{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# What are LightCurveFile objects?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the previous tutorial we looked at `LightCurve` objects, which contain time and flux points. Now we will look at `LightCurveFiles`. Rather than being generated by you using a [Target Pixel File](http://lightkurve.keplerscience.org/tutorials/1.02-target-pixel-files.html), these files have been pregenerated using NASA's [Kepler Data Processing Pipeline](https://github.com/nasa/kepler-pipeline/).\n", "Usually, you will access these files through the [MAST archive](https://archive.stsci.edu/kepler/data_search/search.php). \n", "\n", "We will demonstrate the difference between a `LightCurve` and a `LightCurveFile` using data from Kepler." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Kepler light curves from MAST have some level of processing (more details [here](https://arxiv.org/pdf/1207.3093.pdf)) and allow you to access the two kinds of flux; the **SAP** flux and the **PDCSAP** flux. SAP flux is Simple Aperture Photometry flux, the same as we made in the [previous tutorial](http://lightkurve.keplerscience.org/tutorials/1.03-what-are-lightcurves.html). PDCSAP is the Pre-search Data Conditioning SAP flux. Long term trends have been removed from this data using so-called Cotrending Basis Vectors (CBVs). PDCSAP flux is usually slightly cleaner data than the SAP flux and will have fewer long term trends.\n", "\n", "We can read in a light curve file from the Kepler mission using `KeplerLightCurveFile`. We can use the `search_lightcurvefile()` function to fetch them from the data archive:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from lightkurve import search_lightcurvefile\n", "lcf = search_lightcurvefile(6922244, quarter=4).download()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`lcf` is now a `KeplerLightCurveFile` object. In this case it contains two `KeplerLightCurve` objects, one for the SAP flux and one for the PDCSAP flux. The `plot` method on a `KeplerLightCurveFile` object will plot up both of these." ] }, { "cell_type": "code", "execution_count": 2, "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": [ "lcf.plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that the PDCSAP flux is flatter. To work more with this data we must choose which type of flux we want to work with. Let's choose PDCSAP flux:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "pdcsap = lcf.PDCSAP_FLUX" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can choose SAP flux in a similar way using\n", " \n", " sapflux = lcf.SAP_FLUX" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "KeplerLightCurveFile(ID: 6922244)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lcf" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "KeplerLightCurve(ID: 6922244)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pdcsap" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This has created a `KeplerLightCurve` object. The only flux it contains is the PDCSAP flux. This has the same methods we used in the [previous tutorial](http://lightkurve.keplerscience.org/tutorials/what-are-lightcurves.html). For example you can check the meta data and the CDPP noise metric:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'Kepler'" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pdcsap.mission" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "4" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pdcsap.quarter" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "408.6913767647017" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pdcsap.estimate_cdpp()" ] } ], "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 }