{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Puts ALL WISE Astrometry reference catalogues into GAIA reference frame\n", "\n", "\n", "\n", "The WISE catalogues were produced by ../dmu16_allwise/make_wise_samples_for_stacking.csh\n", "\n", "In the catalogue, we keep:\n", "\n", "- The position;\n", "- The chi^2\n", "\n", "This astrometric correction is adapted from master list code (dmu1_ml_XMM-LSS/1.8_SERVS.ipynb) written by Yannick Rohlly and Raphael Shirley\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "field=\"SA13\"" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "This notebook was run with herschelhelp_internal version: \n", "0aab440 (Thu Mar 22 09:41:13 2018 +0000)\n" ] } ], "source": [ "from herschelhelp_internal import git_version\n", "print(\"This notebook was run with herschelhelp_internal version: \\n{}\".format(git_version()))" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/sjo/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/seaborn/apionly.py:6: UserWarning: As seaborn no longer sets a default style on import, the seaborn.apionly module is deprecated. It will be removed in a future version.\n", " warnings.warn(msg, UserWarning)\n" ] } ], "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", "from collections import OrderedDict\n", "import os\n", "\n", "from astropy import units as u\n", "from astropy.coordinates import SkyCoord\n", "from astropy.table import Column, Table\n", "import numpy as np\n", "\n", "from herschelhelp_internal.flagging import gaia_flag_column\n", "from herschelhelp_internal.masterlist import nb_astcor_diag_plot, remove_duplicates\n", "from herschelhelp_internal.utils import astrometric_correction, flux_to_mag" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "OUT_DIR = os.environ.get('TMP_DIR', \"../dmu16_allwise/data/\")\n", "try:\n", " os.makedirs(OUT_DIR)\n", "except FileExistsError:\n", " pass\n", "\n", "RA_COL = \"servs_ra\"\n", "DEC_COL = \"servs_dec\"" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "## I - Reading in WISE astrometric catalogue" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "Table length=10\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
idxradecw4mag
degdegmag
0197.883700142.43751289.051
1197.886820642.44075438.64
2197.888585642.43302669.214
3197.910032342.42822929.13
4197.898123542.43640029.184
5197.895888242.44025489.226
6197.924820542.42802199.091
7197.913813942.43325018.927
8197.925437242.43268318.894
9197.93642842.4310159.122
\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "wise = Table.read(f\"../dmu16_allwise/data/Allwise_PSF_stack_{field}.fits\")\n", "wise_coords=SkyCoord(wise['ra'], wise['dec'])\n", "\n", "epoch = 2009\n", "\n", "wise[:10].show_in_notebook()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## III - Astrometry correction\n", "\n", "We match the astrometry to the Gaia one. We limit the Gaia catalogue to sources with a g band flux between the 30th and the 70th percentile. Some quick tests show that this give the lower dispersion in the results." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "../../dmu0/dmu0_GAIA/data/GAIA_SA13.fits\n" ] } ], "source": [ "#gaia = Table.read(\"./dmu17_XMM-LSS/data/GAIA_XMM-LSS.fits\")\n", "print(f\"../../dmu0/dmu0_GAIA/data/GAIA_{field}.fits\")\n", "gaia = Table.read(f\"../../dmu0/dmu0_GAIA/data/GAIA_{field}.fits\")\n", "gaia_coords = SkyCoord(gaia['ra'], gaia['dec'])" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/sjo/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n", " warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_astcor_diag_plot(wise_coords.ra, wise_coords.dec, \n", " gaia_coords.ra, gaia_coords.dec, near_ra0=True)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "RA correction: 0.06144853319938193 arcsec\n", "Dec correction: -0.07132282343604857 arcsec\n" ] } ], "source": [ "delta_ra, delta_dec = astrometric_correction(\n", " wise_coords,\n", " gaia_coords, near_ra0=True\n", ")\n", "\n", "print(\"RA correction: {}\".format(delta_ra))\n", "print(\"Dec correction: {}\".format(delta_dec))" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " ra \n", " deg \n", "-----------\n", "197.8837001\n", "197.8868206\n", "197.8885856\n", "197.9100323\n", "197.8981235\n", "197.8958882\n", "197.9248205\n", "197.9138139\n", "197.9254372\n", " 197.936428\n", " ...\n", "198.2731624\n", "198.2748646\n", " 198.281448\n", "198.2898217\n", "198.2765642\n", "198.2832022\n", " 198.287702\n", "198.2908891\n", "198.2984924\n", "198.3119693\n", "Length = 3706 rows\n", "1.7069036999828313e-05 deg\n" ] } ], "source": [ "print( wise[\"ra\"])\n", "print(delta_ra.to(u.deg))" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "#wise[\"ra\"] += delta_ra.to(u.deg)\n", "wise[\"ra\"] = wise[\"ra\"]+ delta_ra.to(u.deg)\n", "wise[\"dec\"] = wise[\"dec\"]+ delta_dec.to(u.deg)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/sjo/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n", " warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n" ] }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_astcor_diag_plot(wise[\"ra\"], wise[\"dec\"], \n", " gaia_coords.ra, gaia_coords.dec, near_ra0=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## V - Saving to disk" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "wise.write(f\"../dmu16_allwise/data/Allwise_PSF_stack_GAIA_{field}.fits\", overwrite=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python (herschelhelp_internal)", "language": "python", "name": "helpint" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.5" } }, "nbformat": 4, "nbformat_minor": 1 }