{ "cells": [ { "cell_type": "markdown", "id": "2a809f72-574d-417e-8a21-703b6566f978", "metadata": {}, "source": [ "# F: Análisis de espectros: biblioteca `Specutils`" ] }, { "cell_type": "markdown", "id": "e6cef521-9176-4eed-935d-eeae11904791", "metadata": {}, "source": [ "`specutils` ([documentación](https://specutils.readthedocs.io/en/stable/)) es un paquete de Python para representar, cargar, manipular y analizar datos espectroscópicos astronómicos. Los contenedores de datos genéricos y los módulos que los acompañan proporcionan una caja de herramientas que la comunidad astronómica puede usar para crear más paquetes específicos. Para installar `specutils` ejecutamos en la línea de comandos:\n", "\n", "```\n", " > conda install -c conda-forge specutils\n", " \n", " > conda install -c astropy astroquery\n", "```" ] }, { "cell_type": "markdown", "id": "594ff706-66b7-408b-8397-74f347db2dac", "metadata": {}, "source": [ "Como ejemplo básico, consideramos un espectro de galaxias de línea de emisión del SDSS.\n", "\n", "Comenzamos con algunas importaciones básicas:" ] }, { "cell_type": "code", "execution_count": 1, "id": "b8e80552-09ee-4dbf-9c96-f0676b5d8e63", "metadata": {}, "outputs": [], "source": [ "from astropy.io import fits\n", "from astropy import units as u\n", "import numpy as np\n", "from matplotlib import pyplot as plt\n", "from astropy.visualization import quantity_support\n", "quantity_support() # for getting units on the axes below \n", "\n", "import numpy as np\n", "from astropy import units as u\n", "from astropy.nddata import StdDevUncertainty\n", "from astropy.modeling import models\n", "from specutils import Spectrum1D, SpectralRegion" ] }, { "cell_type": "markdown", "id": "81c9d2e5-89e3-4778-a99b-58179cbb8b82", "metadata": {}, "source": [ "## Lectura desde un archivo" ] }, { "cell_type": "markdown", "id": "f17e6375-65a6-43d4-b3a9-a7f1fc6f9c5d", "metadata": {}, "source": [ "`Specutils` aprovecha la maquinaria `Astropy IO` y permite cargar y escribir en archivos. El siguiente ejemplo muestra la carga de un archivo `FITS`:" ] }, { "cell_type": "code", "execution_count": 2, "id": "4a0f40f0-4f32-492a-8046-a3ce9d616bf4", "metadata": {}, "outputs": [], "source": [ "f = fits.open('espectros/spec-1323-52797-0012.fits') \n", "specdata = f[1].data \n", "f.close() " ] }, { "cell_type": "markdown", "id": "3bf48d42-a107-41b8-8314-c9e865f69fb6", "metadata": {}, "source": [ "Reformateamos este conjunto de datos en cantidades astronómicas y creamos un objeto ``Spectrum1D``:" ] }, { "cell_type": "code", "execution_count": 3, "id": "4ddd2369-58c2-4aad-b521-3de2a58814c9", "metadata": {}, "outputs": [], "source": [ "lamb = 10**specdata['loglam'] * u.AA \n", "flux = specdata['flux'] * 10**-17 * u.Unit('erg cm-2 s-1 AA-1') \n", "spec = Spectrum1D(spectral_axis=lamb, flux=flux) " ] }, { "cell_type": "markdown", "id": "c820a8a5-643f-42cb-ba47-0fc334eecdf4", "metadata": {}, "source": [ "Y lo graficamos:" ] }, { "cell_type": "code", "execution_count": 4, "id": "b5f320a5-c12c-4b96-bf2b-6d671baee928", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots() \n", "ax.step(spec.spectral_axis, spec.flux) " ] }, { "cell_type": "markdown", "id": "a9b8b6d5-244e-4832-90a8-efc24d406b3f", "metadata": {}, "source": [ "## Análisis de espectros" ] }, { "cell_type": "markdown", "id": "510c0aa8-da9e-4f71-a9a0-86bc67034727", "metadata": {}, "source": [ "El paquete `specutils` viene con un conjunto de herramientas para realizar tareas de análisis comunes en espectros astronómicos. A continuación se describen algunos ejemplos de la aplicación de estas herramientas. El espectro básico que se muestra aquí se usa en los ejemplos de las subsecciones siguientes: una línea de perfil gaussiano con un flujo de 5 GHz Jy." ] }, { "cell_type": "code", "execution_count": 5, "id": "59f52eb9-a41f-491f-928a-897112897972", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "np.random.seed(42)\n", "spectral_axis = np.linspace(11., 1., 200) * u.GHz\n", "spectral_model = models.Gaussian1D(amplitude=5*(2*np.pi*0.8**2)**-0.5*u.Jy, mean=5*u.GHz, stddev=0.8*u.GHz)\n", "\n", "flux = spectral_model(spectral_axis)\n", "flux += np.random.normal(0., 0.05, spectral_axis.shape) * u.Jy\n", "\n", "uncertainty = StdDevUncertainty(0.2*np.ones(flux.shape)*u.Jy)\n", "noisy_gaussian = Spectrum1D(spectral_axis=spectral_axis, flux=flux, uncertainty=uncertainty)\n", "import matplotlib.pyplot as plt \n", "plt.step(noisy_gaussian.spectral_axis, noisy_gaussian.flux) " ] }, { "cell_type": "markdown", "id": "ea4e8ebc-198b-44f0-99b1-cf9dabc2f5bd", "metadata": {}, "source": [ "La relación señal-ruido de un espectro suele ser buen indicador para evaluar la calidad de un espectro. La función `snr` realiza esta tarea, ya sea en el espectro como un todo o en subregiones de un espectro:" ] }, { "cell_type": "code", "execution_count": 6, "id": "375bf89b-a383-4a98-8eff-fbce74412a23", "metadata": {}, "outputs": [ { "data": { "text/latex": [ "$2.4773067 \\; \\mathrm{}$" ], "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from specutils.analysis import snr\n", "snr(noisy_gaussian) " ] }, { "cell_type": "code", "execution_count": 7, "id": "66cfa953-d87e-4f9b-a743-693bb197cff5", "metadata": {}, "outputs": [ { "data": { "text/latex": [ "$4.1561837 \\; \\mathrm{}$" ], "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "snr(noisy_gaussian, SpectralRegion(2*u.GHz, 8*u.GHz)) " ] }, { "cell_type": "markdown", "id": "392ee941-5c94-4019-b8af-40eef6f9d487", "metadata": {}, "source": [ "## Búsqueda de líneas" ] }, { "cell_type": "markdown", "id": "197b0631-c080-4531-9b4a-b53f0badadcc", "metadata": {}, "source": [ "Hay dos técnicas implementadas para encontrar líneas de emisión y/o absorción en un espectro `Spectrum1D`.\n", "\n", "+ La primera técnica es `find_lines_threshold` que encontrará líneas mediante el umbral del flujo en función de un factor aplicado a la incertidumbre del espectro.\n", "+ La segunda técnica es `find_lines_derivative` que encontrará las líneas basándose en el cálculo de la derivada y luego en el umbral basado en ella." ] }, { "cell_type": "markdown", "id": "36c1059b-c566-4526-ab8e-37a16fabd1aa", "metadata": {}, "source": [ "Empezamos con un espectro sintético:" ] }, { "cell_type": "code", "execution_count": 8, "id": "e860437d-79d1-458f-bbfe-637892c63d88", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "from astropy.modeling import models\n", "import astropy.units as u\n", "from specutils import Spectrum1D, SpectralRegion" ] }, { "cell_type": "code", "execution_count": 9, "id": "7bc92d31-437a-41e4-84b1-d62152d10445", "metadata": {}, "outputs": [], "source": [ "np.random.seed(42)\n", "g1 = models.Gaussian1D(1, 4.6, 0.2)\n", "g2 = models.Gaussian1D(2.5, 5.5, 0.1)\n", "g3 = models.Gaussian1D(-1.7, 8.2, 0.1)\n", "x = np.linspace(0, 10, 200)\n", "y = g1(x) + g2(x) + g3(x) + np.random.normal(0., 0.2, x.shape)\n", "spectrum = Spectrum1D(flux=y*u.Jy, spectral_axis=x*u.um)" ] }, { "cell_type": "code", "execution_count": 10, "id": "24ae4df8-b6ce-40b9-bcd0-3f095d815866", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from matplotlib import pyplot as plt\n", "plt.plot(spectrum.spectral_axis, spectrum.flux) \n", "plt.xlabel('Spectral Axis ({})'.format(spectrum.spectral_axis.unit)) \n", "plt.ylabel('Flux Axis({})'.format(spectrum.flux.unit)) \n", "plt.grid(True) " ] }, { "cell_type": "markdown", "id": "859fd2ac-6bc3-42a8-924e-9bccbd4a4442", "metadata": {}, "source": [ "Si bien conocemos la verdadera incertidumbre aquí, a menudo este no es el caso con datos reales. Por lo tanto, dado `find_lines_threshold` que requiere una incertidumbre, produciremos una estimación de la incertidumbre llamando a la función `noise_region_uncertainty`:" ] }, { "cell_type": "code", "execution_count": 11, "id": "39a53444-303e-4bf6-83e9-1883ce3b7cd5", "metadata": {}, "outputs": [], "source": [ "import warnings\n", "from specutils.manipulation import noise_region_uncertainty\n", "\n", "noise_region = SpectralRegion(0*u.um, 3*u.um)\n", "spectrum = noise_region_uncertainty(spectrum, noise_region)" ] }, { "cell_type": "code", "execution_count": 12, "id": "e4e75dfa-fd92-4542-8bd2-2ff8c0e200ae", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
QTable length=4\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
line_centerline_typeline_center_index
um
float64str10int64
4.572864321608041emission91
4.824120603015076emission96
5.477386934673367emission109
8.99497487437186emission179
" ], "text/plain": [ "\n", " line_center line_type line_center_index\n", " um \n", " float64 str10 int64 \n", "----------------- --------- -----------------\n", "4.572864321608041 emission 91\n", "4.824120603015076 emission 96\n", "5.477386934673367 emission 109\n", " 8.99497487437186 emission 179" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from specutils.fitting import find_lines_threshold\n", "with warnings.catch_warnings(): # Ignore warnings\n", " warnings.simplefilter('ignore')\n", " lines = find_lines_threshold(spectrum, noise_factor=3)\n", "\n", "lines[lines['line_type'] == 'emission'] " ] }, { "cell_type": "code", "execution_count": 13, "id": "f9e530f9-7903-47d9-9141-105343857f9f", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
QTable length=1\n", "\n", "\n", "\n", "\n", "\n", "
line_centerline_typeline_center_index
um
float64str10int64
8.190954773869347absorption163
" ], "text/plain": [ "\n", " line_center line_type line_center_index\n", " um \n", " float64 str10 int64 \n", "----------------- ---------- -----------------\n", "8.190954773869347 absorption 163" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lines[lines['line_type'] == 'absorption'] " ] }, { "cell_type": "code", "execution_count": 14, "id": "26c7e656-6a28-4e94-b3bc-dcaf69c7a984", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
QTable length=5\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
line_centerline_typeline_center_index
um
float64str10int64
4.572864321608041emission91
4.824120603015076emission96
5.477386934673367emission109
8.99497487437186emission179
8.190954773869347absorption163
" ], "text/plain": [ "\n", " line_center line_type line_center_index\n", " um \n", " float64 str10 int64 \n", "----------------- ---------- -----------------\n", "4.572864321608041 emission 91\n", "4.824120603015076 emission 96\n", "5.477386934673367 emission 109\n", " 8.99497487437186 emission 179\n", "8.190954773869347 absorption 163" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lines" ] }, { "cell_type": "markdown", "id": "10633980-1b6e-492b-bda0-748c1ff050ac", "metadata": {}, "source": [ "## Ajuste de línea" ] }, { "cell_type": "markdown", "id": "5fe20c5f-13df-414d-8e18-8b6fc2224be3", "metadata": {}, "source": [ "El primer paso es crear un conjunto de modelos con condiciones iniciales como parámetros. Para lograr mejores ajustes, puede ser conveniente incluir un conjunto de límites para cada parámetro, pero eso es opcional." ] }, { "cell_type": "markdown", "id": "8ecacde9-24c5-4ac9-82fd-e46f0f52f135", "metadata": {}, "source": [ "### Ejemplo sencillo" ] }, { "cell_type": "markdown", "id": "245a04de-b7eb-4ea9-82b5-e05985c988e6", "metadata": {}, "source": [ "A continuación se muestra un ejemplo simple para demostrar cómo usar el método `fit_lines` para ajustar un espectro a una suposición inicial del modelo de Astropy." ] }, { "cell_type": "code", "execution_count": 15, "id": "45a5f068-551e-40c0-aad9-47b33c0c5fd8", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "from astropy.modeling import models\n", "from astropy import units as u\n", "\n", "from specutils.spectra import Spectrum1D\n", "from specutils.fitting import fit_lines\n", "\n", "# Create a simple spectrum with a Gaussian.\n", "np.random.seed(0)\n", "x = np.linspace(0., 10., 200)\n", "y = 3 * np.exp(-0.5 * (x- 6.3)**2 / 0.8**2)\n", "y += np.random.normal(0., 0.2, x.shape)\n", "spectrum = Spectrum1D(flux=y*u.Jy, spectral_axis=x*u.um)\n", "\n", "# Fit the spectrum and calculate the fitted flux values (``y_fit``)\n", "g_init = models.Gaussian1D(amplitude=3.*u.Jy, mean=6.1*u.um, stddev=1.*u.um)\n", "g_fit = fit_lines(spectrum, g_init)\n", "y_fit = g_fit(x*u.um)\n", "\n", "# Plot the original spectrum and the fitted.\n", "plt.plot(x, y, label=\"Original spectrum\")\n", "plt.plot(x, y_fit, label=\"Fit result\")\n", "plt.title('Single fit peak')\n", "plt.grid(True)\n", "plt.legend()" ] }, { "cell_type": "markdown", "id": "71fcd5ad-8cd3-4d97-ba08-35a52573f46f", "metadata": {}, "source": [ "## Ejemplo real: galaxia SDSSCGB 56936.1\n", "\n", "Para este ejemplo instalaremos el paquete `astroquery` que permite descargar fácilmente espectros del `SDSS`:\n", "\n", "```\n", " > conda install -c astropy astroquery\n", "```" ] }, { "cell_type": "code", "execution_count": 16, "id": "aca4608d-c7b9-449a-83b1-2b638dd5840f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from astropy import units as u\n", "#from astropy.coordinates import SkyCoord\n", "from astropy import coordinates as coords\n", "ra = '12h39m38.17s'\n", "dec = '+44d49m22.52s'\n", "pos = coords.SkyCoord(ra, dec, frame='icrs')\n", "pos" ] }, { "cell_type": "code", "execution_count": 17, "id": "48fc5195-a97f-4046-8508-5c3999209527", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " ra dec ... specobjid run2d \n", "---------------- ---------------- ... ------------------- -------\n", "189.909048699636 44.8229242986661 ... 7470471882854080512 v5_10_0\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/zerjillo/anaconda3/envs/cursoAstronomia2/lib/python3.8/site-packages/astroquery/sdss/core.py:874: VisibleDeprecationWarning: Reading unicode strings without specifying the encoding argument is deprecated. Set the encoding, use None for the system default.\n", " arr = np.atleast_1d(np.genfromtxt(io.BytesIO(response.content),\n" ] } ], "source": [ "from astroquery.sdss import SDSS\n", "\n", "xid = SDSS.query_region(pos, spectro=True)\n", "print(xid)" ] }, { "cell_type": "code", "execution_count": 18, "id": "c5fe1c75-bf48-4677-a47a-1051cc4242d5", "metadata": {}, "outputs": [], "source": [ "specs = SDSS.get_spectra(matches=xid)" ] }, { "cell_type": "code", "execution_count": 19, "id": "2438d0fd-982f-4588-8b67-d9ba85805be8", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Filename: (No file associated with this HDUList)\n", "No. Name Ver Type Cards Dimensions Format\n", " 0 PRIMARY 1 PrimaryHDU 96 (2048, 1489) float32 \n", " 1 1 ImageHDU 6 (2048,) float32 \n", " 2 1 BinTableHDU 27 1R x 3C [49152E, 2048E, 1489E] \n", " 3 1 BinTableHDU 79 1R x 31C [J, 3A, J, A, D, D, 2J, J, D, D, D, D, D, D, D, D, D, D, D, D, D, D, D, D, D, D, D, D, D, E, E] \n" ] } ], "source": [ "im = SDSS.get_images(matches=xid, band='g')\n", "im[0].info()" ] }, { "cell_type": "code", "execution_count": 20, "id": "b65b2334-cc68-43c1-a09f-708777c76052", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "SIMPLE = T / \n", "BITPIX = -32 / 32 bit floating point \n", "NAXIS = 2 \n", "NAXIS1 = 2048 \n", "NAXIS2 = 1489 \n", "EXTEND = T /Extensions may be present \n", "BZERO = 0.00000 /Set by MRD_SCALE \n", "BSCALE = 1.00000 /Set by MRD_SCALE \n", "TAI = 4555198318.03 / 1st row - Number of seconds since Nov 17 1858 \n", "RA = 190.72577 / 1st row - Right ascension of telescope boresigh\n", "DEC = 44.856717 / 1st row - Declination of telescope boresight (d\n", "SPA = 94.045 / 1st row - Camera col position angle wrt north (\n", "IPA = 189.551 / 1st row - Instrument rotator position angle (de\n", "IPARATE = 0.0024 / 1st row - Instrument rotator angular velocity (\n", "AZ = 123.00517 / 1st row - Azimuth (encoder) of tele (0=N?) (de\n", "ALT = 55.179280 / 1st row - Altitude (encoder) of tele (de\n", "FOCUS = -482.80000 / 1st row - Focus piston (microns?) \n", "DATE-OBS= '2003-03-24' / 1st row - TAI date \n", "TAIHMS = '04:51:58.03' / 1st row - TAI time (HH:MM:SS.SS) (TAI-UT = appr\n", "COMMENT TAI,RA,DEC,SPA,IPA,IPARATE,AZ,ALT,FOCUS at reading of col 0, row 0 \n", "ORIGIN = 'SDSS ' \n", "TELESCOP= '2.5m ' \n", "TIMESYS = 'TAI ' \n", "RUN = 3813 / Run number \n", "FRAME = 258 / Frame sequence number within the run \n", "CCDLOC = 53 / Survey location of CCD (e.g., rowCol) \n", "STRIPE = 28 / Stripe index number (23 <--> eta=0) \n", "STRIP = 'N ' / Strip in the stripe being tracked. \n", "FLAVOR = 'science ' / Flavor of this run \n", "OBSERVER= 'prn ' / Observer \n", "SYS_SCN = 'mean ' / System of the scan great circle (e.g., mean) \n", "EQNX_SCN= 2000.00 / Equinox of the scan great circle. (years) \n", "NODE = 95.00000 / RA of the great circle's ascending node (deg) \n", "INCL = 45.00000 / Great circle's inclination wrt cel. eq. (deg) \n", "XBORE = -22.74 / Boresight x offset from the array center (mm) \n", "YBORE = 0.00 / Boresight x offset from the array center (mm) \n", "OBJECT = '28 N ' / e.g., 'stripe 50.6 degrees, north strip' \n", "EXPTIME = '53.907456' / Exposure time (seconds) \n", "SYSTEM = 'FK5 ' / System of the TCC coordinates (e.g., mean) \n", "CCDMODE = 'DRIFT ' / 'STARING' or 'DRIFT' \n", "C_OBS = 26322 / CCD row clock rate (usec/row) \n", "COLBIN = 1 / Binning factor perpendicular to the columns \n", "ROWBIN = 1 / Binning factor perpendicular to the rows \n", "DAVERS = 'v14_47 ' / Version of DA software \n", "SCDMETHD= 'sqrtDynamic' / scdMethod \n", "SCDWIDTH= 1280 / scdDisplayWidth \n", "SCDDECMF= 1 / scdDecimateFactor \n", "SCDOFSET= 410 / scdDisplayOffset \n", "SCDDYNTH= -18 / scdDynamicThresh \n", "SCDSTTHL= 1835 / scdStaticThreshL \n", "SCDSTTHR= 1835 / scdStaticThreshR \n", "SCDREDSZ= 471 / scdReduceSize \n", "SCDSKYL = 1962 / scdSkyLeft \n", "SCDSKYR = 1962 / scdSkyRight \n", "COMMENT CCD-specific parameters \n", "CAMROW = 5 / Row in the imaging camera \n", "BADLINES= 0 / Number of bad lines in frame \n", "EQUINOX = 2000.00 / \n", "SOFTBIAS= 1000 / software \"bias\" added to all DN \n", "BUNIT = 'nanomaggy' / 1 nanomaggy = 3.631e-6 Jy \n", "FILTER = 'g ' / filter used \n", "CAMCOL = 3 / column in the imaging camera \n", "VERSION = 'v5_6_3 ' \n", "DERV_VER= 'NOCVS:v8_23' \n", "ASTR_VER= 'NOCVS:v5_24' \n", "ASTRO_ID= '2009-05-27T14:05:51 23189' \n", "BIAS_ID = 'PS ' \n", "FRAME_ID= '2009-09-24T00:24:22 11893' \n", "KO_VER = 'devel ' \n", "PS_ID = '2009-05-27T11:56:52 23646 camCol 3' \n", "ATVSN = 'NOCVS:v5_24' / ASTROTOOLS version tag \n", "RADECSYS= 'ICRS ' / International Celestial Ref. System \n", "CTYPE1 = 'RA---TAN' /Coordinate type \n", "CTYPE2 = 'DEC--TAN' /Coordinate type \n", "CUNIT1 = 'deg ' /Units \n", "CUNIT2 = 'deg ' /Units \n", "CRPIX1 = 1025.00000000 /X of reference pixel \n", "CRPIX2 = 745.000000000 /Y of reference pixel \n", "CRVAL1 = 189.831798553 /RA of reference pixel (deg) \n", "CRVAL2 = 44.7927880102 /Dec of reference pixel (deg) \n", "CD1_1 = 6.56924555710E-06 /RA deg per column pixel \n", "CD1_2 = 0.000109830777750 /RA deg per row pixel \n", "CD2_1 = 0.000109746453097 /Dec deg per column pixel \n", "CD2_2 = -6.55661466001E-06 /Dec deg per row pixel \n", "HISTORY GSSSPUTAST: Sep 24 00:24:28 2009 \n", "COMMENT Calibration parameters \n", "COMMENT Floats truncated at 10 binary digits with FLOATCOMPRESS \n", "NMGY = 0.00375519 / Calibration factor [nMgy per count] \n", "NMGYIVAR= 0.0547761 / Calibration factor inverse variance \n", "VERSIDL = '7.0 ' / Version of IDL \n", "VERSUTIL= 'v5_5_5 ' / Version of idlutils \n", "VERSPOP = 'v1_11_1 ' / Version of photoop product \n", "PCALIB = '/clusterfs/riemann/raid006/bosswork/groups/boss/calib/2009-06-14/cal'\n", "PSKY = '/clusterfs/riemann/raid006/bosswork/groups/boss/photo/sky' / Value of\n", "RERUN = '301 ' / rerun \n", "HISTORY SDSS_FRAME_ASTROM: Astrometry fixed for dr9 Sun Jun 17 01:33:15 2012 " ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "im[0][0].header" ] }, { "cell_type": "code", "execution_count": 21, "id": "33895eb7-0a77-4e51-8bde-72308bfec880", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: FITSFixedWarning: RADECSYS= 'ICRS ' / International Celestial Ref. System \n", "the RADECSYS keyword is deprecated, use RADESYSa. [astropy.wcs.wcs]\n", "WARNING: FITSFixedWarning: 'datfix' made the change 'Set MJD-OBS to 52722.000000 from DATE-OBS'. [astropy.wcs.wcs]\n" ] }, { "data": { "text/plain": [ "(array(1327.5350548), array(1224.68214133))" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from astropy.wcs import WCS\n", "w = WCS(im[0][0].header)\n", "x, y = w.world_to_pixel(pos)\n", "x, y" ] }, { "cell_type": "code", "execution_count": 22, "id": "4e4761a0-99d6-4170-a75b-8a13cfad015f", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: UnitsWarning: '1E-17 erg/cm^2/s/Angstrom' contains multiple slashes, which is discouraged by the FITS standard [astropy.units.format.generic]\n" ] } ], "source": [ "from specutils import Spectrum1D\n", "espectro = Spectrum1D.read(specs[0], format=\"SDSS-III/IV spec\")" ] }, { "cell_type": "code", "execution_count": 23, "id": "8e11d237-9a3c-4d94-84ba-d82154d4e411", "metadata": {}, "outputs": [ { "data": { "text/plain": [ ", spectral_axis=, uncertainty=InverseVariance([0.01676147, 0.0153255 , 0.01600573, ..., 0.0552746 ,\n", " 0.06065338, 0.05814334]))>" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "espectro" ] }, { "cell_type": "code", "execution_count": 24, "id": "079a49a3-af4c-427a-bf0b-fe52e6b5870a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Flux [erg / (Angstrom cm2 s)]')" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "plt.figure('Espectro', figsize=(8, 8)) \n", "plt.plot(espectro.spectral_axis, espectro.flux) \n", "plt.xlabel(\"Longitud de onda [A]\") \n", "plt.ylabel(\"Flux [erg / (Angstrom cm2 s)]\") " ] }, { "cell_type": "code", "execution_count": 25, "id": "0a06aeda-df71-4b5a-9aee-cdbac96d52ae", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'pixel')" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure('Espectro', figsize=(8, 8)) \n", "plt.imshow(im[0][0].data, vmin=np.min(im[0][0].data), vmax=np.mean(im[0][0].data)*2, origin='lower') \n", "plt.plot(x, y, color='red', marker='+')\n", "plt.xlabel(\"pixel\") \n", "plt.ylabel(\"pixel\") " ] }, { "cell_type": "code", "execution_count": 26, "id": "6bd5d071-3405-4afe-8c1e-fcb7f18b1e9a", "metadata": {}, "outputs": [], "source": [ "import warnings\n", "from specutils.manipulation import noise_region_uncertainty\n", "from specutils.spectra import SpectralRegion\n", "\n", "noise_region = SpectralRegion(7000*u.AA, 7100*u.AA)# aqui es donde yo mido el ruido\n", "espectro = noise_region_uncertainty(espectro, noise_region)" ] }, { "cell_type": "code", "execution_count": 27, "id": "c1d1695f-3a7e-4566-8133-62a353ddb327", "metadata": {}, "outputs": [], "source": [ "from specutils.fitting import find_lines_threshold\n", "with warnings.catch_warnings(): # Ignore warnings\n", " warnings.simplefilter('ignore')\n", " lines = find_lines_threshold(espectro, noise_factor=3)\n", "\n", "tablaEmision = lines[lines['line_type'] == 'emission'] " ] }, { "cell_type": "code", "execution_count": 28, "id": "80c6763a-586c-4356-b59e-1201243813cf", "metadata": {}, "outputs": [], "source": [ "tablaAbsorcion = lines[lines['line_type'] == 'absorption'] " ] }, { "cell_type": "code", "execution_count": 29, "id": "8f141006-517a-40c0-9f22-41934a081ddc", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "lineas=pd.read_csv('espectros/lines.raw', delimiter = ';')" ] }, { "cell_type": "code", "execution_count": 30, "id": "42ab26bb-b6b1-4935-9998-6f5a6ea42f55", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "('[OIII]', 4363.21)" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lineas['linel_0'][11], lineas['valor'][11]" ] }, { "cell_type": "code", "execution_count": 31, "id": "27d34c84-4cd6-4e98-96ba-9561e07dfc68", "metadata": {}, "outputs": [ { "data": { "text/latex": [ "$[3569.4385,~3572.7283,~3585.0903,~\\dots,~10329.994,~10334.747,~10341.888] \\; \\mathrm{\\mathring{A}}$" ], "text/plain": [ "" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tablaEmision['line_center']" ] }, { "cell_type": "code", "execution_count": 32, "id": "7b3ddc9e-b9bc-4a7c-8bbf-17d9f9b25176", "metadata": {}, "outputs": [], "source": [ "import numpy as np \n", "def find_nearest(array, value): \n", " array = np.asarray(array) \n", " idx = (np.abs(array - value)).argmin() \n", " return array[idx] " ] }, { "cell_type": "code", "execution_count": 33, "id": "2ea7fdd3-5386-4df6-bb5a-1bbfe27eb020", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "3768.7732" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "find_nearest(tablaEmision['line_center'], lineas['valor'][11])" ] }, { "cell_type": "code", "execution_count": 34, "id": "26b8942c-be79-4b13-aff6-f3684de5975b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Flux [erg / (Angstrom cm2 s)]')" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from matplotlib.pyplot import text\n", "plt.figure('Espectro', figsize=(8, 8)) \n", "plt.plot(espectro.spectral_axis, espectro.flux) \n", "plt.vlines(lineas['valor'][11], ymin=0, ymax=100, color = 'r')\n", "\n", "for i in range(len(lineas['valor'])):\n", " plt.vlines(lineas['valor'][i], ymin=0, ymax=100, color = 'r')\n", " text(lineas['valor'][i], 100-2*i, f\"{lineas['linel_0'][i]}\" , rotation=0, verticalalignment='center')\n", "plt.xlabel(\"Longitud de onda [A]\") \n", "plt.ylabel(\"Flux [erg / (Angstrom cm2 s)]\") " ] }, { "cell_type": "code", "execution_count": 35, "id": "367c40d5-b809-48a7-b6ff-0dff523ec785", "metadata": {}, "outputs": [], "source": [ "espectro_observado = []\n", "for i in range(len(lineas['valor'])):\n", " espectro_observado.append(find_nearest(tablaEmision['line_center'], lineas['valor'][i]))" ] }, { "cell_type": "code", "execution_count": 36, "id": "9ddeae4a-fbfc-43ad-a6ee-5bf1337ab236", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Espectro observado no corregido de redshift:\n", "[OII] 3720.489 3727.42\n", "H12 3735.9417 3750.151\n", "H11 3768.7732 3770.63\n", "H10 3768.7732 3797.898\n", "H9 3768.7732 3835.384\n", "[NeIII] 3768.7732 3869.06\n", "H8 3768.7732 3889.049\n", "H-epsilon 3768.7732 3970.072\n", "[SII] 3768.7732 4072.5\n", "H-delta 3768.7732 4101.734\n", "H-gamma 3768.7732 4340.464\n", "[OIII] 3768.7732 4363.21\n", "H-beta 5017.646 4861.325\n", "[OIII] 5017.646 4958.911\n", "[OIII] 5017.646 5006.843\n", "HeI 5893.8633 5875.97\n", "[NII] 6575.0635 6548.04\n", "H-alpha 6575.0635 6562.8\n", "[NII] 6575.0635 6583.46\n", "HeI 6575.0635 6678.15\n", "[SII] 6575.0635 6716.44\n", "[SII] 6575.0635 6730.81\n", "[ArIII] 7276.124 7135.8\n", "[SIII] 9088.661 9068.6\n", "[SIII] 9523.576 9530.6\n" ] } ], "source": [ "print('Espectro observado no corregido de redshift:')\n", "for i in range(len(espectro_observado)):\n", " print(lineas['linel_0'][i], espectro_observado[i], lineas['valor'][i])" ] }, { "cell_type": "markdown", "id": "c2b6b1a2-d674-4e1d-9cfa-e1f042812a34", "metadata": {}, "source": [ "La correccion de redshift se haría como:\n", "$$ z= \\frac{\\lambda_{observado}-\\lambda_{emitida}}{\\lambda_{emitida}}$$\n", "\n", "Por lo tanto la correccion de redshift es:" ] }, { "cell_type": "code", "execution_count": 37, "id": "0b8dd1ae-3aff-45e7-988f-b456df9e5242", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.0018629234766331566" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "z = (lineas['valor'][0]-espectro_observado[0])/espectro_observado[0]\n", "z" ] } ], "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": "3.8.16" } }, "nbformat": 4, "nbformat_minor": 5 }