{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "19078572-4d7d-4453-9511-e4aece14efcc", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from astropy.io import fits\n", "import matplotlib.pyplot as plt\n", "from astropy.io import fits\n", "from photutils.detection import DAOStarFinder\n", "from astropy.stats import sigma_clipped_stats" ] }, { "cell_type": "code", "execution_count": 2, "id": "2f564d1b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "SIMPLE = T / conforms to FITS standard \n", "BITPIX = 16 / array data type \n", "NAXIS = 2 / number of array dimensions \n", "NAXIS1 = 1024 \n", "NAXIS2 = 1024 \n", "EXTEND = T \n", "BSCALE = 1 \n", "BZERO = 32768 " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Load the FITS file\n", "filename = \"2023-05-20T09-32-28_r_-81.19_250.0s_r.fits\"\n", "hdul = fits.open(filename)\n", "data = hdul[0].data\n", "hdul[0].header" ] }, { "cell_type": "code", "execution_count": 3, "id": "0ce17f90", "metadata": {}, "outputs": [], "source": [ "# Calculate background statistics\n", "mean, median, std = sigma_clipped_stats(data)\n", "signal = data - median\n", "\n", "# Define the star finder parameters\n", "threshold = std*3 # Adjust the threshold as needed\n", "fwhm = 5 # Adjust the FWHM as needed\n", "brightest_stars = 10 # Number of stars to find\n", "daofind = DAOStarFinder(fwhm=fwhm, threshold=threshold, brightest=brightest_stars, sky=mean, exclude_border=True)\n", "\n", "# Find stars in the data\n", "sources = daofind(signal)" ] }, { "cell_type": "code", "execution_count": 4, "id": "2b737c67", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from astropy.visualization import AsinhStretch\n", "from astropy.visualization.mpl_normalize import ImageNormalize\n", "from photutils.aperture import CircularAperture\n", "positions = np.transpose((sources['xcentroid'], sources['ycentroid']))\n", "apertures = CircularAperture(positions, r=15.0)\n", "norm = ImageNormalize(stretch=AsinhStretch())\n", "fig = plt.figure(figsize=(10, 8)) # Adjust the width (10) and height (8) as desired\n", "plt.imshow(data, cmap='Greys', origin='lower', norm=norm,\n", " interpolation='nearest')\n", "apertures.plot(color='blue', lw=1.5, alpha=0.5);" ] }, { "cell_type": "code", "execution_count": 26, "id": "b091ac35", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_aperature(data, aperture):\n", " mask = aperture.to_mask(method='center')\n", " roi_data = mask.cutout(data)\n", " plt.imshow(roi_data, cmap='Greys', origin='lower')\n", " plt.colorbar(label='Intensity')\n", " plt.show()\n", "\n", "plot_aperature(data, apertures[0])" ] }, { "cell_type": "code", "execution_count": 24, "id": "43f3d7d4", "metadata": {}, "outputs": [], "source": [ "from photutils.aperture import aperture_photometry, CircularAperture, CircularAnnulus\n", "# def calc_hfd(data, bg, aperture):\n", "# total_flux = aperture_photometry(data-bg, aperture)['aperture_sum'][0]\n", "\n", "# mask = aperture.to_mask(method='center')\n", "# roi_data = mask.cutout(data-bg)\n", "# dist_weighted_flux = 0\n", "# for (y,x), pix in np.ndenumerate(roi_data):\n", "# dist = np.sqrt(y*y+x*x)\n", "# if dist < aperture_r:\n", "# dist_weighted_flux += pix * dist\n", "# return dist_weighted_flux / total_flux * 2\n", "APERTURE_R = 10\n", "\n", "def calc_hfd(signal, aperture):\n", " mask = aperture.to_mask(method='center')\n", " roi_data = mask.cutout(signal)\n", " dist_weighted_flux = 0\n", " for (y, x), pix in np.ndenumerate(roi_data):\n", " dist = np.sqrt(y*y+x*x)\n", " if dist < APERTURE_R:\n", " dist_weighted_flux += pix * dist\n", "\n", " # total_flux = aperture_photometry(signal, aperture)['aperture_sum'][0]\n", " total_flux = np.sum(roi_data)\n", " return dist_weighted_flux / total_flux * 2" ] }, { "cell_type": "code", "execution_count": 27, "id": "e37c5089", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2755\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "2862\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "2486\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "2891\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "2553\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "2747\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "2604\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "2669\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "2924\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "3061\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from photutils.aperture import aperture_photometry, CircularAperture, CircularAnnulus\n", "from photutils.centroids import centroid_quadratic\n", "from photutils.profiles import RadialProfile\n", "\n", "# Extract the x and y coordinates of the detected stars\n", "x_coords = sources['xcentroid']\n", "y_coords = sources['ycentroid']\n", "\n", "# Calculate the FWHM for each detected star\n", "fwhm_values = []\n", "hfd_values = []\n", "\n", "for x, y in zip(x_coords, y_coords):\n", " # xycen = centroid_quadratic(data, xpeak=x, ypeak=y)\n", " xycen = (x, y)\n", " print(data[int(x), int(y)]) \n", " # TODO: check if the star is not saturated\n", " edge_radii = np.arange(25)\n", " rp = RadialProfile(signal, xycen, edge_radii, mask=None)\n", " fwhm_value = rp.gaussian_fwhm\n", " fwhm_values.append(fwhm_value)\n", " plot_aperature(signal, rp.apertures[-1])\n", "\n", " # HFD\n", " aperture = CircularAperture((x, y), r=APERTURE_R)\n", " hfd = calc_hfd(signal, aperture)\n", " hfd_values.append(hfd)" ] }, { "cell_type": "code", "execution_count": 28, "id": "b87b6a31", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the image and FWHM annotations\n", "plt.figure(figsize=(10, 8))\n", "plt.imshow(data, cmap='gray', origin='lower')\n", "\n", "# Add FWHM annotations\n", "for i, (x, y) in enumerate(zip(x_coords, y_coords)):\n", " fwhm_value = fwhm_values[i]\n", " plt.annotate(f\"FWHM = {fwhm_value:.2f}\",\n", " xy=(x, y), xycoords='data',\n", " xytext=(-50, 10), textcoords='offset points',\n", " arrowprops=dict(arrowstyle=\"->\", color='white'),\n", " color='white')\n", "\n", "# Add HFD annotations\n", "for i, (x, y) in enumerate(zip(x_coords, y_coords)):\n", " hfd_value = hfd_values[i]\n", " plt.annotate(f\"HFD = {hfd_value:.2f}\",\n", " xy=(x, y), xycoords='data',\n", " xytext=(-50, -30), textcoords='offset points',\n", " arrowprops=dict(arrowstyle=\"->\", color='white'),\n", " color='white')\n", "\n", "\n", "plt.colorbar(label='Intensity')\n", "plt.xlabel('X')\n", "plt.ylabel('Y')\n", "plt.title('Image with FWHM and HFD Annotations')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 29, "id": "afdae736", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(fwhm_values, label='FWHM')\n", "plt.plot(hfd_values, label='HFD')\n", "plt.legend()\n", "plt.xlabel('Star Index')\n", "plt.ylabel('Value')\n", "plt.title('FWHM and HFD Values')\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": null, "id": "bb78bad5", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.15" } }, "nbformat": 4, "nbformat_minor": 5 }