{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Light Curve Basics\n", "\n", "The examples over at [lightkurve](http://lightkurve.keplerscience.org) are really useful for understanding all the wonderful ways you can access *Kepler* data via online archives. This very short example demonstrates a quick-and-dirty tool that uses `lightkurve` to download the entire *Kepler* light curve for a particular star." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Download a light curve.\n", "\n", "Our first step is to download some data. We'll import our basic set of tools, and then use them to download a Kepler light curve." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# let's import some common Python packages we like\n", "import matplotlib.pyplot as plt, numpy as np\n", "\n", "# let's also import our custom Python package for this class\n", "import henrietta as hsl" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This last command creates an object called `hsl` that contains a useful function: `download_kepler_lc`. This function takes a star name as input, and tries its best to return a *Kepler* light curve for it. There are a few options you can feed it if you want, to know what those are, remember that in `jupyter` you can type the name of a function, and then hit `-` to see what it does (once for basic info, twice for more). Give it a try!" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "hsl.download_kepler_lc" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here, we use that function to download a light curve for Kepler-186. Light curves from Kepler are split into ~90 day quarters; this function makes a rough attempt at stitching all of those together. " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "lc = hsl.download_kepler_lc('Kepler-186')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot your light curve.\n", "\n", "The `lc` object we just created it is a `KeplerLightCurve` object (see the documentation for `lightkurve`) if you want to know more about what these objects can do). One snazzy feature of a light curve object like this is that we can make a simple plot of the data, just by running" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "lc.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You'll notice that the folks who wrote this tool put a bit of thought into making sure the plot looks pretty good and the axes are labeled in a relatively straightforward way. \n", "\n", "However, we might want to play around with things a bit, so let's dig under the hood of our light curve, and pull out the actual data that's being plotted. " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# this is the time, in something like Julian Date\n", "time_in_days = lc.time\n", "\n", "# this is the relative flux of the star, normalized to the star's median brightness\n", "relative_flux = lc.flux" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "N = len(time_in_days)\n", "print(\"Our light curve contains {} data points!\".format(N))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With these arrays, you can start playing around with real Kepler data, either for Kepler-186 or for any other star you choose!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Using `lightkurve` functions.\n", "\n", "You just saw the light curve `.plot()` function. Beyond just that one, there are oodles of built-in functions that we can call directly from that `lc` object. Some are listed below, with explanations from ASTR3400 students! You can also check out the original `lightkurve` documentation over [here](http://lightkurve.keplerscience.org/tutorials/1.03-what-are-lightcurves.html). " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### `lc.plot()`\n", "Chris says \"`.plot()` plots the light curve with the normalised flux on the y-axis and the time in days on the x-axis.\" \n", "\n", "Sebastian added that \"it acts much like `matplotlib.pyplot.plot` works, which we are all more than familiar with due to ASTR2600. Any kwargs that you could pass into matplotlib.pylot.plot also work with `.plot()`.\"" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lc.plot(color='mediumseagreen');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### `lc.scatter()`\n", "\n", "Zach says \"`.scatter()` is almost the same as plot, but instead of connecting each data point with a line, the data are plotted as discrete points.\" \n", "\n", "Jon points out that it also takes keyword arguments to change the plotting style, just like `matplotlib.pyplot.scatter`. \n", "\n", "These keywords act slightly differently than the ones for `plot`. Notably, with `scatter` the `c=` and `s=` keywords allow you to set the color or size of different points with an array, as shown here.\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lc.scatter(c=lc.time, cmap='autumn');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### `lc.flatten()`\n", "Diego says \"The `.flatten()` function does exactly as one would expect. Two graphs are shown for comparison. One is the regular one and the other is flattened. This is helpful because flattening the graph can get rid of the factors that influence the light curve that comes from the star. Stars look brighter or dimmer depending on where its spots are. This function makes it so the light curve does not reflect that fact.\" \n", "\n", "Shae adds that `.flatten()` gets rid of wiggles in the light curve \"using a Savitzky–Golay filter (a smoothing technique)\". \n", "\n", "Chris noticed that for his transits, \"there seems to be a 'lead up' to the transit coming from both sides like the [caldera](https://en.wikipedia.org/wiki/Caldera) of a volcano.\" This can be caused by the `.flatten()` function, because it tries to smooth out everything as best it can and doesn't know where your transits are, it can sometimes overcorrect near transits." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# scatter a light curve\n", "ax = lc.scatter(label='original')\n", "\n", "# flatten and scatter a light curve\n", "lc.flatten().scatter(label='flattened', ax=ax);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### `lc.fold()`\n", "Shae says \"`.fold()` takes the data and folds it on itself, depending on the specified period given. The y-axis remains as the normalized flux, whereas the x-axis is the phase which represents the time within a single period.\"\n", "\n", "Diego adds \"The `.fold()` function takes all the data points and shifts them all over to a certain time period. It is 'folding' in the sense that the data is all piled into one 'area'. This helps to show its transit around its host star.\"" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# parameters for Kepler-186b\n", "period = 3.8867907\n", "t0 = 2454966.3304\n", "t0_in_bkjd = t0 - 2454833\n", "\n", "# flatten, fold, and scatter a light curve\n", "lc.flatten().fold(period=period, phase=t0_in_bkjd/period).scatter(alpha=0.1);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### `lc.bin()`\n", "Zach says \"The function `.bin(binsize=int)` takes a given number of data points and averages them together, returning a new lightcurve with fewer data points. It can be applied to a curve that has already been processed by other functions like `.fold()`. \n", "\n", "Dana explains how it works \"If you want a bin size of 50, this takes the first 50 flux measurements and averages them to give one data point, the second point is the second 50, and so on until the function reaches the end of the data.\" \n", "\n", "Sebastian adds \"The process of binning leads to less noise in the data, allowing us to focus much more intensely on the actual patterns in the data that we care about.\"" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "folded = lc.flatten().fold(period=period, phase=t0_in_bkjd/period)\n", "\n", "# flatten, fold, and scatter a light curve\n", "ax = folded.scatter(alpha=0.1, label='unbinned')\n", "\n", "# flatten, fold, bin, and scatter a light curve\n", "folded.bin(100).scatter(ax=ax, s=10, label='binned');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### `lc.remove_outliers()`\n", "\n", "Tyler says \"`.remove_outliers(sigma=5.0)` removes the outliers from the data set based on how many standard deviations the value is from the trend. If done incorrectly it can remove transit data.\" Setting `sigma` to a larger value means that an outlier must be more extreme to be removed.\n", "\n", "Dana provides a nice example: \"Say you have a list of numbers (3,5,7,2,45,7,9), and you use this function on that set of numbers, it would remove that 45 because it is an outlier and not close to the other numbers.\"" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# make a flattened light curve\n", "flattened = lc.flatten()\n", "\n", "# scatter the original flattened light curve\n", "ax = flattened.scatter(label='original', color='red')\n", "\n", "# scatter the flattened light curve after removing outliers\n", "flattened.remove_outliers().scatter(ax=ax, label='outliers removed');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### `lc.yourownfunction()`\n", "\n", "Imagine about what other functions you might like to apply to a light curve. We could write our own `lightkurve` functions. What would they do? If you have an idea, share it with the class!" ] } ], "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": "3.6.3" } }, "nbformat": 4, "nbformat_minor": 2 }