{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# How to perform PRF photometry?\n", "\n", "In previous tutorials we discussed [how aperture photometry works](1.03-what-are-lightcurves.html) and how you can [create your own custom masks](2.05-making-custom-apertures.html) to extract aperture photometry.\n", "\n", "As a reminder, aperture photometry works by summing up the flux values across all the pixels in a pre-defined mask. It tends to offer the fastest and most robust way to extract photometry for an isolated star, but it suffers from the three limitations:\n", "1. When two or more stars overlap, aperture photometry will return the sum of the flux of all stars. Separating their signals requires additional assumptions.\n", "2. When the telescope experience motion or focus changes, the fraction of the flux of a star captured by the pre-defined aperture mask will change. This imposes systematics on the data which need to be removed (e.g. using the CBV or SFF techniques).\n", "3. It may be difficult to separate a background signal from the lightcurve of a star. In particular, this is a concern when time-varying background signals are present, such as the so-called \"rolling bands\" in Kepler.\n", "\n", "An alternative to aperture photometry which addresses the above limitations is called called *Point Response Function (PRF) model fitting photometry*, also known as *Point Spread Function (PSF) fitting photometry* or *PRF (PSF) photometry* in short. In this method, a parameterized model is fit to the data. This method is significantly more complicated then aperture photometry and is prone to a different set of systematics. However it offers the ability to separate the signals of overlapping stars in very crowded regions or star clusters.\n", "\n", "This tutorial demonstrates how *lightkurve* can be used to extract lightcurves using the model fitting technique. We will start with an easy example and then show how you can tune the parameters of the model to create more careful analyses.\n", "\n", "## Table of contents\n", "\n", "1. Simple example: PRF photometry of Kepler-10\n", "2. The `TPFModel` object\n", "3. Visualizing and fitting a `TPFModel` object\n", "4. Changing `TPFModel` priors\n", "5. Creating lightcurves with a custom `TPFModel` object\n", "\n", "\n", "## Simple example: PRF photometry of Kepler-10\n", "\n", "Let's start with a simple example by obtaining PRF photometry for planet system *Kepler-10*. We start by downloading the pixel data from the archive:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import lightkurve as lk\n", "tpf = lk.search_targetpixelfile(\"Kepler-10\", quarter=3).download(quality_bitmask='hardest')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The easiest way to get PRF photometry is to simply call the `to_lightcurve` method with parameter `method='prf'`. This will fit the pixel data of all cadences with a default model and return the lightcurve." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Warning: PRF-fitting photometry is experimental in this version of lightkurve.\n", "Fitting cadences: 100%|██████████| 3634/3634 [00:45<00:00, 79.69it/s]\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 368, "width": 774 } }, "output_type": "display_data" } ], "source": [ "lc = tpf.to_lightcurve(method='prf')\n", "lc.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A good way to verify that the model-fitting photometry produced a sensible output is by comparing it against standard aperture photometry. You can obtain aperture photometry using the same `to_lightcurve` method and the parameter `method='aperture'` (which is the default value of this parameter)." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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0SHjs7e2t1VBjPz8/4bHylwUiqh3axAszMzO88MILwvLPP/+MgoKCSvf5448/Cj/mQ0ND4enpqdKG8YKofsnIyMD//vc/YblTp05q2xni3Ga8IKpftI0XutLmOwvjBVH9Ut14sWbNGshkMpiZmWHMmDFVToxeGcYLaujMNDchomdJWlqaKOMdFhamtl1sbKzw2NPTE8nJyVi6dCkePHggapeRkYGMjAxhgqCpU6fC399f7T6VP3S1vUOgcePGarcnIsPTNl4AwNChQxEdHQ2ZTIZ79+5h3LhxeOeddxAUFARXV1fk5OQgPj4ev/32G2JiYgAAXl5e+Oyzz9Tuj/GCqO4rLCxESkoK/vrrL+zcuRPZ2dkAyr43vPXWW2q3McS5zXhBVPdVJ17oQtvvLIwXRHVfTePF6dOnhXlNBg0aBC8vr2r1g/GCGjomDYgamPXr1wt3+DZu3Bjt27dX2y49PV14LJFIMHv2bKSlpQEAmjVrhpYtW8LExATx8fHCZEQpKSmYNm0ali5dKsqwl3vy5InwWNt6gk5OTsLjvLw8rbYhIv3QNl4AZQmAZcuWYf78+UhPT0dycjJWrVqltq2trS26deuGYcOGieY2UMZ4QVT33LhxA1OnTq2yzfPPP49JkyZVOreJIc5txguiukcf8UIX2n5nYbwgqnv0GS9yc3Oxbt06AICHhwfeeeedaveL8YIaOiYNiBqQY8eO4dy5c8LysGHDYG5urrZtfn6+8DguLg4AYGFhgfHjx6NLly6itlevXsWyZcuQm5uLgoICfPnll1i9ejXMzMQhRrlciXL986oot6uq3AkR6Zcu8aKcr68vfvjhBxw+fBg//vhjpefs888/j27dulWaMAAYL4jqG1tbW3z66afo1q1ble0McW4zXhDVL9rGC23p8p2F8YKoftE1Xqxfv14YmTBmzBiNv1+qwnhBDR2TBkQNxJ07d7BmzRphuUuXLlV+8Kr7gJswYQI6d+6ssr5t27aYNWsWpkyZgtLSUiQlJeHkyZPo1auXqF1RUZHwuGJCoTLKH/KFhYVabUNENaNrvCiXk5ODjRs34tSpUygpKYGTkxOCgoJgb28PqVSK27dvIzU1FZGRkYiMjESfPn0watQotfVBGS+I6h4XFxf0798fAKBQKCCTyZCYmIi7d+8iPz8fK1aswJEjRzB69Gi1c5UAhjm3GS+I6h59xAtt6PqdhfGCqO7RV7y4dOkSTpw4AQDo0aMH2rZtW6N+MV5QQ8ekAVED8PjxYyxYsED40PPx8cGYMWOq3KZiJr1ly5ZqEwblAgMD0bFjR5w9exYAEBkZqZI0UN5nSUmJVn1XnlzZ0tJSq22IqPqqEy8AICkpCdOnT0dGRgbMzc0xevRo9O7dW5QQUCgUOHPmDFavXo38/HwcOnQIJiYmGD16tMr+GC+I6p6mTZvi008/VVmfkZGBLVu24NixY7h69SomTZqExYsXw9fXV6WtIc5txguiukcf8UKTmv7GYbwgqhv0ES8KCgqwevVqAIC9vT0++uijGveL8YIaOhNjd4CIDCszMxOzZ89GVlYWgLIP5Hnz5mmsBWhlZSVa7tixo8ZjdejQQXh88+bNKvepnLWvinK7in0iIv2qbryQy+VYvHgxMjIyAABjx47FK6+8ojKCQCKRoEuXLpg2bZqw7sCBA6KJ18sxXhDVHy4uLhg/fjwGDBgAoKyG71dffQW5XK7S1hDnNuMFUf2hS7yoij5+4zBeENVtusSLLVu2IDU1FQAwYsQIODg41Pj4jBfU0DFpQPQMy83NxaxZs5CcnAwAcHZ2xoIFC+Ds7Kxx20aNGomWvby8NG7TvHlz4bFMJoNUKhX93d7eXnhcXmdQk/IfAgBgZ2en1TZEpLuaxItz587hwYMHAMomSu/Ro0eV7UNDQxEWFiYsHz16VKUN4wVR/aM8uXlCQgL++usvlTaGOLcZL4jqH23iRWVq8p2F8YKo/tEUL+Li4rB3714AZaWTe/bsqZfjMl5QQ8fyRETPKKlUijlz5uDhw4cAyj7w5s+fj6ZNm2q1fbNmzUTL1tbWGrepmEmXyWSiiU6V91l+F4AmaWlplfaJiPSjpvFC+Yt7SEiIVtu0bdsW0dHRAMrqEVfEeEFU/1hZWSEwMBCXLl0CUDbqsH379qI2hji3GS+I6h9t4oU6+vyNw3hBVD9oihfx8fEoLS0FUHa+Tpo0qdJ95eTkCI8zMzNFbd955x20a9dOWGa8oIaOSQOiZ1BBQQHmzp2LuLg4AICNjQ3mz58Pb29vrfehPGoAgMqoAXVkMploueLwYOUPzQcPHkAul6udAFXZ3bt3hcfajHYgIt3oI16UlyUCxHfkVEV5NJO6+MJ4QVQ/Kd9V9+TJE5W/G+LcZrwgqp80xYuK9PGdhfGCqH7SNl4kJycLo5A0KSkpwe3bt4Vl5YQCwHhBxPJERM+YoqIiLFiwQJhTwNLSEnPmzIG/v79O+2natKnojp2EhASN2yi3sbe3Vxl5EBQUBHNzcwBlX/rV3V2srLi4WPQh3rZtW636TkTa0Ve8UJ7kS5sf/UBZaYFy6uoPM14Q1U+ahuUb4txmvCCqn3Qp46Gv7yyMF0T1kzHK/jBeUEPHkQZEz5CSkhIsWbIEV69eBQCYm5tj5syZaN26dbX216FDB+zatQsAcP78ebz99ttVtj9//rzwuE2bNip/t7a2RmhoKKKiogAAx44dQ2BgYKX7O3funDB6wc7ODsHBwTo/ByJST5/xonHjxsLja9euabVN+XEBwN3dXeXvjBdE9U9ubi5u3bolLKu7w84Q5zbjBVH9o028KKfP7yyMF0T1j6Z40atXL/Tq1UurfR09ehTffPMNAMDNzQ0bNmyotC3jBTV0HGlA9IyQy+VYvny58IFmamqKKVOmiCYb1VW/fv1gZlaWW4yLi8OZM2cqbXvr1i1cuHBBWK5s8qF+/foJj48ePSpMnlpRQUEBtm7dKiz37dtX41BAItKOvuNFaGio8PjRo0c4fvx4le2vXLkizGcAAM8//7zadowXRMal7cghAFAoFPjhhx9QXFwMoOyinnJdYGWGOLcZL4iMy1DxwlC/ccoxXhDVPkPFC0NgvKCGjEkDomeAQqHAd999h7NnzwIATExM8Pnnn+Oll16q0X7d3d1FH5KrVq1Smzi4evUqFixYIEw+FBAQUOmx27VrJ4xCKCkpwfz58xEfHy9qk5ubi0WLFgm1CO3t7TFo0KAaPRciKmOIeNGuXTt4enoKy6tXr8aBAwcgl8tVjh0ZGYklS5YI61xdXdG1a9dK98t4QWQ8x48fx4QJE3D8+PEq5za6f/8+5s6di9OnTwvr3nzzTdHcJcoMcW4zXhAZlyHihaF+4zBeEBmXob5fGALjBTVkEoVCoTB2J4ioZvbt24d///vfwrKHhweee+45rba1t7fHkCFDKv17cXExZs2ahRs3bgjrvLy80LJlS5iYmCA+Pl6YjAwAnJ2dsXz5clG5korS09MxceJEZGZmAij7ARAcHIwmTZogNzcX0dHRKCwsBFB2N9G8efNEdzITUfUZKl7cvn0bM2bMEM5doCweBAYGolGjRpBKpbh16xZSU1OFv5ubm2PBggVqy5mVY7wgMp7du3dj/fr1AMrOr2bNmsHT0xN2dnaQSCTIzc1FfHy8yoSDnTp1whdffFHlHXaGOLcZL4iMxxDxwpC/cRgviIzHkN8vNNGlPFE5xgtqqJg0IHoGbNu2Ddu3b6/Wttp8UObn52PNmjWiDL86AQEBmDJlSpUJg3IJCQlYvnw57t27V2kbBwcHfPbZZ7U6/JDoWWfIeBEbG4uvv/4aiYmJGvfVpEkTfP7551rVI2a8IDKO/fv341//+pfW7a2trfH+++9jwIABWv2gN8S5zXhBZByGiBeG/o3DeEFkHIb+flGV6iQNAMYLapiYNCB6Bhj6C3W569ev4/jx44iJiUFmZibkcjkcHR0RGBiIzp07o0OHDpBIJFofu7i4GJGRkTh16hQePnyI7Oxs2NnZoUmTJujYsSN69eoFBweHaj0vIlLP0PFCLpfj4sWLuHDhAuLi4pCZmQmZTAYrKys4OjrC398f7du3R3h4uDBnijYYL4iMIzExEdHR0YiNjcXDhw+RlpaG/Px8AGU/4p2dneHr64uwsDB06tQJ1tbWOu3fEOc24wWRceg7XtTGbxzGCyLjMPT3i8pUN2kAMF5Qw8OkARERERERERERERERAeBEyERERERERERERERE9BSTBkREREREREREREREBIBJAyIiIiIiIiIiIiIieopJAyIiIiIiIiIiIiIiAsCkARERERERERERERERPcWkARERERERERERERERAWDSgIiIiIiIiIiIiIiInmLSgIiIiIiIiIiIiIiIADBpQERERERERERERERETzFpQEREREREREREREREAJg0ICIiIiIiIiIiIiKip5g0ICIiIiIiIiIiIiIiAEwaEBERERERERERERHRU0waEBERERERERERERERACYNiIiIiIiIiIiIiIjoKSYNiIiIiIiIiIiIiIgIAJMGRERERERERERERET0lJmxO0BERETUkKxYsQInT54Uljdu3AhXV1fjdYgMRiqV4uHDh0hKSkJubi4KCwtha2sLe3t7+Pr6wsvLCxKJxNjdpKdSU1MRFxeHrKws5Ofnw8zMDLa2tvDw8IC/vz+sra1rtP/i4mIkJiYiNTUVGRkZkEqlKCkpgbW1Nezs7ODl5QUfHx+Ym5vX+Lnk5uYiMTER6enpyMrKQmFhIQDAxsYGTk5OaNGiBZo2bVrj42jriy++wM2bNyv9u7u7O9auXVtr/aH659ChQ/j++++F5c8//xzdu3c3Yo/qL7lcjtdff73KNhERERg3blwt9YiIiOoiJg2IiIiowUpJScHHH39s8OP06NEDEyZMMPhxyLhKS0sRExODixcv4tq1a7h//z5KS0srbW9vb48ePXrg1VdfNdgF3CVLluDcuXOidbpcoNXm4pIm+k6M1fQ5KSsoKMDvv/+OI0eOIDk5udJ2JiYmeOGFFzBw4ECEhYVpvf9z584hKioKt2/fRmJiIuRyeZXtzc3N0aFDB/Tv3x9t2rTR+jhSqRT79u3DrVu3EBcXh8zMTI3buLq6omfPnnj11Vfh6Oio9bGMQZf3oYmJCaytrWFrawsvLy/4+/ujS5cu8Pb21umY0dHRmDVrlrBcnfdYQkICZs2ahYyMDGGdpaUlpk2bhhdeeEHUdvjw4aJ2S5curfI9sGXLFvzyyy9VHt/U1BTm5uawsbGBg4MDGjdujGbNmsHf3x9t2rSBs7OzTs+HiIiIGg4mDYiIiIiIaujx48f44osvkJWVpfU2T548we7du3HgwAEMGzYMr732ml77dO7cOZWL6/WdPp9TTEwMVqxYgdTUVI1tS0tL8eeff+LPP/9Et27dMHbsWFhaWmrcbufOnbh9+7bWfSouLkZkZCQiIyPRvXt3jB49GlZWVhq3y8jIwObNm7U+DgCkp6djx44d2LdvHz755BP06NFDp+3rqtLSUuTn5yM/Px+pqan466+/sGPHDoSFhWHUqFHw8PColX7cuXMHc+bMwZMnT4R1tra2mDNnDoKCgmqlD3K5HHK5HAUFBcjMzMT9+/fxxx9/AAAkEgkCAgLQq1cvdO/eHRYWFrXSJyIiIqofmDQgIiIiIqohqVSqNmFgYmICb29vODs7w87ODvn5+bh3757oTvCioiKsX78e6enpGDFihF76k5eXh3/961962Vddoc/ndOPGDcydOxcFBQWi9TY2NvD394eTkxOKioqQnJyMBw8eQKFQCG1OnjyJnJwczJ49G2Zmuv2cMjc3R9OmTeHm5gYbGxtIJBLk5eUhISEBaWlporYnTpxASkoK5s2bp1XioCJ7e3t4eHjA0dER1tbWKC4uRmZmJuLj4yGTyYR2eXl5WLlyJfLy8jBw4ECdj6MrExMTlTv2dX0dqyM6Ohrjx4/HnDlzdBrFUR1Xr17FwoULRa+zk5MT5s2bB19fX4MeW1sKhQK3bt3CrVu3sG3bNnz44Yfo1q2bsbtFtcDU1BTr168XrUtNTcX06dON1CMiIqqLmDQgIiKiBsvV1VXlh3Nlzp49i40bNwrLAQEBmDx5slbbVueCH9Vf5SVmunXrhuDgYNjY2Ki0iY6Oxtq1a5GQkCCs27VrF7y9vdGrV68a92HdunXIzs4GAFhbW4suXtZEUFAQJk6cqNM2Tk5Oejm2vp5TYWEhVq5cKUoYWFpaYvjw4ejTp4/KnAJJSUlYt24doqKihHWXL1/Gnj178Oabb1Z5LDMzM4SFheHFF19E69at0aJFC5iamqptGx8fj+3bt4tGUsTExGDz5s34xz/+ofF5OTo6ol27dggLC0NgYCDc3NzUtisuLsbFixfx448/4vHjx8L6DRs2ICgoCC1bttR4rJpq0qRJjffx1VdfqX1vyeVy5OXl4eHDhzh37hz+/PNP4W8ymQzz58/Hv/71L4OV5rlw4QK+/PJLFBcXC+uaNGmCBQsWwN3d3SDHBIAuXbrg//7v/0TrFAoFZDIZ8vLykJubi7i4OMTGxiImJgYlJSVCu8zMTKxYsQKXLl3CuHHjaiWJQ8ZV8RzUVDqNiIgaHn4bICIiogbL1NRU64tXjRo1Ei2bm5tX68LXxIkTdb7oSvWDjY0NBg4ciNdeew12dnZVtg0LC8PXX3+NOXPmICYmRli/adMmdO7cuUaJpr/++gvHjx8HUHbR+v3338eGDRuqvT9lFhYWerngqyt9PqeTJ08iJSVFWJZIJJg5c2alcxV4eHhg9uzZWLJkCc6fPy+s//XXX/Haa69VmgQAgIULF2p9AdbHxwfTpk3Dpk2b8N///ldYv2/fPgwePLjK5IuHhwc2b96s1cTa5ubm6Ny5M9q2bYupU6cKiavS0lJs374ds2fP1qq/xubq6lrlXBmtWrVCr1698Ndff2Hx4sUoKioCUDYqaNu2bRg7dqze+3T8+HF88803orlMvL29MW/ePLi4uOj9eMqsrKw0npvh4eEAgKysLOzfvx979uyBVCoV/n7ixAnIZDJMmzYNJiYmBu0vERER1W38JkBEREREVENNmjTBhg0bMGTIEI0Jg3JWVlb44osvRLXxc3JycPny5Wr3QyqVYvXq1cLyG2+8AR8fn2rvry7Q93NSvvMcADp16qRxcmOJRIKRI0eKEgR5eXmihI861blje+jQoWjcuLGwXFpaKtShr4ypqalWCQNljRo1UpkI/vLlyyolm+q7F154AUOGDBGtO3funN7vrN6zZw9WrVolShgEBARg6dKlBk8Y6MrJyQlDhgzBqlWr4OfnJ/rbhQsXsGPHDiP1jIiIiOoKJg2IiIiIiGrI1tZW62SBMhcXF3To0EG07urVq9Xux6ZNm4Ta+B4eHnj33Xerva+6Qt/PSbkkDwC0b99eq+1cXFzg7+8vWpeUlFSjvqhjamqqksRITk7W+3EAIDQ0VJTYKCkpUZlb4VlQcZLnJ0+eID09XW/737p1K9atWyea+yIsLAwLFy6sVlyoLe7u7li8eDE8PT1F63/55ReDvLeJiIio/mB5IiIiIqJ6SqFQ4Pbt20hOTkZmZiYkEgnc3d0REhKi8UJVQUEBYmJi8OjRI8hkMtjb28PT0xNt2rTRSz1rqVSKW7duISMjAzk5OTAzM0OjRo3QvHlz+Pn56XxX9LOsRYsWOHXqlLCsPEmyLq5fv46DBw8Ky2PHjoWFhUWN+2dMhnhOFe+k1+UucFdXV9y+fVtYzsvLq1FfKmNvby9a1tecFBWZmprC1tYWOTk5Bj+WMTk6OsLOzk70/8rJyalxqS2FQoG1a9di7969ovXh4eGYOHGiyvwYdZGNjQ2mT5+Ozz77TJjnoKSkBL/99hvGjRtn8ONLpVJcv34daWlpkEqlcHZ2hpubG4KCgvQ6t0JSUhIePXokHEcikcDOzg7Ozs4ICAiAg4OD3o5lKEVFRYiPj8fDhw+Rl5eHwsJCmJubw9raGq6urnB3d4enpyc/X4mISC+YNCAiIiKqRStWrMDJkyeF5Y0bN1Zalzs6OhqzZs0Slj/44AO88847KC4uxq5du3Dw4EGkpqaqbGdhYYG+ffti6NChKrXxc3JysHXrVhw/fhyFhYUq29rb2+O9995D//79q1XTOioqCjt37sTNmzdFE20qc3BwQO/evfHmm2/W6btwa0vFmviVvW5VKSwsxHfffSfc6RwREYGQkBC99M9YDPWcnJycRHMaKE9Yq0l5Xfxyhnr/VjyvDTVpr0wmw5MnT0Tr6lopHX1RHgUAoMYX9OVyOVatWiWK5wDQp08fjB49ul7NCdC8eXN06dIFJ06cENadOnUKn3zyCaytrQ1yzIyMDGzatAnnzp1TOa+Ass+Jnj174u2334atra3O+5fJZPjjjz9w/vx5XL9+XZQYU8ff3x+vv/46unTpUuX/rqCgAMOHD0d+fj6AslFmmzZt0nkemnv37uGzzz4TlgMCArB8+XK1bZOSkvDzzz/jwoULGpN6tra2CAkJQUREhNajqIiIiNSpP99kiIiIiAg5OTmYMmUKNm/erDZhAJRd2NyzZw+mTZsmmuTyzp07+Oc//4kDBw6oTRgAZWU71q5di2+//VZUm1uT7OxszJgxA/PmzcO1a9eqvPCdk5ODX3/9FSNHjtRYE74hqFh6pqoJbyuzdetWoZyIo6MjPvroI730zZgM9ZzatGkjWr57967W21Zs26pVK730SVlOTg4uXbokWte2bVu9HwcomxRa+Tz38PB4JpMGOTk5wkVeoGyOipqMMigqKsLixYtVEgaDBg3C2LFj61XCoNzAgQNFy0VFRYiOjjbIsS5duoTRo0fj5MmTahMGQNn/bOfOnfjss8+QmJio8zGWLVuG5cuX4+zZsxoTBgAQFxeH5cuXY86cOcjNza20nZWVFXr27Cks5+fn4/Tp0zr378CBA6Llfv36qW13/PhxjBkzRpikWpP8/HxcuHAB//vf/3TuExERkTKONCAiIiKqJ4qLizF37lzExcUBKBtREBAQACcnJxQWFiI2NhZZWVlC+7i4OHz77beYOnUqEhISMGvWLOHCWaNGjeDv7w97e3vk5ubi1q1bogsSx44dg7+/P1599VWN/UpMTMTs2bNVkhg2Njbw8/ODo6MjSktLkZKSgnv37gkXKXNzczFz5kzMnj1b40S0zyq5XI4LFy6I1ul6ITo2Nha7d+8Wlv/xj38Y9A74lStX4s6dO8jMzERhYSHs7Oxgb28PPz8/BAcHIzw8vMbHN+Rz6t27N3bv3i0ktg4fPow33nhDY9mjM2fOiEpH+fr6wtfXVy99Kpefn49ly5aJkn2BgYEICgrS63EA4MaNG9i0aZNo3RtvvKH349QFx48fFy23bNkSNjY21dqXVCrFggULcP36ddH64cOHY9CgQdXuo7H5+fnB3t5eNPIkJiYGHTt21Otxrly5gkWLFqkkC9zc3ODt7Q0rKyukp6cjNjYWcrkcKSkpmD17Nvr376/TcSqOLLGxsUHz5s3h4OAAa2trFBYWIiI0iw8AAB/5SURBVCMjA/Hx8aK+REdHY+7cuVi2bFmlo1H69euH33//XTjGgQMH0Lt3b637JpPJRCXp7O3t0blzZ5V2V69exapVq1Sei6enJ9zd3WFnZ4eSkhJIpVIkJycjJSVFp2Q/ERFRVZg0ICIiIqon9u3bh7y8PFhYWGDIkCHo378/LC0thb+XlpbiwIEDWLt2rXDh4OzZs7h69SrWrl2L/Px8NG7cGB9//DE6dOgguhtWJpNhw4YNOHTokLBuy5Yt6NWrV5VlF2QyGRYtWiRKGHh5eWHo0KFo3769SumdjIwMbN26FUeOHAFQlghZsWIFvvnmG4OVYKnLzpw5g4yMDGHZ1NQU7dq103r7kpISfPfdd8L/u127dujSpYve+1kuOTlZZWREdnY2srOzkZCQgJMnT2LDhg3o06cPhgwZonPJDsDwz8nDwwMffPCBcME8NTUVy5cvx8SJE0Xnk7Lbt2/j+++/F5ZNTEwwcuTIGvdFLpdDKpUiMTERly9fxv79+5GdnS383cHBARMmTKjxcYCyO8dzcnJw7949nD59GmfOnBFdYOzYsSP69Omjl2PVJZcvX8bWrVtF615//fVq7SsnJ0eUuAXK3gujR4+u96+dRCJBQEAAoqKihHXx8fF6PUZeXh5WrFghukjv6emJUaNGITQ0VNS2vJTegQMHkJqail9//VXn47Vo0QLdunXDiy++CC8vL7VtCgoKcPLkSfz000/CiIQ7d+7g559/xtChQ9Vu4+npidDQUGEkRlxcHOLi4lQmSq/MyZMnRUn6nj17qk1abty4UZQw6Nq1K4YOHYqmTZuq3a9UKsWVK1dw9uzZKkdLEBERaYNJAyIiIqJ6Ii8vD2ZmZpg3bx6Cg4NV/m5iYoL+/fsjPz8fW7ZsEdYvWbIEeXl5cHd3x9KlS9VenLe2tsbYsWORmpqKy5cvAyi7AHH27FlRKYaKNmzYgISEBGG5Xbt2mDJlSqUXX11cXDBu3Dh4enoKF22zs7Oxbds2jB07VqvX4VmRl5eH//znP6J1PXr00Kk80S+//CJc2LO2tsaoUaP02cVqkclk2LVrF6KiojB9+vRKL9ZVpjae06BBg6BQKPDTTz9BLpfj/PnzGDNmDPr27YvWrVvD0dERxcXFSEpKwoULF3Dq1CnI5XIAgJmZGcaNG6dS5kgbO3fuxMaNG7Vq6+fnh0mTJsHDw0Pn4wDAmDFj8PDhQ43tyuPGhx9+WK8mUE1PTxf+J8rkcjny8/Px4MEDXLhwAX/88YfowmufPn2qlYSSSqWYOnUqHj16JKwzMzPDpEmTEB4eXr0nUcc0a9ZMlDRIS0vT6/43b94sGg3n4+ODJUuWqB1F5ODggNGjR6Np06bYuHGjzpOOjx49WqsSVFZWVujbty+ee+45TJkyRUji7tu3D2+99Valczr069dPVL7p4MGDWn+GKU/uLpFI0LdvX5U2GRkZouRUWFgYJk+eXOV+bWxs0LFjR3Ts2LHSEoRERETaYtKAiIiIqB5599131SYMlA0cOBC//PKLcNGg/GLL559/rvFu/kGDBglJA6CslERlSYO0tDQcO3ZMWHZ3d68yYVDxOFeuXBGOdfz4cXzwwQdwdHTUuO2zQKFQYOXKlaJyN3Z2dpXe2arOgwcPRHffDh06FI0bN9ZrP8uZmZmhdevWCA0NhY+PD1xdXWFlZQWZTIa0tDTcuHEDJ06cENUOf/ToEWbOnInly5dr3a/afE5vvfUW2rdvj507d+LChQtISUnBjz/+WOU2zz33HIYPH44WLVoYpE8AEBISgldffVVlNJC+mZubo0+fPujXr5/OiZ26QNMF1IqaNm2KwYMH61RGRllOTo7o/W1lZYXp06fjueeeq9b+6qKKF++1mQtAW3l5eaIyUaamppg4caLGsmNvvvkmrly5ojLPhya6zlnRpEkTjBgxAl9++SWAslJhUVFRlSaY2rdvj8aNGwuJlVOnTuGjjz7SWPbq1q1buHfvnrDctm1beHp6qrSrmLDp1KmTTs9Hm89hIiKiqtS/GZqIiIiIGihra2sMGDBAYzsrKysEBgaK1oWEhKisUyc4OFhUx/n+/fuVtj1w4IBowuP33ntPpwsVyiVCiouLRcmKZ92WLVvwxx9/iNaNHj1a61EGcrkc33zzjfD6t2rVSuea39qQSCQYNmwYNm3ahEWLFuHtt99G+/bt0aJFC3h4eMDPzw8dOnTAiBEjsGHDBrz55puiu9UzMzOxdOlSlZrcxnxOFY9pYmJSae3ychKJBBERERgxYoRBEwZA2VwDe/fuFd3xbQjFxcU4ceIE9uzZg8ePHxv0WMbm7++PIUOGoHv37nrbp0KhqJcTHlel4gX8yiYpro6zZ8+K7n4PDw+Hj4+PVtvqkkytiZdeekn0P71582albU1NTUUjBAoKCnDixAmNx6g4AfIrr7yiVd+Uy5YRERHVBo40ICIiIqongoKCtJ6808PDA1euXBGWn3/+ea22MzU1RZMmTYQSHFVdqFC+yG9mZqbzhJnBwcEwMTER6qrfuHFDrxf16qoDBw6o1OceMGCATiVTdu/ejTt37gAoe+3/+c9/GuQCpomJCQYPHqxVW0tLS3z44YdwcXHBunXrhPWxsbE4c+aMxudXW88JKLsYun79epULeJVRKBQ4cuQIjhw5gpdeegmjRo2Ci4uLzsft27evqJRNSUkJnjx5gvv37yMqKgpRUVEoLS3FtWvXcO3aNXTu3BkTJkzQOEmzOvPnzxcl9WQyGTIzM3Hnzh2cOHECiYmJyM/Px8GDB3Hy5EmMGjUKPXr00Pk49UFcXBxWrFiBDRs24OOPP8bLL7+s8z7Ky9SU16IvLCzE/PnzMWvWrGdmIndDTqIbExMjWtblf+Dv7w9PT08kJibWuB+lpaUoKCiATCYTnR/l7OzshPkAlEvvqdO7d29s375d2M/BgwerTHTm5eXhzJkzwrKzszNeeukltW09PDxEn4/79+9H165d1Y5KICIiMgQmDYiIiIjqiWbNmmndtmJyQZfyI7a2tsJjqVSqtk1BQYGoxELjxo1Vyndow9raGvn5+QCgt7udc3JyUFBQoFVbBweHak3WW12RkZH497//LVrXtWtXfPzxx1rvIykpSTSx6xtvvKH1Hbu1YeDAgbh8+bLoTvn9+/dXmTSozedUUlKCBQsWiOqRSyQSdOrUCT169ICfnx8aNWqE4uJipKWl4cqVK9i7d68wAfTFixdx+/ZtzJ8/H76+vjod28bGRm3iLzAwEK+88gru37+PFStW4MGDBwDKJsqWSqWYM2eOzgkUdUkNHx8fPP/883j77bdx8OBBrFu3DsXFxSgoKMCqVatgYmKCbt266XQcY9m4cSNcXV3V/k0mkyEnJwd3797FqVOncP78eQBlSdDly5fj4cOHOt+97ujoiPHjx2Pu3LlC4qCoqAgLFizAjBkztE7M1mXlsbicPkvcKNfnB8pGEukiICCgWkmDgoICXLx4EX/88Qfu37+PpKQktXNhqKNpHgVHR0d07twZJ0+eBFA2cfStW7cqHdV37Ngx0eiNiIgImJmpvyTTqFEjhIWFCWWZsrOzMW7cOHTv3h3h4eEqowKJiIj0jUkDIiIionpCU+1nZaampqJl5USAJsoXJ9XdiQmUlZ1Rvis1OTlZpwvf6jx58qRG25dbv369cBFHk88//7zWRjdcvHgRX3/9teh169ChAz7//HOtLwgrFAp8++23woUnDw8PvPvuuwbpb0289dZboqTBrVu3IJVK1V4wr+3ntG3bNlHCwNLSEtOnT1e56Gtubg5vb294e3ujb9++WL16tVCTPTs7G/Pnz8d3332n03mpia+vLxYtWoRJkyYJSbRLly7hwIEDei3VJJFI8Morr8DBwQFLliwBUPZ/WLNmDUJDQ3WajLsusra2hrW1NZo2bYrw8HD89ddfWLx4sfAe++WXX+Dt7Y2uXbvqtN/WrVtj/vz5mDNnjpBQLSoqwqJFi56JxEHFi+SNGjXS276VR63Z2NjoPH9NdSYEP3jwILZs2SKMHNBVZUlzZf369RN93hw4cKDSpIHyBMgmJiYa59cYOXIkJk2aJHw2FhUV4dChQzh06BDMzc3RsmVLBAQEoE2bNmjTpo1eYxEREdGzVYSRiIiI6BlWk1ItynXm9UFfF/iVld+9+yy6dOkSli1bJkrCvPjii/jiiy9UEjxV2b9/P27cuCEsjx07tlqlawwtMDBQlCAoKSkRSl5VVJvPKScnB7t37xatGzNmjMaLvRYWFhg3bhyCgoKEdenp6fjtt9/03kcHBwd8+OGHonX//e9/9X4coGxy1fbt2wvLMpkM+/fvN8ixjOmFF15QGVmwcePGSpOiVQkMDMS8efNE7++ioiIsXLjQ4PNQGFrFcjxubm5627fyKAZty+wp0yXxDQA//PADVq9eXe2EAQCt5mIJCgoSzXNy5swZtSMUrl27JoqBL774osbX18PDA8uXL0dwcLDK34qLixETE4P//e9/WLhwIT744APMmjUL58+f16rfREREmnCkARERERHprDoX2xqqK1euYNGiRSguLhbWhYWFYdq0aTqXl9i2bZvwuH379nBzc0NKSkqV21Scl0Iul6ts4+LiUmmZjOowNTWFq6srHj58KKyrrHRVbT6nP//8U1QexN3dXetyPKampnj33XcxZ84cYd2xY8cwfPhwrbbXRbt27WBtbS0k0tLS0pCQkKBTmTFtde3aVTQp96VLlzBkyBC9H8fYevfujU2bNgmladLT03H16tVqjQ4IDAzEggULMHv2bOFieHFxMRYvXoxp06ahXbt2eu17bVAoFIiNjRWt07X8Vl1x6tQp7N27V7TOx8cHnTt3RqtWreDm5gZHR0dYWFioxODhw4cjIyNDp+P169cP33//PYCyBNKxY8fw2muvidpUdwJkDw8PLFmyBDdv3sTJkydx+fJloVSaMrlcjujoaERHRyMoKAiTJk3Sa9KHiIgaHiYNiIiIiEhnFctWvPjii6KLqcY0ceJETJw40djdAABcv34dCxYsEF2oDg4OxowZM6p1N73yfv744w/RxV5tpaamqpSS+v777+Ht7a3zvqpS8fkp972y9YZ+Tvfv3xctt23bVqdROCEhIaLJSbOzs/H48WM0bdpU5z5XxdzcHE2aNEF8fLywLjk52SBJg4oTq6q7IPkssLGxgbu7u+hu79jY2GqXFGrVqhUWLFiAWbNmqU0cKI/gqA/u3Lmjcod869at9bZ/W1tb4a5/bcr+VFRxvoWqKCciAWDYsGFaT+henb69/PLL2Lhxo9DHgwcPipIGOTk5wrwaQNkIDl3fd0FBQcJIp6ysLNy+fRsxMTG4du0a7t69KxpdcPPmTcycORMrV67UeYQGERFROZYnIiIiIiKdVaxHXZ0JKp91N2/exPz581FYWCisCwoKwuzZs2t18mVjqVgWRJ/10aur4oVHXWv3m5ubw97eXrSuJuVPqlKxbJXySBV9qjgaw1DHqQsqlsWpOGJFVy1btsTChQtFteRLSkqwZMkSXLx4sUb7rm2///67aNnS0hKhoaF627/yZ4ZUKtX5tU9KStKqXUJCgqht27ZttU4YyGSyapXJs7KyQq9evYTlR48e4dq1a8Ly4cOHRaPz+vbtW6Nyg05OTujQoQM++ugjrFy5Ev/5z38wePBg0bmcnJysUoqNiIhIF0waEBEREZHO7O3tRXcoJycnCxO3UtkdzHPnzhVdgAoICMDcuXNhbW1txJ7VjqysLKSlpYnWOTs7G6k3f6t4121BQYHO+6h4UdFQ/8+KJVJ0nThWW+np6bVynLqg4lws+pg7w9/fHwsXLhQlk0pKSrB06VLR3eV12YMHD3DmzBnRum7duuk1uenv7y9avn37tk7ba9u+YnJBl1JRN2/e1KlPyvr16ycatVQ+6bFCocDhw4eF9WZmZoiIiKj2cdRxdXXFsGHDMH78eNH6+vL+IyKiuonliYiIiIioWp5//nnRCIPDhw9j2LBhRuxR3RAXF4fZs2eLylz4+/tj7ty51ZoAVNmvv/6q8zbR0dGYNWuWsOzu7o61a9fWqB+anD59WlQuw9nZWaUMTrnafE4uLi6i5Xv37ul03ISEBJUyS7qOVtDG/fv3RXdiSyQSuLu76/04AHD58mXRsoeHh0GOY2zlpaSUubq66mXffn5+WLhwIWbOnCkkJkpKSvDll19i8uTJ6NSpk16OYwhSqRRLliwR3Qlvbm6Ot956S6/Had26NY4fPy4snz59Gi+99JJW28bFxWk9mq3iaCJdyvMcO3ZM67YVeXh4ICwsTDifzp07h5ycHMTFxYned506dTJYYq5Lly5YvXq1kNjUNDcMERFRVTjSgIiIiIiq5ZVXXhGVWNi9ezcSEhKM2CPji4+PF02OCpRNJjp//nxRCZNnWWZmpkoiQNuLg4YWHBwsWr5+/bqoxr0m5XcPl2vevLlB/q8Va7K3bNnSICM1MjIycOTIEdG6uvK/0rddu3aJElkA9Fp+p0WLFli0aJGoDFd54uDs2bN6O44+JScnY/r06SoX5N955x29z9MRHh4OS0tLYfns2bN48OCBVttu2bJF6+NUPB+1Pb9v375d4/9T//79hcclJSU4cuSIygTIffv2rdExqiKRSESjHSpO8kxERKQLJg2IiIiIqFq8vLzQo0cPYbmoqAhz587VOXFQVFRUozs864qEhATMmjVLVAKlefPmWLBggUod/PogISEBf/75p07bZGRkYN68ecjJyRHWGeKu5epq2bKl6I790tJSrFixQqs65n/++Sf27dsnWhceHl5p+8OHD+s8qbBCocDmzZtx4cIF0Xrli5EVSaVS7Nmzp9KJpiuTlZWlUkKrUaNG6NKli077qQ/27duHnTt3itYFBQXpffJvX19fLFq0CA4ODsI6uVyOr776CpGRkXo9Vk1kZWVh+/btmDBhAu7evSv6W6dOnfD222/r/Zh2dnaizwu5XI7ly5erTL5c0c6dO3Hp0iWtj+Pj4yNaPnr0qMb5E5KSkrBs2TLI5XKtj6NOu3bt4ObmJizv3btXFEO9vLwQEhKi1b6uXLmCK1eu6HT8CxcuiEa4GWLidCIiajhYnoiIiIiIqu2TTz7BnTt3hDtGU1NTMWHCBLz++uvo27dvpeU/CgsLERMTg4sXLyIyMhJ5eXno2bNnbXZdr1JSUjBr1izRxSknJyd89tlnKCgo0Kl2vpmZmUoZHWPIyMjA/Pnz4evri27duqFDhw6Vlq6RSqU4evQofvnlF1HCAADee+890YU0Y5JIJBg6dCi+/PJLYV1cXBwmTJiAjz/+GC+88ILoTl0AyMnJwe7du7Fz507RRUUHBwe8/vrrlR7r/PnzWLNmDdq3b48uXbogLCys0uRRSUkJoqKi8Ntvv6nUbm/btq3oYmtFxcXFWLduHf773/+ia9euCA8Ph7+/v8oEx+WysrJw4sQJ/PrrryoXbEeMGFFvElzp6emVXuQtLCxEdnY24uLicOrUKZUyVBYWFhg1apRB+uXj44NFixZh5syZQjwov0AOwGBJmYKCApVyNAqFAjKZDFKpVCiVc/v2bcTExIjKEZXr2bMnxo4dq3IO6MvQoUNx4cIFZGVlASgbmTV58mSMGjUKbdu2FbXNzc3F1q1bsX//fgBlSQdNCQYAcHNzQ0BAgHAe5ebmYvr06Rg/fjxatWolaltcXIyjR49iy5YtePLkCSwtLSGRSKo11wkAmJiYoG/fvti8eTMA1XlJdBllcPfuXWzcuBFeXl7o0qULXnrpJfj4+KidQLk88b5x40bR+qriBhERkSZMGhARERFRtdnY2GD27NmYPXu2UOKisLAQO3bswI4dO+Du7g5PT0/Y2tqipKQEMpkMKSkpSE5ORmlpqbAfdRdC6pPo6GiVC0RZWVmYOHGizvuqjTkHdHH//n3cv38fGzduhK2tLZo3b45GjRrB2toaBQUFSE9Px71790T/z3L9+vXD4MGDjdDrynXp0gUxMTHYu3evsC4xMRHz5s1Do0aN4Ofnh0aNGqG4uBipqam4f/++ysVpCwsLTJkyReMcFXK5HOfPnxcmJHVzc4O7uztsbW1hYWEBmUyGjIwMPHz4UO1IgYCAAEyfPl2r55WZmYldu3Zh165dMDMzQ/PmzeHk5CTUdM/Pz0diYiJSUlJUyvQAwPDhw+vVRcbJkydXaztra2vMmDEDvr6+eu7R37y9vbFo0SLMmDFDSByUlpZi+fLlKC0txcsvv6z3Y0ZGRlZ7NIOzszM++ugjg/RLmb29PSZOnIh58+ahuLgYQFn5oBkzZsDNzQ2+vr6wtLREeno6bt++LZx3bm5u6NevHzZt2qTVcT788ENMnz5diEkJCQmYOHEimjVrBm9vb5iamiI7OxuxsbGiBMGnn36Kn376qdpJAwDo3bs3tm/fLjy/cpaWltU6vxISErBt2zZs27YNlpaW8Pb2hqOjI2xsbCCXy4X4W1hYKNqubdu26NWrV7WfBxEREZMGRERERFQjbm5u+Prrr7F69WqcPn1a9Lfk5GStSrQ0lHr/9V1+fj5u3rypsZ21tTU++eQTRERE1EKvdPePf/wDjo6O+Pnnn0V3XOfm5qpMDFxRkyZNMH78eJX5EbSRmpqK1NRUje1MTU0xcOBAvP/++7CystL5OCUlJVpP8uzq6oqRI0eiQ4cOOh+nPjExMUHHjh3x0Ucf1crIl+bNm2Px4sWYMWOGcGd9aWkpvv76aygUCnTr1q3K7U1NTQ3aP4lEgoCAAPTq1Qvdu3eHhYWFQY9XLjQ0FDNmzMCXX34pKqVT2bnh5uaGefPm4caNG1ofo02bNhgzZgzWrFkjSvg9evRI7RwHpqam+OSTT9CrVy/89NNPOj4jMQcHB4SHh+PkyZOi9V27dq3x51xhYSFiY2M1tuvUqRMmTJhQ75PxRERkXEwaEBEREVGN2djYYPLkyRg0aBB27tyJqKgo0WTA6ri4uCAkJAQdO3ZEu3btaqmnpC1vb28MHjwY169fx927d7Wqme/p6YmePXuiT58+oglh6xqJRIJ33nkHnTp1wt69e3Hq1CmN71dvb29ERESgT58+Wl3IHz58OAIDAxEdHY24uDit7l52c3ND165dERERUWkpqIrs7Owwc+ZM/PXXX7h+/ToSExPVjvpQZmpqisDAQPTo0QNdu3atVmKiLjMzM4OtrS0cHBzg4+ODVq1aoXPnzrVe9svLy0tIHGRmZgIoSxysXLkSpaWlKnPCKNPH/8TExET0WjRu3BjNmjVDy5YtERwcDCcnpxofozpeeOEFrFmzBps2bcLZs2dV7soHykYldO/eHe+99x7s7Ox0ShoAZXf8N2/eHJs2bap0WwsLC7Rr1w5vv/02WrRoUa3nok7//v1VkgavvPKKTvvo3bs3nJ2dERUVhRs3biA9Pb3K9mZmZggNDcXAgQPx/PPP69plIiIiFRKFurGpREREREQ1UFpaivv37yMhIQF5eXnIz8+Hubk5bGxs0KRJEzRr1gyNGzc2djdJS3K5HElJSXj8+DEyMzORn5+PoqIiWFpawtbWFs7OzmjZsqVoAtj6pLS0FI8ePUJ8fDxyc3MhlUphZmYGGxsbuLq6wt/fH46OjtXev1wuR2JiIh4/foyMjAxIpVIUFxfDyspKOEaLFi1qdIxyUqkUDx8+RGpqKrKzs1FQUACJRAJra2vY2trC09MTPj4+tXZnOQB88cUXwggVExMT7N69u9aOXV8MGjRIlDhYv349mjRpYsQe1Q6pVIpr164hLS0NMpkMTk5OaNy4Mdq0aVPpvBy6Sk1Nxc2bN5GZmYmSkhI4OjrCxcUFQUFBsLa21ssxlCUkJGD06NHCsr+/P1auXFmjfWZkZODRo0dITU3FkydPRPHX09MTvr6+GsulVSUpKQkjR44UliMiIjBu3Lga9ZmIiOo3jjQgIiIiIr0zMTGBn58f/Pz8jN0V0gNTU1N4eXnBy8vL2F0xCBMTEzRv3hzNmzc3yP5NTU0Nun9lNjY2CAwMRGBgoMGPRfqRk5MjShiYmJgYbRRAbbOxscFLL71k0GO4ubnV6mTshw4dEi3rOspAHRcXl1ofKUNERA0bkwZERERERERUa1JSUkTLZmZmDfqCaMX5Jzw8PGp1JAjpT2FhIY4dOyYs29raomvXrkbskXoVz8GMjAwj9YSIiOoqJg2IiIiIiIioVpSWluLjjz8WrXN3d8fatWuN1CPjO3v2rGg5KCjISD2hmjp8+DDy8vKE5YiIiDo3Z4hcLlc5B4mIiCoyMXYHiIiIiIiIiBqimzdviu5MB4Bu3boZpzNUI1lZWfj555+FZTMzM7z66qtG7BEREVH1caQBERERERERkYHJ5XKkp6ejpKQE6enp+OOPP3Dw4EGUlJQIbYKCghASEmLEXpI2yv+XQNlkznfv3sW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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 375, "width": 774 } }, "output_type": "display_data" } ], "source": [ "lc_aper = tpf.to_lightcurve(method='aperture')\n", "lc_aper.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There is a notable difference in the long-term trend in both lightcurves. This is because PRF-fitting photometry yields a local estimate of the background which is often different from the Kepler pipeline's global background level estimates.\n", "\n", "Let's fold both lightcurves on the period of the known planet *Kepler-10 b* to show that the transit can be recovered equally well: " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 277, "width": 859 } }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "_, ax = plt.subplots(nrows=1, ncols=2, figsize=(14,4))\n", "ax[0].set_title('PRF photometry')\n", "lc.flatten().fold(period=0.8376).plot(ax=ax[0])\n", "ax[1].set_title('Aperture photometry')\n", "lc_aper.flatten().fold(period=0.8376).plot(ax=ax[1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Success! Note that the outliers between *phase* -0.4 and 0.0 are caused by the transits of another planet with a different period.\n", "\n", "Note that PRF photometry appears to offer a few percent less noise compared to its aperture counterpart:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The CDPP noise metric equals:\n", "48.6 ppm for PRF-fitting photometry;\n", "33.4 ppm for aperture photometry.\n" ] } ], "source": [ "print(\"\"\"The CDPP noise metric equals:\n", "{:.1f} ppm for PRF-fitting photometry;\n", "{:.1f} ppm for aperture photometry.\"\"\".format(lc.estimate_cdpp(), lc_aper.estimate_cdpp()))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is all you need to know to get started with PRF photometry! In what follows, we explain how you can tune the parameters of the model fitting." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The `TPFModel` object\n", "\n", "It is often possible to obtain better results by carefully tuning the model that is being fit to the data. This is true in particular when the data contain multiple overlapping stars. Let's have a look at how you can interact and change the model.\n", "\n", "*Lightkurve* uses objects of type `TPFModel` to specify the model. \n", "You can obtain the default model using the `get_model()` method:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "lightkurve.prf.tpfmodel.TPFModel" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model = tpf.get_model()\n", "type(model)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A `TPFModel` object encapsulates our beliefs about the stars contained in a pixel file. The key parameters are:\n", "\n", "* `model.star_priors` captures our prior beliefs about the positions and fluxes of the point sources in the data using a list of `StarPrior` objects. Each `StarPrior` object is parameterized by `col` and `row` in pixel coordinates and `flux` in electrons/second;\n", "* `model.background_prior` captures our beliefs about the per-pixel background, parameterized by `flux` in electrons/second;\n", "* `model.focus_prior` captures our beliefs on the focus of the spacecraft, parameterized by the unit-less stretch factors `scale_col` and `scale_row`, and `rotation_angle` in radians;\n", "* `model.motion_prior` captures our beliefs about spacecraft motion, parameterized by `shift_col` and `shift_row` in pixel coordinates; \n", "* `model.prfmodel` an object of type `KeplerPRF` which models the Point Response Function.\n", "* `model.fit_background`, `model.fit_focus`, and `model.fit_motion` are booleans which indicate whether or not the background, focus, and motion parameters should be considered free parameters, i.e. whether or not our beliefs should assumed to be perfect.\n", "\n", "The parameters of each of these components are prior distributions.\n", "\n", "We can inspect the our beliefs by accessing the properties, for example, this is the prior on the column pixel coordinate of the star in our data:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.star_priors[0].col" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And this is the model's prior on the background flux:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.background_prior.flux" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can inspect all the parameters at once using the `print` function:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " \n", " row=\n", " flux=\n", " targetid=11904151)>\n", " )>\n", " \n", " scale_row=\n", " rotation_angle=)>\n", " \n", " shift_row=)>\n", " \n", " fit_background=True\n", " fit_focus=False\n", " fit_motion=False\n", "\n" ] } ], "source": [ "print(model)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualizing and fitting a `TPFModel` object\n", "\n", "A `TPFModel` object contains several methods to interact with the model. For example, you can visualize the default prediction using the `plot()` method. This will visualize the model prediction using the prior means. Let's plot the model below (left panel) and compare it against the observed data (right panel):" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 285, "width": 812 } }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "_, ax = plt.subplots(nrows=1, ncols=2, figsize=(14,4))\n", "model.plot(ax=ax[0])\n", "tpf.plot(ax=ax[1]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can fit the model to a single cadence of pixel data using the `fit()` method, which returns an object of type `TPFModelParameters` which encapulsates the maximum likelihood values of the parameters for that cadence:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " \n", " \n", " \n", " \n", " residual_image:\n", " [ 13.54472234 -24.96701167 -36.46893428 -36.42862056...\n", " predicted_image:\n", " [175.21544002 175.21544002 175.21544002 175.21544002...\n", "\n" ] } ], "source": [ "parameters = model.fit(tpf.flux[0] + tpf.flux_bkg[0])\n", "print(parameters)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For example, we can access the maximum likelihood value of the stellar flux as follows:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "528783.6252248927" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "parameters.stars[0].flux" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And the background flux was found to be:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "175.21544001684765" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "parameters.background.flux" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can visualize the model again, this time passing the fitted parameters:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 285, "width": 748 } }, "output_type": "display_data" } ], "source": [ "_, ax = plt.subplots(nrows=1, ncols=2, figsize=(12,4))\n", "model.plot(parameters, ax=ax[0])\n", "tpf.plot(ax=ax[1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Changing `TPFModel` priors" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can change a `TPFModel` by manipulating its properties. For example, we can add a star to the lower right corner of the pixel file as follows:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 277, "width": 382 } }, "output_type": "display_data" } ], "source": [ "from lightkurve.prf import StarPrior\n", "model = tpf.get_model()\n", "model.star_priors.append(StarPrior(col=660, row=243, flux=1e6))\n", "model.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Alternatively, you can build a `TPFModel` from scratch. In the example below, we use an arbitrary combination of Gaussian, Uniform, and Fixed priors to initialize a model. Note that the ideal choices for these assumptions depend strongly on your scientific objectives and may require trial-and-error." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 277, "width": 388 } }, "output_type": "display_data" } ], "source": [ "from lightkurve.prf import TPFModel, StarPrior, BackgroundPrior, FocusPrior, MotionPrior\n", "from lightkurve.prf import GaussianPrior, UniformPrior, FixedValuePrior\n", "model = TPFModel(star_priors=[StarPrior(col=GaussianPrior(mean=656, var=1),\n", " row=GaussianPrior(mean=247, var=1),\n", " flux=UniformPrior(lb=0, ub=1e7)),\n", " StarPrior(col=FixedValuePrior(value=660),\n", " row=FixedValuePrior(value=243),\n", " flux=UniformPrior(lb=0, ub=1e7))],\n", " background_prior=BackgroundPrior(flux=GaussianPrior(mean=100., var=10.)),\n", " focus_prior=FocusPrior(scale_col=GaussianPrior(mean=1, var=0.0001),\n", " scale_row=GaussianPrior(mean=1, var=0.0001),\n", " rotation_angle=UniformPrior(lb=-3.1415, ub=3.1415)),\n", " motion_prior=MotionPrior(shift_col=GaussianPrior(mean=0., var=0.01),\n", " shift_row=GaussianPrior(mean=0., var=0.01)),\n", " prfmodel=tpf.get_prf_model(),\n", " fit_background=True,\n", " fit_focus=False,\n", " fit_motion=False)\n", "model.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Creating lightcurves with a custom `TPFModel` object" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Above we demonstrated how you can interact with a `TPFModel` and fit its parameters to a single cadence. Most users will be interested in obtaining a lightcurve by fitting the model to *all* the cadences rather than a single one.\n", "\n", "To make this easy, *lightkurve* provides a helper class called `PRFPhotometry`, which makes it easy to fit the model to all cadences and inspect the results. For example:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Fitting cadences: 100%|██████████| 3634/3634 [00:54<00:00, 66.66it/s]\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 683, "width": 423 } }, "output_type": "display_data" } ], "source": [ "from lightkurve import PRFPhotometry\n", "prfphot = PRFPhotometry(model=tpf.get_model())\n", "prfphot.run(tpf.flux + tpf.flux_bkg)\n", "prfphot.plot_results()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can access the details of the fit in each cadence using the `prfphot.results` property, e.g.:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "528783.6252248927" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prfphot.results[0].stars[0].flux" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Alternative, you can access the fitted fluxes as a `LightCurve` object:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prfphot.lightcurves[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that the focus and motion parameters in the example above are constant. This is because the `fit_focus` and `fit_motion` parameters were set to `False` in the model. By setting these to `True`, we can potentially improve the quality of the fit. Beware however, this comes at the cost of slowing down the fitting process and potentially introducing more complicated systematics and parameter degeneracies." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Fitting cadences: 100%|██████████| 3634/3634 [03:04<00:00, 19.68it/s]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 683, "width": 422 } }, "output_type": "display_data" } ], "source": [ "prfphot.model.fit_focus = True\n", "prfphot.model.fit_motion = True\n", "prfphot.run(tpf.flux + tpf.flux_bkg)\n", "prfphot.plot_results()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 368, "width": 771 } }, "output_type": "display_data" } ], "source": [ "prfphot.lightcurves[0].plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Uhoh, the increased model flexibility introduced complicated systematics. These systematics are caused in part by the degeneracy between the star's `col` and `row` position and the `shift_col` and `shift_row` parameters. The degeneracy will disappear when additional stars are present in the data, or when tighter priors are employed." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Comments?\n", "\n", "At present we are evaluating the design and use of *lightkurve*'s PRF photometry for use in crowded fields. If you encounter issues, or would like to contribute a tutorial or working example, then please open an issue or pull request on GitHub!" ] } ], "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": "3.6.7" } }, "nbformat": 4, "nbformat_minor": 2 }