{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# How to save a LightCurve in FITS format?\n", "\n", "Once you have detrended or altered a lightcurve in some way, you may want to save it as a FITS file. This allows you to easily share the file with your collaborators or submit your lightcurves as a [MAST High Level Science Product](https://archive.stsci.edu/hlsp/hlsp_guidelines.html) (HLSP). Lightkurve provides a `to_fits()` method which will easily convert your `LightCurve` object into a fits file.\n", "\n", "Below is a brief demostration showing how `to_fits()` works.\n", "\n", "Note: if you are considering contributing a HLSP you may want to read the [guidelines](https://archive.stsci.edu/hlsp/hlsp_guidelines_timeseries.html) for contributing fits files. These include which fits headers are required/suggested for your HLSP to be accepted." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Example: editing and writing a lightcurve\n", "\n", "First we'll obtain a random Kepler lightcurve from MAST." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from lightkurve import search_lightcurvefile\n", "lcf = search_lightcurvefile('KIC 757076', quarter=3).download()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we'll make some edits to the lightcurve. Below we use the PDCSAP flux from MAST, remove NaN values and clip out any outliers." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 368, "width": 774 } }, "output_type": "display_data" } ], "source": [ "lc = lcf.PDCSAP_FLUX.remove_nans().remove_outliers()\n", "lc.scatter();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can use the `to_fits` method to save the lightcurve to a file called *output.fits*." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "lc.to_fits(path='output.fits', overwrite=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's take a look at the file and check that it behaved as we expect" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "astropy.io.fits.hdu.hdulist.HDUList" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from astropy.io import fits\n", "hdu = fits.open('output.fits')\n", "type(hdu)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Filename: output.fits\n", "No. Name Ver Type Cards Dimensions Format\n", " 0 PRIMARY 1 PrimaryHDU 25 () \n", " 1 LIGHTCURVE 1 BinTableHDU 28 4133R x 7C [D, E, E, J, K, D, D] \n" ] } ], "source": [ "hdu.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`hdu` is a set of astropy.io.fits objects, which is what we would expect. Lets take a look at the header of the first extension." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "SIMPLE = T / conforms to FITS standards \n", "BITPIX = 8 / array data type \n", "NAXIS = 0 / number of array dimensions \n", "EXTEND = T / file contains extensions \n", "NEXTEND = 2 / number of standard extensions \n", "EXTNAME = 'PRIMARY ' / name of extension \n", "EXTVER = 1 / extension version number (not format version) \n", "ORIGIN = 'Unofficial data product' / institution responsible for file \n", "DATE = '2020-02-03' / file creation date. \n", "CREATOR = 'lightkurve.LightCurve.to_fits()' / pipeline job and program used t \n", "TELESCOP= 'KEPLER ' / telescope \n", "INSTRUME= 'Kepler Photometer' / detector type \n", "OBJECT = '757076 ' / string version of target id \n", "KEPLERID= 757076 / unique Kepler target identifier \n", "CHANNEL = 56 / CCD channel \n", "RADESYS = 'ICRS ' / reference frame of celestial coordinates \n", "RA_OBJ = 291.03872 / [deg] right ascension \n", "DEC_OBJ = 36.59813 / [deg] declination \n", "EQUINOX = 2000 / equinox of celestial coordinate system \n", "PROCVER = '1.8.dev ' \n", "MISSION = 'Kepler ' \n", "DATE-OBS= '2009-09-18T17:53:34.165' \n", "QUARTER = 3 \n", "CHECKSUM= 'RiUOTZTORfTORZTO' / HDU checksum updated 2020-02-03T16:54:18 \n", "DATASUM = '0 ' / data unit checksum updated 2020-02-03T16:54:18 " ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hdu[0].header" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looks like it has all the correct information about the target. What about the second extension?" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "XTENSION= 'BINTABLE' / binary table extension \n", "BITPIX = 8 / array data type \n", "NAXIS = 2 / number of array dimensions \n", "NAXIS1 = 44 / length of dimension 1 \n", "NAXIS2 = 4133 / length of dimension 2 \n", "PCOUNT = 0 / number of group parameters \n", "GCOUNT = 1 / number of groups \n", "TFIELDS = 7 / number of table fields \n", "TTYPE1 = 'TIME ' \n", "TFORM1 = 'D ' \n", "TUNIT1 = 'bkjd ' \n", "TTYPE2 = 'FLUX ' \n", "TFORM2 = 'E ' \n", "TUNIT2 = 'counts ' \n", "TTYPE3 = 'FLUX_ERR' \n", "TFORM3 = 'E ' \n", "TUNIT3 = 'counts ' \n", "TTYPE4 = 'CADENCENO' \n", "TFORM4 = 'J ' \n", "TTYPE5 = 'SAP_QUALITY' \n", "TFORM5 = 'K ' \n", "TTYPE6 = 'MOM_CENTR1' \n", "TFORM6 = 'D ' \n", "TTYPE7 = 'MOM_CENTR2' \n", "TFORM7 = 'D ' \n", "EXTNAME = 'LIGHTCURVE' \n", "CHECKSUM= 'Y8EAa8C8T8CAY8C7' / HDU checksum updated 2020-02-03T16:54:18 \n", "DATASUM = '390244549' / data unit checksum updated 2020-02-03T16:54:18 " ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hdu[1].header" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This extension has 7 columns, `TIME`, `FLUX`, `FLUX_ERR`, `SAP_QUALITY`, `CADENCENO`, `MOM_CENTR1`, and `MOM_CENTR2`. What if we wanted to add new keywords to our fits file? HLSP products require some extra keywords. Let's add some keywords to explain who made the data, and what our HLSP is. " ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "lc.to_fits(path='output.fits',\n", " overwrite=True,\n", " HLSPLEAD='Kepler/K2 GO office',\n", " HLSPNAME='TUTORIAL',\n", " CITATION='HEDGES2018')" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "hdu = fits.open('output.fits')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "SIMPLE = T / conforms to FITS standards \n", "BITPIX = 8 / array data type \n", "NAXIS = 0 / number of array dimensions \n", "EXTEND = T / file contains extensions \n", "NEXTEND = 2 / number of standard extensions \n", "EXTNAME = 'PRIMARY ' / name of extension \n", "EXTVER = 1 / extension version number (not format version) \n", "ORIGIN = 'Unofficial data product' / institution responsible for file \n", "DATE = '2020-02-03' / file creation date. \n", "CREATOR = 'lightkurve.LightCurve.to_fits()' / pipeline job and program used t \n", "TELESCOP= 'KEPLER ' / telescope \n", "INSTRUME= 'Kepler Photometer' / detector type \n", "OBJECT = '757076 ' / string version of target id \n", "KEPLERID= 757076 / unique Kepler target identifier \n", "CHANNEL = 56 / CCD channel \n", "RADESYS = 'ICRS ' / reference frame of celestial coordinates \n", "RA_OBJ = 291.03872 / [deg] right ascension \n", "DEC_OBJ = 36.59813 / [deg] declination \n", "EQUINOX = 2000 / equinox of celestial coordinate system \n", "PROCVER = '1.8.dev ' \n", "HLSPLEAD= 'Kepler/K2 GO office' \n", "HLSPNAME= 'TUTORIAL' \n", "CITATION= 'HEDGES2018' \n", "MISSION = 'Kepler ' \n", "DATE-OBS= '2009-09-18T17:53:34.165' \n", "QUARTER = 3 \n", "CHECKSUM= 'nMqboLnbnLnbnLnb' / HDU checksum updated 2020-02-03T16:54:18 \n", "DATASUM = '0 ' / data unit checksum updated 2020-02-03T16:54:18 " ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hdu[0].header" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now our new keywords are included in the primary header! What about if we want to add more **data columns** to our fits file? We can simply add data columns in the same way. Let's add the data quality to our fits file." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([-0.49992399, -0.49952132, -0.49932792, ..., 0.49923243,\n", " 0.49957413, 0.49988861])" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "demo_vector = lc.fold(1.23456789).phase\n", "demo_vector" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "lc.to_fits(path='output.fits',\n", " overwrite=True,\n", " HLSPLEAD='Kepler/K2 GO office',\n", " HLSPNAME='TUTORIAL',\n", " CITATION='HEDGES2018',\n", " DEMO_COLUMN=demo_vector)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "hdu = fits.open('output.fits')" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "ColDefs(\n", " name = 'TIME'; format = 'D'; unit = 'bkjd'\n", " name = 'FLUX'; format = 'E'; unit = 'counts'\n", " name = 'FLUX_ERR'; format = 'E'; unit = 'counts'\n", " name = 'CADENCENO'; format = 'J'\n", " name = 'DEMO_COLUMN'; format = 'D'\n", " name = 'SAP_QUALITY'; format = 'K'\n", " name = 'MOM_CENTR1'; format = 'D'\n", " name = 'MOM_CENTR2'; format = 'D'\n", ")" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hdu[1].data.columns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The vector is populated as a data column in the HDU extension. Once all your lightcurves are saved as fits files and you have a README file, you can consider submitting your data products to MAST." ] } ], "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": "3.6.7" } }, "nbformat": 4, "nbformat_minor": 2 }