{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# How to cut out Target Pixel Files from Kepler Superstamps or TESS FFIs?\n", "\n", "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": 23, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%matplotlib inline\n", "from lightkurve import KeplerTargetPixelFile\n", "from glob import glob\n", "import numpy as np" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's assume you have downloaded a set [simulated TESS FFI images](http://archive.stsci.edu/tess/ete-6.html) to a local directory called `data`. `lightkurve` will assume that the files are given in *time order*. So we'll sort the filenames first:" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": true }, "outputs": [], "source": [ "fnames = np.sort(glob('data/*.fits'))" ] }, { "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": 29, "metadata": { "scrolled": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 45/45 [00:01<00:00, 39.26it/s]\n" ] } ], "source": [ "tpf = KeplerTargetPixelFile.from_fits_images(images=fnames, \n", " position=(197,210), \n", " size=(5,5))" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": { "image/png": { "height": 277, "width": 334 } }, "output_type": "display_data" } ], "source": [ "tpf.plot()" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": { "image/png": { "height": 263, "width": 400 } }, "output_type": "display_data" } ], "source": [ "tpf.to_lightcurve().plot()" ] } ], "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 }