{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Quickstart" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you have a working version of [Anaconda Python](https://www.anaconda.com/distribution) installed on your system, it is easy to install Lightkurve and its dependencies using the ``conda`` package manager. In a terminal window, type:\n", "```\n", "$ conda install --channel conda-forge lightkurve\n", "```\n", "\n", "If you are using a different Python distribution, you can also install Lightkurve using `python -m pip install lightkurve`. See our [installation instructions](about/install.html) page for details and troubleshooting information.\n", "\n", "With Lightkurve installed, it is easy to extract brightness time series data (astronomers call this a *light curve*)\n", "from the tiny images of stars collected by NASA's Kepler and TESS planet-hunting telescopes.\n", "\n", "For example, let's download and display the pixels of a famous star named [KIC 8462852](https://en.wikipedia.org/wiki/KIC_8462852), also known as *Tabby's Star* or *Boyajian's Star*, which is known to show unusual light fluctuations.\n", "\n", "First, we start Python and use the `search_targetpixelfile` function to obtain the Kepler pixel data for the star from the [data archive](https://archive.stsci.edu/kepler/):" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from lightkurve import search_targetpixelfile\n", "pixelfile = search_targetpixelfile(8462852, quarter=16).download(quality_bitmask='hardest');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, let's display the first image in this data set:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pixelfile.plot(frame=1);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It looks like the star is an isolated object, so we can extract a lightcurve by simply summing up all the pixel values in each image:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "lc = pixelfile.to_lightcurve(aperture_mask='all');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The above method returned a `KeplerLightCurve` object which gives us access to the flux over time, which are both available as array objects. The time is in units of *days* and the flux is in units *electrons/second*." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([1472.11777934, 1472.13821223, 1472.15864492, ..., 1557.89718798,\n", " 1557.9380561 , 1557.95849016]),\n", " array([258645.03, 258660.05, 258690.08, ..., 258929.86, 258884.66,\n", " 258865.6 ], dtype=float32))" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lc.time, lc.flux" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can plot these data using the `plot()` method:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lc.plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The plot reveals a short-lived 20% dip in the brightness of the star. It looks like we re-discovered one of the [intriguing dips in Tabby's star](https://en.wikipedia.org/wiki/KIC_8462852#Luminosity).\n", "\n", "Congratulations, you are now able to make new discoveries in Kepler and TESS data!\n", "\n", "Next, head to our [tutorials section](https://docs.lightkurve.org/tutorials) to be guided through more detailed examples of carrying out science with Lightkurve!" ] } ], "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": "3.7.2" } }, "nbformat": 4, "nbformat_minor": 2 }