td><td>7.964044014997246</td><td>6.567335287065512e-10</td><td>nan</td></tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<Table masked=True length=62>\n",
       "     Source_Name             RA_new       ... lr_index_sel_5_old\n",
       "        str22               float64       ...      float64      \n",
       "---------------------- ------------------ ... ------------------\n",
       "ILTJ112143.68+472024.4  170.4319907731852 ...                nan\n",
       "ILTJ112256.56+472854.4 170.73565669940055 ...                nan\n",
       "ILTJ112618.58+480015.6 171.57739758537858 ...                nan\n",
       "ILTJ112707.30+485634.8 171.78040287226642 ...                nan\n",
       "ILTJ112805.54+472335.9 172.02309163169488 ...                nan\n",
       "ILTJ112943.32+535635.1 172.43049937321817 ...                nan\n",
       "ILTJ112952.56+542601.8 172.46900404706747 ...          1204478.0\n",
       "ILTJ113100.34+521519.4 172.75141578407556 ...                nan\n",
       "ILTJ113131.26+545036.4 172.88026957877187 ...                nan\n",
       "ILTJ113141.95+492751.7  172.9248091126324 ...                nan\n",
       "                   ...                ... ...                ...\n",
       "ILTJ122457.12+500558.6 186.23799443776502 ...                nan\n",
       "ILTJ122458.51+482655.7 186.24379668660578 ...                nan\n",
       "ILTJ122535.50+465023.4 186.39791708479612 ...                nan\n",
       "ILTJ122603.92+485545.1 186.51635199932792 ...                nan\n",
       "ILTJ122806.71+474427.5  187.0279424761365 ...                nan\n",
       "ILTJ122856.93+482611.3  187.2372012735029 ...                nan\n",
       "ILTJ123025.53+551006.9 187.60639393821202 ...                nan\n",
       "ILTJ123313.65+500715.8  188.3068840334022 ...                nan\n",
       "ILTJ123506.25+494857.4 188.77605765904093 ...                nan\n",
       "ILTJ123656.85+492215.0 189.23687873738007 ...                nan"
      ]
     },
     "execution_count": 130,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged[cond]\n",
    "# ['Source_Name','ML_LR_new','AllWISE_new',\n",
    "#  'objID_new','category_new','W1mag_new','i_new','lr_index_5_new',\n",
    "#  'lr_dist_5_new','lr_5_new','lr_index_sel_5_new','ML_LR_old','AllWISE_old',\n",
    "#  'objID_old','category_old','W1mag_old','i_old','lr_index_5_old',\n",
    "#  'lr_dist_5_old','lr_5_old','lr_index_sel_5_old']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "&lt;Table masked=True length=165&gt;\n",
       "<table id=\"table139776611249400\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>Source_Name</th><th>ML_LR_new</th><th>AllWISE_new</th><th>objID_new</th><th>category_new</th><th>W1mag_new</th><th>i_new</th><th>lr_index_5_new</th><th>lr_dist_5_new</th><th>lr_5_new</th><th>lr_index_sel_5_new</th><th>ML_LR_old</th><th>AllWISE_old</th><th>objID_old</th><th>category_old</th><th>W1mag_old</th><th>i_old</th><th>lr_index_5_old</th><th>lr_dist_5_old</th><th>lr_5_old</th><th>lr_index_sel_5_old</th></tr></thead>\n",
       "<thead><tr><th>str22</th><th>float64</th><th>str19</th><th>int64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>str19</th><th>int64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th></tr></thead>\n",
       "<tr><td>ILTJ112016.73+525526.1</td><td>nan</td><td></td><td>--</td><td>2.0</td><td>14.370302613115205</td><td>13.522343412772015</td><td>1008170.0</td><td>1.563238179251965</td><td>1.2143972919559711</td><td>1008170.0</td><td>nan</td><td></td><td>--</td><td>2.0</td><td>14.370302613115205</td><td>13.522343412772015</td><td>1008170.0</td><td>1.563238179251965</td><td>1.1920181703096706</td><td>1008170.0</td></tr>\n",
       "<tr><td>ILTJ112021.43+554135.4</td><td>18.712744116837648</td><td>J112021.43+554136.1</td><td>174831700895502729</td><td>3.0</td><td>20.504828518813692</td><td>20.99944162151489</td><td>1372193.0</td><td>0.667373505914985</td><td>15.341199929109859</td><td>1372193.0</td><td>18.712744116837648</td><td>J112021.43+554136.1</td><td>174831700895502729</td><td>3.0</td><td>20.504828518813692</td><td>20.99944162151489</td><td>1372193.0</td><td>0.667373505914985</td><td>15.629374190311385</td><td>1372193.0</td></tr>\n",
       "<tr><td>ILTJ112141.49+535249.4</td><td>nan</td><td></td><td>--</td><td>2.0</td><td>15.783605501826989</td><td>15.689478557355756</td><td>1119593.0</td><td>2.0738478253683525</td><td>0.9591483302700711</td><td>1119593.0</td><td>nan</td><td></td><td>--</td><td>2.0</td><td>15.783605501826989</td><td>15.689478557355756</td><td>1119593.0</td><td>2.0738478253683525</td><td>1.026389908349005</td><td>1119593.0</td></tr>\n",
       "<tr><td>ILTJ112234.48+492305.3</td><td>9.949187804478631</td><td>J112234.44+492306.1</td><td>167261706436142536</td><td>2.0</td><td>19.79018881219394</td><td>19.753938108930445</td><td>434969.0</td><td>0.25668186999064735</td><td>9.1180466041256</td><td>434969.0</td><td>9.949187804478631</td><td>J112234.44+492306.1</td><td>167261706436142536</td><td>2.0</td><td>19.79018881219394</td><td>19.753938108930445</td><td>434969.0</td><td>0.25668186999064735</td><td>8.90432464264227</td><td>434969.0</td></tr>\n",
       "<tr><td>ILTJ112244.04+524817.0</td><td>4.449101983104592</td><td>J112243.93+524815.7</td><td>171361706829985920</td><td>3.0</td><td>20.314310102134076</td><td>20.724413669317432</td><td>977423.0</td><td>1.6175120202818933</td><td>6.06540552509655</td><td>977423.0</td><td>4.449101983104592</td><td>J112243.93+524815.7</td><td>171361706829985920</td><td>3.0</td><td>20.314310102134076</td><td>20.724413669317432</td><td>977423.0</td><td>1.6175120202818933</td><td>6.147968694289568</td><td>977423.0</td></tr>\n",
       "<tr><td>ILTJ112249.37+533312.5</td><td>2.32587743394617</td><td>J112249.25+533311.5</td><td>172261707053254429</td><td>3.0</td><td>17.00244704238907</td><td>17.27994281281367</td><td>1073080.0</td><td>1.5419252659713591</td><td>10.284900840664077</td><td>1073080.0</td><td>2.32587743394617</td><td>J112249.25+533311.5</td><td>172261707053254429</td><td>3.0</td><td>17.00244704238907</td><td>17.27994281281367</td><td>1073080.0</td><td>1.5419252659713591</td><td>10.447442903143022</td><td>1073080.0</td></tr>\n",
       "<tr><td>ILTJ112251.22+512601.4</td><td>4.820976155770548</td><td>J112251.16+512601.0</td><td>169721707131631078</td><td>3.0</td><td>20.713861775732763</td><td>21.05036419190562</td><td>797699.0</td><td>0.7452647762767879</td><td>6.369486152957047</td><td>797699.0</td><td>4.820976155770548</td><td>J112251.16+512601.0</td><td>169721707131631078</td><td>3.0</td><td>20.713861775732763</td><td>21.05036419190562</td><td>797699.0</td><td>0.7452647762767879</td><td>6.494068032057322</td><td>797699.0</td></tr>\n",
       "<tr><td>ILTJ112308.82+492150.9</td><td>9.289887691940335</td><td>J112308.81+492151.3</td><td>167231707866327762</td><td>2.0</td><td>19.666306189555364</td><td>19.549675942638018</td><td>464940.0</td><td>0.3304275654513652</td><td>8.898929305167043</td><td>464940.0</td><td>9.289887691940335</td><td>J112308.81+492151.3</td><td>167231707866327762</td><td>2.0</td><td>19.666306189555364</td><td>19.549675942638018</td><td>464940.0</td><td>0.3304275654513652</td><td>8.690343331797264</td><td>464940.0</td></tr>\n",
       "<tr><td>ILTJ112350.77+465114.1</td><td>3.5945271838763024</td><td>J112350.73+465115.2</td><td>164221709613965680</td><td>2.0</td><td>17.272723215326966</td><td>17.130722822312773</td><td>25384.0</td><td>0.9614877588937444</td><td>2.1026551437311816</td><td>25384.0</td><td>3.5945271838763024</td><td>J112350.73+465115.2</td><td>164221709613965680</td><td>2.0</td><td>17.272723215326966</td><td>17.130722822312773</td><td>25384.0</td><td>0.9614877588937444</td><td>2.0662844803650486</td><td>25384.0</td></tr>\n",
       "<tr><td>ILTJ112437.64+504333.3</td><td>5.920054482528448</td><td>J112437.61+504333.0</td><td>168871711567781625</td><td>2.0</td><td>18.76970952130147</td><td>18.72538906232106</td><td>659914.0</td><td>0.4662743867969805</td><td>7.332298950173795</td><td>659914.0</td><td>5.920054482528448</td><td>J112437.61+504333.0</td><td>168871711567781625</td><td>2.0</td><td>18.76970952130147</td><td>18.72538906232106</td><td>659914.0</td><td>0.4662743867969805</td><td>7.160434011306427</td><td>659914.0</td></tr>\n",
       "<tr><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n",
       "<tr><td>ILTJ123458.23+522246.8</td><td>nan</td><td></td><td>--</td><td>2.0</td><td>19.11723414298771</td><td>18.08827924995944</td><td>2467062.0</td><td>1.635279604663987</td><td>1.0583452642520714</td><td>2467062.0</td><td>nan</td><td></td><td>--</td><td>2.0</td><td>19.11723414298771</td><td>18.08827924995944</td><td>2467062.0</td><td>1.635279604663987</td><td>1.0335449634537826</td><td>2467062.0</td></tr>\n",
       "<tr><td>ILTJ123539.02+521742.3</td><td>6.179274803115211</td><td>J123539.12+521741.4</td><td>170751889128564666</td><td>3.0</td><td>20.30875647224604</td><td>20.785544394778697</td><td>2417120.0</td><td>0.8859250516867745</td><td>8.673379056829326</td><td>2417120.0</td><td>6.179274803115211</td><td>J123539.12+521741.4</td><td>170751889128564666</td><td>3.0</td><td>20.30875647224604</td><td>20.785544394778697</td><td>2417120.0</td><td>0.8859250516867745</td><td>8.802175311373642</td><td>2417120.0</td></tr>\n",
       "<tr><td>ILTJ123604.64+521224.3</td><td>2.569103848687789</td><td>J123604.71+521224.4</td><td>170641890197278982</td><td>2.0</td><td>18.539459116263767</td><td>18.40204175259514</td><td>2394001.0</td><td>1.1175397555156112</td><td>3.0757016705512217</td><td>2394001.0</td><td>2.569103848687789</td><td>J123604.71+521224.4</td><td>170641890197278982</td><td>2.0</td><td>18.539459116263767</td><td>18.40204175259514</td><td>2394001.0</td><td>1.1175397555156112</td><td>3.003609973159566</td><td>2394001.0</td></tr>\n",
       "<tr><td>ILTJ123639.80+524843.1</td><td>11.640610733994187</td><td>J123639.80+524843.4</td><td>171371891658655197</td><td>3.0</td><td>16.36029674424713</td><td>16.84818657556051</td><td>2489701.0</td><td>0.39828700645695253</td><td>39.73962776778095</td><td>2489701.0</td><td>11.640610733994187</td><td>J123639.80+524843.4</td><td>171371891658655197</td><td>3.0</td><td>16.36029674424713</td><td>16.84818657556051</td><td>2489701.0</td><td>0.39828700645695253</td><td>40.255321762721714</td><td>2489701.0</td></tr>\n",
       "<tr><td>ILTJ123716.84+505730.7</td><td>12.053328787327686</td><td>N/A</td><td>169151893206561153</td><td>1.0</td><td>nan</td><td>24.702866299598288</td><td>2231847.0</td><td>0.4067597271435358</td><td>3.8433669681926745</td><td>2231847.0</td><td>12.053328787327686</td><td>N/A</td><td>169151893206561153</td><td>1.0</td><td>nan</td><td>24.702866299598288</td><td>2231847.0</td><td>0.4067597271435358</td><td>3.9542383227627096</td><td>2231847.0</td></tr>\n",
       "<tr><td>ILTJ123720.04+535303.1</td><td>1.7535082268131719</td><td>J123719.88+535304.3</td><td>172661893333852151</td><td>2.0</td><td>17.26592896184801</td><td>17.208019405879323</td><td>2622610.0</td><td>1.2193242036256533</td><td>0.9920361160027422</td><td>2622610.0</td><td>1.7535082268131719</td><td>J123719.88+535304.3</td><td>172661893333852151</td><td>2.0</td><td>17.26592896184801</td><td>17.208019405879323</td><td>2622610.0</td><td>1.2193242036256533</td><td>0.9727675805913486</td><td>2622610.0</td></tr>\n",
       "<tr><td>ILTJ123847.90+544435.6</td><td>2.3199577730709224</td><td>N/A</td><td>173691896997762933</td><td>1.0</td><td>nan</td><td>24.648350444703752</td><td>2740242.0</td><td>1.3474012853201915</td><td>0.7815481171595721</td><td>2740242.0</td><td>2.3199577730709224</td><td>N/A</td><td>173691896997762933</td><td>1.0</td><td>nan</td><td>24.648350444703752</td><td>2740242.0</td><td>1.3474012853201915</td><td>0.8017497985091806</td><td>2740242.0</td></tr>\n",
       "<tr><td>ILTJ123859.40+480308.3</td><td>11.392217119148832</td><td>J123859.39+480308.2</td><td>165661897474773419</td><td>2.0</td><td>18.066678220671754</td><td>17.82548644016994</td><td>1742856.0</td><td>0.07783374289365586</td><td>11.017908667082526</td><td>1742856.0</td><td>11.392217119148832</td><td>J123859.39+480308.2</td><td>165661897474773419</td><td>2.0</td><td>18.066678220671754</td><td>17.82548644016994</td><td>1742856.0</td><td>0.07783374289365586</td><td>10.760289398552919</td><td>1742856.0</td></tr>\n",
       "<tr><td>ILTJ123919.92+491558.8</td><td>23.70394819237619</td><td>J123919.94+491558.9</td><td>167121898330970257</td><td>3.0</td><td>17.36321033137687</td><td>17.65404723378001</td><td>1955889.0</td><td>0.09741628569698692</td><td>100.80223862495276</td><td>1955889.0</td><td>23.70394819237619</td><td>J123919.94+491558.9</td><td>167121898330970257</td><td>3.0</td><td>17.36321033137687</td><td>17.65404723378001</td><td>1955889.0</td><td>0.09741628569698692</td><td>101.88561854356406</td><td>1955889.0</td></tr>\n",
       "<tr><td>ILTJ123940.46+505008.2</td><td>nan</td><td></td><td>--</td><td>2.0</td><td>19.511343359053146</td><td>18.646737072838043</td><td>2252693.0</td><td>1.6181623207752984</td><td>1.080689977180284</td><td>2252693.0</td><td>nan</td><td></td><td>--</td><td>2.0</td><td>19.511343359053146</td><td>18.646737072838043</td><td>2252693.0</td><td>1.6181623207752984</td><td>1.0553592332617354</td><td>2252693.0</td></tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<Table masked=True length=165>\n",
       "     Source_Name           ML_LR_new      ... lr_index_sel_5_old\n",
       "        str22               float64       ...      float64      \n",
       "---------------------- ------------------ ... ------------------\n",
       "ILTJ112016.73+525526.1                nan ...          1008170.0\n",
       "ILTJ112021.43+554135.4 18.712744116837648 ...          1372193.0\n",
       "ILTJ112141.49+535249.4                nan ...          1119593.0\n",
       "ILTJ112234.48+492305.3  9.949187804478631 ...           434969.0\n",
       "ILTJ112244.04+524817.0  4.449101983104592 ...           977423.0\n",
       "ILTJ112249.37+533312.5   2.32587743394617 ...          1073080.0\n",
       "ILTJ112251.22+512601.4  4.820976155770548 ...           797699.0\n",
       "ILTJ112308.82+492150.9  9.289887691940335 ...           464940.0\n",
       "ILTJ112350.77+465114.1 3.5945271838763024 ...            25384.0\n",
       "ILTJ112437.64+504333.3  5.920054482528448 ...           659914.0\n",
       "                   ...                ... ...                ...\n",
       "ILTJ123458.23+522246.8                nan ...          2467062.0\n",
       "ILTJ123539.02+521742.3  6.179274803115211 ...          2417120.0\n",
       "ILTJ123604.64+521224.3  2.569103848687789 ...          2394001.0\n",
       "ILTJ123639.80+524843.1 11.640610733994187 ...          2489701.0\n",
       "ILTJ123716.84+505730.7 12.053328787327686 ...          2231847.0\n",
       "ILTJ123720.04+535303.1 1.7535082268131719 ...          2622610.0\n",
       "ILTJ123847.90+544435.6 2.3199577730709224 ...          2740242.0\n",
       "ILTJ123859.40+480308.3 11.392217119148832 ...          1742856.0\n",
       "ILTJ123919.92+491558.8  23.70394819237619 ...          1955889.0\n",
       "ILTJ123940.46+505008.2                nan ...          2252693.0"
      ]
     },
     "execution_count": 136,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cond = (np.abs(diff_lr)/merged['lr_5_new']*100 > 1)\n",
    "merged[cond & (merged['lr_5_old'] >= told)]['Source_Name','ML_LR_new','AllWISE_new',\n",
    "  'objID_new','category_new','W1mag_new','i_new','lr_index_5_new',\n",
    "  'lr_dist_5_new','lr_5_new','lr_index_sel_5_new','ML_LR_old','AllWISE_old', \n",
    "  'objID_old','category_old','W1mag_old','i_old','lr_index_5_old',\n",
    "  'lr_dist_5_old','lr_5_old','lr_index_sel_5_old']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "&lt;Table masked=True length=1&gt;\n",
       "<table id=\"table139776610117168\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>Source_Name</th><th>ML_LR_new</th><th>AllWISE_new</th><th>objID_new</th><th>category_new</th><th>W1mag_new</th><th>i_new</th><th>lr_index_5_new</th><th>lr_dist_5_new</th><th>lr_5_new</th><th>lr_index_sel_5_new</th><th>ML_LR_old</th><th>AllWISE_old</th><th>objID_old</th><th>category_old</th><th>W1mag_old</th><th>i_old</th><th>lr_index_5_old</th><th>lr_dist_5_old</th><th>lr_5_old</th><th>lr_index_sel_5_old</th></tr></thead>\n",
       "<thead><tr><th>str22</th><th>float64</th><th>str19</th><th>int64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>str19</th><th>int64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th></tr></thead>\n",
       "<tr><td>ILTJ114909.78+494632.8</td><td>nan</td><td></td><td>--</td><td>nan</td><td>nan</td><td>nan</td><td>491914.0</td><td>7.224609103268076</td><td>0.0010002481805411474</td><td>nan</td><td>nan</td><td></td><td>--</td><td>0.0</td><td>12.810946568452223</td><td>nan</td><td>3391544.0</td><td>3.5470665894399405</td><td>3.4457438069232436</td><td>3391544.0</td></tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<Table masked=True length=1>\n",
       "     Source_Name       ML_LR_new ...      lr_5_old      lr_index_sel_5_old\n",
       "        str22           float64  ...      float64            float64      \n",
       "---------------------- --------- ... ------------------ ------------------\n",
       "ILTJ114909.78+494632.8       nan ... 3.4457438069232436          3391544.0"
      ]
     },
     "execution_count": 138,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cond = (np.abs(diff_lr)/merged['lr_5_new']*100 > 1)\n",
    "merged[cond & (merged['lr_5_old'] >= told) & (merged['lr_index_5_old'] != merged['lr_index_5_new'])]['Source_Name','ML_LR_new','AllWISE_new',\n",
    "  'objID_new','category_new','W1mag_new','i_new','lr_index_5_new',\n",
    "  'lr_dist_5_new','lr_5_new','lr_index_sel_5_new','ML_LR_old','AllWISE_old', \n",
    "  'objID_old','category_old','W1mag_old','i_old','lr_index_5_old',\n",
    "  'lr_dist_5_old','lr_5_old','lr_index_sel_5_old']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
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