{ "cells": [ { "cell_type": "markdown", "id": "d2cfdb63-4784-4c62-a9c1-38c52ff7cbc8", "metadata": {}, "source": [ "# Check obtained fit\n", "\n", "Here is a way to check what fit was produced by ORCS and compare it to the original data." ] }, { "cell_type": "code", "execution_count": 2, "id": "a70abb0e-c97d-4f84-b837-e9c4cbd22c22", "metadata": {}, "outputs": [], "source": [ "import orcs.core\n", "import matplotlib.pyplot as pl" ] }, { "cell_type": "code", "execution_count": 3, "id": "323bbd89-3805-4c7c-9449-ce5e5596bb2a", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\u001b[0mdev.0624|INFO| CFHT version\u001b[0m\n", "\u001b[0mdev.0624|INFO| Cube is level 2.5\u001b[0m\n", "\u001b[0mdev.0624|INFO| shape: (2048, 2064, 847)\u001b[0m\n", "\u001b[0mdev.0624|INFO| wavenumber calibration: True\u001b[0m\n", "\u001b[0mdev.0624|INFO| flux calibration: True\u001b[0m\n", "\u001b[0mdev.0624|INFO| wcs calibration: True\u001b[0m\n" ] } ], "source": [ "# load your data cube\n", "cube = orcs.core.SpectralCube('/home/thomas/data/M1_2022_SN3.merged.cm1.hdf5')" ] }, { "cell_type": "code", "execution_count": 4, "id": "38b9d0a6-4ecc-4444-8056-ef781eb0c72f", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\u001b[0mdev.0624|INFO| creating output file for 20 parameters x 15 lines (0.5630592 Go)\u001b[0m\n", "\u001b[0mdev.0624|INFO| > allocating: height\u001b[0m\n", "\u001b[0mdev.0624|INFO| > allocating: height-err\u001b[0m\n", "\u001b[0mdev.0624|INFO| > allocating: amplitude\u001b[0m\n", "\u001b[0mdev.0624|INFO| > allocating: amplitude-err\u001b[0m\n", "\u001b[0mdev.0624|INFO| > allocating: velocity\u001b[0m\n", "\u001b[0mdev.0624|INFO| > allocating: velocity-err\u001b[0m\n", "\u001b[0mdev.0624|INFO| > allocating: fwhm\u001b[0m\n", "\u001b[0mdev.0624|INFO| > allocating: fwhm-err\u001b[0m\n", "\u001b[0mdev.0624|INFO| > allocating: sigma\u001b[0m\n", "\u001b[0mdev.0624|INFO| > allocating: sigma-err\u001b[0m\n", "\u001b[0mdev.0624|INFO| > allocating: flux\u001b[0m\n", "\u001b[0mdev.0624|INFO| > allocating: flux-err\u001b[0m\n", "\u001b[0mdev.0624|INFO| > allocating: logGBF\u001b[0m\n", "\u001b[0mdev.0624|INFO| > allocating: chi2\u001b[0m\n", "\u001b[0mdev.0624|INFO| > allocating: rchi2\u001b[0m\n", "\u001b[0mdev.0624|INFO| > allocating: ks_pvalue\u001b[0m\n", "\u001b[0mdev.0624|INFO| > allocating: cont_p0\u001b[0m\n", "\u001b[0mdev.0624|INFO| > allocating: cont_p1\u001b[0m\n", "\u001b[0mdev.0624|INFO| > allocating: cont_p2\u001b[0m\n", "\u001b[0mdev.0624|INFO| > allocating: cont_p3\u001b[0m\n" ] } ], "source": [ "# load the fitted maps (all the maps are stored as an HDF5 archive found in the MAPS/ folder)\n", "maps = orcs.core.LineMaps.load('/home/thomas/data/M1-2022/Crab-nebula_SN3/MAPS/Crab-nebula_SN3.LineMaps.maps.3x3.hdf5')" ] }, { "cell_type": "code", "execution_count": 5, "id": "031003d7-1ed1-4615-b768-90a75eeed0a0", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "binning = 3 # the binning value is very important to set\n", "x, y = 990, 1005 # pixel position of the spectrum (bottom-left pixel of the binned area)\n", "spec_orig = cube.get_spectrum_bin(x,y, binning)\n", "spec_fit = maps.get_spectrum(cube, x, y)\n", "pl.figure(figsize=(20,5))\n", "spec_orig.plot(c='black', lw=1)\n", "spec_fit.plot(c='red', ls='-', lw=1)\n" ] }, { "cell_type": "code", "execution_count": null, "id": "6e65a176-87ac-4ea6-8f84-35cd5c37c64e", "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": "3.10.9" } }, "nbformat": 4, "nbformat_minor": 5 }