{ "cells": [ { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "ORlvn98Ns7lY" }, "source": [ "# Instrumental Noise in _Kepler_ and _K2_ #4: Electronic Noise" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "L57_f2QscO85" }, "source": [ "## Learning Goals\n", "\n", "By the end of this tutorial, you will be able to:\n", "\n", "- Explain electronic crosstalk and how it manifests in _Kepler_ data.\n", "- Identify rolling bands in _Kepler_ data and compare their effect to other sources of noise.\n", "- Understand the short- and long-term consequences of cosmic rays on the _Kepler_ detector.\n" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "D0ixWhW-cTfm" }, "source": [ "## Introduction\n", "\n", "This tutorial is the fourth part of a series on identifying instrumental and systematic sources of noise in _Kepler_ and _K2_ data. The first three tutorials in this series are suggested (but not necessary) reading for working through this one. Assumed knowledge for this tutorial is a working familiarity with _Kepler_ light curve files, target pixel files, and their associated 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 handle arrays for aperture masks, and **[Matplotlib](https://matplotlib.org/)** to help with some plotting." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "colab": {}, "colab_type": "code", "execution": { "iopub.execute_input": "2023-11-03T14:14:51.837873Z", "iopub.status.busy": "2023-11-03T14:14:51.837548Z", "iopub.status.idle": "2023-11-03T14:14:53.086212Z", "shell.execute_reply": "2023-11-03T14:14:53.085870Z" }, "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": "Z2LYbTD9z1xj" }, "source": [ "---" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "pG12XB_YIlu4" }, "source": [ "## 1. Background\n", "\n", "The *Kepler* space telescope operated as a *photometer*: using charge-coupled devices (CCDs), *Kepler* collected photons and processed these as flux measurements. The detector array consisted of 25 modules, and 94.6 million pixels. With an instrument of this size, electronic noise issues are inevitable. In this tutorial, we'll look at three major sources of electronic noise that occurred throughout both the *Kepler* and *K2* missions." ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "nwZm64fywxhb" }, "source": [ "## 2. Crosstalk\n", "\n", "Crosstalk refers to the phenomenon where an electronic signal from one channel of a device is transferred to another channel and causes noise. In _Kepler_ and _K2_ data, this often manifests as signal from one (usually bright) target appearing elsewhere on the detector. This is known as \"video crosstalk,\" and only has a significant effect when it occurs on the same module, due to the shielding between modules ([_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 6.3). _Kepler_ crosstalk can also occur between the CCD modules and the Fine Guidance Sensors (FGS), and between either of these and the onboard clock. However, these kinds of crosstalk are well understood and corrected by the pipeline before data delivery. If you are interested in reading more about these types of crosstalk, they're covered in Sections 6.2 and 6.4 of 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).\n", "\n", "To understand what video crosstalk looks like, let's take an example from the _K2_ mission, as documented [here](https://github.com/KeplerGO/lightkurve/issues/160). UGC 7394 (EPIC 200084891) is a galaxy that was observed during _K2_ Campaign 10. Campaign 10 was delivered in two parts, as observation began with a pointing error of 3.5 pixels ([_K2_ Data Release Notes 15](https://archive.stsci.edu/missions/k2/doc/drn/KSCI-19131-001_K2-DRN15_C10.pdf), Section 2.1), so when we download our data using Lightkurve we have to specify which file we want. Let's begin with Campaign 10a:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 437 }, "colab_type": "code", "execution": { "iopub.execute_input": "2023-11-03T14:14:53.088287Z", "iopub.status.busy": "2023-11-03T14:14:53.088135Z", "iopub.status.idle": "2023-11-03T14:14:54.748180Z", "shell.execute_reply": "2023-11-03T14:14:54.747880Z" }, "executionInfo": { "elapsed": 63401, "status": "ok", "timestamp": 1600736854404, "user": { "displayName": "Geert Barentsen", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gj8sjdnDeqdejfe7OoouYPIclAQV0KSTpsU469Jyeo=s64", "userId": "05704237875861987058" }, "user_tz": 420 }, "id": "0UQdJIWOLj-0", "outputId": "99681967-0dad-4153-b70c-09fa4fe219f5" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/chedges/Library/Caches/pypoetry/virtualenvs/lightkurve-hY241qo1-py3.9/lib/python3.9/site-packages/astropy/io/fits/fitsrec.py:715: UserWarning: Field 12 has a repeat count of 0 in its format code, indicating an empty field.\n", " warnings.warn(\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tpf_ct = lk.search_targetpixelfile('EPIC 200084891', author=\"K2\", campaign=10)[0].download()\n", "tpf_ct.plot();" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "865e3WCrMkTh" }, "source": [ "UGC 7394 is very clear in this image, but there's also a column of what looks like saturation bleed down the middle. In fact, this is video crosstalk from a nearby bright star. The separation between these two sources becomes even more clear when we check Campaign 10b, which used a slightly different pointing:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 454 }, "colab_type": "code", "execution": { "iopub.execute_input": "2023-11-03T14:14:54.750054Z", "iopub.status.busy": "2023-11-03T14:14:54.749882Z", "iopub.status.idle": "2023-11-03T14:14:56.923729Z", "shell.execute_reply": "2023-11-03T14:14:56.923423Z" }, "executionInfo": { "elapsed": 73930, "status": "ok", "timestamp": 1600736864948, "user": { "displayName": "Geert Barentsen", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gj8sjdnDeqdejfe7OoouYPIclAQV0KSTpsU469Jyeo=s64", "userId": "05704237875861987058" }, "user_tz": 420 }, "id": "aVJdGN4ZxNBs", "outputId": "70489896-8ef9-463e-d52c-97e63e5389a8" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Warning: 25% (854/3384) of the cadences will be ignored due to the quality mask (quality_bitmask=1130799).\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tpf_ct = lk.search_targetpixelfile('EPIC 200084891', author=\"K2\", campaign=10)[1].download()\n", "tpf_ct.plot();" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "_uB_qoB5OEcn" }, "source": [ "You can also check for yourself that the crosstalk source is unrelated to the galaxy by using Lightkurve's [interact()](https://docs.lightkurve.org/reference/api/lightkurve.KeplerTargetPixelFile.interact.html?highlight=interact#lightkurve.KeplerTargetPixelFile.interact) function offline and noting that the spreads of the two sources on the detector differ independently." ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "hms67R-8wzLZ" }, "source": [ "## 3. Rolling Bands\n", "\n", "The _Kepler_ detector electronics have a high-frequency noise feature due to circuit self-resonance in the GHz range, which is aliased to lower frequencies by the pixel sampling rate for detector readout. These aliases lead to changing temperatures and pixel sensitivities on the focal plane, which appear as horizontal stripes in motion across on the detector. For a more technical exploration of this phenomenon, see Section 6.7 of 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).\n", "\n", "Let's have a look at an example of rolling bands in _K2_ data (as documented [here](https://github.com/KeplerGO/lightkurve/issues/160)). This star, EPIC 211741417, has a rolling band passing across its aperture, beginning around 3306 BKJD (Barycentric _Kepler_ Julian Date) days. First we'll download some data, and see if the rolling bands are visible in a cadence taken from before the rolling band passes (left), and after it passes (right). We'll also make sure the images have the same color scale, so we can make a fair comparison." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "colab": {}, "colab_type": "code", "execution": { "iopub.execute_input": "2023-11-03T14:14:56.925754Z", "iopub.status.busy": "2023-11-03T14:14:56.925588Z", "iopub.status.idle": "2023-11-03T14:14:57.548437Z", "shell.execute_reply": "2023-11-03T14:14:57.548032Z" }, "id": "uztwIqRzxSTY" }, "outputs": [], "source": [ "tpf_rbs = lk.search_targetpixelfile('EPIC 211741417', author=\"K2\", campaign=16).download()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 407 }, "colab_type": "code", "execution": { "iopub.execute_input": "2023-11-03T14:14:57.550297Z", "iopub.status.busy": "2023-11-03T14:14:57.550183Z", "iopub.status.idle": "2023-11-03T14:14:57.840163Z", "shell.execute_reply": "2023-11-03T14:14:57.839755Z" }, "executionInfo": { "elapsed": 77798, "status": "ok", "timestamp": 1600736868835, "user": { "displayName": "Geert Barentsen", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gj8sjdnDeqdejfe7OoouYPIclAQV0KSTpsU469Jyeo=s64", "userId": "05704237875861987058" }, "user_tz": 420 }, "id": "fYqGlYu_byLJ", "outputId": "24e7ca51-ccf3-4399-f4d0-fdc7ffe2b8d1" }, "outputs": [ { "data": { "image/png": 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hzP150hbmIudZg5xXNeS8qiPnkfPIeRX7/PPP1bJlS0VGRiouLk4XXXSRxo4dq19//dWt+mfMmOF82nVSUpK6du2q6dOn68SJE+Vu8+WXXzprz8vL05QpU3ThhRcqKipKiYmJ6tq1q1599VUVFBS4VYO7yHmVsKInsDpzjSxevNiQZDRv3rzUurOvclxxxRWl5mcocc899xiSjNq1axvHjh0rtX7btm1GREREuTWWXPW54447yq3zhRdeKPPKgr/NNVLC4XAY4eHhhiRj8ODBpdb78grqu+++6zyXN998061t/OEKalZWlvMq1IMPPlhh26KiIuOKK65wXskqYdYV1JMnTxpNmjQxbDab8eWXXzqXW3kFdc6cOc5jf/fdd1XeT0VK5taKiIgo9+qmN1T0ufTss886r1L+/PPPpdaXTOJf3vfhySefdH6vCwoKyjz+0qVLnaMyCgsLXdaV7LdWrVrG4cOHS227ZcsWZ5uzfzYMwzBWr17tXPfaa69V9jZ4rWZ/uYJa8kpMTHR+Ppa8hg0bVqpuwzgz2XRJm+eee86w2WyGdGaUTslVc0lGWFiY8dZbb5Vbw4oVKwxJRtu2bV3ew8pGypWMRklMTKzwHMeOHWtIMmrWrFlqXckxSupMTEx0nof+c9V/6dKlFe7fE5s2bTJuvPFG45FHHjGWLVtmrFy50pg7d26p9+e5554zBgwYYLz55pvGJ598Yvz1r381BgwYYPz000+l9ulJW3gfOY+cdzZyHjmPnEfOO1uw57yS32/pzCjsxMREIyQkxLksPDy8wu9Hyee1dGZUZEJCgkvtdevWLfW9LlEyv+fw4cOdd03Y7XYjMTHR+bCUkr+xZf39rApyXuXOuU65vLw857aHDh1yWXf2H77FixeXub3D4XD+4FZ0a86dd95ZZo2nTp1y3v7w448/lrv90aNHndunp6c7l/trWDMMw/mErr59+1a5Lk9t377d+f3o2rWr239Q/SGs/eMf/3Du44cffqiw7XPPPVfme2tWWPvLX/5iSDIeeOABl+VWhrWOHTuW+R8ab+rbt68hyahTp47PjmEYFX8utW/fvtz/BJWYMGFCud+Hkj+877//frnbOxwOIy4uzpBkfP311y7rSvb72GOPlbt9yROY/hgA7rjjDmfHkCeqW7MvePIz++mnnxqTJk0yfvzxR+fTqIqKioz169cbvXv3dr6nZf0n7ewnBtrtduOSSy4xvvnmG+f6r7/+2mjXrp0hnXli19nrSmRmZhr169c37Ha7sWHDhjLPo7zf/REjRhiSjAYNGlR4jiW3L4SHh5daN2nSJGPu3LnGgQMHnBMpZ2ZmGnPnzjVq167tDJt/rK0qcnNzjSFDhhhTp06t8PN/+/btRv/+/V1uFcnPzzdGjBhh/PWvf61yW/gGOY+cV4KcR84j55HzyHmuZs6cacyaNcv47bffnBeXcnNzjSVLlhjNmzd37r+8h0iMHj3aeO+994yMjAznsiNHjhgvvviis2MwPj7e2LVrV6ltSy5I2e12w263G08//bTzidlZWVnGk08+6eycu/766yt9LytDznOP392+Kp0ZBvz888+re/fuql27tsLDw52TWJ499Pn3338vdx9dunQpc/nu3buVmZkp6cyEreUpbzLeTZs26fTp05KkPn36qG7dumW+2rRp49xm79695R4nmKWnp6tfv37KzMxU/fr19c4778hu98sfyTK9+eabks4M/73kkkvKbffrr79q0qRJiomJ0T/+8Q+TqvuvL774Qv/4xz9Uv359TZ8+3fTjl2Xr1q3OSWd9NfGvt1Xlc6mgoEBpaWmSpKuvvrrcfZe37sCBA87Pj3vuuafcz5t69eopJydHUvmfNx07diz3+CUTdB8/ftxl+VdffSVJ6t+/f7nb+rJmq/Tp00eTJ09Wu3btFBERIenMJNydO3fWp59+qgEDBkiSXnvttVK3GJx9a0hkZKQ++ugjXXHFFc5lHTt21IcffqioqCgVFRVp6tSppY7/yCOP6ODBg/rLX/6iK6+80henWKHJkydr6NChql+/vnMi5fj4eA0dOlRfffWVEhISVFhYqP/5n/+p9rHWrl2rzMxM3XnnnbLb7Tp9+nSZt9esX79edrtdycnJzmXh4eG65pprtG3bNh05cqRKbWENcl5wIOeZg5znHeQ895Dzqp/zRo8erVGjRqlJkybOh7xER0dr4MCB+uabb5wPDHrkkUfKfMDIzJkzdcstt6hWrVrOZeedd57Gjh2r1atXKzQ0VFlZWZo8eXKpbUvqdzgceuihh/TYY48pLi5OkhQXF6e///3v+stf/iJJ+uCDD6p9Syg5zz2hVhfwRzt27FCvXr1cPvCio6OVkJDg/EN++PBhSWfuZy9P7dq1y1x+9jepoidFlTyl6o/OnkunpI7K5OXludXOSoZhOENszZo1fX68jIwM9erVSzt37lSdOnX0+eefq2HDhj4/rrds2bJF3333naSKw4ZhGLrnnnt06tQpvfjii2rSpIlZJUqSTp06pXvuuUeGYejVV191fuharWSOlsjISA0ZMsRnxyn5Wc7MzJTD4ajyfwaq+rl0/PhxFRUVSSr/M0VSuT/7Z3/eHD161K1ay/u8iY2NLXeb0NAzfwr++ES+9PR0SfLo59abNfsju92uGTNm6P3335fD4dAHH3zgMjfV2e/zHXfcUebfmUaNGumOO+7Qm2++qc8//1zFxcXOULZ69Wq9+eabatiwoZ555hmP6ys5fmXvacn6kvYFBQXOn9WK1KtXT/fff79mzJihr7/+Wr///ruSkpIq3CY0NFTh4eFlrtu8ebOio6N17NgxTZ06VQcOHFBkZKR69uype++917nd7t271aBBg1JzEpXMtbdnzx5nOPWkLcxHzrMGOc8z5LzqIee5Iuf5/2dkCV/nvMrUrFlTEydO1IgRI7R371798MMP6tChg9v1d+zYUYMGDdLChQu1YsUKGYYhm83mzHkJCQnOOecefPDBMr83o0eP1uzZsyVJH3/8sVq1alXhMcl51ed3nXLDhg3T77//rqZNm+r555/X1Vdf7RL4i4uLnR8sZfUcl3DnB78qj1IuLi52/vvUqVNuP+rc323btk35+fmSpObNm/v0WBkZGbr66qv1888/q3bt2lqzZo1at27t02N6W0nYiI6O1h133FFuu/nz5+uLL77QxRdfrOHDhzuvGJU4deqUy79zcnIUEhKiqKgor9T53HPP6ddff9V1112n3r17lzp+yfdcOvMHMycnR6GhoT79uS4oKNCCBQskSTfffLMSEhJ8dqySkQz5+fn65ZdfXEY2eMJbn0ueOvvz5pdffjH996S6n5FW1GyGFi1a6LzzztPRo0e1e/dul3Vnh/ILLrig3H1ceOGFks6E+2PHjjk7GEaMGCHpzO+uzWYr9Ttb8v4WFxc710VFRTn/5pWEwxMnTujUqVPlfpYcOHDA2b6goED3Dh+gE1nuR4KSq5MPPPBApW0TExP1z3/+s8zAdvDgQRUXF+vpp5/WNddco7vuuktpaWn68MMPlZubq7/97W+SzvzHJzExscx9S9KxY8ecyzxpC/OR86xBzvMMOa/qyHnuszozkfPK5suc546zH6yxe/dujzrlSrZfuHChsrKydOzYMcXFxTlz3tkjKh9++OFy91GS877++msNGjSowuOR86rPrzrl9u/f7xxG+84775R5205Jj35Vnd1revDgwXKfaFfyH5Y/qlu3rvPfe/furbTn+Fzx0UcfOf9d3i0d3pCRkaGePXu6BLWSD61zRX5+vhYuXChJuuWWWyq8Krlnzx5J0o8//qj4+PgK93vddddJki6++GJt3rzZK7WWHP/jjz+u8Aqa9N9gM2DAAJenyXnb+++/77yy5utbGnr16uX897Jly6oU1qrzuZSUlKSQkBAVFxeX+5kiuf95Y3bwqVu3rvbs2ePRbQdW12y1du3audXu7FB/dij+7bffJKnC/wRKZ56eVfI7vWzZMt14442SXJ+4+tNPP+nyyy8vc/uSp4K1adNGRUVFOpEVqjef3aXoqNK3FFRH3im77nm0uYqKisoMa6dPn1Z+fr769u3rfDpd586dVVRUpJUrV2rw4MHOjsOwsLBS25fs8+ynhHnSFuYi51mHnOc+cl71kPNKI+cFjurmPCuQ8/yfX03ssH//fue/27dvX2ab1atXV+sY559/vvOKTUWPOy5v3eWXX+78hn/wwQceH//sYdXevNJSHZmZmc7HVTdv3lxdu3b1yXEOHz5cKqhV9YqWlZYuXeqck+Gee+6xuJpzT8nV5xYtWlQ43483XH755c55HmbNmuX2MPuz5zqozudSeHi48493SkpKucdbs2ZNmcubNm3qvCJXlc+b6urcubPHx7a6ZjPs2rXL+bNUMu9HiRYtWuj888+XdOYKcnl+/vlnSWfm7/DmrWRdu3Z1jsBYuXJlmW327t3rrK1Pnz7O5ZFRRT55VaTk72m3bt1clpd8Nmzbts3Z7o+33Uj/DV5nB0FP2sJc5DxrkPM8Q86rHnJeaeS8c4vVOe/rr792/vuPx/dk+z8em5znv/yqU+7sK0w//vhjqfUnT57U008/Xa1j2Gw2DRw4UJI0e/Zs5z3VZ/v111/13nvvlbl9TEyMcwTDs88+q3379lV4vD9OqHn21baSuT2sdPz4cd18883OORSmTp3qHJ7tTWffylCnTh2lpKSck0FN+u/Ev61atdJVV11VYdvJkyfLOPOU4zJfZ/8BT0lJkWEYXrt6Kknz5s2r8Phz5851tt2zZ48Mw/Dp1dN9+/Y5g83w4cNNuXI0Y8YMhYSE6PDhw7r55puVlZVVYfvff//dOepIqv7nUsmQ78WLF2v79u2l1mdkZDjnbShLye2Mb775ZqWTrf7x86a6Sv4zsnXrVo8mr7ay5uqq7D/RhmE4h9rb7fYyJ0ceOnSoJOn//u//XOZeKbF//3698847ks6MnPjjf+IrepWEmO7duzuXnf3zGhMTo5tvvlmS9I9//KPMn/dnn31W0pl5Uc7e1goltwf98famkt+7kluxkpKSyvx7XbLs7NDpSVuYi5xnPnKe58h5VUfOI+f9ETmvdM6ryPHjx51zCjdq1KhUR3Fl22/cuFGLFi2SJF1//fWWj9Ij57nHrzrlLrjgAjVu3FjSmQ/yTZs2Oddt2LBBPXr0KPMb4KkJEyYoKipKhw8fVp8+fZwfJoZhaM2aNbr22mtLTRx4tmeeeUb169fX0aNH1alTJ/3rX//SyZMnneuPHDmiJUuW6KabbtLtt9/usm1CQoLz6sLcuXPdmljb2woLC7Vp0yY9+eSTuvDCC51Xbx5//PFy7xlv2rSpbDZblW55OHLkiDOo1a1bVykpKR7fylBYWKijR486X2f/wT1x4oTLurJ6zvPz813anD3nxtnLjx49WuYTYUrs2bPH+X6ZefU0JyfHpcaSOUL++L544/ejLFlZWWW+x398XysLQm+99ZYcDodCQ0Odf9Aqk5qa6nz61bx58zyu/aqrrtLMmTNls9m0bt06tWvXTq+99prLZL6FhYX66quvNHbsWLVs2VLr1q1zrqvu59IDDzyghg0bKj8/X8nJyfr888+df1C/+eYb9e7du8KfuUceeUQXXXSRTp8+rZ49e2rWrFkucyVkZmbqk08+0V133VXpfx481bNnT912222SzkwGO2HCBJf37ejRo/rnP/9Z6nehujXPmzfP+T2vaKRLRar6M7t3715dccUVev3117V7927n98rhcOjrr79W3759tWzZMknSyJEjy7y1bdy4cWrSpIny8vLUr18/ffvtt8513377rfr37++c7+2JJ56o0vlV5Mknn1RMTIwOHTqk66+/3vnksNzcXD355JPO/xw8/vjjLnNyFBsOn7wq0qJFC0ml5/8oCfElHRzNmjXTgQMHSk1IXPIfoLOvJHvSFuYi55mDnEfO8xQ5j5xHzjMn5y1YsEADBw7UkiVLlJGR4Vx+6tQpLV++XJ06dXLOY/f888+XenjJ6NGj9eCDDyo1NdXlc+7YsWN6+eWX1bt3bxUWFio2NrbU01fJeX7MsMCkSZMMSUZZh//ggw+M0NBQ5/ro6GgjOjrakGTExMQYq1evdq5LSUlx2TYlJaXc/f7R4sWLXY4TGxvrPE6DBg2MuXPnGpKMiIiIMrf/+eefjZYtWzq3t9vtRlJSkhETE+NcJsno3bt3qW2feuop5/qIiAijUaNGRpMmTYxBgwa59wYahrFnzx7nPubOnVtq/d133+2sq06dOs5XXFycYbPZXGps3LixsWzZsgqP16RJE0OS0b17d7drLDFlyhTnsWJiYlzqKeu1b9++Uvs4+3tb2euPPxeGYTi/n+689uzZU+65PP7444YkIywszDh8+LDH70VF51VW3SVKvp+VvZo0aeLR8c9+Xyo67+7du7t1/Ip+PoqLi43GjRsbkowbbrjB7RrPfo/K+ll31/Lly4169eq51BsZGWkkJia6/E6EhoYaY8eOddm2Op9LhmEYGzduNBISEly2r1GjhvOzZ9GiRRV+Hw4cOGBceeWVzjY2m81ISEgw4uLiXM6nRYsWpbZ15+er5Ps7adKkUutyc3ONgQMHuhwnLi7OiI+Pd3598cUXe7Xms38uK6q7IlX9mT37s7XkM/q8884zIiIiXJYPGzbMKCwsLPf4v/zyi9GgQQNn+xo1aji/5yVff/DBB1U+r8o+iz/66CPnz6gkIz4+3ggJCXGp3+FwGIZx5nvcv39/4/iu5sbpg828+jq+q7nRv39/Izc3t8w6d+7cafTv3994/vnnXZY/99xzxoABA4yjR48ahmEY27ZtM/r3728sWbLE2aagoMAYMWKE8cgjj7hs60lb+AY5j5xHzit9XuS8spHzyHlVca7mvD9+VsXExBg1a9Z0yWgRERHGq6++WuZxz/6ssNlsRnx8vJGYmOiyz3r16hlffPGFcxtynv/zqwc9SFL//v21bt06TZ06VevXr1deXp7q1q2rXr166dFHH/XahLt//vOf9ac//UlTp05VamqqsrKy1KBBA91www167LHH9OWXX0oqPdSyxAUXXKAtW7bo7bff1pIlS7R582YdP35c4eHhatGihdq3b69rrrlGf/7zn0ttO3HiRMXFxelf//qXtm3bpt9//12GYahp06ZeObezORwO5yO8bTabatSooQYNGuj8889Xhw4dlJycrGuuuabKjxB3t4YSubm5Lo8SL8vZT/XxJw6Hw3kF7/rrr/foKTo4Mx9HyW1Ankz8WzI5rt1uL3fSencMGDBA1157rRYsWKBPPvlE33//vY4cOaLc3FzVrl1bbdu21dVXX60777xTjRo1ctm2up9Ll112mbZs2aInn3xSn3zyiY4cOaJatWrp5ptv1uOPP17prUT169fXl19+qcWLF+udd97Rd999p6NHj8put6tp06a66KKL1KtXL916661Vfn/KEx0drSVLluijjz7Sm2++qW+++UZHjx5VbGys2rVrpx49emjw4MF+VXN11KlTR6+88oo2bNigzZs368iRIzpx4oQiIyPVrFkzde7cWcOHD1eXLl0q3E/r1q21detWvfDCC1q+fLl2796t4uJitWrVStdee63zKquvXHfdddqyZYueffZZrVq1SocOHVJiYqLat2+vkSNHOm9xPZtDhhwyvFpHZftr3ry5rrnmGq1atUrFxcVq27at0tLStH79et1yyy3OWxBatWqlLl26aP78+crKylK9evW0Zs0aZWRkaPTo0S779KQtzEfO8y5ynveQ86qHnEfOI+dVnvN69uypqVOnasOGDfrll1907NgxZWVlKS4uTi1atNDVV1+tkSNHljva6/7771fdunX19ddfa8+ePTp27JgKCgpUu3ZtXXTRRerXr5+GDx9e5oNnyHn+y2YYfjILrZ957LHH9Mwzz+jqq6/W559/bnU5QNC699579eabb2rIkCH617/+ZXU5QMDJy8vToEGDNG/mzz55KtfQMRdq0aJF5d4uWFRUpMWLF2v16tU6fvy4atWqpX79+mnAgAEu7QoKCrRgwQLnLRtNmzbVkCFD1KFDh1L79KQtghM5D/AP5DzAt8h5/o9OuTIcOXJEbdu2VUZGhp577jnnZI8AzHf++efr999/17Zt25xPOwLgPSVh7a2ZP/kkrA0f07bCsAaYjZwH+A9yHuBb5Dz/53e3r5rl5ZdfVl5env785z+radOmCg0NVX5+vj7//HM98sgjysjIUK1atTR8+HCrSwWC1t69e7Vnzx7df//9BDXAx4oNQ8Vevk7n7f0B7iLnAf6PnAeYh5znv4K2U2737t2aOXOmJkyYoJCQEMXHxys7O9v5lKz4+Hi999575+QjdYFA0aRJk0of/Q0AwB+R8wD/R84DgCDulLv77rsVEhKidevW6cCBAzp27JiioqLUrFkzXXvttRozZozzkfYAAAQ6wwcTABte3h/gLnIeAAD/Rc7zX0HbKde+fXu1b9/e6jIAAADgZeQ8AABwLgjaTjkAAPBfxTJU7OUrnt7eHwAAADxHzvNfdqsLAAAAAAAAAIINI+UAAIAcPphrxNv7AwAAgOfIef6LkXIAAAAAAACAyRgpBwAAVGwYKja8PNeIl/cHAAAAz5Hz/BedcgAAQI7/vLy9TwAAAFiLnOe/6JST5HA4dPDgQcXGxspms1ldDgAAMgxDJ0+eVP369WW3M9sEUFXkPACAvyHnoQSdcpIOHjyoRo0aWV0GAACl7N+/Xw0bNvT5cYpleP3R9t7eH1AV5DwAgL8i54FOOUmxsbGSpKtCb1SoLcziakxiD8IrxY7g+tCwhYVYXYL5gm0ERBDO42AUB89A+SKjUF8ULHP+jQJQNSW/Q111nUIVJDkPAc8WFm51CaYzioutLsFcjiA73yBTpEJ9qY/JeaBTTpLzVoZQW1jwdMoFW+eFJNmCqwPDZgvCX++g+7kOrp9pSTJswRdQzbrdrtg48/L2PgGrOXOegijnIeDZgvBn2bAF2S1+wXa+weY/GYmcB37TAQAAAAAAAJMF4VAaAADwR4a8/xQtLqACAABYj5znvxgpBwAAAAAAAJiMkXIAAEDFsqlY3p3XxNv7AwAAgOfIef6LTjkAACCH4f2HVAfZQ68BAAD8EjnPf3H7KgAAAAAAAGAyRsoBAABuawAAAAhQ5Dz/xUg5AAAAAAAAwGSMlAMAAFxBBQAACFDkPP/FSDkAAAAAAADAZIyUAwAAchg2OQzvXvH09v4AAADgOXKe/2KkHAAAAAAAAGAyRsoBAADmGgEAAAhQ5Dz/RaccAACQQ3YV+2CfAAAAsBY5z3/xLgIAAAAAAAAmY6QcAABgAmAAAIAARc7zX4yUAwAAAAAAAEzGSDkAAMAEwAAAAAGKnOe/GCkHAAAAAAAAmIyRcgAAQMWGXcWG9/cJAAAAa5Hz/BfvIgAAAAAAAGAyRsoBAAA5ZJfDB/sEAACAtch5/otOOQAAwATAAAAAAYqc57/o2gQAAAAAAABM5jedctOnT5fNZtPYsWOdy9544w316NFDcXFxstlsyszMLHPbjz76SB07dlRUVJQSExN14403mlIzAACBotiw/WcSYG++uIKKM8h5AABYh5znv/yiU27jxo16/fXX1a5dO5fleXl5Sk5O1sSJE8vddsmSJbrzzjs1bNgw/fjjj1q/fr3uuOMOX5cMAAAAN5DzAAAAymb5nHI5OTkaPHiw5syZo6efftplXcnV1NTU1DK3LSoq0pgxY/T888/rnnvucS6/8MILKzxmfn6+8vPznV9nZ2dXrXgAAAKEIZvXJwA2mGsk6JHzAACwHjnPf1k+Um7UqFHq16+fevfu7fG233//vQ4cOCC73a727durXr166tu3r3766acKt5s2bZri4+Odr0aNGlW1fAAAAJSDnAcAAFA+Szvl3n33XX3//feaNm1albbfvXu3JGny5Ml6/PHH9eGHHyoxMVE9evTQ8ePHy91uwoQJysr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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,2, figsize=(15,6))\n", "tpf_rbs.plot(ax=ax[0], cadenceno=156405, vmin=0, vmax=600)\n", "tpf_rbs.plot(ax=ax[1], cadenceno=156556, vmin=0, vmax=600);" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "26p_7p5Yeu1A" }, "source": [ "There's nothing obvious here; the background is a little darker during the rolling band event, but not noticeably so on this scale. To get a better look at this, you can use Lightkurve's [interact()](https://docs.lightkurve.org/reference/api/lightkurve.KeplerTargetPixelFile.interact.html?highlight=interact#lightkurve.KeplerTargetPixelFile.interact) function in an offline notebook. However, it's also possible to observe the rolling band by looking at some light curves.\n", "\n", "We'll extract two single-pixel light curves for two pixels in this target pixel file (TPF): the brightest pixel where the target lies, and the bottom left pixel as representative of the background flux. First, we'll make an aperture mask for each; you can read more about this process in the custom aperture photometry tutorial." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "colab": {}, "colab_type": "code", "execution": { "iopub.execute_input": "2023-11-03T14:14:57.842001Z", "iopub.status.busy": "2023-11-03T14:14:57.841827Z", "iopub.status.idle": "2023-11-03T14:14:57.869786Z", "shell.execute_reply": "2023-11-03T14:14:57.869505Z" }, "id": "xzc4I4zSxYFv" }, "outputs": [], "source": [ "target_mask = np.zeros((tpf_rbs[0].shape[1:]), dtype='bool')\n", "target_mask[2,3] = True\n", "background_mask = np.zeros((tpf_rbs[0].shape[1:]), dtype='bool')\n", "background_mask[0,0] = True" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "mgtSUjb2gUBv" }, "source": [ "Now let's look at the bright pixel and highlight the region where we expect to see the effects of the rolling band:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 404 }, "colab_type": "code", "execution": { "iopub.execute_input": "2023-11-03T14:14:57.871413Z", "iopub.status.busy": "2023-11-03T14:14:57.871320Z", "iopub.status.idle": "2023-11-03T14:14:58.073148Z", "shell.execute_reply": "2023-11-03T14:14:58.072776Z" }, "executionInfo": { "elapsed": 78905, "status": "ok", "timestamp": 1600736869958, "user": { "displayName": "Geert Barentsen", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gj8sjdnDeqdejfe7OoouYPIclAQV0KSTpsU469Jyeo=s64", "userId": "05704237875861987058" }, "user_tz": 420 }, "id": "IOm8F_MQxaRV", "outputId": "f6d901dd-e833-4275-b14d-79f26a883a5f" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = tpf_rbs.to_lightcurve(aperture_mask=target_mask).plot()\n", "ax.set_ylim(360, 960)\n", "ax.fill_betweenx(ax.get_ylim(), 3306, 3311, facecolor='r', alpha=0.3)" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "kC4mVpG8gZbI" }, "source": [ "This light curve shows the _K2_ six-hour pointing drift, and an overall trend due to temperature changes on the detector. There is no noticeable change during the rolling band crossing. This tells us that this star is bright enough that the effect of the rolling band is negligible in comparison.\n", "\n", "Now let's look at the background pixel light curve:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 349 }, "colab_type": "code", "execution": { "iopub.execute_input": "2023-11-03T14:14:58.075308Z", "iopub.status.busy": "2023-11-03T14:14:58.075035Z", "iopub.status.idle": "2023-11-03T14:14:58.281653Z", "shell.execute_reply": "2023-11-03T14:14:58.281303Z" }, "executionInfo": { "elapsed": 79519, "status": "ok", "timestamp": 1600736870582, "user": { "displayName": "Geert Barentsen", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gj8sjdnDeqdejfe7OoouYPIclAQV0KSTpsU469Jyeo=s64", "userId": "05704237875861987058" }, "user_tz": 420 }, "id": "IoHn6R0uxdGC", "outputId": "7745d3ef-946b-4890-e564-d01570f641fa" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = tpf_rbs.to_lightcurve(aperture_mask=background_mask).remove_outliers().plot()\n", "ax.set_ylim(-20, 40)\n", "ax.fill_betweenx(ax.get_ylim(), 3306, 3311, facecolor='r', alpha=0.3);" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "uqxRWy-thHww" }, "source": [ "Sure enough, we can see a dip in background flux as the rolling band passes over the TPF. Note the scale of this dip; this low amplitude confirms what we saw above, that rolling bands are negligible in amplitude compared to target flux, six-hour drift, and temperature-induced flux variations. Nevertheless, it's important to be aware of rolling bands in your data when searching for noise sources and working on background modeling.\n", "\n", "Rolling bands are identified by quality flags 18 and 19 in light curve and TPF metadata ([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), Table 2-3), but the automated flags are incomplete and do not detect all rolling bands. For further reading, there is a [Lightkurve tutorial](https://docs.lightkurve.org/tutorials/04-identify-rolling-band.html) on checking for rolling bands in _Kepler_ data." ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "ModNq3sOw8w8" }, "source": [ "## 4. Cosmic Rays and Sudden Pixel Sensitivity Dropout\n", "\n", "In the first tutorial in this series, we covered cosmic rays as single-cadence quality events. We saw that when a cosmic ray hits a pixel on the detector, it can momentarily increase that pixel's flux reading by injecting noise in between readouts. However, there are multiple other consequences of cosmic rays on the detector that occurred over the course of the _Kepler_ and _K2_ missions.\n", "\n", "Sudden Pixel Sensitivity Dropout (SPSD) occurs when a cosmic ray _reduces_ the sensitivity of a group of pixels where it lands. SPSD events are categorized as medium-term and long-term (or permanent) damage. In medium-term events, the effected pixels will gradually return to their pre-SPSD sensitivity. Long-term damage would require [annealing](https://en.wikipedia.org/wiki/Annealing_(metallurgy)) to fix, which could not be done on the _Kepler_ telescope, and as such is materially equivalent to permanent damage. Pixels affected by long-term or permanent damage retained their decreased sensitivity throughout the mission. For further reading, see the [_Kepler_ Data Characteristics Handbook](https://archive.stsci.edu/files/live/sites/mast/files/home/missions-and-data/kepler/_documents/Data_Characteristics.pdf), Section 5.9.\n", "\n", "To observe an SPSD event, let's download some data first:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "colab": {}, "colab_type": "code", "execution": { "iopub.execute_input": "2023-11-03T14:14:58.283570Z", "iopub.status.busy": "2023-11-03T14:14:58.283342Z", "iopub.status.idle": "2023-11-03T14:14:58.949323Z", "shell.execute_reply": "2023-11-03T14:14:58.948986Z" }, "id": "JjWW0t_52vPT" }, "outputs": [], "source": [ "cr = lk.search_lightcurve('KIC 7461601', author=\"Kepler\", quarter=6).download(quality_bitmask=0)" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "VmAK1PGK6JYU" }, "source": [ "Recalling from the first tutorial in this series that cosmic ray events are flagged in the `QUALITY` column of light curve and TPF metadata, let's look at the particular quality flag we're interested in:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 34 }, "colab_type": "code", "execution": { "iopub.execute_input": "2023-11-03T14:14:58.951429Z", "iopub.status.busy": "2023-11-03T14:14:58.951289Z", "iopub.status.idle": "2023-11-03T14:14:58.953719Z", "shell.execute_reply": "2023-11-03T14:14:58.953453Z" }, "executionInfo": { "elapsed": 82546, "status": "ok", "timestamp": 1600736873628, "user": { "displayName": "Geert Barentsen", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gj8sjdnDeqdejfe7OoouYPIclAQV0KSTpsU469Jyeo=s64", "userId": "05704237875861987058" }, "user_tz": 420 }, "id": "JT3Su4Wc6zhp", "outputId": "a24168d0-c7e9-47ad-e044-946cc30156fb" }, "outputs": [ { "data": { "text/plain": [ "['Cosmic ray in optimal aperture', 'Sudden sensitivity dropout']" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lk.KeplerQualityFlags.decode(1152)" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "A4aS8PL76s2A" }, "source": [ "Now let's plot the simple aperture photometry (SAP) flux of the star we downloaded, with a dashed line where we expect to see a SPSD event:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 404 }, "colab_type": "code", "execution": { "iopub.execute_input": "2023-11-03T14:14:58.955602Z", "iopub.status.busy": "2023-11-03T14:14:58.955487Z", "iopub.status.idle": "2023-11-03T14:14:59.127749Z", "shell.execute_reply": "2023-11-03T14:14:59.127394Z" }, "executionInfo": { "elapsed": 83862, "status": "ok", "timestamp": 1600736874955, "user": { "displayName": "Geert Barentsen", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gj8sjdnDeqdejfe7OoouYPIclAQV0KSTpsU469Jyeo=s64", "userId": "05704237875861987058" }, "user_tz": 420 }, "id": "xzTSP3ZJ6kTV", "outputId": "c74bdbe8-30f3-4671-abbe-59abb03f992f" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = cr.plot(column='sap_flux')\n", "ymin, ymax = ax.get_ylim()\n", "ax.axvline(cr.time.value[cr.quality.value==1152][0], c='r', ls='--');" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "AhwROVjx2lVR" }, "source": [ "In the above image, we can see that the flux level drops abruptly around 547 BKJD days. This is due to a cosmic ray hitting the optimal aperture containing pixels used for photometry, and causing a sudden decrease in pixel sensitivity.\n", "\n", "This effect is corrected by the presearch data conditioning (PDC) pipeline:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 406 }, "colab_type": "code", "execution": { "iopub.execute_input": "2023-11-03T14:14:59.129490Z", "iopub.status.busy": "2023-11-03T14:14:59.129378Z", "iopub.status.idle": "2023-11-03T14:14:59.348362Z", "shell.execute_reply": "2023-11-03T14:14:59.347972Z" }, "executionInfo": { "elapsed": 83849, "status": "ok", "timestamp": 1600736874956, "user": { "displayName": "Geert Barentsen", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gj8sjdnDeqdejfe7OoouYPIclAQV0KSTpsU469Jyeo=s64", "userId": "05704237875861987058" }, "user_tz": 420 }, "id": "YmzsiOT22on9", "outputId": "40c1757f-31c6-4708-b57f-31dd6b745ea5" }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cr.plot();" ] }, { "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" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "g0sM4L3N77En" }, "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": 13, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 144 }, "colab_type": "code", "execution": { "iopub.execute_input": "2023-11-03T14:14:59.351159Z", "iopub.status.busy": "2023-11-03T14:14:59.351018Z", "iopub.status.idle": "2023-11-03T14:14:59.354031Z", "shell.execute_reply": "2023-11-03T14:14:59.353682Z" }, "executionInfo": { "elapsed": 818, "status": "ok", "timestamp": 1600737480737, "user": { "displayName": "Geert Barentsen", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gj8sjdnDeqdejfe7OoouYPIclAQV0KSTpsU469Jyeo=s64", "userId": "05704237875861987058" }, "user_tz": 420 }, "id": "7vUtrWVjnlY7", "outputId": "1ba74b5f-105a-464e-83b3-fc1de92ff591" }, "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", "
  • \n", "
\n", "

\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lk.show_citation_instructions()" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "y1HbVfHwDVeN" }, "source": [ "\"Space" ] } ], "metadata": { "colab": { "collapsed_sections": [], "name": "Instrumental noise in Kepler and K2 #4: electronic noise.ipynb", "provenance": [] }, "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": "3.9.13" } }, "nbformat": 4, "nbformat_minor": 4 }