{ "metadata": { "name": "", "signature": "sha256:d7eb2e7f49585be4ec7548335d7daa6f4090334347abb2a047e177b982c70dea" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "from __future__ import division, print_function\n", "\n", "%matplotlib inline\n", "%config InlineBackend.figure_format = \"retina\"\n", "\n", "from matplotlib import rcParams\n", "rcParams[\"savefig.dpi\"] = 100\n", "rcParams[\"font.size\"] = 20" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "import h5py\n", "import fitsio\n", "import numpy as np\n", "import matplotlib.pyplot as pl\n", "from scipy.linalg import cho_solve, cho_factor\n", "\n", "from astropy.io import fits\n", "from astropy.wcs import WCS" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 217 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Target pixel files" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First we'll read in the data:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "tpf = fitsio.read(\"ktwo201466124-c01_lpd-targ.fits.gz\")" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 196 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's look at one of the images (the last one in the time series). It's in the `FLUX` column of the TPF file:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "img = tpf[\"FLUX\"][-1]\n", "pl.imshow(img.T, cmap=\"gray\", interpolation=\"nearest\");" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": { "png": { "height": 362, "width": 360 } }, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 198 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Centroiding" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here's some code for measuring the centroid using the 3x3 patch and modeling it as a 2D quadratic. I'll also calcuate the second derivatives of the flux in the 3x3 patch because this should be related to the shape of the PSF." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# These are some useful things to pre-compute and use later.\n", "_x, _y = np.meshgrid(range(-1, 2), range(-1, 2), indexing=\"ij\")\n", "_x, _y = _x.flatten(), _y.flatten()\n", "_AT = np.vstack((_x*_x, _y*_y, _x*_y, _x, _y, np.ones_like(_x)))\n", "_ATA = np.dot(_AT, _AT.T)\n", "factor = cho_factor(_ATA, overwrite_a=True)\n", "\n", "# This function finds the centroid and second derivatives in a 3x3 patch.\n", "def fit_3x3(img):\n", " a, b, c, d, e, f = cho_solve(factor, np.dot(_AT, img.flatten()))\n", " m = 1. / (4 * a * b - c*c)\n", " x = (c * e - 2 * b * d) * m\n", " y = (c * d - 2 * a * e) * m\n", " dx2, dy2, dxdy = 2 * a, 2 * b, c\n", " return [x, y, dx2, dy2, dxdy]\n", "\n", "# This function finds the centroid in an image.\n", "# You can provide an estimate of the centroid using WCS.\n", "def find_centroid(img, init=None):\n", " if init is None:\n", " xi, yi = np.unravel_index(np.argmax(img), img.shape)\n", " else:\n", " xi, yi = map(int, map(np.round, init))\n", " ox, oy = np.unravel_index(np.argmax(img[xi-1:xi+2, yi-1:yi+2]), (3, 3))\n", " xi += ox - 1\n", " yi += oy - 1\n", " assert (xi >= 1 and xi < img.shape[0] - 1), \"effed, x\"\n", " assert (yi >= 1 and yi < img.shape[1] - 1), \"effed, y\"\n", " pos = fit_3x3(img[xi-1:xi+2, yi-1:yi+2])\n", " pos[0] += xi\n", " pos[1] += yi\n", " return pos" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 199 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll use astropy to get the WCS and estimate the location of the star." ] }, { "cell_type": "code", "collapsed": false, "input": [ "with fits.open(\"ktwo201466124-c01_lpd-targ.fits.gz\") as hdus:\n", " hdr = hdus[2].header\n", " wcs = WCS(hdr)\n", " # The order is the opposite of what I normally use...\n", " init = wcs.wcs_world2pix(hdr[\"RA_OBJ\"], hdr[\"DEC_OBJ\"], 0.0)[::-1]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 202 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot the initial centroid estimate:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "img = tpf[\"FLUX\"][-1]\n", "pl.imshow(img.T, cmap=\"gray\", interpolation=\"nearest\")\n", "pl.plot(init[0], init[1], \"or\");" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": { "png": { "height": 372, "width": 382 } }, "output_type": "display_data", "png": 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ADwAADSbwAwBAgwn8AADQYAI/AAA0mMAPAAANJvADAECDCfwAANBgAj8AADSYwA8AAA0m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\nyp7bHT58OIcPH55CRQAAzba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"text": [ "" ] } ], "prompt_number": 204 }, { "cell_type": "markdown", "metadata": {}, "source": [ "And then refine it using the code above:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "cx, cy = find_centroid(img, init)[:2]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 207 }, { "cell_type": "code", "collapsed": false, "input": [ "img = tpf[\"FLUX\"][-1]\n", "pl.imshow(img.T, cmap=\"gray\", interpolation=\"nearest\")\n", "pl.plot(init[0], init[1], \"or\")\n", "pl.plot(cx, cy, \".b\");" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": { "png": { "height": 372, "width": 382 } }, "output_type": "display_data", "png": 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DCfwAANBgAj8AADSYwA8AAA0m8AMAQIMJ/AAA0GACPwAANJjADwAADSbwAwBAgwn8AADQ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\nAABUTeAvQf/9JG/VXQgAAFS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"text": [ "" ] } ], "prompt_number": 212 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's measure it at each time by looping over frames." ] }, { "cell_type": "code", "collapsed": false, "input": [ "coords = np.nan + np.zeros((len(tpf), 5))\n", "for i, img in enumerate(tpf[\"FLUX\"]):\n", " msk = np.isfinite(img)\n", " if np.any(msk) and np.any(img[msk] > 0.0):\n", " coords[i] = find_centroid(img, init=init)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 213 }, { "cell_type": "code", "collapsed": false, "input": [ "print(coords.shape)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "(4022, 5)\n" ] } ], "prompt_number": 215 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The elements of `coords` at each time are `x, y, d^2f/dx^2, d^2f/dy^2, d^2f/dxdy`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Aperture photometry" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's just use the photometry that I measured already..." ] }, { "cell_type": "code", "collapsed": false, "input": [ "data = fitsio.read(\"ktwo201466124-c01_lpd-lc.fits\")\n", "aps = fitsio.read(\"ktwo201466124-c01_lpd-lc.fits\", 2)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 216 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then we'll choose the \"best\" aperture size, mask the missing data and normalize the fluxes:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Load the data.\n", "time = data[\"time\"]\n", "flux = data[\"flux\"][:, np.argmin(aps[\"cdpp6\"])] # Lowest CDPP6.\n", "qual = data[\"quality\"]\n", "\n", "# Mask missing/bad data.\n", "good_mask = np.isfinite(time) & np.isfinite(flux) & (qual == 0)\n", "good_time = time[good_mask]\n", "good_flux = flux[good_mask] / np.median(flux[good_mask])" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 218 }, { "cell_type": "code", "collapsed": false, "input": [ "pl.plot(good_time, good_flux, \"k\");" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": { "png": { "height": 360, "width": 574 } }, "output_type": "display_data", "png": 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7nY4//nhNnz49720BQFj17dtXFRUVGjNmjHbv3u13cQAA8ByjdAGABS1btsz6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\nDSCAbBcnLZFEpNmt/5PAH3soWsogIoRI6VzVBhElSpTAhg0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9dt0YPCyXLtEcOzU11ZDF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KAAAg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\n3NAqBCrskUce6XiOhA9cU4UhX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"text": [ "" ] } ], "prompt_number": 220 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Going forward..." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I think that what we want to do is build a non-linear model of `coords` (the centroids that we measured) that best predicts `good_flux`. Crossfield et al. use a Gaussian Process and I think that that would be a good idea but there are lots of other things to try.\n", "\n", "Probably the best first bet is try plotting all the things against each other and see where we get...\n", "\n", "Here's one to start with (color indicates time):" ] }, { "cell_type": "code", "collapsed": false, "input": [ "pl.scatter(coords[good_mask, 0], coords[good_mask, 1], c=good_time, edgecolor=\"none\", alpha=0.5)\n", "pl.xlabel(\"x [pix]\")\n", "pl.ylabel(\"y [pix]\");" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": { "png": { "height": 407, "width": 574 } }, "output_type": "display_data", "png": 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bKgXnAtySp+yppfynWsp7q/BgNwQbOkuSJEnSmjLwkTa5wQn402dguAYnx6GZ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PGRaBQ2fVXiknMAG02BgFlW2GKSM9yHwGChcIip0kUqTaPbwdPR0L1jDYRBk4prNdUjLlvZ/AQa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W7aFxJWEFTgpLllZS2rKEpu2RErGpx+lRx5esqDtDkYcKM7To0pJWVK7rXYXXboi1aBDomgYD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\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nigW1JV1wUG+mwKiCrFWvWmdQ2YzvMw0hUqYt4DuNc2dvZl+LNOdPm9vLzbmXQJLg9hEF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\n+jQ8zau/uEY1yas39NpydU6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2AcrhsqJ29eb93ViniRU/k8RAqAGMQj3LmOwtEnJY3JmS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\nMTV0f676+Fngg1x8PPsfAx+t7j/K5oU+9xODnC8Qt6P9O14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