{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# How to combine lightcurves from different Kepler quarters" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Kepler mission took 17 quarters of continuous observations on the same targets. For applications such as finding long period planets or asteroseismology it is useful to be able to turn these quarters into one long light curve. We can do this using lightkurve's `append` function. The append function is called by doing\n", "\n", " stitched_lc = lc1.append(lc2)\n", " \n", "It works in the same way as appending a list in python.\n", "\n", "Below is an example of how to stitch together all the quarters for the exoplanet target Kepler-8b. (*Note: We'll use the jupyter notebook magic command `%%capture` to supress the output for the cell so that it doesn't print a long download message*)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from lightkurve import search_lightcurvefile, log\n", "target = 'Kepler-8b'" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "log.setLevel(\"WARNING\") # Ignore download messages\n", "lc = search_lightcurvefile(target, quarter=1).download().PDCSAP_FLUX\n", "for q in range(2,17):\n", " lc = lc.append(search_lightcurvefile(target, quarter=q).download().PDCSAP_FLUX)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Above we have created a `KeplerLightCurve` object from the first quarter of the data, choosing to use the PDCSAP_FLUX. Then we have looped through all the quarters, appending each new light curve to the fist one. We can plot this new `KeplerLightCurve` using the `plot` function (and all the other functions from previous tutorials will work too!)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 368, "width": 754 } }, "output_type": "display_data" } ], "source": [ "lc.scatter();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Unfortunately, as the light fell on difference pixels in each quarter and the spacecraft changed temperature during observation, these light curves all have difference offsets. We can remove them by normalizing each light curve before we append it. We can do this with the lightkurve function `normalize`." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "lc = search_lightcurvefile(target, quarter=1).download().PDCSAP_FLUX.normalize()\n", "for q in range(2,8):\n", " lc = lc.append(search_lightcurvefile(target, quarter=q).download().PDCSAP_FLUX.normalize())" ] }, { "cell_type": "code", "execution_count": 5, "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": [ "lc.scatter();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that the light curves are normalized they don't have significant offsets. However, there are clear long term trends in some of the early quarters of the data. We can remove this using lightkurve's `flatten` method before appending each object." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "lc = search_lightcurvefile(target, quarter=1).download().PDCSAP_FLUX.normalize().flatten(window_length=401)\n", "for q in range(2,8):\n", " lc = lc.append(search_lightcurvefile(target, quarter=q).download().PDCSAP_FLUX.normalize().flatten(window_length=401))" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 368, "width": 755 } }, "output_type": "display_data" } ], "source": [ "lc.scatter();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now all of the light curves stitch together with no visible join. We can use the `fold` and `bin` methods to form a planet transit out of all of the data for Kepler-8b." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "ename": "TypeError", "evalue": "fold() got an unexpected keyword argument 'transit_midpoint'", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mlc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfold\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m3.52254\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtransit_midpoint\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0.38\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mscatter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m;\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[0;31mTypeError\u001b[0m: fold() got an unexpected keyword argument 'transit_midpoint'" ] } ], "source": [ "lc.fold(3.52254, transit_midpoint=0.38).bin().scatter();" ] } ], "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": "3.6.8" } }, "nbformat": 4, "nbformat_minor": 2 }