{ "cells": [ { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "NpbbMzECbvTv" }, "source": [ "# Instrumental Noise in _Kepler_ and _K2_ #1: Data Gaps and Quality Flags" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "L57_f2QscO85" }, "source": [ "## Learning Goals\n", "\n", "By the end of this tutorial, you will:\n", "\n", "- Have a working knowledge of _Kepler_ quality flags and be able to access them in light curve and TPF data.\n", "- Be able to identify the cause of various types of gaps in the data.\n", "- Understand the most common reasons for individual cadence exclusions." ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "D0ixWhW-cTfm" }, "source": [ "## Introduction\n", "\n", "This notebook is the first part of a series on identifying instrumental and systematic sources of noise in _Kepler_ and _K2_ data. In this tutorial, we will look at practical examples of data gaps and single-cadence quality issues in _Kepler_ data, and learn to identify their causes. Assumed knowledge for this tutorial is a good familiarity with light curve and target pixel file (TPF) data products, and the ability to work with their metadata." ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "f0yfyjrD2ERM" }, "source": [ "## Imports\n", "\n", "We'll use **[Lightkurve](https://docs.lightkurve.org/)** for downloading and handling _Kepler_ data throughout this tutorial. We'll also use **[NumPy](https://numpy.org/)** to perform a few auxiliary functions, and **[Matplotlib](https://matplotlib.org/)** for plotting." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "colab": {}, "colab_type": "code", "execution": { "iopub.execute_input": "2023-11-03T14:13:55.465103Z", "iopub.status.busy": "2023-11-03T14:13:55.464324Z", "iopub.status.idle": "2023-11-03T14:13:56.766414Z", "shell.execute_reply": "2023-11-03T14:13:56.766106Z" }, "id": "LQ6s2Mlwc4l9" }, "outputs": [], "source": [ "import lightkurve as lk\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "fInD_fMu2pmx" }, "source": [ "---" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "XMPMikC-cq3N" }, "source": [ "## 1. Background\n", "\n", "The _Kepler_ space telescope observed the same patch of sky for four continuous years, between 2009 and 2013. Over the course of 18 observing quarters, it collected light curves and pixel data for 150,000 stars in 30-minute Long Cadence mode, and 512 stars per quarter in one-minute Short Cadence mode. Following the failure of two of the telescope's four reaction wheels, the telescope continued as the _K2_ mission, which observed along the ecliptic plane for 20 campaigns.\n", "\n", "In this tutorial, we'll explore some quality issues that arose during both the _Kepler_ and _K2_ missions, and learn how to identify and mitigate them. It's important to note that many of these issues only appear in the calibrated pixels or simple aperture photometry (SAP) data, and more still are removed by a quality masking process which we'll discuss in the next section. If you're working with presearch data conditioning SAP (PDCSAP) light curves, you won't run into many of these issues." ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "_v8jLrQBctUM" }, "source": [ "### 1.1 Quality flags\n", "\n", "Before we look at some practical examples in time series data, let's familiarize ourselves with how data gaps and single-cadence quality events are identified in _Kepler_ data files. Every _Kepler_ FITS file has a [QUALITY](https://docs.lightkurve.org/reference/api/lightkurve.KeplerTargetPixelFile.quality.html?highlight=quality#lightkurve.KeplerTargetPixelFile.quality) column, which contains a quality flag for each individual data cadence. These flags comprise of one or more binary bits, which are expressed as an integer. A handy reference document for _Kepler_'s quality flags is Table 2-3 in the [MAST Kepler Archive Manual](https://archive.stsci.edu/files/live/sites/mast/files/home/missions-and-data/k2/_documents/MAST_Kepler_Archive_Manual_2020.pdf).\n", "\n", "Let's start by downloading the data we'll work with throughout this tutorial:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "colab": {}, "colab_type": "code", "execution": { "iopub.execute_input": "2023-11-03T14:13:56.768509Z", "iopub.status.busy": "2023-11-03T14:13:56.768263Z", "iopub.status.idle": "2023-11-03T14:13:57.878700Z", "shell.execute_reply": "2023-11-03T14:13:57.878319Z" }, "id": "KORJOZglc-Lx" }, "outputs": [], "source": [ "lc = lk.search_lightcurve('KIC 2436365', author='Kepler', quarter=2).download()" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "5ceFMui-ASy2" }, "source": [ "By default, Lightkurve downloads quality-masked data. This means that a variety of cadences with a non-zero quality flag will already be removed from the light curves or TPFs you download using the instruction above.\n", "\n", "For this tutorial, we are also going to download some TPF data with no quality mask applied. We can do this by passing the optional `quality_bitmask=0` argument to the [download()](https://docs.lightkurve.org/reference/search.html?highlight=download) method as follows:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "colab": {}, "colab_type": "code", "execution": { "iopub.execute_input": "2023-11-03T14:13:57.880935Z", "iopub.status.busy": "2023-11-03T14:13:57.880741Z", "iopub.status.idle": "2023-11-03T14:13:58.621213Z", "shell.execute_reply": "2023-11-03T14:13:58.620906Z" }, "id": "h695JEhsASF7" }, "outputs": [], "source": [ "tpf = lk.search_targetpixelfile('KIC 2436365', author='Kepler', quarter=2).download(quality_bitmask=0)" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "BRbY5HdRDlZ6" }, "source": [ "Passing `quality_bitmask=0` has the effect of including every cadence in the data, even those with serious quality issues or NaN ([not a number](https://en.wikipedia.org/wiki/NaN)) values in the flux. This is not necessarily recommended when using Lightkurve, but here it will allow us to explore a wide variety of data quality issues, many of which will be useful to know about if you're working directly with FITS files from MAST.\n", "\n", "Now that we have our data, let's have a look at the range of quality flags present. Remember, this is the unmasked data, so every flagged cadence is included.\n", "\n", "Here, we're using the NumPy function [`unique()`](https://numpy.org/doc/stable/reference/generated/numpy.unique.html), which takes an array as its input and returns every unique value:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 85 }, "colab_type": "code", "execution": { "iopub.execute_input": "2023-11-03T14:13:58.623119Z", "iopub.status.busy": "2023-11-03T14:13:58.622997Z", "iopub.status.idle": "2023-11-03T14:13:58.625683Z", "shell.execute_reply": "2023-11-03T14:13:58.625415Z" }, "executionInfo": { "elapsed": 20120, "status": "ok", "timestamp": 1600725930587, "user": { "displayName": "Geert Barentsen", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gj8sjdnDeqdejfe7OoouYPIclAQV0KSTpsU469Jyeo=s64", "userId": "05704237875861987058" }, "user_tz": 420 }, "id": "E8QMKBgHetS_", "outputId": "945b812b-fee4-4ee1-dc2d-c065937852ad" }, "outputs": [ { "data": { "text/plain": [ "array([ 0, 1, 16, 64, 128, 144, 256, 4160,\n", " 8192, 8208, 8320, 12352, 16384, 32772, 32778, 32800,\n", " 32804, 32816, 98305, 98312, 98314, 393216, 393232, 393344,\n", " 401408, 409600], dtype=int32)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.unique(tpf.quality)" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "B4Jrg5JMEBM-" }, "source": [ "You'll notice that some of these appear to be integers that correspond to bits — that is, powers of two — but others are additive. This indicates that multiple quality issues are present in a particular cadence.\n", "\n", "We can use Lightkurve's `decode()` function for accessing the information stored in each quality flag:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 459 }, "colab_type": "code", "execution": { "iopub.execute_input": "2023-11-03T14:13:58.627263Z", "iopub.status.busy": "2023-11-03T14:13:58.627158Z", "iopub.status.idle": "2023-11-03T14:13:58.629662Z", "shell.execute_reply": "2023-11-03T14:13:58.629410Z" }, "executionInfo": { "elapsed": 20109, "status": "ok", "timestamp": 1600725930588, "user": { "displayName": "Geert Barentsen", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gj8sjdnDeqdejfe7OoouYPIclAQV0KSTpsU469Jyeo=s64", "userId": "05704237875861987058" }, "user_tz": 420 }, "id": "m4VWYkUyevyC", "outputId": "b60a4dc9-8489-45b4-e567-3ff7705cb05c" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0 []\n", "1 ['Attitude tweak']\n", "16 ['Zero crossing']\n", "64 ['Argabrightening']\n", "128 ['Cosmic ray in optimal aperture']\n", "144 ['Zero crossing', 'Cosmic ray in optimal aperture']\n", "256 ['Manual exclude']\n", "4160 ['Argabrightening', 'Argabrightening on CCD']\n", "8192 ['Cosmic ray in collateral data']\n", "8208 ['Zero crossing', 'Cosmic ray in collateral data']\n", "8320 ['Cosmic ray in optimal aperture', 'Cosmic ray in collateral data']\n", "12352 ['Argabrightening', 'Argabrightening on CCD', 'Cosmic ray in collateral data']\n", "16384 ['Detector anomaly']\n", "32772 ['Coarse point', 'No fine point']\n", "32778 ['Safe mode', 'Earth point', 'No fine point']\n", "32800 ['Desaturation event', 'No fine point']\n", "32804 ['Coarse point', 'Desaturation event', 'No fine point']\n", "32816 ['Zero crossing', 'Desaturation event', 'No fine point']\n", "98305 ['Attitude tweak', 'No fine point', 'No data']\n", "98312 ['Earth point', 'No fine point', 'No data']\n", "98314 ['Safe mode', 'Earth point', 'No fine point', 'No data']\n", "393216 ['Rolling band in optimal aperture', 'Rolling band in full mask']\n", "393232 ['Zero crossing', 'Rolling band in optimal aperture', 'Rolling band in full mask']\n", "393344 ['Cosmic ray in optimal aperture', 'Rolling band in optimal aperture', 'Rolling band in full mask']\n", "401408 ['Cosmic ray in collateral data', 'Rolling band in optimal aperture', 'Rolling band in full mask']\n", "409600 ['Detector anomaly', 'Rolling band in optimal aperture', 'Rolling band in full mask']\n" ] } ], "source": [ "for flag in np.unique(tpf.quality):\n", " print(flag, lk.KeplerQualityFlags.decode(flag))" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "haTYda77r4X1" }, "source": [ "We can use Python's \"bitwise and\" operator (&) to select the cadence numbers affected by a specific quality flag as follows:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 34 }, "colab_type": "code", "execution": { "iopub.execute_input": "2023-11-03T14:13:58.631147Z", "iopub.status.busy": "2023-11-03T14:13:58.631039Z", "iopub.status.idle": "2023-11-03T14:13:58.633396Z", "shell.execute_reply": "2023-11-03T14:13:58.633140Z" }, "executionInfo": { "elapsed": 20098, "status": "ok", "timestamp": 1600725930589, "user": { "displayName": "Geert Barentsen", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gj8sjdnDeqdejfe7OoouYPIclAQV0KSTpsU469Jyeo=s64", "userId": "05704237875861987058" }, "user_tz": 420 }, "id": "XH6tC4x5rwZa", "outputId": "33b27a6f-a12b-4154-e1e4-25103b804b14" }, "outputs": [ { "data": { "text/plain": [ "array([4060, 5767, 6432, 6796, 6797], dtype=int32)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tpf.cadenceno[(tpf.quality & 64) > 0] # cadence numbers flagged for \"Argabrightening\" (flag 64)" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "Pd3VEVtyFLzh" }, "source": [ "In the following sections, we'll walk through the majority of these data quality events, and look at practical examples in the light curve and TPF we downloaded above.\n", "\n", "Some of these flags are not covered in this tutorial, such as rolling bands. For more information on other data quality issues, see other tutorials in this series, as well as the various [_Kepler_ Data Handbooks](https://archive.stsci.edu/missions-and-data/kepler/documents)." ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "HXfCyGQSeiNi" }, "source": [ "## 2. Common Data Gaps\n", "\n", "The nominal _Kepler_ mission observed one area continuously between 2009 and 2013 — but of course, there were various necessary breaks in that continuity. For example, the telescope rotated at the end of each quarter, which necessitated a break in data collection.\n", "\n", "We can use quality flags to identify these various events, but often it's more convenient to check the _Kepler_ Mission Timeline, from the [_Kepler_ Data Characteristics Handbook](https://archive.stsci.edu/files/live/sites/mast/files/home/missions-and-data/kepler/_documents/Data_Characteristics.pdf):\n", "\n", "![Kepler Mission Timeline from the Data Characteristics Handbook, a calendar showing Quarters 0–17 from 2009–13, with major events and data gaps marked.](kepler-mission-timeline.png)\n", "\n", "Throughout this section we'll explore the most common reasons for gaps in _Kepler_ data: monthly data downlinks, safe modes, and coarse pointing/loss of fine pointing. Though we're looking at _Kepler_ data here, these data gaps can also be found in _K2_ mission data." ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "LCcNWywldDnY" }, "source": [ "### 2.1 Monthly data downlink\n", "\n", "During the _Kepler_ mission, the telescope changed its orientation once a month to point at Earth and downlink the last month of data. This caused a gap in the time series data, as the telescope could not collect while it was downlinking. When the telescope returned to regular pointing, its motion induced what is known as a \"thermal transient.\" This means that the telescope components and detector electronics underwent a temperature change, and the electron count reading was temporarily increased. A change in temperature can slightly change the telescope focus. This manifests in the simple aperture photometry (SAP) data as a downward slope caused by \"reheating,\" while the flux returns to its previous level. The thermal transient is corrected in PDCSAP data; there is no quality flag for data affected by a thermal transient. ([_Kepler_ Data Characteristics Handbook](https://archive.stsci.edu/files/live/sites/mast/files/home/missions-and-data/kepler/_documents/Data_Characteristics.pdf), Section 5.5.)\n", "\n", "The following code uses Matplotlib to zoom in on an Earth pointing event and highlight the affected section of the SAP light curve:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 394 }, "colab_type": "code", "execution": { "iopub.execute_input": "2023-11-03T14:13:58.635154Z", "iopub.status.busy": "2023-11-03T14:13:58.635044Z", "iopub.status.idle": "2023-11-03T14:13:58.854715Z", "shell.execute_reply": "2023-11-03T14:13:58.854422Z" }, "executionInfo": { "elapsed": 20086, "status": "ok", "timestamp": 1600725930590, "user": { "displayName": "Geert Barentsen", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gj8sjdnDeqdejfe7OoouYPIclAQV0KSTpsU469Jyeo=s64", "userId": "05704237875861987058" }, "user_tz": 420 }, "id": "2V7CICdpdIMP", "outputId": "e8d18550-9698-49e0-8fdd-54a71f95205c" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = lc.plot(column='sap_flux')\n", "ax.set_xlim(225, 238)\n", "ax.set_ylim(5300, 5600)\n", "ax.fill_betweenx(ax.get_ylim(), 230.3, 231.4, facecolor='r', alpha=0.3);" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "JGo9-atEdBXX" }, "source": [ "### 2.2 Safe modes\n", "\n", "Safe modes ([_Kepler_ Data Characteristics Handbook](https://archive.stsci.edu/files/live/sites/mast/files/home/missions-and-data/kepler/_documents/Data_Characteristics.pdf), Section 4.2) are another type of thermal transient that appears in _Kepler_ data. A safe mode occured when the telescope temporarily shut off operation due to an unexpected event, usually caused by an issue with the detector electronics.\n", "\n", "There were eleven safe mode events throughout the *Kepler* mission, and three during *K2*, in Campaigns 0, 9, and 12. The following code zooms in on the Quarter 2 safe mode, in the same data we've used above; note the similarity in appearance between the two thermal transient events." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 394 }, "colab_type": "code", "execution": { "iopub.execute_input": "2023-11-03T14:13:58.856349Z", "iopub.status.busy": "2023-11-03T14:13:58.856232Z", "iopub.status.idle": "2023-11-03T14:13:59.035253Z", "shell.execute_reply": "2023-11-03T14:13:59.034875Z" }, "executionInfo": { "elapsed": 20074, "status": "ok", "timestamp": 1600725930591, "user": { "displayName": "Geert Barentsen", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gj8sjdnDeqdejfe7OoouYPIclAQV0KSTpsU469Jyeo=s64", "userId": "05704237875861987058" }, "user_tz": 420 }, "id": "7YrgNiVcc--I", "outputId": "58cdbe08-ee05-4d12-f9d2-47c36628d6e7" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = lc.plot(column='sap_flux')\n", "ax.set_xlim(170, 200)\n", "ax.set_ylim(5450, 5800)\n", "ax.fill_betweenx(ax.get_ylim(), 181.5, 183.8, facecolor='r', alpha=0.3);" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "MfNEX_H-dMIr" }, "source": [ "### 2.3 Coarse pointing and loss of fine pointing\n", "\n", "Running the code below, you'll see two highlighted regions where there is no thermal transient, but still a gap in the data. Often, gaps like this are caused by a loss of fine pointing ([_Kepler_ Data Characteristics Handbook](https://archive.stsci.edu/files/live/sites/mast/files/home/missions-and-data/kepler/_documents/Data_Characteristics.pdf), Section 4.3). Because there is lower photometric precision when this occurs, these cadences are not suggested for use in photometry, and are replaced with NaNs.\n", "\n", "In the `QUALITY` column, there are two flags for this situation: a 4 (bit 3) for coarse point, and 32768 (bit 16) for a loss of fine point. Coarse point is a manual flag, based on preprocessing, and coarse point cadences are removed based on an expected loss of fine pointing. Cadences marked as \"no fine point\" are due to unexpected events; in practice, these two quality issues manifest in the same manner as gapped data." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 394 }, "colab_type": "code", "execution": { "iopub.execute_input": "2023-11-03T14:13:59.037198Z", "iopub.status.busy": "2023-11-03T14:13:59.036985Z", "iopub.status.idle": "2023-11-03T14:13:59.269076Z", "shell.execute_reply": "2023-11-03T14:13:59.268774Z" }, "executionInfo": { "elapsed": 20831, "status": "ok", "timestamp": 1600725931360, "user": { "displayName": "Geert Barentsen", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gj8sjdnDeqdejfe7OoouYPIclAQV0KSTpsU469Jyeo=s64", "userId": "05704237875861987058" }, "user_tz": 420 }, "id": "emnOroqhdSCz", "outputId": "02d3dadb-12c1-4750-8c13-b75dca4504d3" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = lc.plot(column='sap_flux')\n", "ax.set_xlim(215,260)\n", "ax.set_ylim(ymax=5550)\n", "ax.fill_betweenx(ax.get_ylim(), 223.5, 224, facecolor='r', alpha=0.3)\n", "ax.fill_betweenx(ax.get_ylim(), 255.3, 256.4, facecolor='r', alpha=0.3);" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "0zmJFIsRtcIO" }, "source": [ "Let's also look at a TPF cadence affected by a loss of fine pointing:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 488 }, "colab_type": "code", "execution": { "iopub.execute_input": "2023-11-03T14:13:59.271018Z", "iopub.status.busy": "2023-11-03T14:13:59.270748Z", "iopub.status.idle": "2023-11-03T14:13:59.550400Z", "shell.execute_reply": "2023-11-03T14:13:59.550012Z" }, "executionInfo": { "elapsed": 20819, "status": "ok", "timestamp": 1600725931361, "user": { "displayName": "Geert Barentsen", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gj8sjdnDeqdejfe7OoouYPIclAQV0KSTpsU469Jyeo=s64", "userId": "05704237875861987058" }, "user_tz": 420 }, "id": "jo1w9SJleTAi", "outputId": "90a77067-a271-4e58-f415-1249e651a218" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[[nan nan nan nan nan]\n", " [nan nan nan nan nan]\n", " [nan nan nan nan nan]\n", " [nan nan nan nan nan]]] electron / s\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(tpf.flux[np.argwhere((tpf.quality & 32804) > 0)][0])\n", "tpf.plot(cadenceno=tpf.cadenceno[np.argwhere(tpf.quality == 32804)[0]]);" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "5yAF6AkfWuOp" }, "source": [ "As you can see, there's no data available for this cadence at the TPF level. The vast majority of data affected by a loss of fine pointing/coarse pointing during the _Kepler_ and _K2_ missions is \"gapped\" like this. When performing photometry or light curve corrections, it's important to pay attention to the data on either side of these gaps and make sure you don't overcorrect it." ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "LgFJ0va4c2B6" }, "source": [ "## 3. Single-Cadence Events\n", "\n", "We've now seen some situations in _Kepler_ data where you'll observe a gap in the data — or NaN flux — and what the time series looks like on either side of those events. But there are many quality issues which can have an impact on one or more cadences at a time, which aren't necessarily as evident as data gaps. In the following sections, we'll look at some of the causes behind these single-cadence quality issues, where you'll find them, and how to mitigate them in a practical context." ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "g-xkp3qHd7yF" }, "source": [ "### 3.1 Cosmic rays\n", "\n", "Cosmic rays on the detector ([_Kepler_ Instrument Handbook](https://archive.stsci.edu/files/live/sites/mast/files/home/missions-and-data/kepler/_documents/KSCI-19033-002-instrument-hb.pdf), Section 4.16) are an unavoidable source of quality issues in all space based data. Depending on the severity of the event, an incidence of a cosmic ray can lead to sudden pixel sensitivity dropouts (SPSD) — covered in another tutorial in this series — or even long-term damage. Here, we'll only look at the short-term events.\n", "\n", "The cell below plots a section of our light curve for KIC 2436365 from above, showing a spike caused by a cosmic ray hitting the detector. Note that this is PDCSAP flux: most cosmic rays are removed by presearch data conditioning (PDC), but those that aren't can be caught by outlier clipping or, in this case, may not be a large enough spike to cause problems." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 411 }, "colab_type": "code", "execution": { "iopub.execute_input": "2023-11-03T14:13:59.552237Z", "iopub.status.busy": "2023-11-03T14:13:59.552115Z", "iopub.status.idle": "2023-11-03T14:13:59.724857Z", "shell.execute_reply": "2023-11-03T14:13:59.724517Z" }, "executionInfo": { "elapsed": 21491, "status": "ok", "timestamp": 1600725932047, "user": { "displayName": "Geert Barentsen", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gj8sjdnDeqdejfe7OoouYPIclAQV0KSTpsU469Jyeo=s64", "userId": "05704237875861987058" }, "user_tz": 420 }, "id": "FpVWBd3yd-e-", "outputId": "5e6cfdd7-dd20-4b55-e112-ec39000ba8ce" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = lc.plot()\n", "ax.set_xlim(243, 257)\n", "ax.set_ylim(ymax=6540)\n", "ax.fill_betweenx(ax.get_ylim(), 250, 250.8, facecolor='r', alpha=0.3)" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "GNS-eoO-aRj3" }, "source": [ "### 3.2 Argabrightening\n", "\n", "Argabrightening ([_Kepler_ Data Characteristics Handbook](https://archive.stsci.edu/files/live/sites/mast/files/home/missions-and-data/kepler/_documents/Data_Characteristics.pdf), Section 5.8) is a single-cadence quality issue that looks similar to a cosmic ray on the detector. In fact, Argabrightening is thought to be caused by debris hitting the instrument, causing a brief increase in flux. This is distinct from the electronic event caused by a cosmic ray corrupting the pixel readout: Argabrightening is the result of physical illumination.\n", "\n", "Using Lightkurve's `KeplerQualityFlags.decode()` function in [Section 1.1](#1.1-Quality-flags), we saw that a quality flag of 4160 indicates an Argabrightening event on the charge-coupled device (CCD) and in the optimal aperture used for photometry. Let's see where that shows up in our data:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 51 }, "colab_type": "code", "execution": { "iopub.execute_input": "2023-11-03T14:13:59.726765Z", "iopub.status.busy": "2023-11-03T14:13:59.726583Z", "iopub.status.idle": "2023-11-03T14:13:59.730149Z", "shell.execute_reply": "2023-11-03T14:13:59.729831Z" }, "executionInfo": { "elapsed": 21479, "status": "ok", "timestamp": 1600725932049, "user": { "displayName": "Geert Barentsen", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gj8sjdnDeqdejfe7OoouYPIclAQV0KSTpsU469Jyeo=s64", "userId": "05704237875861987058" }, "user_tz": 420 }, "id": "OtlWFxAfcAvJ", "outputId": "3ccb8055-21c1-4068-ab8f-2578c696b547" }, "outputs": [ { "data": { "text/plain": [ "array([191.8960099 , 226.77612309, 240.36418455, 247.80180137,\n", " 247.82223423])" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tpf.time.value[(tpf.quality & 4160) > 0]" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "uGfL2HFucOsm" }, "source": [ "Argabrightening events are removed by the _Kepler_ pipeline for both SAP and PDCSAP data. To see this Argabrightening event, let's create our own light curve from the TPF, using custom aperture photometry. We can confirm that the spike in the data is right where we expect it:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 394 }, "colab_type": "code", "execution": { "iopub.execute_input": "2023-11-03T14:13:59.731934Z", "iopub.status.busy": "2023-11-03T14:13:59.731839Z", "iopub.status.idle": "2023-11-03T14:13:59.897730Z", "shell.execute_reply": "2023-11-03T14:13:59.897374Z" }, "executionInfo": { "elapsed": 21468, "status": "ok", "timestamp": 1600725932050, "user": { "displayName": "Geert Barentsen", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gj8sjdnDeqdejfe7OoouYPIclAQV0KSTpsU469Jyeo=s64", "userId": "05704237875861987058" }, "user_tz": 420 }, "id": "06j5du1taw2y", "outputId": "09344263-c178-4496-c1c1-f9d087104b35" }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = tpf.to_lightcurve().plot()\n", "ax.set_xlim(235,245)\n", "ax.set_ylim(5250,5600)\n", "ax.fill_betweenx(ax.get_ylim(), 240.1, 240.6, facecolor='r', alpha=0.3);" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "ufFOqaMPezzr" }, "source": [ "### 3.3 Attitude tweaks\n", "\n", "*Kepler*'s orientation, or attitude, was adjusted every few days during Quarters 0, 1, and 2 of the nominal mission. Specifically, attitude tweaks ensured that no star would ever move more than 1/100th of a pixel from its expected location in each cadence ([_Kepler_ Data Characteristics Handbook](https://archive.stsci.edu/files/live/sites/mast/files/home/missions-and-data/kepler/_documents/Data_Characteristics.pdf), Section 4.4). From Quarter 3 onwards, changes to the telescope's Fine Guidance Sensor (FGS) system (see the [_Kepler_ Instrument Handbook](https://archive.stsci.edu/files/live/sites/mast/files/home/missions-and-data/kepler/_documents/KSCI-19033-002-instrument-hb.pdf), particularly sections 2.1 and 2.5.1) led to reduced drift, which meant that attitude tweaks were no longer necessary.\n", "\n", "Because the drift distances in *Kepler*'s first three quarters were so small, they're hard to detect without checking the quality flags. Additionally, the discontinuities were for the most part corrected by the data processing pipeline, with only a few remaining:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 394 }, "colab_type": "code", "execution": { "iopub.execute_input": "2023-11-03T14:13:59.899537Z", "iopub.status.busy": "2023-11-03T14:13:59.899421Z", "iopub.status.idle": "2023-11-03T14:14:00.042738Z", "shell.execute_reply": "2023-11-03T14:14:00.042381Z" }, "executionInfo": { "elapsed": 21883, "status": "ok", "timestamp": 1600725932480, "user": { "displayName": "Geert Barentsen", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gj8sjdnDeqdejfe7OoouYPIclAQV0KSTpsU469Jyeo=s64", "userId": "05704237875861987058" }, "user_tz": 420 }, "id": "2vTG1GxyfICa", "outputId": "8b2cc64d-0db3-4f93-a623-151580172180" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = lc.plot(column='sap_flux')\n", "ax.set_xlim(241, 251)\n", "ax.set_ylim(5300, 5400)\n", "ax.fill_betweenx(ax.get_ylim(), 246, 246.5, facecolor='r', alpha=0.3);" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "L8sFFU_ffJGC" }, "source": [ "### 3.4 Reaction wheel events\n", "\n", "*Kepler*'s attitude was controlled initially by four reaction wheels. Bits 5 and 6 are allocated to two data quality events caused by the reaction wheels: zero crossings and momentum desaturation.\n", "\n", "Zero crossings (bit 5/integer 16) occur when the reaction wheels have zero angular velocity ([_Kepler_ Data Characteristics Handbook](https://archive.stsci.edu/files/live/sites/mast/files/home/missions-and-data/kepler/_documents/Data_Characteristics.pdf), Section 5.4). This caused the telescope's point to degrade for a few minutes at a time. Because of this short timescale, reaction wheel zero crossings are mostly an issue in Short Cadence data, where they manifest as negative spikes in the flux data. Zero crossing events became less prominent after the failure of one of *Kepler*'s reaction wheels in Quarter 14, due to an increase in speed of the remaining reaction wheels. There were no reaction wheel zero crossings in the *K2* mission.\n", "\n", "Momentum desaturation (bit 6/integer 32) was a consequence of a build up of torque on the reaction wheels ([_Kepler_ Data Characteristics Handbook](https://archive.stsci.edu/files/live/sites/mast/files/home/missions-and-data/kepler/_documents/Data_Characteristics.pdf), Section 5.3). Desaturation events occurred every 146 Long Cadences during the _Kepler_ mission, leading to coarse pointing mode (as above) and NaN values in the light curves for one Long Cadence or several Short Cadences at a time.\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "SXmKokoefOLj" }, "source": [ "### 3.5 Manual exclusions\n", "\n", "For various reasons, some cadences were manually excluded during the data processing stage. In general, these cadences were those on either side of gaps and discontinuities, but sometimes manual exclusions were used to cover specific events that didn't fall under any other category. For example, during Quarter 12, a series of three coronal mass ejections from the Sun led to multiple cadences being manually excluded ([_Kepler_ Data Release 25 Notes](https://archive.stsci.edu/kepler/release_notes/release_notes25/KSCI-19065-002DRN25.pdf), Section 12.2). Further solar flares and coronal mass ejections led to manual exclusions in Campaign 15 of _K2_ ([_K2_ Data Release 22 Notes](https://archive.stsci.edu/missions/k2/doc/drn/KSCI-19138-001_K2-DRN22_C15.pdf), Section 2.2). On both occasions, these incidences led to increased noise and reduced accuracy in pointing.\n", "\n", "The code below plots the SAP light curve for Quarter 12 of KIC 8805616 with no quality-flagged data excluded. Here, you can clearly see the data quality issues caused by the coronal mass ejections, which are highlighted:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 411 }, "colab_type": "code", "execution": { "iopub.execute_input": "2023-11-03T14:14:00.044836Z", "iopub.status.busy": "2023-11-03T14:14:00.044623Z", "iopub.status.idle": "2023-11-03T14:14:00.905165Z", "shell.execute_reply": "2023-11-03T14:14:00.904674Z" }, "executionInfo": { "elapsed": 23097, "status": "ok", "timestamp": 1600725933712, "user": { "displayName": "Geert Barentsen", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gj8sjdnDeqdejfe7OoouYPIclAQV0KSTpsU469Jyeo=s64", "userId": "05704237875861987058" }, "user_tz": 420 }, "id": "BcRBI3E786Qf", "outputId": "f6431102-1400-402a-fd26-6c67da360563" }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lc_12 = lk.search_lightcurve('KIC 8805616', author='Kepler', quarter=12).download(quality_bitmask=0)\n", "ax = lc_12.plot(column='sap_flux')\n", "ax.set_ylim(47200,48200)\n", "ax.fill_betweenx(ax.get_ylim(), 1116.2, 1118.7, facecolor='r', alpha=0.3)\n", "ax.fill_betweenx(ax.get_ylim(), 1121.1, 1122.3, facecolor='r', alpha=0.3)\n", "ax.fill_betweenx(ax.get_ylim(), 1160.2, 1164.0, facecolor='r', alpha=0.3);" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "IxHd6lK0h9Yu" }, "source": [ "## 4. _K2_\n", "\n", "The *K2* mission relied on only two of *Kepler*'s reaction wheels, meaning it required an additional thruster firing every six hours to maintain pointing. This led to a six-hour drift in *K2* data; while the drift is corrected in Long Cadence data by PDC, data taken during the thruster firings is treated the same way as gaps or single-cadence quality issues in *Kepler* data. There are two quality bits allocated to thruster firings: bit 21 for a thruster firing, and bit 20 for a possible thruster firing.\n", "\n", "To get an idea of what the six-hour drift looks like, let's start by downloading some *K2* data." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "colab": {}, "colab_type": "code", "execution": { "iopub.execute_input": "2023-11-03T14:14:00.907457Z", "iopub.status.busy": "2023-11-03T14:14:00.907288Z", "iopub.status.idle": "2023-11-03T14:14:01.612167Z", "shell.execute_reply": "2023-11-03T14:14:01.611849Z" }, "id": "-HlO71iRwOub" }, "outputs": [], "source": [ "lc_k2 = lk.search_lightcurve('EPIC 211414081', author='K2', cadence='long', campaign=5).download(quality_bitmask=0)" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "mFQjgP2yw0PN" }, "source": [ "Even with `quality_bitmask=0`, the data is gapped at all cadences flagged with bit 20 or 21. You can test this yourself by running the following code, and noting that there are no `time` values provided for any cadences with these quality flags:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "colab_type": "code", "execution": { "iopub.execute_input": "2023-11-03T14:14:01.614103Z", "iopub.status.busy": "2023-11-03T14:14:01.613975Z", "iopub.status.idle": "2023-11-03T14:14:01.616784Z", "shell.execute_reply": "2023-11-03T14:14:01.616480Z" }, "executionInfo": { "elapsed": 4094, "status": "ok", "timestamp": 1600725985052, "user": { "displayName": "Geert Barentsen", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gj8sjdnDeqdejfe7OoouYPIclAQV0KSTpsU469Jyeo=s64", "userId": "05704237875861987058" }, "user_tz": 420 }, "id": "Q97bmof9v0P3", "outputId": "bf1a9bac-89ec-4e6f-ae74-dadd41b890e5" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[]\n", "[]\n", "[]\n", "[]\n", "[]\n", "[]\n", "[]\n", "[]\n", "[]\n", "[]\n" ] } ], "source": [ "for val in lc_k2.quality.value[0:10]:\n", " print(lc_k2.time[np.argwhere((val & 20) > 0 or (val & 21) > 0)])" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "1XIy0VZjyCP_" }, "source": [ "Now let's look at the SAP light curve for this star, and see what the six-hour drift looks like in practice:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 404 }, "colab_type": "code", "execution": { "iopub.execute_input": "2023-11-03T14:14:01.618437Z", "iopub.status.busy": "2023-11-03T14:14:01.618327Z", "iopub.status.idle": "2023-11-03T14:14:01.805377Z", "shell.execute_reply": "2023-11-03T14:14:01.805036Z" }, "executionInfo": { "elapsed": 28451, "status": "ok", "timestamp": 1600725939138, "user": { "displayName": "Geert Barentsen", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gj8sjdnDeqdejfe7OoouYPIclAQV0KSTpsU469Jyeo=s64", "userId": "05704237875861987058" }, "user_tz": 420 }, "id": "_3FcQsoAu-yt", "outputId": "ae14b3d5-191a-41ea-d8c8-53cbe93b75cb" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lc_k2.plot(column='sap_flux');" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "k2Kws3VyyIZd" }, "source": [ "Fortunately, this systematic is well-represented by the cotrending basis vectors (CBVs) used in the PDC pipeline:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 404 }, "colab_type": "code", "execution": { "iopub.execute_input": "2023-11-03T14:14:01.807325Z", "iopub.status.busy": "2023-11-03T14:14:01.807106Z", "iopub.status.idle": "2023-11-03T14:14:01.988170Z", "shell.execute_reply": "2023-11-03T14:14:01.987848Z" }, "executionInfo": { "elapsed": 29800, "status": "ok", "timestamp": 1600725940506, "user": { "displayName": "Geert Barentsen", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gj8sjdnDeqdejfe7OoouYPIclAQV0KSTpsU469Jyeo=s64", "userId": "05704237875861987058" }, "user_tz": 420 }, "id": "pi8NtzF2vBpy", "outputId": "36c75140-dcef-4608-ce0d-ba260642dc7a" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lc_k2.plot(marker='.', linewidth=0);" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "RKAQJwhuzL1a" }, "source": [ "The [_K2_ Handbook](https://archive.stsci.edu/files/live/sites/mast/files/home/missions-and-data/kepler/_documents/KSCI-19116-002.pdf) cautions that these effects can never be fully corrected — you can see this particularly to the left of the plot above. But overall, PDC successfully removes the six-hour drift from _K2_ Long Cadence data, providing high-quality time series data for all targets.\n", "\n", "In the next tutorial in this series, we'll revisit EPIC 211414081, and look at how the thruster firings lead to persistent systematics in Short Cadence data." ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "vbge5j28DVeN" }, "source": [ "## About this Notebook\n", "\n", "**Author:** [Isabel Colman](http://orcid.org/0000-0001-8196-516X) (`isabel.colman@sydney.edu.au`)\n", "\n", "**Updated on:** 2020-09-29\n" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "DPQvLP9jNZQT" }, "source": [ "## Citing Lightkurve and Astropy\n", "\n", "If you use `lightkurve` or `astropy` for published research, please cite the authors. Click the buttons below to copy BibTeX entries to your clipboard." ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 144 }, "colab_type": "code", "execution": { "iopub.execute_input": "2023-11-03T14:14:01.990135Z", "iopub.status.busy": "2023-11-03T14:14:01.990009Z", "iopub.status.idle": "2023-11-03T14:14:01.992862Z", "shell.execute_reply": "2023-11-03T14:14:01.992586Z" }, "executionInfo": { "elapsed": 29792, "status": "ok", "timestamp": 1600725940508, "user": { "displayName": "Geert Barentsen", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gj8sjdnDeqdejfe7OoouYPIclAQV0KSTpsU469Jyeo=s64", "userId": "05704237875861987058" }, "user_tz": 420 }, "id": "7vUtrWVjnlY7", "outputId": "7b910665-211f-407d-db43-fcf8f70e2db0" }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", " \n", " \n", " \n", " \n", "\n", "

\n", " When using Lightkurve, we kindly request that you cite the following packages:\n", "

    \n", "
  • \n", " lightkurve\n", " \n", "
  • \n", "
  • \n", " astropy\n", " \n", "
  • \n", "
  • \n", " astroquery\n", " \n", " — if you are using search_lightcurve() or search_targetpixelfile().\n", "
  • \n", "
  • \n", " tesscut\n", " \n", " — if you are using search_tesscut().\n", "
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