{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Summaise depth maps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import yaml\n",
    "from astropy.table import Table, vstack, unique\n",
    "import numpy as np\n",
    "import glob"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "meta_files = glob.glob('../*/meta_main.yml')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "depths  =Table()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "depths['field'] = [yaml.load(open(y, 'r'))['field'] for y in meta_files]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "bands = ['u', 'g', 'r', 'i', 'z', 'y', 'j', 'h', 'k', 'ks', \n",
    "         'irac_i1', 'irac_i2', 'irac_i3', 'irac_i4', \n",
    "          'mips_24', 'pacs_green', 'pacs_red', \n",
    "         'spire_250', 'spire_350', 'spire_500']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "for band in bands:\n",
    "    depths['ferr_{}_mean_median'.format(band)] = np.full(len(depths), np.nan)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "u  missing\n",
      "i  missing\n",
      "y  missing\n",
      "h  missing\n",
      "k  missing\n",
      "ks  missing\n",
      "irac_i1  missing\n",
      "irac_i2  missing\n",
      "irac_i3  missing\n",
      "irac_i4  missing\n",
      "mips_24  missing\n",
      "pacs_green  missing\n",
      "pacs_red  missing\n",
      "h  missing\n",
      "k  missing\n",
      "ks  missing\n",
      "pacs_green  missing\n",
      "pacs_red  missing\n",
      "irac_i1  missing\n",
      "irac_i2  missing\n",
      "irac_i3  missing\n",
      "irac_i4  missing\n",
      "mips_24  missing\n",
      "irac_i1  missing\n",
      "irac_i2  missing\n",
      "irac_i3  missing\n",
      "irac_i4  missing\n",
      "mips_24  missing\n",
      "j  missing\n",
      "h  missing\n",
      "mips_24  missing\n",
      "pacs_green  missing\n",
      "pacs_red  missing\n",
      "u  missing\n",
      "ks  missing\n",
      "irac_i1  missing\n",
      "irac_i2  missing\n",
      "irac_i3  missing\n",
      "irac_i4  missing\n",
      "mips_24  missing\n",
      "j  missing\n",
      "h  missing\n",
      "k  missing\n",
      "ks  missing\n",
      "mips_24  missing\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/pyenv/versions/3.7.2/lib/python3.7/site-packages/numpy/lib/function_base.py:3400: RuntimeWarning: All-NaN slice encountered\n",
      "  r = func(a, **kwargs)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "k  missing\n",
      "irac_i1  missing\n",
      "irac_i2  missing\n",
      "irac_i3  missing\n",
      "irac_i4  missing\n",
      "mips_24  missing\n",
      "pacs_green  missing\n",
      "pacs_red  missing\n",
      "h  missing\n",
      "ks  missing\n",
      "h  missing\n",
      "ks  missing\n",
      "u  missing\n",
      "k  missing\n",
      "irac_i3  missing\n",
      "irac_i4  missing\n",
      "irac_i1  missing\n",
      "irac_i2  missing\n",
      "irac_i3  missing\n",
      "irac_i4  missing\n",
      "mips_24  missing\n",
      "h  missing\n",
      "k  missing\n",
      "irac_i3  missing\n",
      "irac_i4  missing\n",
      "u  missing\n",
      "k  missing\n",
      "u  missing\n",
      "i  missing\n",
      "y  missing\n",
      "h  missing\n",
      "k  missing\n",
      "ks  missing\n",
      "irac_i1  missing\n",
      "irac_i2  missing\n",
      "irac_i3  missing\n",
      "irac_i4  missing\n",
      "mips_24  missing\n",
      "pacs_green  missing\n",
      "pacs_red  missing\n",
      "irac_i3  missing\n",
      "irac_i4  missing\n",
      "pacs_green  missing\n",
      "pacs_red  missing\n",
      "u  missing\n",
      "j  missing\n",
      "h  missing\n",
      "k  missing\n",
      "ks  missing\n",
      "irac_i1  missing\n",
      "irac_i2  missing\n",
      "irac_i3  missing\n",
      "irac_i4  missing\n",
      "pacs_green  missing\n",
      "pacs_red  missing\n",
      "u  missing\n",
      "k  missing\n",
      "irac_i3  missing\n",
      "irac_i4  missing\n",
      "mips_24  missing\n",
      "pacs_green  missing\n",
      "pacs_red  missing\n"
     ]
    }
   ],
   "source": [
    "for y in meta_files:\n",
    "    yml = yaml.load(open(y, 'r'))\n",
    "    try:\n",
    "        depth = Table.read(\n",
    "            \"../dmu32_{}/data/depths_{}_{}.fits\".format(\n",
    "            yml['field'].replace('HATLAS-',''), \n",
    "            yml['field'].lower(), \n",
    "            yml['final'].split('.')[0].split('_')[-1] )\n",
    "        )\n",
    "    except:\n",
    "        print('No depth present on ' + yml['field'])\n",
    "        continue\n",
    "    for band in bands:\n",
    "        try:\n",
    "            depths['ferr_{}_mean_median'.format(band)][\n",
    "                depths['field']==yml['field']\n",
    "            ] = np.nanmedian(depth['ferr_{}_mean'.format(band)])\n",
    "        except:\n",
    "            print(band, ' missing')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'../dmu32_SSDF/data/depths_ssdf_20180221.fits'"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\"../dmu32_{}/data/depths_{}_{}.fits\".format(\n",
    "            yml['field'].replace('HATLAS-',''), \n",
    "            yml['field'].lower(), \n",
    "            yml['final'].split('.')[0].split('_')[-1] )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<i>Table length=23</i>\n",
       "<table id=\"table139675252816304\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>field</th><th>ferr_u_mean_median</th><th>ferr_g_mean_median</th><th>ferr_r_mean_median</th><th>ferr_i_mean_median</th><th>ferr_z_mean_median</th><th>ferr_y_mean_median</th><th>ferr_j_mean_median</th><th>ferr_h_mean_median</th><th>ferr_k_mean_median</th><th>ferr_ks_mean_median</th><th>ferr_irac_i1_mean_median</th><th>ferr_irac_i2_mean_median</th><th>ferr_irac_i3_mean_median</th><th>ferr_irac_i4_mean_median</th><th>ferr_mips_24_mean_median</th><th>ferr_pacs_green_mean_median</th><th>ferr_pacs_red_mean_median</th><th>ferr_spire_250_mean_median</th><th>ferr_spire_350_mean_median</th><th>ferr_spire_500_mean_median</th></tr></thead>\n",
       "<thead><tr><th>str18</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><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>SA13</td><td>nan</td><td>0.499644935131073</td><td>0.7986563444137573</td><td>nan</td><td>0.9065105319023132</td><td>nan</td><td>14.501233100891113</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>3705.364013671875</td><td>4037.108642578125</td><td>4141.72412109375</td></tr>\n",
       "<tr><td>Bootes</td><td>0.10898130033345059</td><td>0.3188217580318451</td><td>0.19392904215934278</td><td>0.40504239216048094</td><td>0.3396558149016761</td><td>1.15686392984606</td><td>1.8290149834742848</td><td>2.433102216580356</td><td>4.946307573339122</td><td>23.00567387582105</td><td>1.3749062614269807</td><td>1.8823400908678791</td><td>10.836242823983468</td><td>15.135585643717517</td><td>16.38863754272461</td><td>9715.158203125</td><td>13206.236328125</td><td>3246.1162109375</td><td>3740.114990234375</td><td>5223.958984375</td></tr>\n",
       "<tr><td>xFLS</td><td>2.5981874465942383</td><td>0.577968418598175</td><td>0.16221551597118378</td><td>1.590234294227871</td><td>2.751865564430781</td><td>6.875311435130419</td><td>11.35222053527832</td><td>nan</td><td>nan</td><td>nan</td><td>7.403669558268787</td><td>8.833639499169525</td><td>29.367724531714284</td><td>29.851775776160004</td><td>9.724309921264648</td><td>nan</td><td>nan</td><td>3286.6875</td><td>3642.482666015625</td><td>4220.560546875</td></tr>\n",
       "<tr><td>GAMA-15</td><td>0.4427473247051239</td><td>0.12072403728961945</td><td>0.12575195729732513</td><td>0.48367467522621155</td><td>0.452085018157959</td><td>3.2316691875457764</td><td>3.6990435123443604</td><td>6.410440921783447</td><td>12.525550842285156</td><td>7.522132396697998</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>19691.93359375</td><td>18558.060546875</td><td>5106.9755859375</td><td>5166.611328125</td><td>6490.95751953125</td></tr>\n",
       "<tr><td>GAMA-12</td><td>0.41562238335609436</td><td>0.13120463490486145</td><td>0.13316823542118073</td><td>0.5314038991928101</td><td>0.39746949076652527</td><td>3.540733575820923</td><td>4.398492336273193</td><td>7.363485813140869</td><td>12.678882598876953</td><td>8.253340721130371</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>21138.68359375</td><td>19303.3671875</td><td>5076.7255859375</td><td>5106.244140625</td><td>6284.501953125</td></tr>\n",
       "<tr><td>HDF-N</td><td>0.06014675394855649</td><td>1.3818777735856416</td><td>1.1716443860025318</td><td>1.6228076050734046</td><td>2.9377319800322845</td><td>5.8660030659659</td><td>nan</td><td>nan</td><td>0.05740212276214833</td><td>0.4566996904024768</td><td>0.10814776693584569</td><td>0.10191452447040789</td><td>0.692944523239918</td><td>0.675048084995405</td><td>nan</td><td>nan</td><td>nan</td><td>2362.53662109375</td><td>2806.37451171875</td><td>2727.918212890625</td></tr>\n",
       "<tr><td>HATLAS-NGP</td><td>nan</td><td>1.1068435373359502</td><td>1.1280449351446002</td><td>1.346519620469588</td><td>0.8371601700782776</td><td>5.200235573175303</td><td>6.290984153747559</td><td>10.445904731750488</td><td>11.602095603942871</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>19003.72265625</td><td>18367.27734375</td><td>5174.78125</td><td>5124.71240234375</td><td>5790.87890625</td></tr>\n",
       "<tr><td>ELAIS-N2</td><td>0.021648168563842773</td><td>0.021362041543176936</td><td>0.029633822046084647</td><td>0.07714027911424637</td><td>0.1036979019628619</td><td>5.692292634532179</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0.8554748603351955</td><td>1.1536211920529802</td><td>4.81047619047619</td><td>5.009145768025078</td><td>14.556729316711426</td><td>23417.884765625</td><td>14200.380859375</td><td>3349.41748046875</td><td>3733.767578125</td><td>4536.9248046875</td></tr>\n",
       "<tr><td>EGS</td><td>0.08380091767084885</td><td>0.04328254815720886</td><td>0.0690450668334961</td><td>0.12278351160752989</td><td>0.24312596023082733</td><td>5.537406787291107</td><td>12.964601516723633</td><td>0.17524227621391958</td><td>2.621839515379559</td><td>0.2610806312441928</td><td>0.47927530201342283</td><td>0.44784326769525834</td><td>1.3045725</td><td>1.5293367837692826</td><td>nan</td><td>5127.20068359375</td><td>6389.46826171875</td><td>nan</td><td>8507.791015625</td><td>13703.501953125</td></tr>\n",
       "<tr><td>COSMOS</td><td>0.0157054272168928</td><td>0.03435012107951955</td><td>0.04222205885971367</td><td>0.04593066566965388</td><td>0.07118493291013499</td><td>0.281536650582612</td><td>5.00678873831226</td><td>8.709416061639786</td><td>11.476829460689</td><td>0.14436165717867888</td><td>0.08034571709348072</td><td>0.0925659009844332</td><td>3.8457104629305876</td><td>6.694406648476918</td><td>6.219132423400879</td><td>1232.279649109773</td><td>4635.778800150351</td><td>1499.47998046875</td><td>1975.371826171875</td><td>2105.90673828125</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>ELAIS-N1</td><td>0.019151365384459496</td><td>0.01338229700922966</td><td>0.026388978585600853</td><td>0.08936943113803864</td><td>0.06265846639871597</td><td>0.4700567126274109</td><td>0.7145328521728516</td><td>nan</td><td>0.9512724876403809</td><td>nan</td><td>0.8422565681444991</td><td>1.162595419847328</td><td>5.0848148148148145</td><td>5.34253663003663</td><td>14.674064303959131</td><td>16373.70703125</td><td>24139.98046875</td><td>3145.5224982683985</td><td>3465.7372941176473</td><td>4373.563149285714</td></tr>\n",
       "<tr><td>AKARI-SEP</td><td>nan</td><td>0.1638194899333738</td><td>0.20247847867582794</td><td>0.36581064852331513</td><td>0.7352514496291919</td><td>2.684849291603666</td><td>8.88608169555664</td><td>14.644022941589355</td><td>nan</td><td>17.339191436767578</td><td>1.5033944845199585</td><td>1.3817453384399414</td><td>nan</td><td>nan</td><td>32.257118225097656</td><td>2436.84375</td><td>5730.814453125</td><td>nan</td><td>nan</td><td>11756.189453125</td></tr>\n",
       "<tr><td>GAMA-09</td><td>0.49408671259880066</td><td>0.12755326926708221</td><td>0.1226644515991211</td><td>0.3611517338919444</td><td>0.5064490437507629</td><td>3.289641410839267</td><td>4.46015354792277</td><td>7.6092741672809305</td><td>10.821016311645508</td><td>8.076903040592487</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>5202.1318359375</td><td>5304.60107421875</td><td>6743.455078125</td></tr>\n",
       "<tr><td>AKARI-NEP</td><td>0.02289699576795101</td><td>1.6874522100531717</td><td>1.679151044169694</td><td>1.4960020491419808</td><td>3.291870180628686</td><td>7.624104250024761</td><td>0.8175007104873657</td><td>nan</td><td>nan</td><td>0.9437398910522461</td><td>2.3798959255218506</td><td>1.9808772802352905</td><td>nan</td><td>nan</td><td>243.60186767578125</td><td>14753.4375</td><td>14529.650390625</td><td>4984.0537109375</td><td>5300.73095703125</td><td>6000.7333984375</td></tr>\n",
       "<tr><td>ELAIS-S1</td><td>nan</td><td>0.17147434671339187</td><td>0.17739224433898926</td><td>0.449877824758422</td><td>0.8433735783268991</td><td>1.793659929515126</td><td>4.3969772806707415</td><td>7.270071649551392</td><td>nan</td><td>11.856416393728818</td><td>0.8021556886227543</td><td>1.1292903225806452</td><td>5.405454545454545</td><td>5.977647058823529</td><td>28.3387508392334</td><td>15108.5078125</td><td>20724.3359375</td><td>2995.979736328125</td><td>3430.412841796875</td><td>4187.9091796875</td></tr>\n",
       "<tr><td>XMM-13hr</td><td>nan</td><td>0.4560602605342865</td><td>0.3923824429512024</td><td>nan</td><td>0.712295413017273</td><td>nan</td><td>14.327215194702148</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>3703.67626953125</td><td>3958.593017578125</td><td>4224.82421875</td></tr>\n",
       "<tr><td>Herschel-Stripe-82</td><td>0.6864234859998154</td><td>0.16209108536206196</td><td>0.22488051793665315</td><td>0.4492722966201254</td><td>0.7344161053234455</td><td>2.9157514193063117</td><td>7.144738551548549</td><td>12.398811976114908</td><td>12.546700053744846</td><td>17.93561939966111</td><td>2.948255732819274</td><td>2.7847867567278892</td><td>nan</td><td>nan</td><td>148.20855712890625</td><td>nan</td><td>nan</td><td>7332.13818359375</td><td>7226.1484375</td><td>8512.892578125</td></tr>\n",
       "<tr><td>CDFS-SWIRE</td><td>3.4223345304309745</td><td>0.16141806081195087</td><td>0.19151053480605099</td><td>0.3948345179246271</td><td>0.793416836944245</td><td>2.679456500318671</td><td>2.4205652626163987</td><td>0.9484897776255532</td><td>0.04806102067232132</td><td>1.0882046875319904</td><td>0.7191956989425013</td><td>0.8575252835604631</td><td>4.813548387096775</td><td>5.252352941176471</td><td>14.172791481018066</td><td>23089.76171875</td><td>20995.912109375</td><td>2187.26806640625</td><td>2705.529296875</td><td>3504.57177734375</td></tr>\n",
       "<tr><td>SPIRE-NEP</td><td>nan</td><td>1.675706174488259</td><td>1.8574386738285082</td><td>1.6852855206836246</td><td>3.970280827576203</td><td>7.689797494685946</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>14.384136199951172</td><td>nan</td><td>nan</td><td>2581.65185546875</td><td>3046.0673828125</td><td>3179.427734375</td></tr>\n",
       "<tr><td>SSDF</td><td>nan</td><td>0.15106440157128784</td><td>0.20215228667675636</td><td>0.35732552772439663</td><td>0.6988015632210205</td><td>2.14554883230302</td><td>6.657228946685791</td><td>10.618463516235352</td><td>nan</td><td>14.741318702697754</td><td>12.648787498474121</td><td>141.58482360839844</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>5573.1484375</td><td>5964.1728515625</td><td>8035.0205078125</td></tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<Table length=23>\n",
       "      field         ferr_u_mean_median  ... ferr_spire_500_mean_median\n",
       "      str18              float64        ...          float64          \n",
       "------------------ -------------------- ... --------------------------\n",
       "              SA13                  nan ...           4141.72412109375\n",
       "            Bootes  0.10898130033345059 ...             5223.958984375\n",
       "              xFLS   2.5981874465942383 ...             4220.560546875\n",
       "           GAMA-15   0.4427473247051239 ...           6490.95751953125\n",
       "           GAMA-12  0.41562238335609436 ...             6284.501953125\n",
       "             HDF-N  0.06014675394855649 ...          2727.918212890625\n",
       "        HATLAS-NGP                  nan ...              5790.87890625\n",
       "          ELAIS-N2 0.021648168563842773 ...            4536.9248046875\n",
       "               EGS  0.08380091767084885 ...            13703.501953125\n",
       "            COSMOS   0.0157054272168928 ...           2105.90673828125\n",
       "               ...                  ... ...                        ...\n",
       "          ELAIS-N1 0.019151365384459496 ...          4373.563149285714\n",
       "         AKARI-SEP                  nan ...            11756.189453125\n",
       "           GAMA-09  0.49408671259880066 ...             6743.455078125\n",
       "         AKARI-NEP  0.02289699576795101 ...            6000.7333984375\n",
       "          ELAIS-S1                  nan ...            4187.9091796875\n",
       "          XMM-13hr                  nan ...              4224.82421875\n",
       "Herschel-Stripe-82   0.6864234859998154 ...             8512.892578125\n",
       "        CDFS-SWIRE   3.4223345304309745 ...           3504.57177734375\n",
       "         SPIRE-NEP                  nan ...             3179.427734375\n",
       "              SSDF                  nan ...            8035.0205078125"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "depths"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: AstropyDeprecationWarning: dr1_depth_overviews.csv already exists. Automatically overwriting ASCII files is deprecated. Use the argument 'overwrite=True' in the future. [astropy.io.ascii.ui]\n"
     ]
    }
   ],
   "source": [
    "depths.write('dr1_depth_overviews.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Make a single all sky order ten depth map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "depth_files=glob.glob('./data/depth*.fits')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "not True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: MergeConflictWarning: Cannot merge meta key 'EXTNAME' types <class 'str'> and <class 'str'>, choosing EXTNAME='./data/tiles/sgp_20180221_0.fits' [astropy.utils.metadata]\n",
      "WARNING: MergeConflictWarning: Cannot merge meta key 'DATE-HDU' types <class 'str'> and <class 'str'>, choosing DATE-HDU='2020-10-30T12:34:10' [astropy.utils.metadata]\n",
      "WARNING: MergeConflictWarning: Cannot merge meta key 'STILVERS' types <class 'str'> and <class 'str'>, choosing STILVERS='3.4-2' [astropy.utils.metadata]\n",
      "WARNING: MergeConflictWarning: Cannot merge meta key 'EXTNAME' types <class 'str'> and <class 'str'>, choosing EXTNAME='./data/tiles/Herschel-Stripe-82_20180307_0.fits' [astropy.utils.metadata]\n",
      "WARNING: MergeConflictWarning: Cannot merge meta key 'DATE-HDU' types <class 'str'> and <class 'str'>, choosing DATE-HDU='2020-10-30T11:52:53' [astropy.utils.metadata]\n",
      "WARNING: MergeConflictWarning: Cannot merge meta key 'EXTNAME' types <class 'str'> and <class 'str'>, choosing EXTNAME='./data/tiles/xmm-lss_20190328_0.fits' [astropy.utils.metadata]\n",
      "WARNING: MergeConflictWarning: Cannot merge meta key 'DATE-HDU' types <class 'str'> and <class 'str'>, choosing DATE-HDU='2020-10-30T12:48:52' [astropy.utils.metadata]\n",
      "WARNING: MergeConflictWarning: Cannot merge meta key 'EXTNAME' types <class 'str'> and <class 'str'>, choosing EXTNAME='./data/tiles/Herschel-Stripe-82_20180307_0.fits' [astropy.utils.metadata]\n",
      "WARNING: MergeConflictWarning: Cannot merge meta key 'DATE-HDU' types <class 'str'> and <class 'str'>, choosing DATE-HDU='2020-10-30T11:52:53' [astropy.utils.metadata]\n",
      "WARNING: MergeConflictWarning: Cannot merge meta key 'EXTNAME' types <class 'str'> and <class 'str'>, choosing EXTNAME='./data/tiles/sgp_20180221_0.fits' [astropy.utils.metadata]\n",
      "WARNING: MergeConflictWarning: Cannot merge meta key 'DATE-HDU' types <class 'str'> and <class 'str'>, choosing DATE-HDU='2020-10-30T12:34:10' [astropy.utils.metadata]\n",
      "WARNING: MergeConflictWarning: Cannot merge meta key 'EXTNAME' types <class 'str'> and <class 'str'>, choosing EXTNAME='./data/tiles/xmm-lss_20190328_0.fits' [astropy.utils.metadata]\n",
      "WARNING: MergeConflictWarning: Cannot merge meta key 'DATE-HDU' types <class 'str'> and <class 'str'>, choosing DATE-HDU='2020-10-30T12:48:52' [astropy.utils.metadata]\n",
      "WARNING: MergeConflictWarning: Cannot merge meta key 'EXTNAME' types <class 'str'> and <class 'str'>, choosing EXTNAME='/home/kmalek/work_area/HELP/FINAL_results/COSMOS/zphot/COSMOS_cig...' [astropy.utils.metadata]\n",
      "WARNING: MergeConflictWarning: Cannot merge meta key 'DATE-HDU' types <class 'str'> and <class 'str'>, choosing DATE-HDU='2018-05-09T15:55:52' [astropy.utils.metadata]\n",
      "WARNING: MergeConflictWarning: Cannot merge meta key 'STILVERS' types <class 'str'> and <class 'str'>, choosing STILVERS='3.1-2' [astropy.utils.metadata]\n"
     ]
    }
   ],
   "source": [
    "full_depth = Table()\n",
    "for f in depth_files:\n",
    "    d_cat = Table.read(f)\n",
    "    for c in d_cat.colnames:\n",
    "        if not((c == 'hp_idx_O_10') or (c.endswith('mean'))):\n",
    "            d_cat.remove_column(c)\n",
    "        else:\n",
    "            pass\n",
    "        \n",
    "    u_cat = unique(d_cat,keys='hp_idx_O_10')\n",
    "    full_depth = vstack([full_depth,u_cat])\n",
    "full_depth = full_depth.filled()\n",
    "full_depth.write('./data/all_sky_depth_map.fits',overwrite=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<i>Table length=5</i>\n",
       "<table id=\"table139675250441968\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>hp_idx_O_10</th><th>ferr_omegacam_u_mean</th><th>ferr_ap_omegacam_u_mean</th><th>ferr_megacam_u_mean</th><th>ferr_ap_megacam_u_mean</th><th>ferr_omegacam_g_mean</th><th>ferr_ap_omegacam_g_mean</th><th>ferr_suprime_g_mean</th><th>ferr_ap_suprime_g_mean</th><th>ferr_decam_g_mean</th><th>ferr_ap_decam_g_mean</th><th>ferr_megacam_g_mean</th><th>ferr_ap_megacam_g_mean</th><th>ferr_gpc1_g_mean</th><th>ferr_ap_gpc1_g_mean</th><th>ferr_suprime_r_mean</th><th>ferr_ap_suprime_r_mean</th><th>ferr_gpc1_r_mean</th><th>ferr_ap_gpc1_r_mean</th><th>ferr_megacam_r_mean</th><th>ferr_ap_megacam_r_mean</th><th>ferr_omegacam_r_mean</th><th>ferr_ap_omegacam_r_mean</th><th>ferr_decam_r_mean</th><th>ferr_ap_decam_r_mean</th><th>ferr_gpc1_i_mean</th><th>ferr_ap_gpc1_i_mean</th><th>ferr_megacam_i_mean</th><th>ferr_ap_megacam_i_mean</th><th>ferr_omegacam_i_mean</th><th>ferr_ap_omegacam_i_mean</th><th>ferr_suprime_i_mean</th><th>ferr_ap_suprime_i_mean</th><th>ferr_gpc1_z_mean</th><th>ferr_ap_gpc1_z_mean</th><th>ferr_vista_z_mean</th><th>ferr_ap_vista_z_mean</th><th>ferr_megacam_z_mean</th><th>ferr_ap_megacam_z_mean</th><th>ferr_suprime_z_mean</th><th>ferr_ap_suprime_z_mean</th><th>ferr_decam_z_mean</th><th>ferr_ap_decam_z_mean</th><th>ferr_gpc1_y_mean</th><th>ferr_ap_gpc1_y_mean</th><th>ferr_suprime_y_mean</th><th>ferr_ap_suprime_y_mean</th><th>ferr_vista_y_mean</th><th>ferr_ap_vista_y_mean</th><th>ferr_ukidss_y_mean</th><th>ferr_ap_ukidss_y_mean</th><th>ferr_ukidss_j_mean</th><th>ferr_ap_ukidss_j_mean</th><th>ferr_vista_j_mean</th><th>ferr_ap_vista_j_mean</th><th>ferr_ukidss_h_mean</th><th>ferr_ap_ukidss_h_mean</th><th>ferr_vista_h_mean</th><th>ferr_ap_vista_h_mean</th><th>ferr_vista_ks_mean</th><th>ferr_ap_vista_ks_mean</th><th>ferr_ukidss_k_mean</th><th>ferr_ap_ukidss_k_mean</th><th>ferr_pacs_green_mean</th><th>ferr_pacs_red_mean</th><th>ferr_spire_250_mean</th><th>ferr_spire_350_mean</th><th>ferr_spire_500_mean</th><th>ferr_ap_u_mean</th><th>ferr_u_mean</th><th>ferr_ap_g_mean</th><th>ferr_g_mean</th><th>ferr_ap_r_mean</th><th>ferr_r_mean</th><th>ferr_ap_i_mean</th><th>ferr_i_mean</th><th>ferr_ap_z_mean</th><th>ferr_z_mean</th><th>ferr_ap_y_mean</th><th>ferr_y_mean</th><th>ferr_ap_j_mean</th><th>ferr_j_mean</th><th>ferr_ap_h_mean</th><th>ferr_h_mean</th><th>ferr_ap_k_mean</th><th>ferr_k_mean</th><th>ferr_ap_ks_mean</th><th>ferr_ks_mean</th><th>ferr_wfc_u_mean</th><th>ferr_ap_wfc_u_mean</th><th>ferr_wfc_g_mean</th><th>ferr_ap_wfc_g_mean</th><th>ferr_wfc_r_mean</th><th>ferr_ap_wfc_r_mean</th><th>ferr_megacam_y_mean</th><th>ferr_wfc_i_mean</th><th>ferr_ap_wfc_i_mean</th><th>ferr_wfc_z_mean</th><th>ferr_ap_wfc_z_mean</th><th>ferr_irac_i1_mean</th><th>ferr_ap_irac_i1_mean</th><th>ferr_irac_i2_mean</th><th>ferr_ap_irac_i2_mean</th><th>ferr_irac_i3_mean</th><th>ferr_ap_irac_i3_mean</th><th>ferr_irac_i4_mean</th><th>ferr_ap_irac_i4_mean</th><th>ferr_mips_24_mean</th><th>ferr_suprime_ib427_mean</th><th>ferr_ap_suprime_ib427_mean</th><th>ferr_suprime_b_mean</th><th>ferr_ap_suprime_b_mean</th><th>ferr_suprime_ib464_mean</th><th>ferr_ap_suprime_ib464_mean</th><th>ferr_suprime_ia484_mean</th><th>ferr_ap_suprime_ia484_mean</th><th>ferr_suprime_ib505_mean</th><th>ferr_ap_suprime_ib505_mean</th><th>ferr_suprime_ia527_mean</th><th>ferr_ap_suprime_ia527_mean</th><th>ferr_suprime_v_mean</th><th>ferr_ap_suprime_v_mean</th><th>ferr_suprime_ib574_mean</th><th>ferr_ap_suprime_ib574_mean</th><th>ferr_acs_f606w_mean</th><th>ferr_suprime_ia624_mean</th><th>ferr_ap_suprime_ia624_mean</th><th>ferr_suprime_rc_mean</th><th>ferr_ap_suprime_rc_mean</th><th>ferr_suprime_ia679_mean</th><th>ferr_ap_suprime_ia679_mean</th><th>ferr_suprime_ib709_mean</th><th>ferr_ap_suprime_ib709_mean</th><th>ferr_suprime_nb711_mean</th><th>ferr_ap_suprime_nb711_mean</th><th>ferr_suprime_ia738_mean</th><th>ferr_ap_suprime_ia738_mean</th><th>ferr_suprime_ip_mean</th><th>ferr_ap_suprime_ip_mean</th><th>ferr_suprime_ia767_mean</th><th>ferr_ap_suprime_ia767_mean</th><th>ferr_acs_f814w_mean</th><th>ferr_suprime_nb816_mean</th><th>ferr_ap_suprime_nb816_mean</th><th>ferr_suprime_zp_mean</th><th>ferr_ap_suprime_zp_mean</th><th>ferr_suprime_ib827_mean</th><th>ferr_ap_suprime_ib827_mean</th><th>ferr_suprime_zpp_mean</th><th>ferr_ap_suprime_zpp_mean</th><th>ferr_suprime_n921_mean</th><th>ferr_ap_suprime_n921_mean</th><th>ferr_wfc3_f125w_mean</th><th>ferr_wircam_j_mean</th><th>ferr_ap_wircam_j_mean</th><th>ferr_wfc3_f140w_mean</th><th>ferr_ap_wfc3_f140w_mean</th><th>ferr_wfc3_f160w_mean</th><th>ferr_ap_wfc3_f160w_mean</th><th>ferr_wircam_h_mean</th><th>ferr_ap_wircam_h_mean</th><th>ferr_wircam_ks_mean</th><th>ferr_ap_wircam_ks_mean</th><th>ferr_decam_i_mean</th><th>ferr_ap_decam_i_mean</th><th>ferr_omegacam_z_mean</th><th>ferr_ap_omegacam_z_mean</th><th>ferr_decam_y_mean</th><th>ferr_ap_decam_y_mean</th><th>ferr_mmt_u_mean</th><th>ferr_cfht12k_b_mean</th><th>ferr_mmt_g_mean</th><th>ferr_90prime_g_mean</th><th>ferr_ap_90prime_g_mean</th><th>ferr_ap_acs_f606w_mean</th><th>ferr_90prime_r_mean</th><th>ferr_ap_90prime_r_mean</th><th>ferr_cfht12k_r_mean</th><th>ferr_mmt_i_mean</th><th>ferr_ap_acs_f814w_mean</th><th>ferr_cfht12k_i_mean</th><th>ferr_mmt_z_mean</th><th>ferr_mosaic_z_mean</th><th>ferr_ap_mosaic_z_mean</th><th>ferr_nicmos_f110w_mean</th><th>ferr_wircs_j_mean</th><th>ferr_ap_wircs_j_mean</th><th>ferr_omega2000_j_mean</th><th>ferr_newfirm_j1_mean</th><th>ferr_ap_newfirm_j1_mean</th><th>ferr_newfirm_j2_mean</th><th>ferr_ap_newfirm_j2_mean</th><th>ferr_newfirm_j3_mean</th><th>ferr_ap_newfirm_j3_mean</th><th>ferr_ap_wfc3_f125w_mean</th><th>ferr_nicmos_f160w_mean</th><th>ferr_newfirm_h1_mean</th><th>ferr_ap_newfirm_h1_mean</th><th>ferr_newfirm_h2_mean</th><th>ferr_ap_newfirm_h2_mean</th><th>ferr_omega2000_ks_mean</th><th>ferr_newfirm_k_mean</th><th>ferr_ap_newfirm_k_mean</th><th>ferr_wircs_k_mean</th><th>ferr_ap_wircs_k_mean</th><th>ferr_moircs_ks_mean</th><th>ferr_wfi_b123_mean</th><th>ferr_ap_wfi_b123_mean</th><th>ferr_wfi_b_mean</th><th>ferr_ap_wfi_b_mean</th><th>ferr_wfi_v_mean</th><th>ferr_ap_wfi_v_mean</th><th>ferr_wfi_r_mean</th><th>ferr_ap_wfi_r_mean</th><th>ferr_sdss_u_mean</th><th>ferr_ap_sdss_u_mean</th><th>ferr_sdss_g_mean</th><th>ferr_ap_sdss_g_mean</th><th>ferr_sdss_r_mean</th><th>ferr_ap_sdss_r_mean</th><th>ferr_sdss_i_mean</th><th>ferr_ap_sdss_i_mean</th><th>ferr_suprime_n816_mean</th><th>ferr_ap_suprime_n816_mean</th><th>ferr_sdss_z_mean</th><th>ferr_ap_sdss_z_mean</th><th>ferr_wircam_y_mean</th><th>ferr_ap_megacam_y_mean</th><th>ferr_hawki_k_mean</th><th>ferr_mosaic_r_mean</th><th>ferr_ap_mosaic_r_mean</th><th>ferr_wfi_u_mean</th><th>ferr_ap_wfi_u_mean</th><th>ferr_wfi_416nm_mean</th><th>ferr_ap_wfi_416nm_mean</th><th>ferr_acs_f435w_mean</th><th>ferr_wfi_461nm_mean</th><th>ferr_ap_wfi_461nm_mean</th><th>ferr_wfi_485nm_mean</th><th>ferr_ap_wfi_485nm_mean</th><th>ferr_wfi_518nm_mean</th><th>ferr_ap_wfi_518nm_mean</th><th>ferr_wfi_571nm_mean</th><th>ferr_ap_wfi_571nm_mean</th><th>ferr_wfi_604nm_mean</th><th>ferr_ap_wfi_604nm_mean</th><th>ferr_wfi_646nm_mean</th><th>ferr_ap_wfi_646nm_mean</th><th>ferr_wfi_696nm_mean</th><th>ferr_ap_wfi_696nm_mean</th><th>ferr_wfi_753nm_mean</th><th>ferr_ap_wfi_753nm_mean</th><th>ferr_acs_f775w_mean</th><th>ferr_wfi_815nm_mean</th><th>ferr_ap_wfi_815nm_mean</th><th>ferr_wfi_856nm_mean</th><th>ferr_ap_wfi_856nm_mean</th><th>ferr_wfi_i_mean</th><th>ferr_ap_wfi_i_mean</th><th>ferr_acs_f850lp_mean</th><th>ferr_wfi_914nm_mean</th><th>ferr_ap_wfi_914nm_mean</th><th>ferr_wfc3_f098m_mean</th><th>ferr_wfc3_f105w_mean</th><th>ferr_isaac_k_mean</th><th>ferr_lbc_u_mean</th><th>ferr_ap_lbc_u_mean</th><th>ferr_mosaic_b_mean</th><th>ferr_ap_mosaic_b_mean</th><th>ferr_mosaic_i_mean</th><th>ferr_ap_mosaic_i_mean</th><th>ferr_90prime_z_mean</th><th>ferr_ap_90prime_z_mean</th><th>ferr_lbc_y_mean</th><th>ferr_ap_lbc_y_mean</th><th>ferr_newfirm_j_mean</th><th>ferr_ap_newfirm_j_mean</th><th>ferr_newfirm_h_mean</th><th>ferr_ap_newfirm_h_mean</th><th>ferr_tifkam_ks_mean</th><th>ferr_ap_tifkam_ks_mean</th><th>ferr_mosaic_u_mean</th><th>ferr_ap_mosaic_u_mean</th><th>ferr_quirc_hk_mean</th><th>ferr_ap_quirc_hk_mean</th><th>ferr_moircs_k_mean</th></tr></thead>\n",
       "<thead><tr><th></th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th></th><th></th><th></th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th></th><th></th><th>uJy</th><th></th><th></th><th>uJy</th><th>uJy</th><th></th><th></th><th></th><th></th><th>uJy</th><th></th><th>uJy</th><th></th><th>uJy</th><th></th><th>uJy</th><th></th><th>uJy</th><th></th><th>uJy</th><th></th><th></th><th>uJy</th><th>uJy</th><th></th><th></th><th></th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th></th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th></th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th></tr></thead>\n",
       "<thead><tr><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>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float32</th><th>float32</th><th>float64</th><th>float32</th><th>float64</th><th>float32</th><th>float64</th><th>float64</th><th>float32</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float32</th><th>float32</th><th>float64</th><th>float32</th><th>float32</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float32</th><th>float32</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float32</th><th>float32</th><th>float64</th><th>float32</th><th>float64</th><th>float32</th><th>float32</th><th>float32</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float32</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float32</th><th>float64</th><th>float32</th><th>float64</th><th>float64</th><th>float32</th><th>float64</th><th>float32</th><th>float64</th><th>float32</th><th>float64</th><th>float32</th><th>float64</th><th>float32</th><th>float64</th><th>float32</th><th>float64</th><th>float32</th><th>float64</th><th>float32</th><th>float64</th><th>float64</th><th>float32</th><th>float64</th><th>float32</th><th>float64</th><th>float32</th><th>float64</th><th>float64</th><th>float32</th><th>float32</th><th>float64</th><th>float32</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float32</th><th>float32</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><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>1048576</td><td>0.5253896117210388</td><td>0.38889679312705994</td><td>nan</td><td>nan</td><td>0.12590011954307556</td><td>0.10194925963878632</td><td>0.03477883338928223</td><td>0.019262239336967468</td><td>0.23891596496105194</td><td>2.0712727177851775e-07</td><td>nan</td><td>nan</td><td>1.4129377104634837</td><td>0.91465111996888</td><td>0.05335335433483124</td><td>0.03087037429213524</td><td>1.9975555268295413</td><td>2.426566489712307</td><td>nan</td><td>nan</td><td>0.16042137145996094</td><td>0.13300736248493195</td><td>0.3205096423625946</td><td>3.142578748338565e-07</td><td>1.563050188079048</td><td>2.1769331990034124</td><td>nan</td><td>nan</td><td>0.28397175669670105</td><td>0.2319435477256775</td><td>0.07200701534748077</td><td>0.04176820442080498</td><td>119.29082726469397</td><td>146.9257488416712</td><td>0.9875355362892151</td><td>0.4626382887363434</td><td>nan</td><td>nan</td><td>0.10487224906682968</td><td>0.06151843070983887</td><td>0.18114213645458221</td><td>2.2510852204504772e-07</td><td>71.37364667915075</td><td>68.08458139610887</td><td>0.2554752230644226</td><td>0.14352014660835266</td><td>nan</td><td>nan</td><td>5.110846042633057</td><td>3.296671152114868</td><td>6.1554484367370605</td><td>4.862965106964111</td><td>2.602437734603882</td><td>1.9294524192810059</td><td>8.013827323913574</td><td>4.817875385284424</td><td>3.796893763542175</td><td>1.7355504155158996</td><td>nan</td><td>2.36790292603629</td><td>12.952428817749023</td><td>6.3801350593566895</td><td>nan</td><td>nan</td><td>3729.095703125</td><td>4072.408447265625</td><td>5525.98291015625</td><td>0.5253896117210388</td><td>0.5253896117210388</td><td>0.03477883338928223</td><td>0.03477883338928223</td><td>0.05335335433483124</td><td>0.05335335433483124</td><td>0.07200701534748077</td><td>0.07200701534748077</td><td>0.10487224906682968</td><td>0.10487224906682968</td><td>0.2554752230644226</td><td>0.2554752230644226</td><td>2.602437734603882</td><td>2.602437734603882</td><td>3.796893763542175</td><td>3.796893763542175</td><td>12.952428817749023</td><td>12.952428817749023</td><td>nan</td><td>nan</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td></tr>\n",
       "<tr><td>1048577</td><td>0.551311731338501</td><td>0.3287000060081482</td><td>nan</td><td>nan</td><td>0.12849529087543488</td><td>0.09703217446804047</td><td>0.037005715072155</td><td>0.020717566832900047</td><td>0.2604100704193115</td><td>2.1819887763285806e-07</td><td>nan</td><td>nan</td><td>2.5855371875564317</td><td>1.9490188764409555</td><td>0.0598246268928051</td><td>0.03293594345450401</td><td>2.6101147837857517</td><td>2.403271712280064</td><td>nan</td><td>nan</td><td>0.15693610906600952</td><td>0.11732587218284607</td><td>0.3982712924480438</td><td>3.39501951884813e-07</td><td>7.6052510244893154</td><td>2.9996858594562346</td><td>nan</td><td>nan</td><td>0.26404330134391785</td><td>0.20181328058242798</td><td>0.08084800839424133</td><td>0.04477180540561676</td><td>4.490386150241104</td><td>5.5478680208701965</td><td>0.8641000390052795</td><td>0.4629526138305664</td><td>nan</td><td>nan</td><td>0.11877024918794632</td><td>0.06634452939033508</td><td>0.21519707143306732</td><td>2.525300430988864e-07</td><td>7.4264542799537425</td><td>6.020027352056438</td><td>0.30368152260780334</td><td>0.15261590480804443</td><td>nan</td><td>nan</td><td>6.018178462982178</td><td>4.163380146026611</td><td>6.733702659606934</td><td>5.278937339782715</td><td>2.950322151184082</td><td>1.9197645783424377</td><td>8.778131484985352</td><td>5.391274452209473</td><td>3.3016043663024903</td><td>1.6669147491455079</td><td>5.1432225704193115</td><td>2.3642338684626987</td><td>11.078862190246582</td><td>6.573922157287598</td><td>nan</td><td>nan</td><td>3686.706787109375</td><td>4432.22119140625</td><td>5114.5595703125</td><td>0.551311731338501</td><td>0.551311731338501</td><td>0.037005715072155</td><td>0.037005715072155</td><td>0.0598246268928051</td><td>0.0598246268928051</td><td>0.08084800839424133</td><td>0.08084800839424133</td><td>0.11877024918794632</td><td>0.11877024918794632</td><td>0.30368152260780334</td><td>0.30368152260780334</td><td>2.950322151184082</td><td>2.950322151184082</td><td>3.3016043663024903</td><td>3.3016043663024903</td><td>11.078862190246582</td><td>11.078862190246582</td><td>5.1432225704193115</td><td>5.1432225704193115</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td></tr>\n",
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       "<tr><td>1048579</td><td>0.5537455081939697</td><td>0.37277984619140625</td><td>nan</td><td>nan</td><td>0.12674248218536377</td><td>0.10624343901872635</td><td>0.03794214874505997</td><td>0.021092668175697327</td><td>0.23023675382137299</td><td>2.2411627753626817e-07</td><td>nan</td><td>nan</td><td>1.5640033690411779</td><td>1.5803197625761944</td><td>0.05772425979375839</td><td>0.03373764082789421</td><td>3.550986486017526</td><td>1.9574063439902385</td><td>nan</td><td>nan</td><td>0.14547234773635864</td><td>0.12313704192638397</td><td>0.3171308934688568</td><td>3.246678659252211e-07</td><td>2.7322825654771647</td><td>2.5638549521027754</td><td>nan</td><td>nan</td><td>0.2499758005142212</td><td>0.21281400322914124</td><td>0.07525596767663956</td><td>0.042774640023708344</td><td>4.395009367953349</td><td>3.8348282592749356</td><td>1.5374953746795654</td><td>0.6386163234710693</td><td>nan</td><td>nan</td><td>0.10789532959461212</td><td>0.06360666453838348</td><td>0.16183090209960938</td><td>2.252372155453486e-07</td><td>5.928193935870986</td><td>5.7849368965693</td><td>0.26942846179008484</td><td>0.14877434074878693</td><td>nan</td><td>nan</td><td>5.421331405639648</td><td>3.807326555252075</td><td>6.2107954025268555</td><td>4.935856819152832</td><td>4.891497351906517</td><td>2.0862097229276384</td><td>8.285574913024902</td><td>5.151513576507568</td><td>5.117591404914856</td><td>1.8796404004096985</td><td>6.184358044104143</td><td>2.60780441455352</td><td>10.076924324035645</td><td>6.458106517791748</td><td>nan</td><td>nan</td><td>3607.606201171875</td><td>3563.78955078125</td><td>4160.08447265625</td><td>0.5537455081939697</td><td>0.5537455081939697</td><td>0.03794214874505997</td><td>0.03794214874505997</td><td>0.05772425979375839</td><td>0.05772425979375839</td><td>0.07525596767663956</td><td>0.07525596767663956</td><td>0.10789532959461212</td><td>0.10789532959461212</td><td>0.26942846179008484</td><td>0.26942846179008484</td><td>4.891497351906517</td><td>4.891497351906517</td><td>5.117591404914856</td><td>5.117591404914856</td><td>10.076924324035645</td><td>10.076924324035645</td><td>6.184358044104143</td><td>6.184358044104143</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td></tr>\n",
       "<tr><td>1048580</td><td>0.48730310797691345</td><td>0.29117441177368164</td><td>nan</td><td>nan</td><td>0.14206333458423615</td><td>0.09364397823810577</td><td>0.04043122008442879</td><td>0.020199574530124664</td><td>0.22086645662784576</td><td>2.1773541902803117e-07</td><td>nan</td><td>nan</td><td>1.395442554979377</td><td>1.476383890712886</td><td>0.05988714098930359</td><td>0.03168788179755211</td><td>1.4732675668414732</td><td>1.4402826042895163</td><td>nan</td><td>nan</td><td>0.20350167155265808</td><td>0.11573956161737442</td><td>0.28047841787338257</td><td>3.132594486032758e-07</td><td>1.9657536146371388</td><td>1.5953518475738704</td><td>nan</td><td>nan</td><td>0.296855628490448</td><td>0.19229568541049957</td><td>0.08422387391328812</td><td>0.042326975613832474</td><td>2.8421359166686493</td><td>2.487705507793428</td><td>1.3199083805084229</td><td>0.6216070055961609</td><td>nan</td><td>nan</td><td>0.12216420471668243</td><td>0.06250172853469849</td><td>0.18555766344070435</td><td>2.303269468484359e-07</td><td>5.838725505299378</td><td>5.265480305286727</td><td>0.29505807161331177</td><td>0.14537382125854492</td><td>nan</td><td>nan</td><td>4.18081521987915</td><td>2.935739517211914</td><td>5.623197555541992</td><td>4.0921220779418945</td><td>4.336619281768799</td><td>1.7810975597018288</td><td>6.478527545928955</td><td>4.374551296234131</td><td>4.117823640505473</td><td>1.7801817740712846</td><td>6.11608852039684</td><td>2.522485147822987</td><td>8.667695999145508</td><td>5.697091579437256</td><td>nan</td><td>nan</td><td>3889.661865234375</td><td>3670.824462890625</td><td>5090.30419921875</td><td>0.48730310797691345</td><td>0.48730310797691345</td><td>0.04043122008442879</td><td>0.04043122008442879</td><td>0.05988714098930359</td><td>0.05988714098930359</td><td>0.08422387391328812</td><td>0.08422387391328812</td><td>0.12216420471668243</td><td>0.12216420471668243</td><td>0.29505807161331177</td><td>0.29505807161331177</td><td>4.336619281768799</td><td>4.336619281768799</td><td>4.117823640505473</td><td>4.117823640505473</td><td>8.667695999145508</td><td>8.667695999145508</td><td>6.11608852039684</td><td>6.11608852039684</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td><td>1e+20</td></tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<Table length=5>\n",
       "hp_idx_O_10 ferr_omegacam_u_mean ... ferr_ap_quirc_hk_mean ferr_moircs_k_mean\n",
       "                    uJy          ...          uJy                 uJy        \n",
       "   int64          float64        ...        float64             float64      \n",
       "----------- -------------------- ... --------------------- ------------------\n",
       "    1048576   0.5253896117210388 ...                 1e+20              1e+20\n",
       "    1048577    0.551311731338501 ...                 1e+20              1e+20\n",
       "    1048578   0.8374801278114319 ...                 1e+20              1e+20\n",
       "    1048579   0.5537455081939697 ...                 1e+20              1e+20\n",
       "    1048580  0.48730310797691345 ...                 1e+20              1e+20"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "full_depth[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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