{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Astropy tutorial @ ASTRON\n",
    "# Using PyVO to explore LOTSS and TGSS data\n",
    "\n",
    "Author: [Tammo Jan Dijkema](t.j.dijkema@gmail.com)\n",
    "\n",
    "This tutorial first given at ASTRON on 13 March 2019"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pyvo as vo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "from astropy.coordinates import SkyCoord\n",
    "import astropy.units as u\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will extract some sources from a more or less random cutout of the LoTSS HETDEX field."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "lotss_center = SkyCoord(ra=195.89191*u.deg, dec=49.74803*u.deg)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The capabilities of all tables on the ASTRON VO-server are listed on https://vo.astron.nl/ . In particular, for LoTSS, the list of fields is documented [here](https://vo.astron.nl/hetdex/lotss-dr1/cone/info)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "lotss_query = vo.dal.scs.SCSQuery('https://vo.astron.nl/hetdex/lotss-dr1/cone/scs.xml')\n",
    "lotss_query['RA'] = lotss_center.ra.to(u.deg).value\n",
    "lotss_query['DEC'] = lotss_center.dec.to(u.deg).value\n",
    "lotss_query.radius = 1.5*u.deg"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Unfortunately `pyvo` does not understand astropy units: the ra and dec need to be given in degrees without unit."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: W35: None:10:345: W35: 'value' attribute required for INFO elements [astropy.io.votable.tree]\n",
      "WARNING: W50: None:10:1698: W50: Invalid unit string 'mJy/beam' [astropy.io.votable.tree]\n",
      "WARNING: W50: None:10:1859: W50: Invalid unit string 'mJy/beam' [astropy.io.votable.tree]\n",
      "WARNING: W50: None:10:4566: W50: Invalid unit string 'mJy/beam' [astropy.io.votable.tree]\n"
     ]
    }
   ],
   "source": [
    "lotss_table = lotss_query.execute().to_table()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<i>Table masked=True length=5</i>\n",
       "<table id=\"table4912926112\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>Source_Name</th><th>RA</th><th>E_RA</th><th>DEC</th><th>E_DEC</th><th>Peak_flux</th><th>E_Peak_flux</th><th>Total_flux</th><th>E_Total_flux</th><th>Major</th><th>E_Maj</th><th>Minor</th><th>E_Min</th><th>DC_Maj</th><th>E_DC_Maj</th><th>DC_Min</th><th>E_DC_Min</th><th>PA</th><th>E_PA</th><th>DC_PA</th><th>E_DC_PA</th><th>Isl_rms</th><th>S_Code</th><th>Mosaic_ID</th><th>Masked_Fraction</th><th>ID_flag</th><th>ID_name</th><th>ID_ra</th><th>ID_dec</th><th>ML_LR</th><th>LGZ_Size</th><th>LGZ_Width</th><th>LGZ_PA</th><th>LGZ_Assoc</th><th>LGZ_Assoc_Qual</th><th>LGZ_ID_Qual</th><th>Deblended_from</th><th>AllWISE</th><th>objid</th><th>gFApFlux</th><th>gFApFluxErr</th><th>gFApMag</th><th>gFApMagErr</th><th>rFApFlux</th><th>rFApFluxErr</th><th>rFApMag</th><th>rFApMagErr</th><th>iFApFlux</th><th>iFApFluxErr</th><th>iFApMag</th><th>iFApMagErr</th><th>zFApFlux</th><th>zFApFluxErr</th><th>zFApMag</th><th>zFApMagErr</th><th>yFApFlux</th><th>yFApFluxErr</th><th>yFApMag</th><th>yFApMagErr</th><th>gFKronFlux</th><th>gFKronFluxErr</th><th>rFKronFlux</th><th>rFKronFluxErr</th><th>iFKronFlux</th><th>iFKronFluxErr</th><th>zFKronFlux</th><th>zFKronFluxErr</th><th>yFKronFlux</th><th>yFKronFluxErr</th><th>W1Flux</th><th>W1FluxErr</th><th>W1Mag</th><th>W1MagErr</th><th>W2Flux</th><th>W2FluxErr</th><th>W2Mag</th><th>W2MagErr</th><th>W3Flux</th><th>W3FluxErr</th><th>W3Mag</th><th>W3MagErr</th><th>W4Flux</th><th>W4FluxErr</th><th>W4Mag</th><th>W4MagErr</th><th>z_best</th><th>z_best_source</th><th>z_spec</th><th>z_spec_source</th><th>z1_median</th><th>z1_min</th><th>z1_max</th><th>z1_area</th><th>z2_median</th><th>z2_min</th><th>z2_max</th><th>z2_area</th><th>specAGN</th><th>mqcAGN</th><th>XrayClass</th><th>_2RXS_ID</th><th>XMMSL2_ID</th><th>IRClass</th><th>EBV</th><th>PanSTARRS_Missing</th><th>u_rest</th><th>g_rest</th><th>r_rest</th><th>i_rest</th><th>z_rest</th><th>U__rest</th><th>B_rest</th><th>V_rest</th><th>I__rest</th><th>J_rest</th><th>Ks_rest</th><th>w1_rest</th><th>w2_rest</th><th>w3_rest</th></tr></thead>\n",
       "<thead><tr><th></th><th>deg</th><th>arcsec</th><th>deg</th><th>arcsec</th><th>mJy/beam</th><th>mJy/beam</th><th>mJy</th><th>mJy</th><th>arcsec</th><th>arcsec</th><th>arcsec</th><th>arcsec</th><th>arcsec</th><th>arcsec</th><th>arcsec</th><th>arcsec</th><th>deg</th><th>deg</th><th>deg</th><th>deg</th><th>mJy/beam</th><th></th><th></th><th></th><th></th><th></th><th>deg</th><th>deg</th><th></th><th>arcsec</th><th>arcsec</th><th>deg</th><th></th><th></th><th></th><th></th><th></th><th></th><th>uJy</th><th>uJy</th><th>mag</th><th>mag</th><th>uJy</th><th>uJy</th><th>mag</th><th>mag</th><th>uJy</th><th>uJy</th><th>mag</th><th>mag</th><th>uJy</th><th>uJy</th><th>mag</th><th>mag</th><th>uJy</th><th>uJy</th><th>mag</th><th>mag</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>mag</th><th>mag</th><th>uJy</th><th>uJy</th><th>mag</th><th>mag</th><th>uJy</th><th>uJy</th><th>mag</th><th>mag</th><th>uJy</th><th>uJy</th><th>mag</th><th>mag</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>mag</th><th>mag</th><th>mag</th><th>mag</th><th>mag</th><th>mag</th><th>mag</th><th>mag</th><th>mag</th><th>mag</th><th>mag</th><th>mag</th><th>mag</th><th>mag</th></tr></thead>\n",
       "<thead><tr><th>object</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>object</th><th>object</th><th>float64</th><th>int32</th><th>object</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>object</th><th>object</th><th>object</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>object</th><th>object</th><th>float64</th><th>object</th><th>object</th><th>int16</th><th>float64</th><th>int16</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><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>ILTJ131101.27+503649.8</td><td>197.755298235285</td><td>0.621449001406682</td><td>50.6138537119503</td><td>0.221122379367781</td><td>0.386148307292531</td><td>0.0534210305285419</td><td>0.425988774462365</td><td>0.0932860834840265</td><td>--</td><td>1.46361481518271</td><td>--</td><td>0.519493071175322</td><td>0.0</td><td>1.46361481518271</td><td>0.0</td><td>0.519493071175322</td><td>90.8987522033729</td><td>14.7526460822876</td><td>0.0</td><td>14.7526460822876</td><td>0.0550119184481446</td><td>S</td><td>P34Hetdex06</td><td>0.0</td><td>1</td><td>PSO J131101.362+503649.578</td><td>197.75564789</td><td>50.61377251</td><td>347.133477921727</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td></td><td>J131101.30+503649.7</td><td></td><td>1.86666945633135</td><td>1.44367241301316</td><td>23.222331446692</td><td>0.839702712926741</td><td>0.997904488443382</td><td>0.622793483695054</td><td>23.9022775599254</td><td>0.677609371604232</td><td>6.17290164970658</td><td>0.868225358940128</td><td>21.9237766060311</td><td>0.152709983016695</td><td>14.4341241048792</td><td>2.57282371989593</td><td>21.0015239123745</td><td>0.193528047899161</td><td>15.6070847846177</td><td>7.41744082239141</td><td>20.9166955258464</td><td>0.516008220539602</td><td>2.56776893630048e-06</td><td>1.30077265423184e-06</td><td>1.23298628546559e-06</td><td>8.15227917967764e-07</td><td>6.25157608437465e-06</td><td>1.25279965900595e-06</td><td>1.45255111584377e-05</td><td>2.44757075737054e-06</td><td>1.52522122684537e-05</td><td>1.35679870655598e-05</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>0.8848</td><td>0.0</td><td>--</td><td>--</td><td>0.8848</td><td>0.4556</td><td>1.3297</td><td>0.796</td><td>--</td><td>--</td><td>--</td><td>--</td><td></td><td>0</td><td>0.0</td><td></td><td></td><td>0</td><td>0.0139</td><td>--</td><td>-20.5409613508517</td><td>-22.0739579470814</td><td>-22.8448487510067</td><td>-23.1629436412186</td><td>-23.5119128804571</td><td>--</td><td>-21.7863417804376</td><td>-22.5345513096806</td><td>--</td><td>-23.8566087293678</td><td>-23.9072091711578</td><td>-23.3777655575066</td><td>--</td><td>--</td></tr>\n",
       "<tr><td>ILTJ131131.20+503026.2</td><td>197.879986488083</td><td>0.589555101394212</td><td>50.5072940044737</td><td>0.702180966758866</td><td>0.360952858157179</td><td>0.0702258397588345</td><td>0.596115043339907</td><td>0.104608162967654</td><td>--</td><td>1.71288457955039</td><td>--</td><td>1.31429394435552</td><td>5.75890900792082</td><td>1.71288457955039</td><td>3.88858425327105</td><td>1.31429394435552</td><td>157.554530151611</td><td>58.6388256039688</td><td>157.554530151612</td><td>58.6388256039688</td><td>0.0651711889076978</td><td>S</td><td>P34Hetdex06</td><td>0.44</td><td>1</td><td>PSO J131131.215+503025.772</td><td>197.88006605</td><td>50.50716631</td><td>399.948090419051</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td></td><td>J131131.15+503024.9</td><td></td><td>3.06955075611777</td><td>0.711981970373787</td><td>22.682312952525</td><td>0.251836396850312</td><td>16.5904272074508</td><td>0.797031168052002</td><td>20.8503560766133</td><td>0.0521605371973836</td><td>28.9166347470263</td><td>0.932462652800934</td><td>20.2471306266316</td><td>0.0350112822805183</td><td>38.8594459088774</td><td>1.44783898408463</td><td>19.926258490583</td><td>0.0404527436486631</td><td>53.4718257333152</td><td>3.43274349141251</td><td>19.579687467916</td><td>0.0697012649028043</td><td>3.60707254305572e-06</td><td>8.48164631771024e-07</td><td>1.42554085870874e-05</td><td>1.10773751658219e-06</td><td>2.67972718786278e-05</td><td>1.08762931003594e-06</td><td>3.57530009009661e-05</td><td>2.201689455592e-06</td><td>4.31554661228116e-05</td><td>8.11732270249873e-06</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>0.5018</td><td>0.0</td><td>--</td><td>--</td><td>0.5018</td><td>0.4127</td><td>0.5877</td><td>0.782</td><td>--</td><td>--</td><td>--</td><td>--</td><td></td><td>0</td><td>0.0</td><td></td><td></td><td>0</td><td>0.01255</td><td>--</td><td>-19.9301938376017</td><td>-21.2974854030332</td><td>-22.0413918719042</td><td>-22.3249032663389</td><td>-22.7166167171887</td><td>--</td><td>-21.097606486577</td><td>-21.6769476582165</td><td>--</td><td>-23.2363588101719</td><td>-23.5176716486097</td><td>-23.243995907579</td><td>-23.7845800841936</td><td>--</td></tr>\n",
       "<tr><td>ILTJ131108.55+503249.0</td><td>197.785636824074</td><td>0.851677631194472</td><td>50.5469508062079</td><td>0.632313764590187</td><td>0.22789188272591</td><td>0.0584885915138422</td><td>0.28646512174116</td><td>0.0944404915336735</td><td>--</td><td>2.00898788983535</td><td>--</td><td>1.48419971551019</td><td>4.14009088750467</td><td>2.00898788983535</td><td>1.59419227471637</td><td>1.48419971551019</td><td>86.5294732250607</td><td>71.9815225240728</td><td>86.5294732250603</td><td>71.9815225240728</td><td>0.0560475345992018</td><td>S</td><td>P34Hetdex06</td><td>0.0</td><td>1</td><td>AllWISE J131108.57+503247.9</td><td>197.7857434</td><td>50.5466595</td><td>100.019126783029</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td></td><td>J131108.57+503247.9</td><td></td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>0.0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td></td><td>0</td><td>0.0</td><td></td><td></td><td>1</td><td>0.01379</td><td>--</td><td>--</td><td>--</td><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>ILTJ131101.62+503204.2</td><td>197.756747324464</td><td>0.335395297803667</td><td>50.5345241003806</td><td>0.185601782181231</td><td>0.492883911862374</td><td>0.0525983289410455</td><td>0.414598563483173</td><td>0.0982862685855707</td><td>--</td><td>0.789865413409456</td><td>--</td><td>0.436739600423655</td><td>0.0</td><td>0.789865413409456</td><td>0.0</td><td>0.436739600423655</td><td>92.2168548883371</td><td>18.5314096002559</td><td>0.0</td><td>18.5314096002559</td><td>0.056064975069603</td><td>S</td><td>P34Hetdex06</td><td>0.4</td><td>1</td><td>PSO J131101.647+503204.183</td><td>197.75685893</td><td>50.5345162</td><td>2749.88886729886</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td></td><td>J131101.65+503204.2</td><td></td><td>29.8498761985743</td><td>0.451963847624859</td><td>20.2126436643841</td><td>0.0164393818367506</td><td>42.5681097899693</td><td>0.911058781524659</td><td>19.8272890849172</td><td>0.0232373367914315</td><td>58.4979409106848</td><td>1.50918027711183</td><td>19.4821485513273</td><td>0.0280107580003373</td><td>78.5744723463611</td><td>2.66198560205675</td><td>19.1617963168301</td><td>0.0367831187202586</td><td>78.8570501421987</td><td>8.26363844651202</td><td>19.1578986822493</td><td>0.113777162957914</td><td>2.64844347508617e-05</td><td>9.73425043103047e-07</td><td>3.86236095930616e-05</td><td>7.57848556401535e-07</td><td>5.345293250243e-05</td><td>1.7979438379931e-06</td><td>7.01489257667908e-05</td><td>2.30404870197591e-06</td><td>7.1750651403686e-05</td><td>5.52060735365928e-06</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>0.7583</td><td>0.0</td><td>--</td><td>--</td><td>0.7583</td><td>0.4469</td><td>1.0298</td><td>0.746</td><td>0.3813</td><td>0.3425</td><td>0.4169</td><td>0.047</td><td></td><td>0</td><td>0.0</td><td></td><td></td><td>15</td><td>0.01397</td><td>--</td><td>-22.8389031272551</td><td>-23.3824170124558</td><td>-23.9775820842473</td><td>-24.1778833218268</td><td>-24.4258668060437</td><td>--</td><td>-23.2450700725908</td><td>-23.5835179828137</td><td>--</td><td>-24.8148955332916</td><td>-25.8599411402652</td><td>-26.629525196365</td><td>-27.0285758542292</td><td>-27.789224990662</td></tr>\n",
       "<tr><td>ILTJ131102.14+503327.0</td><td>197.758917048902</td><td>0.831516736525457</td><td>50.5575008537004</td><td>0.689460226834194</td><td>0.218609942656044</td><td>0.0582687567005825</td><td>0.268193786734689</td><td>0.0947003356327626</td><td>--</td><td>2.00458627047453</td><td>--</td><td>1.56576383363161</td><td>3.78287899470943</td><td>2.00458627047453</td><td>1.66662775329257</td><td>1.56576383363161</td><td>111.46702014158</td><td>90.3620348876477</td><td>111.467020141582</td><td>90.3620348876477</td><td>0.0559758846065961</td><td>S</td><td>P34Hetdex06</td><td>0.0</td><td>1</td><td>AllWISE J131102.05+503326.2</td><td>197.7585771</td><td>50.5572816</td><td>115.255320768347</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td></td><td>J131102.05+503326.2</td><td></td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>0.0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td></td><td>0</td><td>0.0</td><td></td><td></td><td>0</td><td>0.01413</td><td>--</td><td>--</td><td>--</td><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",
       "</table>"
      ],
      "text/plain": [
       "<Table masked=True length=5>\n",
       "     Source_Name              RA        ...      w2_rest          w3_rest     \n",
       "                             deg        ...        mag              mag       \n",
       "        object             float64      ...      float64          float64     \n",
       "---------------------- ---------------- ... ----------------- ----------------\n",
       "ILTJ131101.27+503649.8 197.755298235285 ...                --               --\n",
       "ILTJ131131.20+503026.2 197.879986488083 ... -23.7845800841936               --\n",
       "ILTJ131108.55+503249.0 197.785636824074 ...                --               --\n",
       "ILTJ131101.62+503204.2 197.756747324464 ... -27.0285758542292 -27.789224990662\n",
       "ILTJ131102.14+503327.0 197.758917048902 ...                --               --"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lotss_table[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7197"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(lotss_table)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Exercise**: Query the same region in TGSS (TIFR GMRT Sky Survey) alternative data release, available from `https://vo.astron.nl/tgssadr/q/cone/scs.xml`, store the result in `tgss_table`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<i>Table masked=True length=5</i>\n",
       "<table id=\"table4909825384\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>ID</th><th>RA</th><th>e_RA</th><th>DEC</th><th>e_DEC</th><th>Sint</th><th>e_Sint</th><th>Spk</th><th>e_Spk</th><th>MAJAX</th><th>e_MAJAX</th><th>MINAX</th><th>e_MINAX</th><th>PA</th><th>e_PA</th><th>Island_RMS</th><th>S_Code</th><th>Mosaic_Name</th></tr></thead>\n",
       "<thead><tr><th></th><th>deg</th><th>arcsec</th><th>deg</th><th>arcsec</th><th>mJy</th><th>mJy</th><th>mJy/beam</th><th>mJy/beam</th><th>arcsec</th><th>arcsec</th><th>arcsec</th><th>arcsec</th><th>deg</th><th>deg</th><th>mJy/beam</th><th></th><th></th></tr></thead>\n",
       "<thead><tr><th>object</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>object</th><th>object</th></tr></thead>\n",
       "<tr><td>J131128.1+502514</td><td>197.86739</td><td>2.0</td><td>50.42066</td><td>2.0</td><td>725.3</td><td>72.6</td><td>635.0</td><td>63.5</td><td>27.8</td><td>0.1</td><td>25.7</td><td>0.1</td><td>-32.3</td><td>2.2</td><td>2.3</td><td>S</td><td>R40D64</td></tr>\n",
       "<tr><td>J131216.0+500605</td><td>198.06668</td><td>2.0</td><td>50.10156</td><td>2.0</td><td>2131.7</td><td>213.3</td><td>1034.3</td><td>103.5</td><td>43.5</td><td>0.1</td><td>25.9</td><td>0.1</td><td>9.4</td><td>0.3</td><td>2.3</td><td>M</td><td>R40D64</td></tr>\n",
       "<tr><td>J131212.0+500651</td><td>198.05014</td><td>2.1</td><td>50.11438</td><td>2.1</td><td>36.9</td><td>5.5</td><td>38.9</td><td>4.5</td><td>24.4</td><td>1.4</td><td>24.3</td><td>1.4</td><td>14.9</td><td>0.4</td><td>2.3</td><td>C</td><td>R40D64</td></tr>\n",
       "<tr><td>J131052.8+500412</td><td>197.7202</td><td>2.6</td><td>50.07018</td><td>2.4</td><td>50.7</td><td>6.2</td><td>26.6</td><td>3.6</td><td>43.2</td><td>4.6</td><td>27.5</td><td>2.1</td><td>-57.6</td><td>10.8</td><td>2.3</td><td>S</td><td>R40D64</td></tr>\n",
       "<tr><td>J130945.9+500724</td><td>197.44145</td><td>2.1</td><td>50.1236</td><td>2.1</td><td>67.1</td><td>7.7</td><td>54.3</td><td>5.9</td><td>29.5</td><td>1.3</td><td>26.1</td><td>1.1</td><td>-6.8</td><td>15.3</td><td>2.2</td><td>S</td><td>R40D64</td></tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<Table masked=True length=5>\n",
       "       ID            RA      e_RA    DEC    ... Island_RMS S_Code Mosaic_Name\n",
       "                    deg     arcsec   deg    ...  mJy/beam                    \n",
       "     object       float64  float64 float64  ...  float64   object    object  \n",
       "---------------- --------- ------- -------- ... ---------- ------ -----------\n",
       "J131128.1+502514 197.86739     2.0 50.42066 ...        2.3      S      R40D64\n",
       "J131216.0+500605 198.06668     2.0 50.10156 ...        2.3      M      R40D64\n",
       "J131212.0+500651 198.05014     2.1 50.11438 ...        2.3      C      R40D64\n",
       "J131052.8+500412  197.7202     2.6 50.07018 ...        2.3      S      R40D64\n",
       "J130945.9+500724 197.44145     2.1  50.1236 ...        2.2      S      R40D64"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tgss_table[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "151"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(tgss_table)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To perform a cross match, we only look at brighter sources in LoTSS:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "lotss_selection = lotss_table[lotss_table['Total_flux']>20]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Cross matching is done on SkyCoord objects. We make one SkyCoord object for a lot of coordinates:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "lotss_sources = SkyCoord(ra=lotss_selection['RA'], dec=lotss_selection['DEC'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "tgss_sources = SkyCoord(ra=tgss_table['RA'], dec=tgss_table['DEC'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Matching is done with `match_to_catalog_sky`. This gives for every TGSS source the closest LoTSS source, and the distance to this. (A more thorough crossmatch would use either ADQL queries or `search_around_sky`, which gives a many-to-many relationship."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "lotss_idx, dist_2d, _ = tgss_sources.match_to_catalog_sky(lotss_sources)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([  1,   2,   3,   6,   7,   8,   9,  10,  18,  22,  23,  24,  25,\n",
       "        26,  27,  29,  37,  33,  35,  37,  39,  40,  41,  42,  43,  44,\n",
       "        45,  48,  50,  51,  52,  53,  54,  54,  57,  58,  58,  59,  60,\n",
       "        61,  63,  65,  67,  67,  68,  69,  71,  72,  73,  76,  77,  78,\n",
       "        80,  80,  82,  83,  84,  85,  86,  88,  89,  92,  93,  94,  95,\n",
       "        95,  96,  98,  99, 100, 101, 102, 102, 104, 106, 107, 108, 112,\n",
       "       114, 116, 117, 118, 119, 123, 125, 127, 128, 129, 130, 132, 133,\n",
       "       135, 136, 136, 136, 137, 140, 141, 142, 144, 144, 145, 146, 147,\n",
       "       148, 151, 152, 154, 155, 156, 157, 158, 159, 160, 163, 161, 162,\n",
       "       163, 166, 168, 169, 171, 172, 173, 174, 176, 177, 182, 183, 184,\n",
       "       185, 186, 189, 190, 192, 193, 193, 195, 197, 199, 200, 201, 203,\n",
       "       204, 205, 205, 208, 209, 210, 211, 212])"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lotss_idx"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Exercise**: Are all these matches good? Have a look at `dist_2d`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Exercise**: plot `lotss_selection[lotss_idx][\"Total flux\"]` against `tgss_table[\"Sint\"]`. Filter the results to use only the points where `dist2d<10*u.arcsec`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Image access"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "tgss_service = vo.dal.sia.SIAService('https://vo.astron.nl/tgssadr/q_fits/imgs/siap.xml')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "lotss_service = vo.dal.sia.SIAService('https://vo.astron.nl/hetdex/lotss-dr1-img/imgs/siap.xml')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: W35: None:12:177: W35: 'value' attribute required for INFO elements [astropy.io.votable.tree]\n",
      "WARNING: W27: None:12:525: W27: COOSYS deprecated in VOTable 1.2 [astropy.io.votable.tree]\n",
      "WARNING: W06: None:12:2173: W06: Invalid UCD 'POS_EQ_RA_MAIN': Unknown word 'POS_EQ_RA_MAIN' [astropy.io.votable.tree]\n",
      "WARNING: W06: None:12:2345: W06: Invalid UCD 'POS_EQ_DEC_MAIN': Unknown word 'POS_EQ_DEC_MAIN' [astropy.io.votable.tree]\n",
      "WARNING: W06: None:12:2674: W06: Invalid UCD 'INST_ID': Unknown word 'INST_ID' [astropy.io.votable.tree]\n"
     ]
    }
   ],
   "source": [
    "res = lotss_service.search(pos=lotss_center, size=0.01)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "masked_array(data=[b'P34Hetdex06-low-residual-mosaic',\n",
       "                   b'P34Hetdex06-residual-mosaic',\n",
       "                   b'P34Hetdex06-low-mosaic', b'P34Hetdex06-mosaic',\n",
       "                   b'P34Hetdex06-mosaic-rms'],\n",
       "             mask=[False, False, False, False, False],\n",
       "       fill_value='?',\n",
       "            dtype=object)"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "res['imageTitle']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "for num, cov in enumerate(res['coverage']):\n",
    "    ax.plot(cov[::2], cov[1::2], label=str(num)+res['imageTitle'][num].decode('utf-8'));\n",
    "ax.plot([lotss_center.ra.to(u.deg).value], [lotss_center.dec.to(u.deg).value], 'ro');\n",
    "ax.legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "import astropy.io.fits as fits"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://vo.astron.nl/getproduct/hetdex/data/low-mosaics/P34Hetdex06-low-mosaic.fits'"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "res['accref'][2].decode('utf-8')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "f = fits.open(res['accref'][2].decode('utf-8'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(10,10))\n",
    "ax.imshow(f[0].data.squeeze(),\n",
    "          vmin=0,\n",
    "          vmax=np.percentile(f[0].data[np.logical_not(np.isnan(f[0].data))], 99.9)\n",
    "         );"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It would of course be better to add proper axes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "from astropy.wcs import WCS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "wcs = WCS(f[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "WCS Keywords\n",
       "\n",
       "Number of WCS axes: 2\n",
       "CTYPE : 'RA---SIN'  'DEC--SIN'  \n",
       "CRVAL : 195.89191  49.74803  \n",
       "CRPIX : 1260.0  1260.0  \n",
       "PC1_1 PC1_2  : 1.0  0.0  \n",
       "PC2_1 PC2_2  : 0.0  1.0  \n",
       "CDELT : -0.00125  0.00125  \n",
       "NAXIS : 2520  2520"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wcs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_lotss(tgss_dots=False, lotss_dots=False, lotss_flux_min=100):\n",
    "    fig = plt.figure(figsize=(10,10))\n",
    "    ax = fig.add_subplot(1, 1, 1, projection=wcs)\n",
    "    ax.imshow(f[0].data.squeeze(),\n",
    "              vmin=0,\n",
    "              vmax=np.percentile(f[0].data[np.logical_not(np.isnan(f[0].data))], 99.9)\n",
    "             );\n",
    "    if lotss_dots:\n",
    "        lotss_subset = lotss_table[lotss_table[\"Total_flux\"]>lotss_flux_min]\n",
    "        ax.plot(lotss_subset[\"RA\"], lotss_subset[\"DEC\"], 'ro', transform=ax.get_transform('world'),\n",
    "               label=\"LoTSS catalog > {}mJy\".format(lotss_flux_min));            \n",
    "    if tgss_dots:\n",
    "        ax.plot(tgss_table[\"RA\"], tgss_table[\"DEC\"], 'y.', transform=ax.get_transform('world'),\n",
    "               label=\"TGSS catalog\");\n",
    "    ax.legend()\n",
    "    return ax"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_lotss(tgss_dots=True, lotss_dots=True, lotss_flux_min=10);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [],
   "source": [
    "from ipywidgets import interact, interactive, fixed, interact_manual, FloatSlider"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "934ee9ac508b49e686b576597e72751d",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(Checkbox(value=False, description='tgss_dots'), Checkbox(value=False, description='lotss…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "interact(plot_lotss, lotss_flux_min=FloatSlider(min=0, max=150, step=5, continuous_update=False));"
   ]
  }
 ],
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