{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "![HELP-Logo](https://avatars1.githubusercontent.com/u/7880370?s=200&v=4)\n", "\n", "# DMU 31 - Using Photometric Redshift Selection Functions\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook illustrates some example uses of the photometric selection functions produced in [this selection function notebook](https://github.com/H-E-L-P/dmu_products/blob/master/dmu24/dmu24_ELAIS-N1/2_Photo-z_Selection_Function.ipynb). The goal is to create a selection function for the photometric redshifts that accounts for the varying redshift quality due to the inhomogeneous data coverage. The method outlined in the above notebook implicitly accounts for these effects due to the clustering of regions with similar optical depth properties.\n", "\n", "Here we use the example field, ELAIS-N1 as an illustration." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Set up imports" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "This notebook was run with herschelhelp_internal version: \n", "Unable to determine version.\n", "This notebook was executed on: \n", "2018-06-20 18:01:10.773691\n" ] } ], "source": [ "from herschelhelp_internal import git_version\n", "print(\"This notebook was run with herschelhelp_internal version: \\n{}\".format(git_version()))\n", "import datetime\n", "print(\"This notebook was executed on: \\n{}\".format(datetime.datetime.now()))" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "#%config InlineBackend.figure_format = 'svg'\n", "\n", "import matplotlib.pyplot as plt\n", "plt.rc('figure', figsize=(10, 6))\n", "\n", "import os\n", "import time\n", "\n", "from astropy import units as u\n", "from astropy.coordinates import SkyCoord\n", "from astropy.table import Column, Table, join\n", "import numpy as np\n", "from pymoc import MOC\n", "import healpy as hp\n", "import seaborn as sns\n", "\n", "import warnings\n", "#We ignore warnings - this is a little dangerous but a huge number of warnings are generated by empty cells later\n", "warnings.filterwarnings('ignore')\n", "\n", "from herschelhelp_internal.utils import inMoc, coords_to_hpidx, flux_to_mag\n", "from herschelhelp_internal.masterlist import find_last_ml_suffix, nb_ccplots\n", "\n", "from astropy.io.votable import parse_single_table\n", "from astropy.io import fits\n", "from astropy.stats import binom_conf_interval\n", "from astropy.utils.console import ProgressBar\n", "from astropy.modeling.fitting import LevMarLSQFitter\n", "\n", "from sklearn.cluster import MiniBatchKMeans, MeanShift\n", "from collections import Counter\n", "\n", "from astropy.modeling import Fittable1DModel, Parameter" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These functions are the logistic function (and its inverse) used to parametrise the fraction of sources that satisfy the criteria as a function of a given magnitude. \n", "\n", "(NB: To be folded into herschelhelp_python module for convenience.)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "class GLF1D(Fittable1DModel):\n", " \"\"\"\n", " Generalised Logistic Function \n", " \"\"\"\n", " inputs = ('x',)\n", " outputs = ('y',)\n", "\n", " A = Parameter()\n", " B = Parameter()\n", " K = Parameter()\n", " Q = Parameter()\n", " nu = Parameter()\n", " M = Parameter()\n", " \n", " @staticmethod\n", " def evaluate(x, A, B, K, Q, nu, M):\n", " top = K - A\n", " bottom = (1 + Q*np.exp(-B*(x-M)))**(1/nu)\n", " return A + (top/bottom)\n", "\n", " @staticmethod\n", " def fit_deriv(x, A, B, K, Q, nu, M):\n", " d_A = 1 - (1 + (Q*np.exp(-B*(x-M)))**(-1/nu))\n", " \n", " d_B = ((K - A) * (x-M) * (Q*np.exp(-B*(x-M)))) / (nu * ((1 + Q*np.exp(-B*(x-M)))**((1/nu) + 1)))\n", "\n", " d_K = 1 + (Q*np.exp(-B*(x-M)))**(-1/nu)\n", " \n", " d_Q = -((K - A) * (Q*np.exp(-B*(x-M)))) / (nu * ((1 + Q*np.exp(-B*(x-M)))**((1/nu) + 1)))\n", " \n", " d_nu = ((K-A) * np.log(1 + (Q*np.exp(-B*(x-M))))) / ((nu**2) * ((1 + Q*np.exp(-B*(x-M)))**((1/nu))))\n", " \n", " d_M = -((K - A) * (Q*B*np.exp(-B*(x-M)))) / (nu * ((1 + Q*np.exp(-B*(x-M)))**((1/nu) + 1)))\n", "\n", " return [d_A, d_B, d_K, d_Q, d_nu, d_M]\n", " \n", "class InverseGLF1D(Fittable1DModel):\n", " \"\"\"\n", " Generalised Logistic Function \n", " \"\"\"\n", " inputs = ('x',)\n", " outputs = ('y',)\n", "\n", " A = Parameter()\n", " B = Parameter()\n", " K = Parameter()\n", " Q = Parameter()\n", " nu = Parameter()\n", " M = Parameter()\n", " \n", " @staticmethod\n", " def evaluate(x, A, B, K, Q, nu, M):\n", " return M - (1/B)*(np.log((((K - A)/(x -A))**nu - 1)/Q))\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## II - Set relevant initial parameters" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "FIELD = 'ELAIS-N1'\n", "ORDER = 10\n", "\n", "OUT_DIR = 'selection_functions'\n", "SUFFIX = 'depths_20171016_photoz_20170725'\n", "\n", "DEPTH_MAP = '../../dmu1/dmu1_ml_ELAIS-N1/data/depths_elais-n1_20171016.fits'\n", "MASTERLIST = '../../dmu1/dmu1_ml_ELAIS-N1/data/master_catalogue_elais-n1_20170627.fits'\n", "\n", "PZ_SEL_MAP = '../../dmu24/dmu24_ELAIS-N1/data/photo-z_selection_elais-n1_depths_20171016_photoz_20170725.fits'\n", "PHOTOZS = '../../dmu24/dmu24_ml_ELAIS-N1/data/master_catalogue_elais-n1_20170706_photoz_20170725_irac1_optimised.fits'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## III - Load the depth maps" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "depth_map = Table.read(DEPTH_MAP)\n", "\n", "# Get Healpix IDs\n", "hp_idx = depth_map['hp_idx_O_{0}'.format(ORDER)]\n", "\n", "# Calculate RA, Dec of depth map Healpix pixels for later plotting etc.\n", "dm_hp_ra, dm_hp_dec = hp.pix2ang(2**ORDER, hp_idx, nest=True, lonlat=True)\n", "\n", "pz_depth_map = Table.read('{0}/photo-z_selection_{1}_{2}.fits'.format(OUT_DIR, FIELD, SUFFIX).lower(), format='fits')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## IV - Using the photo-$z$ selection function" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The selection function catalog contains a lot of information that can be exploited in a variety of ways depending on the science goal.\n", "Here we use the selection function catalog to estimate the photometric redshift completeness across the field at a given magnitude for a desired band, e.g. `m_ap_cfht_megacam = 20`." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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nGI/4iARb/ZTytWvTo84w2xg96gwj4mCKbdzubZ+wzS373PMYd9+XOc914OGk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iHSzSEb4/CtlHqSJaLAdaVetcuBHBwO+LYUoA1dGUJE7cfRdSgogR+xunRWEBlkVHKkRJQCByzx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\n0jpGSUkHPIw9ybCweHrXCEqp8K7zJ6emQGbSOEq4HY8HfiyAAnpwOTdQ0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Nl+5ik6JZwS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\nWJTEiBSpbgd0ZY/9OtceX3nnxfx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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Fig, Ax = plt.subplots(1,1,figsize=(9.5,8))\n", "\n", "photometry_band = 'm_ap_cfht_megacam_u'\n", "\n", "mag = 20.\n", "value = [GLF1D(*pars)(mag) for pars in pz_depth_map['pz_glf_{0}'.format(photometry_band)]]\n", "\n", "Sc = Ax.scatter(dm_hp_ra, dm_hp_dec, c=value, cmap=plt.cm.viridis, s=8)\n", "\n", "Ax.set_xlabel('Right Ascension [deg]')\n", "Ax.set_ylabel('Declination [deg]')\n", "Ax.set_title('{0} - {1} = {2}'.format(FIELD, photometry_band, mag))\n", "CB = Fig.colorbar(Sc)\n", "CB.set_label(r'Photometric Redshift Completeness ($\\Delta z_{80\\%\\rm{HPD}} / (1 + z_{\\rm{phot}}$) < 0.2)')\n", "\n", "Fig.savefig('pz_completeness_map_{0}_{1}.png'.format(photometry_band, mag), format='png', dpi=150, bbox_inches='tight')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we do the same as above but for a different reference filter:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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X8KPFyInLpay0wvXB6WU7ZfA0o27D2bZg1mJPbUxanxS741LlPR7gEit72Rat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\nAgHYHoSfXR/+VXSMs1YFhmSuoqQolUAArLrG1kJ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KsDruLGqNy8Jzjahq7+pgxFcqSHaK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\nrKwc/7+zELXpxb5Fd5dX759EzN4cZjP61YFPeRDzP6+rb4gzC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bT8dBIAUspLE3EeE8Qk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\nERG1lCImIiIiailFTERERNTS/wHX5NbDNIuNOQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Fig, Ax = plt.subplots(1,1,figsize=(9.5,8))\n", "\n", "photometry_band = 'm_ap_ukidss_j'\n", "\n", "mag = 20.\n", "value = [GLF1D(*pars)(mag) for pars in pz_depth_map['pz_glf_{0}'.format(photometry_band)]]\n", "\n", "Sc = Ax.scatter(dm_hp_ra, dm_hp_dec, c=value, cmap=plt.cm.viridis, s=8)\n", "\n", "Ax.set_xlabel('Right Ascension [deg]')\n", "Ax.set_ylabel('Declination [deg]')\n", "Ax.set_title('{0} - {1} = {2}'.format(FIELD, photometry_band, mag))\n", "CB = Fig.colorbar(Sc)\n", "CB.set_label(r'Photometric Redshift Completeness ($\\Delta z_{80\\%\\rm{HPD}} / (1 + z_{\\rm{phot}}$) < 0.2)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "An advantage of the GLF employed in this work is that it can be inverted and the same fitted parameters can be used to estimate depth in a given HEALpix corresponding to a desired photo-$z$ completeness. \n", "Plotting below is the magnitude at which the photo-$z$ completeness equals 80%. We can therefore use this information to: \n", "1. Select regions of the field which reach the desired completeness, and\n", "2. Determine the required magnitude cut to reach the desired completeness for each HEALpix.\n", "\n", "The second point could be used to for example select a sample which has homogeneous redshift quality." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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TGMGxeas8D7RM40MWM3lIPK5JsCJgFRcWnPPclgOADZk85NcF51wof9LclrEM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vrY911C4EJKD0hESQzBfPUkkSFIAlIIFtYcHmsPz3eTeMe0XYL75fWyLEb+kMSDEF6Hl2Pfdx2X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hdb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\nCCF0tOjMhBBCCKGjRWcmhBBCCB3t/6BsP7Jda3qCAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Fig, Ax = plt.subplots(1,1,figsize=(9.5,8))\n", "\n", "photometry_band = 'm_ap_ukidss_j'\n", "\n", "model = GLF1D(*pz_depth_map['pz_glf_{0}'.format(photometry_band)][0])\n", "\n", "completeness = 0.8\n", "mag_complete = [InverseGLF1D(*pars)(completeness) for pars in pz_depth_map['pz_glf_{0}'.format(photometry_band)]]\n", "\n", "Sc = Ax.scatter(dm_hp_ra, dm_hp_dec, c=mag_complete, cmap=plt.cm.viridis, s=8)\n", "\n", "Ax.set_xlabel('Right Ascension [deg]')\n", "Ax.set_ylabel('Declination [deg]')\n", "Ax.set_title('{0} - {1}'.format(FIELD, photometry_band))\n", "CB = Fig.colorbar(Sc)\n", "CB.set_label(r'Magnitude at which {0:.0f}% Complete'.format(completeness*100))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In other notebooks we will illustrate these use-cases in aspecific scientific context such as accounting for the selection effects in defined science sample." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " ![HELP LOGO](https://avatars1.githubusercontent.com/u/7880370?s=75&v=4)\n", " \n", "**Author**: [Kenneth Duncan](http://dunkenj.github.io)\n", "\n", "The Herschel Extragalactic Legacy Project, ([HELP](http://herschel.sussex.ac.uk/)), is a [European Commission Research Executive Agency](https://ec.europa.eu/info/departments/research-executive-agency_en)\n", "funded project under the SP1-Cooperation, Collaborative project, Small or medium-scale focused research project, FP7-SPACE-2013-1 scheme, Grant Agreement\n", "Number 607254.\n", "\n", "[Acknowledgements](http://herschel.sussex.ac.uk/acknowledgements)\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python (herschelhelp_internal)", "language": "python", "name": "helpint" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.13" } }, "nbformat": 4, "nbformat_minor": 2 }