{ "cells": [ { "cell_type": "markdown", "id": "508128c1-8ce4-49fe-ab18-3452411fa421", "metadata": {}, "source": [ "# E: Ejemplo real de calibración. Primera fase: *bias*\n", "\n", "En este y los siguientes *notebooks* vamos a trabajar apilando y calibrando imágenes reales (los ficheros de las mismas deben encontrarse en la carpeta ```imagenes```." ] }, { "cell_type": "code", "execution_count": 1, "id": "fd98cd60-08cf-4951-8a46-75bb1a3105f1", "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "\n", "import numpy as np\n", "import glob\n", "from astropy.io import fits\n", "import os" ] }, { "cell_type": "markdown", "id": "5ac564db-55e3-4255-9f4d-3fd71e38fb96", "metadata": {}, "source": [ "Esta es una función que \"simplemente\" muestra algunas estadísticas sobre una imagen." ] }, { "cell_type": "code", "execution_count": 2, "id": "f32e08d0-3aa6-4749-a82e-c03af22c1457", "metadata": {}, "outputs": [], "source": [ "def imstats(a):\n", " \"\"\"\"\n", " Returns the statistics of an array.\n", " Parameters\n", " ----------\n", " a: array_like\n", " Imput data\n", " Returns\n", " -------\n", " d : dictionary\n", " Number of elements, minimun, maximun, mean, median, standard\n", " Examples\n", " --------\n", " >>> a = np.array([[1, 2], [3, 4]])\n", " >>> imstats(a)\n", " \"\"\"\n", " x, y = np.shape(a)[0], np.shape(a)[1]\n", " d = {'npix': x*y, 'min': np.nanmin(a), 'max': np.nanmax(a), 'mean': np.nanmean(a),'median': np.nanmedian(a), 'std': np.nanstd(a)}\n", " return d" ] }, { "cell_type": "markdown", "id": "8827eced-d45e-4e9a-8044-6959184e47ce", "metadata": {}, "source": [ "Como vamos a trabajar con varios ficheros intermedios es recomendable crear un nuevo directorio donde guardaremos las imágenes que se producirán en la calibración. Para ello usaremos la biblioteca ```os``` y el método ```.mkdir()```: crearemos este directorio con un nombre concreto en mi caso lo he llamado ```imagenes/salidaImagenes```." ] }, { "cell_type": "code", "execution_count": 3, "id": "7482c394-795c-4870-9615-c9d8afc970ef", "metadata": {}, "outputs": [], "source": [ "directorioCalibracion = 'salidas/salidaCalibracion/'\n", "try:\n", " os.mkdir(directorioCalibracion)\n", "except:\n", " print(f\"El directorio {directorioCalibracion} ya existe\")" ] }, { "cell_type": "markdown", "id": "0aa30519-94ff-4b3d-80fa-cb0204dbe930", "metadata": {}, "source": [ "## Apertura de los Bias " ] }, { "cell_type": "markdown", "id": "5d3a54e7-5d17-465c-b60d-93057c76ecdd", "metadata": {}, "source": [ "Podemos abrir distintos archivos a la vez que se encuentren en un directorio dado. En este caso estamos dirigiéndonos al directorio ```ìmagenes/bias``` y estamos viendo los archivos que se encuentran dentro de este directorio con una extensión ```.fit```, es decir el formato de la imagen." ] }, { "cell_type": "markdown", "id": "df914551", "metadata": {}, "source": [ "Para ver que los archivos que tenemos en un directorio concreto podemos hacer un ``ls`` desde una celda concretando el directorio que queremos mostrar. Para sistemas operativos distintos a Windows las barras de los directorios son ``/`` y para Windows son ``\\``" ] }, { "cell_type": "code", "execution_count": 4, "id": "deba5bb8", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "imagenes/calibracionImagenes/bias/Telescope3_BIAS_1x1_0s_-30degC_20200120_0534_000001060.fit\n", "imagenes/calibracionImagenes/bias/Telescope3_BIAS_1x1_0s_-30degC_20200120_0535_000001061.fit\n", "imagenes/calibracionImagenes/bias/Telescope3_BIAS_1x1_0s_-30degC_20200120_0535_000001062.fit\n", "imagenes/calibracionImagenes/bias/Telescope3_BIAS_1x1_0s_-30degC_20200120_0536_000001063.fit\n", "imagenes/calibracionImagenes/bias/Telescope3_BIAS_1x1_0s_-30degC_20200120_0536_000001064.fit\n", "imagenes/calibracionImagenes/bias/Telescope3_BIAS_1x1_0s_-30degC_20200120_0536_000001065.fit\n", "imagenes/calibracionImagenes/bias/Telescope3_BIAS_1x1_0s_-30degC_20200120_0537_000001066.fit\n", "imagenes/calibracionImagenes/bias/Telescope3_BIAS_1x1_0s_-30degC_20200120_0537_000001067.fit\n", "imagenes/calibracionImagenes/bias/Telescope3_BIAS_1x1_0s_-30degC_20200120_0538_000001068.fit\n", "imagenes/calibracionImagenes/bias/Telescope3_BIAS_1x1_0s_-30degC_20200120_0538_000001069.fit\n", "imagenes/calibracionImagenes/bias/Telescope3_BIAS_1x1_0s_-30degC_20200120_0547_000001089.fit\n" ] } ], "source": [ "ls imagenes/calibracionImagenes/bias/*.fit #Para Linux / MAC" ] }, { "cell_type": "code", "execution_count": 5, "id": "87913cad-6894-4ac4-9156-dca9ed2f7230", "metadata": {}, "outputs": [], "source": [ "#ls imagenes\\calibracionImagenes\\bias\\*.fit # Para Windows" ] }, { "cell_type": "markdown", "id": "8ec52fa4-71f8-4af3-8b45-3da8903756b3", "metadata": {}, "source": [ "Para poder listar tanto la ruta del archivo como el propio nombre del archivo lo podemos hacer de varios métodos. Aquí usamos la biblioteca ```glob``` que permite obtener la ruta de los archivos que se encuentren dentro del directorio indicado." ] }, { "cell_type": "code", "execution_count": 6, "id": "7b561c0a-ed38-48be-947b-22e6b31c2b4f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['imagenes/calibracionImagenes/bias/Telescope3_BIAS_1x1_0s_-30degC_20200120_0534_000001060.fit',\n", " 'imagenes/calibracionImagenes/bias/Telescope3_BIAS_1x1_0s_-30degC_20200120_0535_000001061.fit',\n", " 'imagenes/calibracionImagenes/bias/Telescope3_BIAS_1x1_0s_-30degC_20200120_0535_000001062.fit',\n", " 'imagenes/calibracionImagenes/bias/Telescope3_BIAS_1x1_0s_-30degC_20200120_0536_000001063.fit',\n", " 'imagenes/calibracionImagenes/bias/Telescope3_BIAS_1x1_0s_-30degC_20200120_0536_000001064.fit',\n", " 'imagenes/calibracionImagenes/bias/Telescope3_BIAS_1x1_0s_-30degC_20200120_0536_000001065.fit',\n", " 'imagenes/calibracionImagenes/bias/Telescope3_BIAS_1x1_0s_-30degC_20200120_0537_000001066.fit',\n", " 'imagenes/calibracionImagenes/bias/Telescope3_BIAS_1x1_0s_-30degC_20200120_0537_000001067.fit',\n", " 'imagenes/calibracionImagenes/bias/Telescope3_BIAS_1x1_0s_-30degC_20200120_0538_000001068.fit',\n", " 'imagenes/calibracionImagenes/bias/Telescope3_BIAS_1x1_0s_-30degC_20200120_0538_000001069.fit',\n", " 'imagenes/calibracionImagenes/bias/Telescope3_BIAS_1x1_0s_-30degC_20200120_0547_000001089.fit']" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bias_list = sorted(glob.glob('imagenes/calibracionImagenes/bias/*.fit'))\n", "bias_list" ] }, { "cell_type": "markdown", "id": "ed3f5505-d75f-4b28-9b2d-029e14cc8f83", "metadata": {}, "source": [ "Una vez que tenemos nuestra lista de archivos bias, procedemos a abrir los archivos FITS que se encuentran en nuestra lista a través de la biblioteca ```AstroPy``` usando el método ```.open()``` del objeto ```fits```.\n", "\n", "Estas archivos los guardaremos en una nueva lista llamada ```hdul``` (recuerdemos: *header data unit list*) en la que tendremos tanto los metadatos (*header*) de las imágenes como los propios datos de la imagen (*data*)." ] }, { "cell_type": "code", "execution_count": 7, "id": "9177d84d-cb90-4792-87db-5f5f9f8b791b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Filename: imagenes/calibracionImagenes/bias/Telescope3_BIAS_1x1_0s_-30degC_20200120_0547_000001089.fit\n", "No. Name Ver Type Cards Dimensions Format\n", " 0 PRIMARY 1 PrimaryHDU 45 (4096, 4096) uint16 \n" ] } ], "source": [ "bias_data = []\n", "bias_header = []\n", "for bias in bias_list:\n", " hdul_bias = fits.open(bias)\n", " bias_data.append(hdul_bias[0].data) \n", " bias_header.append(hdul_bias[0].header)\n", " hdul_bias.close()\n", "hdul_bias.info() # Mostramos la información de la primera imagen" ] }, { "cell_type": "markdown", "id": "3b233f3f-5c2d-4ddf-b524-193a58dd4869", "metadata": {}, "source": [ "Nos podemos asegurar que las imágenes que hayamos abierto son *bias* accediendo a los metadatos y viendo el tipo de imagen que tenemos. Esta clave en la cabecera la genera el propio programa de captura de imágenes y deberemos conocer el nombre con el que se ha designado." ] }, { "cell_type": "code", "execution_count": 8, "id": "708ee619-6e9a-4134-b319-5d86a281ffe8", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "SIMPLE = T \n", "BITPIX = 16 /8 unsigned int, 16 & 32 int, -32 & -64 real \n", "NAXIS = 2 /number of axes \n", "NAXIS1 = 4096 /fastest changing axis \n", "NAXIS2 = 4096 /next to fastest changing axis \n", "BSCALE = 1.0000000000000000 /physical = BZERO + BSCALE*array_value \n", "BZERO = 32768.000000000000 /physical = BZERO + BSCALE*array_value \n", "DATE-OBS= '2020-01-20T08:34:43' /YYYY-MM-DDThh:mm:ss observation start, UT \n", "EXPTIME = 0.00000000000000000 /Exposure time in seconds \n", "EXPOSURE= 0.00000000000000000 /Exposure time in seconds \n", "SET-TEMP= -30.000000000000000 /CCD temperature setpoint in C \n", "CCD-TEMP= -30.000000000000000 /CCD temperature at start of exposure in C \n", "XPIXSZ = 9.0000000000000000 /Pixel Width in microns (after binning) \n", "YPIXSZ = 9.0000000000000000 /Pixel Height in microns (after binning) \n", "XBINNING= 1 /Binning factor in width \n", "YBINNING= 1 /Binning factor in height \n", "XORGSUBF= 0 /Subframe X position in binned pixels \n", "YORGSUBF= 0 /Subframe Y position in binned pixels \n", "READOUTM= '1 MHz ' / Readout mode of image \n", "IMAGETYP= 'Bias Frame' / Type of image \n", "FOCALLEN= 1877.0000000000000 /Focal length of telescope in mm \n", "APTDIA = 500.00000000000000 /Aperture diameter of telescope in mm \n", "APTAREA = 178678.08714509010 /Aperture area of telescope in mm^2 \n", "SBSTDVER= 'SBFITSEXT Version 1.0' /Version of SBFITSEXT standard in effect \n", "SWCREATE= 'MaxIm DL Version 6.09 160704 03UA3' /Name of software \n", "SWSERIAL= '03UA3-CEEN7-J299Y-94VNY-U13XJ-E0' /Software serial number \n", "SITELAT = '-30 28 15' / Latitude of the imaging location \n", "SITELONG= '-70 45 54' / Longitude of the imaging location \n", "JD = 2458868.8574421294 /Julian Date at start of exposure \n", "OBJECT = ' ' \n", "TELESCOP= ' ' / telescope used to acquire this image \n", "INSTRUME= 'FLI ' / instrument or camera used \n", "OBSERVER= ' ' \n", "NOTES = ' ' \n", "FLIPSTAT= ' ' \n", "OBJCTRA = '11 41 57.8' / Nominal Right Ascension of center of image \n", "OBJCTDEC= '-00 00 00.2' / Nominal Declination of center of image \n", "CENTAZ = '240.8503' / Nominal Azimuth of center of image in deg \n", "CENTALT = '55.4947 ' / Nominal Altitude of center of image in deg \n", "HISTORY Automated by CCD Commander \n", "CSTRETCH= 'Medium ' / Initial display stretch mode \n", "CBLACK = 995 /Initial display black level in ADUs \n", "CWHITE = 1011 /Initial display white level in ADUs \n", "PEDESTAL= 0 /Correction to add for zero-based ADU \n", "SWOWNER = 'Ivan Rubtsov' / Licensed owner of software " ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bias_header[0]" ] }, { "cell_type": "markdown", "id": "7e6de2a0-469e-4ffc-a571-c05402aa5547", "metadata": {}, "source": [ "Vemos que en este caso tenemos la clave ```IMAGETYP``` donde el valor de dicha clave nos indicará el tipo de archivo que tenemos." ] }, { "cell_type": "code", "execution_count": 9, "id": "ba7ce4f6-a26c-4d92-9629-609cdd02dcda", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'Bias Frame'" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bias_header[0]['IMAGETYP']" ] }, { "cell_type": "markdown", "id": "1417e986-3884-4aa0-a82e-868c4ed1e6a4", "metadata": {}, "source": [ "## Inspección de los *bias*" ] }, { "cell_type": "markdown", "id": "8fa16d57-051c-4c09-931b-3aaeee983776", "metadata": {}, "source": [ "A continuación vamos a inspeccionar los datos de nuestros *bias* para comprobar que estos sean homogéneos. \n", "\n", "Para ello vamos a generar tres listas para guardar los datos de la mediana, media y la desviación estándar. Estas listas nos servirán posteriormente para analizar dichos datos.\n", "\n", "Para hacer una inspección rápida vamos a usar la función ```imstats``` (definida al principio del *notebook*)." ] }, { "cell_type": "code", "execution_count": 10, "id": "150e0acc-dad4-4d8f-b5d7-4a70ca95c82f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'npix': 16777216, 'min': 956, 'max': 3397, 'mean': 996.7283105254173, 'median': 997.0, 'std': 7.704407482434606}\n", "{'npix': 16777216, 'min': 956, 'max': 2297, 'mean': 997.306103348732, 'median': 997.0, 'std': 7.725900408644118}\n", "{'npix': 16777216, 'min': 956, 'max': 2070, 'mean': 997.6139938831329, 'median': 997.0, 'std': 7.718305477278788}\n", "{'npix': 16777216, 'min': 959, 'max': 2539, 'mean': 997.5960484147072, 'median': 997.0, 'std': 7.745906291558662}\n", "{'npix': 16777216, 'min': 960, 'max': 1779, 'mean': 997.6821790933609, 'median': 998.0, 'std': 7.7119550845261315}\n", "{'npix': 16777216, 'min': 958, 'max': 3624, 'mean': 997.5545263886452, 'median': 997.0, 'std': 7.778426647065897}\n", "{'npix': 16777216, 'min': 952, 'max': 4703, 'mean': 997.694066464901, 'median': 998.0, 'std': 7.777878386898218}\n", "{'npix': 16777216, 'min': 957, 'max': 3065, 'mean': 997.551256775856, 'median': 997.0, 'std': 7.733513161549659}\n", "{'npix': 16777216, 'min': 954, 'max': 1640, 'mean': 997.4676412343979, 'median': 997.0, 'std': 7.698876510243282}\n", "{'npix': 16777216, 'min': 954, 'max': 1463, 'mean': 997.5170595645905, 'median': 997.0, 'std': 7.688641429875919}\n", "{'npix': 16777216, 'min': 957, 'max': 65535, 'mean': 997.463648557663, 'median': 997.0, 'std': 26.597340537671517}\n" ] } ], "source": [ "median_bias = []\n", "mean_bias = []\n", "std_bias = []\n", "for bias in range(len(bias_list)):\n", " median_bias.append(np.nanmedian(bias_data[bias]))\n", " mean_bias.append(np.nanmean(bias_data[bias]))\n", " std_bias.append(np.nanstd(bias_data[bias]))\n", " print(imstats(bias_data[bias]))" ] }, { "cell_type": "markdown", "id": "a14a4350-1934-4cc7-8392-6235daa8232c", "metadata": {}, "source": [ "### Graficamos la media y mediana" ] }, { "cell_type": "markdown", "id": "3c6fe4e1-c79e-408e-8c16-ea51aea75cd4", "metadata": {}, "source": [ "Comparamos la media y la mediana de los valores de cada pixel de los *bias*. Aquí podremos ver que la mediana nos da valores más estables que la media simplemente por la definición de estas funciones.\n" ] }, { "cell_type": "code", "execution_count": 11, "id": "553149d0-fec0-44d7-838d-767a381e2c41", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(\"Bias\", figsize=[10, 10])\n", "plt.plot(np.arange(0,len(bias_list)),mean_bias, alpha=0.5, label='mean')\n", "plt.plot(np.arange(0,len(bias_list)), median_bias, label='median')\n", "\n", "plt.title('Comparación entre media y mediana en bias')\n", "plt.xlabel('Imágenes')\n", "plt.ylabel('Número de cuentas')\n", "plt.legend()\n", "#plt.imshow(stacked, vmin=1000, vmax=2000, origin='lower')\n", "#plt.colorbar(label='Counts')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "293f4fb8-5352-4bed-95d4-671cbff70c34", "metadata": {}, "source": [ "### Graficamos la desviación estándar" ] }, { "cell_type": "markdown", "id": "8760e6a2-a216-4af0-a8ea-41dfe10c3017", "metadata": {}, "source": [ "Al igual que con la media y la mediana vamos a representar la desviación estándar de los bias. La desviación estándar nos servirá para eliminar bias que tengan unos valores muy dispares en diferentes pixeles de la imagen, ya porque haya entrado luz a la hora de tomar estos bias o por lectura del sensor. " ] }, { "cell_type": "code", "execution_count": 12, "id": "de18caf0-7408-4422-8a78-69d3301ded96", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "plt.figure(\"Bias\", figsize=[10, 10])\n", "plt.plot(np.arange(0,len(bias_list)),std_bias, alpha=0.5, label='std')\n", "\n", "plt.title('Desviacián estandar')\n", "plt.xlabel('Imágenes')\n", "plt.ylabel('Número de cuentas')\n", "plt.legend()\n", "#plt.imshow(stacked, vmin=1000, vmax=2000, origin='lower')\n", "#plt.colorbar(label='Counts')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "79021a1c-1912-4ef6-a87b-ad5630c8f94a", "metadata": {}, "source": [ "## Eliminación de los bias \"extraños\"" ] }, { "cell_type": "markdown", "id": "95c4c30f-ab54-4f53-a619-3d3cbb14caef", "metadata": {}, "source": [ "Hemos comprobado que hay *bias* que tienen valores en pixeles muy dispares. Vamos a eliminar aquellos que se encuentren por encima de un tanto por ciento del valor de la desviación estándar. En este caso eliminaremos los que tengan una desviación estándar mayor que un 20% (en total se elimina una imagen):" ] }, { "cell_type": "code", "execution_count": 13, "id": "a52a2d41-4174-4f6a-863e-3ed21526c9cb", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "imagenes/calibracionImagenes/bias/Telescope3_BIAS_1x1_0s_-30degC_20200120_0547_000001089.fit\n" ] } ], "source": [ "for r in range(len(bias_list)):\n", " if std_bias[r] > np.median(std_bias)*1.2:\n", " print(bias_list[r])\n", " bias_list.remove(bias_list[r])" ] }, { "cell_type": "markdown", "id": "321640c1-5364-4cac-b457-6c1123a609ea", "metadata": {}, "source": [ "Por tanto en ```bias_list``` tendremos nuestra nueva lista de *bias*, que serán los que usaremos para realizar el *superbias*." ] }, { "cell_type": "code", "execution_count": 14, "id": "db4bbd66-46ba-4a14-9a0e-ebb5f2865df6", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['imagenes/calibracionImagenes/bias/Telescope3_BIAS_1x1_0s_-30degC_20200120_0534_000001060.fit',\n", " 'imagenes/calibracionImagenes/bias/Telescope3_BIAS_1x1_0s_-30degC_20200120_0535_000001061.fit',\n", " 'imagenes/calibracionImagenes/bias/Telescope3_BIAS_1x1_0s_-30degC_20200120_0535_000001062.fit',\n", " 'imagenes/calibracionImagenes/bias/Telescope3_BIAS_1x1_0s_-30degC_20200120_0536_000001063.fit',\n", " 'imagenes/calibracionImagenes/bias/Telescope3_BIAS_1x1_0s_-30degC_20200120_0536_000001064.fit',\n", " 'imagenes/calibracionImagenes/bias/Telescope3_BIAS_1x1_0s_-30degC_20200120_0536_000001065.fit',\n", " 'imagenes/calibracionImagenes/bias/Telescope3_BIAS_1x1_0s_-30degC_20200120_0537_000001066.fit',\n", " 'imagenes/calibracionImagenes/bias/Telescope3_BIAS_1x1_0s_-30degC_20200120_0537_000001067.fit',\n", " 'imagenes/calibracionImagenes/bias/Telescope3_BIAS_1x1_0s_-30degC_20200120_0538_000001068.fit',\n", " 'imagenes/calibracionImagenes/bias/Telescope3_BIAS_1x1_0s_-30degC_20200120_0538_000001069.fit']" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bias_list" ] }, { "cell_type": "markdown", "id": "546055a2-b04c-4f31-9f0e-ecb4cf8c0a83", "metadata": {}, "source": [ "### Graficamos de nuevo la desviación estándar" ] }, { "cell_type": "markdown", "id": "30935873-28f9-4df3-aff5-fa7fac5579db", "metadata": {}, "source": [ "Aquí ya vemos la desviación estándar de cada bias, vemos que hay variaciones pequeñas por lo tanto los tendremos listos para generar el superbias." ] }, { "cell_type": "code", "execution_count": 15, "id": "6cc41d1f-8f56-48c7-bf44-e7960dae98b4", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(\"Bias\", figsize=[10, 10])\n", "plt.plot(np.arange(0,len(bias_list)),std_bias[:-1], alpha=0.5, label='std')\n", "\n", "plt.title('Desviacián estandar')\n", "plt.xlabel('Imágenes')\n", "plt.ylabel('Número de cuentas')\n", "plt.legend()\n", "#plt.imshow(stacked, vmin=1000, vmax=2000, origin='lower')\n", "#plt.colorbar(label='Counts')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "77fe6d28-b159-45c2-8101-938dfb854d36", "metadata": {}, "source": [ "## Creación del *superbias*" ] }, { "cell_type": "markdown", "id": "0104e57c-0303-495c-b7ec-dfbee4726f52", "metadata": {}, "source": [ "El *superbias* no es más que realizar una media o mediana de cada pixel en cada imagen. A este proceso se denomina *stacking*." ] }, { "cell_type": "markdown", "id": "34a7d32d-412f-4db6-9391-d0a04c609395", "metadata": {}, "source": [ "![](ficherosAuxiliares/stacking-images.jpg)\n", "\n", "[Fuente de la imagen](https://nightskypix.com/astrophotography-stacking-software/)" ] }, { "cell_type": "markdown", "id": "ca8a1273-94d2-4fb5-b0c9-74f32c010214", "metadata": {}, "source": [ "Generamos una nueva lista donde se van a encontrar nuestros datos para realizar el stacking. Para ello abrimos los datos de los *bias* y se lo asignamos a esta nueva lista:" ] }, { "cell_type": "code", "execution_count": 16, "id": "55bba240-0e44-4047-9848-b000cc9e3056", "metadata": {}, "outputs": [], "source": [ "superBias = np.nanmedian(bias_data, axis=0)\n", "bias_header[0]['history'] = f\"Esta imagen es un stacking de {len(bias_list)} imagenes\" " ] }, { "cell_type": "code", "execution_count": 17, "id": "4f98be55-ce8f-4b0c-b085-fbd48b0b15ec", "metadata": {}, "outputs": [ { "data": { "text/plain": [ " Automated by CCD Commander\n", "Esta imagen es un stacking de 10 imagenes" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bias_header[0]['history']" ] }, { "cell_type": "markdown", "id": "636a0340-9268-4d25-a7e3-daf95ce8fdfe", "metadata": {}, "source": [ "### Comprobamos el superbias" ] }, { "cell_type": "markdown", "id": "c1ed3b76-f407-48cc-b95e-6ee14eac4120", "metadata": {}, "source": [ "Una vez que hemos generado el superbias podemos comprobarlo tanto estadísticamente como gráficamente." ] }, { "cell_type": "code", "execution_count": 18, "id": "ab38ed0d-5aff-4033-9d8d-e8401edfb2e3", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'npix': 16777216,\n", " 'min': 972.0,\n", " 'max': 1496.0,\n", " 'mean': 997.3878480195999,\n", " 'median': 997.0,\n", " 'std': 3.2273289419778033}" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "imstats(superBias)" ] }, { "cell_type": "code", "execution_count": 19, "id": "76279c2a-53f0-4d26-8f30-79332984f1b6", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(\"SuperBias\", figsize=[10, 10])\n", "plt.imshow(superBias, vmin=950, vmax=1000, origin='lower')\n", "plt.colorbar(label='Counts')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "ec93f602-1e7c-4cf8-badf-29b885614835", "metadata": {}, "source": [ "## Guardado del *superbias*" ] }, { "cell_type": "markdown", "id": "eb407d01-5464-40a0-8d3d-e1f11d044839", "metadata": {}, "source": [ "Finalmente guardamos el *superbias* que hemos generado como un archivo ```FITS``` a través del método ```.PrimaryHDU()```" ] }, { "cell_type": "code", "execution_count": 20, "id": "92830626-e3ea-4e26-805e-314ef6e8c50e", "metadata": {}, "outputs": [], "source": [ "hdu_Bias = fits.PrimaryHDU(data=superBias.astype(np.float32), header=bias_header[0])\n", "hdu_Bias.writeto(directorioCalibracion + \"superBias.fit\", overwrite=True)" ] } ], "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 }