How to recover a known planet in Kepler data?¶

This tutorial will demonstrate the basic steps required to recover the signal of Kepler-10b, the first rocky planet that was discovered by Kepler!

Let's start by downloading the pixel data for this target for one of Kepler's observing quarters:

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import lightkurve as lk

Let's use the plot method to show the pixel data at one point in time (frame index 100). We'll also pass along a few plotting arguments.

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tpf.plot(frame=100, scale='log', show_colorbar=True); The target pixel file appears to show one bright star with a core brightness of approximately 50,000 electrons/seconds.

Now, we will use the to_lightcurve method to create a simple aperture photometry lightcurve using the mask defined by the pipeline which is stored in tpf.pipeline_mask.

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Let's take a look at the output lightcurve.

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lc.plot(); Now let's use the flatten method, which removes long-term variability that we are not interested in using a high-pass filter called Savitzky-Golay.

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flat, trend = lc.flatten(window_length=301, return_trend=True)

Let's plot the trend estimated in red:

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ax = lc.errorbar(label="Kepler-10")                   # plot() returns a matplotlib axes ...
trend.plot(ax=ax, color='red', lw=2, label='Trend');  # which we can pass to the next plot() to use the same axes and the flat lightcurve:

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flat.errorbar(label="Kepler-10"); Now, let's run a period search function using the well-known Box-Least Squares algorithm (BLS), which was added to the AstroPy package in version 3.1.

We will use the BLS algorithm to search a pre-defined grid of transit periods:

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import numpy as np
periodogram = flat.to_periodogram(method="bls", period=np.arange(0.3, 1.5, 0.001))
periodogram.plot(); It looks like we found a strong signal with a periodicity of 0.8 days!

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best_fit_period = periodogram.period_at_max_power
print('Best fit period: {:.3f}'.format(best_fit_period))
Best fit period: 0.837 d
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flat.fold(period=best_fit_period, t0=periodogram.transit_time_at_max_power).errorbar(); We successfully recovered the planet!