{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Tutorial 1\n", "\n", "## Quick Visualization of Spectral Content" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This tutorial demonstrates how `ARVE` can be used to quickly visualize spectral content in a specific wavelength range." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We begin by importing the `ARVE` package and other useful packages." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Import packages\n", "import arve\n", "import matplotlib.pyplot as plt\n", "import numpy as np" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since `ARVE` contains an extensive library of pre-computed synthetic stellar and telluric spectra with associated line lists, it becomes very fast and simple to visualize and make use of tailored spectral data.\n", "\n", "To obtain the relevant spectral data for one's star, an `ARVE` object is initiated and provided some elementary information. In this case, we decide to retrieve spectral data for the Sun between the wavelengths of 6480-6500 Å. Note that `ARVE` handles wavelengths in matrices of shape $(N_{\\mathrm{ord}}, N_{\\mathrm{pix}})$, where $N_{\\mathrm{ord}}$ and $N_{\\mathrm{pix}}$ are the number of orders and pixels, respectively. We also set the telluric threshold to 0.99 (meaning stellar lines in the vicinty of telluric lines deeper than 1% will be considered affected) and arbitrarily exclude the last part of the spectrum for demonstration." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Initiate ARVE object, specify star, add wavelength grid and fetch auxiliary data\n", "example = arve.ARVE()\n", "example.star.target = \"Sun\"\n", "example.star.get_stellar_parameters()\n", "example.data.add_data(wave_val=np.arange(6480,6500+1e-6,0.01).reshape(1,-1))\n", "example.data.get_aux_data(tell_lim=0.99, exclude_regions=[[6495,6500]])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Visualizing the data is then no more than one line of code (with many options)!" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot spectral data\n", "fig = example.data.plot_spec_data(figsize=(15,5),\n", " include_obs_data=False,\n", " include_aux_data=True,\n", " plot_spec=True,\n", " plot_tell=True,\n", " plot_band=True,\n", " plot_excl=True,\n", " plot_mask=True,\n", " add_legend=True,\n", " annotate=True,\n", " ylim=[0.4,1.2])\n", "plt.show(fig)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, the progess until this point can be preserved by saving the entire `ARVE` object as a pickled file." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Save ARVE object\n", "example.id = \"example_data/tutorial_1/example\"\n", "arve.save(example)" ] } ], "metadata": { "kernelspec": { "display_name": "arve", "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": "3.10.16" } }, "nbformat": 4, "nbformat_minor": 2 }