{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import pylab\n", "import pymoc\n", "import xidplus\n", "import numpy as np\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook uses all the raw data from the masterlist, maps, PSF and relevant MOCs to create XID+ prior object and relevant tiling scheme" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Read in MOCs\n", "The selection functions required are the main MOC associated with the masterlist. As the prior for XID+ is based on IRAC detected sources coming from two different surveys at different depths (SERVS and SWIRE) I will split the XID+ run into two different runs. Here we use the SERVS depth." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "Sel_func=pymoc.MOC()\n", "Sel_func.read('../../dmu4/dmu4_sm_XMM-LSS/data/holes_XMM-LSS_irac1_O16_20180420_MOC.fits')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Read in Masterlist\n", "Next step is to read in Masterlist and select only sources that are detected in mid-infrared and at least one other wavelength domain (i.e. optical or nir). This will remove most of the objects in the catalogue that are artefacts. We can do this by using the `flag_optnir_det` flag and selecting sources that have a binary value of $>= 5$" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from astropy.io import fits\n", "\n", "masterlist=fits.open('../../dmu1/dmu1_ml_XMM-LSS/data/master_catalogue_xmm-lss_20180221_xidplus.fits')" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "good=masterlist[1].data['flag_optnir_det']>=5" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "ColDefs(\n", " name = 'ra'; format = 'D'; unit = 'deg'\n", " name = 'dec'; format = 'D'; unit = 'deg'\n", " name = 'help_id'; format = '27A'\n", " name = 'flag_optnir_obs'; format = 'K'\n", " name = 'f_irac_i3'; format = 'D'\n", " name = 'ferr_irac_i3'; format = 'D'\n", " name = 'f_irac_i4'; format = 'D'\n", " name = 'ferr_irac_i4'; format = 'D'\n", " name = 'f_irac_i1'; format = 'D'\n", " name = 'ferr_irac_i1'; format = 'D'\n", " name = 'f_irac_i2'; format = 'D'\n", " name = 'ferr_irac_i2'; format = 'D'\n", " name = 'flag_optnir_det'; format = 'K'\n", ")" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "masterlist[1].columns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Create uninformative (i.e. conservative) upper and lower limits based on IRAC fluxes\n", "As the default flux prior for XID+ is a uniform distribution, it makes sense to set reasonable upper and lower 24 micron flux limits based on the longest wavelength IRAC flux available. For a lower limit I take IRAC/500.0 and for upper limit I take IRACx500." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [], "source": [ "MIPS_lower=np.full(good.sum(),0.0)\n", "MIPS_upper=np.full(good.sum(),1E5)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": true }, "outputs": [], "source": [ "for i in range(0,good.sum()):\n", " if masterlist[1].data['f_irac_i4'][good][i]>0:\n", " MIPS_lower[i]=masterlist[1].data['f_irac_i4'][good][i]/500.0\n", " MIPS_upper[i]=masterlist[1].data['f_irac_i4'][good][i]*500.0\n", " elif masterlist[1].data['f_irac_i3'][good][i]>0:\n", " MIPS_lower[i]=masterlist[1].data['f_irac_i3'][good][i]/500.0\n", " MIPS_upper[i]=masterlist[1].data['f_irac_i3'][good][i]*500.0\n", " elif masterlist[1].data['f_irac_i2'][good][i]>0:\n", " MIPS_lower[i]=masterlist[1].data['f_irac_i2'][good][i]/500.0\n", " MIPS_upper[i]=masterlist[1].data['f_irac_i2'][good][i]*500.0\n", " elif masterlist[1].data['f_irac_i1'][good][i]>0:\n", " MIPS_lower[i]=masterlist[1].data['f_irac_i1'][good][i]/500.0\n", " MIPS_upper[i]=masterlist[1].data['f_irac_i1'][good][i]*500.0" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true }, "outputs": [], "source": [ "npzfile = np.load('./tmp_mips_prior.npz')\n", "MIPS_lower=npzfile['arr_0']\n", "MIPS_upper=npzfile['arr_1']" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [], "source": [ "MIPS_Map=fits.open('../../dmu17/dmu17_XMM-LSS/data/mips_help.fits.gz')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Read in PSF" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": true }, "outputs": [], "source": [ "MIPS_psf=fits.open('../../dmu17/dmu17_XMM-LSS/dmu17_MIPS_XMM-LSS_SPUDS_20180515.fits')" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": true }, "outputs": [], "source": [ "centre=np.long((MIPS_psf[1].header['NAXIS1']-1)/2)\n", "radius=10" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAATgAAAD7CAYAAAD+dIjEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYML1dgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pylab as plt\n", "plt.imshow(np.log10(MIPS_psf[1].data[centre-radius:centre+radius+1,centre-radius:centre+radius+1]/np.max(MIPS_psf[1].data[centre-radius:centre+radius+1,centre-radius:centre+radius+1])))\n", "plt.colorbar()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Set XID+ prior class" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: FITSFixedWarning: CRVAL1_0= 34.5093660000 /CRVAL1 at Fri May 11 00:20:39 2018By: sjo \n", "keyword looks very much like CRVALia but isn't. [astropy.wcs.wcs]\n", "WARNING: FITSFixedWarning: CRVAL2_0= -5.11849700000 /CRVAL2 at Fri May 11 00:20:39 2018By: sjo \n", "keyword looks very much like CRVALia but isn't. [astropy.wcs.wcs]\n" ] } ], "source": [ "prior_MIPS=xidplus.prior(MIPS_Map[1].data,MIPS_Map[2].data,MIPS_Map[0].header,MIPS_Map[1].header,moc=Sel_func)\n", "prior_MIPS.prior_cat(masterlist[1].data['ra'][good],masterlist[1].data['dec'][good],'master_catalogue_xmm-lss_20180221_xidplus',flux_lower=MIPS_lower,\n", " flux_upper=MIPS_upper,ID=masterlist[1].data['help_id'][good])\n", "prior_MIPS.set_prf(MIPS_psf[1].data[centre-radius:centre+radius+1,centre-radius:centre+radius+1]/1.0E6,np.arange(0,21),np.arange(0,21))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Calculate tiles\n", "As fitting the whole map would be too computationally expensive, I split based on HEALPix pixels. For MIPS, the optimum order is 11. So that I don't have to read the master prior based on the whole map into memory each time (which requires a lot more memory) I also create another layer of HEALPix pixels based at the lower order of 7." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "----- There are 11927 tiles required for input catalogue and 65 large tiles\n" ] }, { "ename": "SystemExit", "evalue": "", "output_type": "error", "traceback": [ "An exception has occurred, use %tb to see the full traceback.\n", "\u001b[0;31mSystemExit\u001b[0m\n" ] } ], "source": [ "import pickle\n", "#from moc, get healpix pixels at a given order\n", "from xidplus import moc_routines\n", "order=11\n", "tiles=moc_routines.get_HEALPix_pixels(order,prior_MIPS.sra,prior_MIPS.sdec,unique=True)\n", "order_large=7\n", "tiles_large=moc_routines.get_HEALPix_pixels(order_large,prior_MIPS.sra,prior_MIPS.sdec,unique=True)\n", "print('----- There are '+str(len(tiles))+' tiles required for input catalogue and '+str(len(tiles_large))+' large tiles')\n", "output_folder=''\n", "outfile=output_folder+'Master_prior_SPUDS.pkl'\n", "with open(outfile, 'wb') as f:\n", " pickle.dump({'priors':[prior_MIPS],'tiles':tiles,'order':order,'version':xidplus.io.git_version()},f)\n", "outfile=output_folder+'Tiles_SPUDS.pkl'\n", "with open(outfile, 'wb') as f:\n", " pickle.dump({'tiles':tiles,'order':order,'tiles_large':tiles_large,'order_large':order_large,'version':xidplus.io.git_version()},f)\n", "raise SystemExit()" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": true }, "outputs": [], "source": [ "with open('Master_prior.pkl', 'wb') as f:\n", " pickle.dump({'priors':prior_MIPS,'tiles':tiles,'order':order,'version':xidplus.io.git_version()},f)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: FITSFixedWarning: CRVAL1_0= 34.5093660000 /CRVAL1 at Fri May 11 00:20:39 2018By: sjo \n", "keyword looks very much like CRVALia but isn't. [astropy.wcs.wcs]\n", "WARNING: FITSFixedWarning: CRVAL2_0= -5.11849700000 /CRVAL2 at Fri May 11 00:20:39 2018By: sjo \n", "keyword looks very much like CRVALia but isn't. [astropy.wcs.wcs]\n", "WARNING: Cannot determine equinox. Assuming J2000. [aplpy.wcs_util]\n", "WARNING: Cannot determine equinox. Assuming J2000. [aplpy.wcs_util]\n" ] }, { "data": { "text/plain": [ "([],\n", " )" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjwAAAJbCAYAAADg/k54AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQgghhOr9ARxVj/njFV4xAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xidplus.plot_map([prior_MIPS])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Cut down Master Prior to SPUDS\n", "As the decision has now been made to use the SPUDS map where available, the Master prior needs to be cut down to the MOC representing SPUDS (created by Aladin)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": true }, "outputs": [], "source": [ "diff_moc=pymoc.MOC()\n", "diff_moc.read('./../../dmu17/dmu17_XMM-LSS/data/mips_help-1-_MOC.fits')" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: FITSFixedWarning: CRVAL1_0= 34.5093660000 /CRVAL1 at Fri May 11 00:20:39 2018By: sjo \n", "keyword looks very much like CRVALia but isn't. [astropy.wcs.wcs]\n", "WARNING: FITSFixedWarning: CRVAL2_0= -5.11849700000 /CRVAL2 at Fri May 11 00:20:39 2018By: sjo \n", "keyword looks very much like CRVALia but isn't. [astropy.wcs.wcs]\n" ] } ], "source": [ "prior_MIPS.moc=diff_moc\n", "prior_MIPS.cut_down_prior()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "----- There are 1728 tiles required for input catalogue and 15 large tiles\n" ] }, { "ename": "SystemExit", "evalue": "", "output_type": "error", "traceback": [ "An exception has occurred, use %tb to see the full traceback.\n", "\u001b[0;31mSystemExit\u001b[0m\n" ] } ], "source": [ "import pickle\n", "#from moc, get healpix pixels at a given order\n", "from xidplus import moc_routines\n", "order=11\n", "tiles=moc_routines.get_HEALPix_pixels(order,prior_MIPS.sra,prior_MIPS.sdec,unique=True)\n", "order_large=7\n", "tiles_large=moc_routines.get_HEALPix_pixels(order_large,prior_MIPS.sra,prior_MIPS.sdec,unique=True)\n", "print('----- There are '+str(len(tiles))+' tiles required for input catalogue and '+str(len(tiles_large))+' large tiles')\n", "output_folder=''\n", "outfile=output_folder+'Master_prior_SPUDS.pkl'\n", "with open(outfile, 'wb') as f:\n", " pickle.dump({'priors':[prior_MIPS],'tiles':tiles,'order':order,'version':xidplus.io.git_version()},f)\n", "outfile=output_folder+'Tiles_SPUDS.pkl'\n", "with open(outfile, 'wb') as f:\n", " pickle.dump({'tiles':tiles,'order':order,'tiles_large':tiles_large,'order_large':order_large,'version':xidplus.io.git_version()},f)\n", "raise SystemExit()" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": true }, "outputs": [], "source": [ "np.savez('./tmp_mips_prior', MIPS_lower, MIPS_upper)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.6" } }, "nbformat": 4, "nbformat_minor": 2 }