{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# How to cut out Target Pixel Files from Kepler Superstamps or TESS FFIs?\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can use `lightkurve` to cut Target Pixel Files (TPFs) out of a series of standard astronomical images, such as [K2 Superstamp Mosaics](https://archive.stsci.edu/prepds/k2superstamp/) or TESS Full-Frame-Images (FFIs).\n", "This brief tutorial will demonstrate how." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import lightkurve as lk" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "SearchResult containing 1 data products.\n", "\n", "\n", "\n", "\n", "
#observationtarget_nameproductFilenamedistance
0TESS Sector 14HAT-P-11TESSCut0.0
" ], "text/plain": [ "SearchResult containing 1 data products.\n", "\n", " # observation target_name productFilename distance\n", "--- -------------- ----------- --------------- --------\n", " 0 TESS Sector 14 HAT-P-11 TESSCut 0.0" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "search_result = lk.search_tesscut('HAT-P-11', sector=14)\n", "search_result" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "TESS observed the Kepler prime field in Sector 14--- let's see if we can detect planet b. \n", "At the time of writing, the downloading from MAST can be fickle due to 504 HTTP Gateway Timeout errors. You can increase the logging level to find out more information if the TESScut service is down." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "lk.log.setLevel('INFO')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can specify the `cutout_size`---in number of TESS pixels on a side---as an argument to `.download()`. The default is a meager 5 $\\times$ 5 square. Let's go with 20 pixels square." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "0% (4/1241) of the cadences will be ignored due to the quality mask (quality_bitmask=175).\n" ] } ], "source": [ "tpf = search_result.download(cutout_size=20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You have to make your own aperture mask for these custom TESS FFI cutouts. Many decisions go into the choice of aperture mask, including the significant blending of the large TESS pixels. " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "10" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "target_mask = tpf.create_threshold_mask(threshold=15, reference_pixel='center')\n", "n_target_pixels = target_mask.sum()\n", "n_target_pixels" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 401, "width": 534 } }, "output_type": "display_data" } ], "source": [ "tpf.plot(aperture_mask=target_mask, mask_color='k');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nice! We see our target mask centered on the ten brightest pixels in the center of the image. Let's see what the uncorrected \"Simple Aperture Photometry\" (**SAP**) lightcurve looks like. For now, we will make no attempt at local background subtraction." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "target_lc = tpf.to_lightcurve(aperture_mask=target_mask)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 368, "width": 764 } }, "output_type": "display_data" } ], "source": [ "target_lc.plot(label='Target + background');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The lightcurve clearly shows a 3% signal arising from significant time-variable background in these 10 pixels. Background flux is uncorrected in these TESS FFI cutouts, so we will have to estimate it directly. We can make a clever threshold mask:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "background_mask = ~tpf.create_threshold_mask(threshold=0.001, reference_pixel=None)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 401, "width": 534 } }, "output_type": "display_data" } ], "source": [ "tpf.plot(aperture_mask=background_mask, mask_color='w');" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "201" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "n_background_pixels = background_mask.sum()\n", "n_background_pixels" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We identified 201 \"empty\" pixels that could be suitable for estimating the background. The 20x20 cutout has 400 pixels, so these 201 pixels are roughly the pixels with fluxes below the median.\n", "\n", "One may object that these ostensibly empty pixels contain background stars, so there is some uncertain zero-point level from imperfect background estimation. That's true! Background estimation is ultimately a challenge for working with TESS cutouts, especially since background varies in both space and time. Such effects should diminish as your background model approaches reality by modeling or ignoring known background sources and as more instrumental characterization proceeds. The Gaia background sources can be examined using `.interact_sky()`:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "#tpf.interact_sky()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "background_lc_per_pixel = tpf.to_lightcurve(aperture_mask=background_mask) / n_background_pixels" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The amount of background seen in the target aperture is the background flux per pixel times the number of pixels in the target aperture." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "background_estimate_lc = background_lc_per_pixel * n_target_pixels" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "import numpy as np" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 369, "width": 745 } }, "output_type": "display_data" } ], "source": [ "common_normalization = np.nanpercentile(target_lc.flux, 10)\n", "ax = (target_lc / common_normalization).plot(normalize=False, label='Target + Background', lw=1);\n", "(background_estimate_lc / common_normalization +1).plot(ax=ax, normalize=False, label='Background', \n", " ylabel='Normalized, shifted flux');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The time variable structure of the background flux resembles that of the target + background." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "corrected_lc = target_lc - background_estimate_lc.flux" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 368, "width": 764 } }, "output_type": "display_data" } ], "source": [ "corrected_lc.plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Woohoo! We see the transit signal of HAT-P-11 b! Let's fold it on its known period 4.887802443 days (Huber et al. 2017)." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "period_days = 4.887802443\n", "t0 = 2454605.89132-2457000" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 368, "width": 755 } }, "output_type": "display_data" } ], "source": [ "ax = corrected_lc.flatten(101).fold(period_days, t0=t0).scatter();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nice!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Cut out Target Pixel Files from local Kepler Superstamps or native TESS FFIs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It's also possible to manually construct TPFs from the native TESS FFIs or Kepler superstamps if you have the individual fits files saved locally.\n", "\n", "\n", "Let's assume you have downloaded a set of raw TESS FFIs to a local directory called `data`. `lightkurve` will assume that the files are given in *time order*. So you have to sort the filenames first with `glob`:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "from glob import glob\n", "import numpy as np" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we use the `KeplerTargetPixelFile` class and its function `from_fits_images()` to create the new TPF. This will cut out around the position keyword. You can pass a pixel position in units of the original image or RA and Dec coordinates." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "from lightkurve import KeplerTargetPixelFile\n", "from astropy.coordinates import SkyCoord" ] }, { "cell_type": "markdown", "metadata": { "scrolled": false }, "source": [ "```python\n", "fnames = np.sort(glob('data/*.fits'))\n", "tpf = KeplerTargetPixelFile.from_fits_images(images=fnames, \n", " position=SkyCoord(257.13700, 24.48958, unit='deg'), \n", " size=(9,9),\n", " target_id='MyCutOut')\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The resulting object is a fully functioning `KeplerTargetPixelFile`. You can read more about such objects in the [tutorial on their use](https://docs.lightkurve.org/tutorials/01-target-pixel-files.html)." ] } ], "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 }