{ "cells": [ { "cell_type": "markdown", "id": "4e111ad9-5599-451c-83a5-f89a79b0dd42", "metadata": {}, "source": [ "# Polarization example (GRB) - Stokes parameters method" ] }, { "cell_type": "markdown", "id": "f9b8addd-aaa4-488c-8041-385881689986", "metadata": {}, "source": [ "This notebook fits the polarization fraction and angle of a Data Challenge 3 GRB (GRB 080802386) simulated using MEGAlib and combined with albedo photon background. It's assumed that the start time, duration, localization, and spectrum of the GRB are already known. The GRB was simulated with 80% polarization at an angle of 90 degrees in the IAU convention, and was 20 degrees off-axis. A detailed description of the Stokes method, which is the approach used here to infer the polarization, is available on the [Data Challenge repository](https://github.com/cositools/cosi-data-challenges/tree/main/polarization). " ] }, { "cell_type": "code", "execution_count": 1, "id": "26c12d83-7afc-4000-8b8f-d353e0b08d12", "metadata": {}, "outputs": [], "source": [ "%%capture\n", "from cosipy import UnBinnedData\n", "from cosipy.spacecraftfile import SpacecraftHistory\n", "from cosipy.polarization_fitting.polarization_stokes import PolarizationStokes\n", "from cosipy.threeml.custom_functions import Band_Eflux\n", "from astropy.time import Time\n", "import numpy as np\n", "from astropy.coordinates import Angle, SkyCoord\n", "from astropy import units as u\n", "from scoords import SpacecraftFrame\n", "from cosipy.util import fetch_wasabi_file\n", "from pathlib import Path\n", "\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "id": "4b292969", "metadata": {}, "source": [ "### Download and read in data" ] }, { "cell_type": "markdown", "id": "3ed39150", "metadata": {}, "source": [ "This will download the files needed to run this notebook. If you have already downloaded these files, you can skip this." ] }, { "cell_type": "markdown", "id": "20c63edc", "metadata": {}, "source": [ "Download the unbinned data (660.58 KB), polarization response (1.35 GB), and orientation file (1.10 GB)" ] }, { "cell_type": "code", "execution_count": 2, "id": "b4769d25", "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "A file named grb_background.fits.gz already exists with the specified checksum (21b1d75891edc6aaf1ff3fe46e91cb49). Skipping.\n", "A file named ResponseContinuum.o3.pol.e200_10000.b4.p12.relx.s10396905069491.m420.filtered.binnedpolarization.11D.h5 already exists with the specified checksum (d417d241be0ba7fbfeaef5e2c3bd6ebc). Skipping.\n", "A file named DC4_final_530km_3_month_with_slew_1sbins_GalacticEarth_SAA.fits already exists with the specified checksum (1b851c042acf4c909798e2401e9d2e38). Skipping.\n" ] } ], "source": [ "fetch_wasabi_file('COSI-SMEX/cosipy_tutorials/polarization_fit/grb_background.fits.gz', checksum = '21b1d75891edc6aaf1ff3fe46e91cb49')\n", "fetch_wasabi_file('COSI-SMEX/develop/Data/Responses/ResponseContinuum.o3.pol.e200_10000.b4.p12.relx.s10396905069491.m420.filtered.binnedpolarization.11D.h5', checksum = 'd417d241be0ba7fbfeaef5e2c3bd6ebc')\n", "fetch_wasabi_file('COSI-SMEX/DC4/Data/Orientation/DC4_final_530km_3_month_with_slew_1sbins_GalacticEarth_SAA.fits', checksum = '1b851c042acf4c909798e2401e9d2e38')" ] }, { "cell_type": "markdown", "id": "ce33b697", "metadata": {}, "source": [ "Read in the data (GRB+background) and get the background by reading the files containting background before and after the GRB" ] }, { "cell_type": "code", "execution_count": 3, "id": "ac0ad83d", "metadata": {}, "outputs": [], "source": [ "data_path = Path(\"\") # Update to your path\n", "\n", "grb_plus_background = UnBinnedData(data_path/'grb.yaml')\n", "grb_plus_background.select_data_time(unbinned_data=data_path/'grb_background.fits.gz', output_name=data_path/'grb_background_source_interval') \n", "grb_plus_background.select_data_energy(200., 10000., output_name=data_path/'grb_background_source_interval_energy_cut', unbinned_data=data_path/'grb_background_source_interval.fits.gz')\n", "data = grb_plus_background.get_dict_from_fits(data_path/'grb_background_source_interval_energy_cut.fits.gz')\n", "background_before = UnBinnedData(data_path/'background_before.yaml')\n", "background_before.select_data_time(unbinned_data=data_path/'grb_background.fits.gz', output_name=data_path/'background_before')\n", "background_before.select_data_energy(200., 10000., output_name=data_path/'background_before_energy_cut', unbinned_data=data_path/'background_before.fits.gz')\n", "background_1 = background_before.get_dict_from_fits(data_path/'background_before_energy_cut.fits.gz')\n", "\n", "background_after = UnBinnedData(data_path/'background_after.yaml') # e.g. background_after.yaml\n", "background_after.select_data_time(unbinned_data=data_path/'grb_background.fits.gz', output_name=data_path/'background_after')\n", "background_after.select_data_energy(200., 10000., output_name=data_path/'background_after_energy_cut', unbinned_data=data_path/'background_after.fits.gz')\n", "background_2 = background_after.get_dict_from_fits(data_path/'background_after_energy_cut.fits.gz')\n", "\n", "background = [background_1, background_2]" ] }, { "cell_type": "markdown", "id": "2cc0300a", "metadata": {}, "source": [ "Read in the response files and the orientation file. Here, the spacecraft is stationary, so we are only using the first attitude bin ( The orientation is cut down to the time interval of the source.)" ] }, { "cell_type": "code", "execution_count": 4, "id": "ecb484f2", "metadata": {}, "outputs": [], "source": [ "response_file = data_path/'ResponseContinuum.o3.pol.e200_10000.b4.p12.relx.s10396905069491.m420.filtered.binnedpolarization.11D.h5'\n", "\n", "sc_orientation = SpacecraftHistory.open(data_path/'DC4_final_530km_3_month_with_slew_1sbins_GalacticEarth_SAA.fits',\n", " tstart = Time(1835493492.2, format = 'unix'), tstop = Time(1835493492.8, format = 'unix')) # e.g. DC4_final_530km_3_month_with_slew_1sbins_GalacticEarth_SAA.fits" ] }, { "cell_type": "markdown", "id": "c6951d6c", "metadata": {}, "source": [ "Define the GRB spectrum. This is convolved with the response to calculate the ASADs of an unpolarized and 100% polarized source" ] }, { "cell_type": "code", "execution_count": 5, "id": "26cec39d", "metadata": {}, "outputs": [], "source": [ "source_direction = SkyCoord(l=23.53, b=-53.44, frame='galactic', unit=u.deg)\n", "\n", "a = 100. * u.keV\n", "b = 10000. * u.keV\n", "alpha = -0.7368949\n", "beta = -2.095031\n", "ebreak = 622.389 * u.keV\n", "K = 300. / u.cm / u.cm / u.s\n", "\n", "spectrum = Band_Eflux(a = a.value,\n", " b = b.value,\n", " alpha = alpha,\n", " beta = beta,\n", " E0 = ebreak.value,\n", " K = K.value)\n", "\n", "spectrum.a.unit = a.unit\n", "spectrum.b.unit = b.unit\n", "spectrum.E0.unit = ebreak.unit\n", "spectrum.K.unit = K.unit" ] }, { "cell_type": "markdown", "id": "39c52ea7", "metadata": {}, "source": [ "Define the source position and polarization object" ] }, { "cell_type": "code", "execution_count": 6, "id": "41cbf55e", "metadata": {}, "outputs": [], "source": [ "asad_bin_edges = Angle(np.linspace(-np.pi, np.pi, 17), unit=u.rad)\n", "\n", "source_photons = PolarizationStokes(source_direction, spectrum, asad_bin_edges, \n", " data, sc_orientation, response_file, \n", " background=background, show_plots=False);" ] }, { "cell_type": "markdown", "id": "54defb88", "metadata": {}, "source": [ "Derive the modulation factor. This depends on the source spectrum and the instrument polarization response averaged over polarization angles. This steo needs to be re-computed for every source." ] }, { "cell_type": "code", "execution_count": 7, "id": "2db5d9d4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "modulation factor: 0.298 +/- 0.000\n" ] } ], "source": [ "average_mu = source_photons._mu100\n", "mu = average_mu['mu']\n", "mu_err = average_mu['uncertainty']\n", "\n", "print(f'modulation factor: {mu:.3f} +/- {mu_err:.3f}')" ] }, { "cell_type": "markdown", "id": "58e0bec8-f159-4e17-ac14-9eab906ed235", "metadata": {}, "source": [ "\n", "Derive the minimum detectable polarization, estimated from the source and background spectra and the estimated modulation factor." ] }, { "cell_type": "code", "execution_count": 8, "id": "57c9a289", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "MDP_99: 16.011 %\n" ] } ], "source": [ "MDP99 = source_photons._mdp99 * 100\n", "print(f'\\nMDP_99: {MDP99:.3f} %')" ] }, { "cell_type": "markdown", "id": "eb4a7306", "metadata": {}, "source": [ "Let's look at the Pseudo Stokes parameters from the scattering angle for each photon in the data and background simulation" ] }, { "cell_type": "code", "execution_count": 9, "id": "5db15edd", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "source_photons.plot_pseudostokes()" ] }, { "cell_type": "markdown", "id": "5bced9c7", "metadata": {}, "source": [ "The background is rate is estimated over a longer time period and therefore its flux needs to be rescaled to the expected flux during the GRB. The scale factor is simply the ratio of GRB duration / background duration." ] }, { "cell_type": "code", "execution_count": 10, "id": "da3b6513", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Background scale factor: 0.0014270214696478288\n" ] } ], "source": [ "print('Background scale factor:', source_photons._backscal)" ] }, { "cell_type": "markdown", "id": "b3417867", "metadata": {}, "source": [ "Fit the polarization of the source from the data." ] }, { "cell_type": "code", "execution_count": 11, "id": "f19a7f75", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "polarization = source_photons.fit(show_plots=True, ref_pdpa=(0.8, 90), ref_label='Simulated');" ] }, { "cell_type": "markdown", "id": "bc5136dd", "metadata": {}, "source": [ "Extracting the information from the polarization dictionary:" ] }, { "cell_type": "code", "execution_count": 12, "id": "5447d326", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Polarization degree: (80.34 +/- 5.20) %\n", "Polarization angle: (87.12 +/- 1.88) deg\n", "Normalized Q: -0.799 +/- 0.052\n", "Normalized U: 0.081 +/- 0.053\n" ] } ], "source": [ "Pol_frac = polarization['fraction'] * 100\n", "Pol_frac_err = polarization['fraction uncertainty'] * 100\n", "print(f'Polarization degree: ({Pol_frac:.2f} +/- {Pol_frac_err:.2f}) %')\n", "\n", "Pol_angle = polarization['angle'].angle.degree\n", "Pol_angle_err = polarization['angle uncertainty'].degree\n", "print(f'Polarization angle: ({Pol_angle:.2f} +/- {Pol_angle_err:.2f}) deg')\n", "\n", "Normalized_Q = polarization['QN']\n", "Normalized_U = polarization['UN']\n", "QN_ERR = polarization['QN_ERR']\n", "UN_ERR = polarization['UN_ERR']\n", "print(f'Normalized Q: {Normalized_Q:.3f} +/- {QN_ERR:.3f}')\n", "print(f'Normalized U: {Normalized_U:.3f} +/- {UN_ERR:.3f}')" ] } ], "metadata": { "kernelspec": { "display_name": "Python (cosipy)", "language": "python", "name": "cosipy" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.14.4" } }, "nbformat": 4, "nbformat_minor": 5 }