main_program.ipynb
108 KB
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"from astropy.table import Table\n",
"import PAHTAT as pahtat"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Load MIRI stitched spectrum you want to fit"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"vv114_stitched_spectrum = Table.read('VV114_MIRI_MRS_stitched_spectrum.txt', format='ascii')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Initialize the class to use pahtat, be sure to add the redshift of the object"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"stitched_spectrum = pahtat.Spectrum(vv114_stitched_spectrum['values'],\n",
" vv114_stitched_spectrum['wavelength'],\n",
" resolution=1000,\n",
" redshift=0.020067)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Fit the spectrum and plot results"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Fit of the observed spectra with the elementary spectra for the AIBs\n",
"(4, 2123) (2123,)\n",
"(4, 2123) (2123,)\n",
"(4, 2123) (2123,)\n",
"(4, 2123) (2123,)\n",
"AIBs arrays shape: (2123, 4)\n",
"gas array shape: (2123, 421)\n",
"continuum array shape: (2123, 2115)\n",
"Fitting spectrum...\n",
"--- 0.6426680088043213 seconds ---\n",
"3090.9479485432253\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"stitched_spectrum.plot_results()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Save pahtat results as well as fitted emission lines"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"stitched_spectrum.save_results(filename='VV114_stitched_MIRI_pahtat_results', gas_lines=True)"
]
}
],
"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": "3.10.6"
}
},
"nbformat": 4,
"nbformat_minor": 4
}