{ "cells": [ { "cell_type": "markdown", "id": "VSC-81fb3d22", "metadata": { "language": "markdown" }, "source": [ "# Optical Depth and Contribution Analysis\n", "\n", "After building and running forward models in [Transmission spectrum basics](https://escience-taurex.github.io/taurex3/examples/03_transmission_basics.html), [Emission spectrum basics](https://escience-taurex.github.io/taurex3/examples/04_emission_basics.html), [Cloud models](https://escience-taurex.github.io/taurex3/examples/05_clouds.html), and [Inspecting profiles](https://escience-taurex.github.io/taurex3/examples/06_inspecting_profiles.html), we now look inside them. A spectrum is the integrated result of opacity and temperature at every atmospheric layer, and this notebook unpacks that by inspecting the optical-depth cube and the per-contribution spectra that TauREx tracks internally.\n", "\n", "Two core questions become answerable here:\n", "- **Where** in the atmosphere does each wavelength channel become opaque?\n", "- **Which contribution** — absorption, CIA, Rayleigh, or clouds — dominates a given spectral region?\n", "\n", "These diagnostics are invaluable when a spectrum looks unexpected, and they will make the retrieval results in [Fitting parameters and retrievals](https://escience-taurex.github.io/taurex3/examples/10_retrievals.html) easier to interpret. More information about forward-model contributions is [here](../user/taurex/models.rst)." ] }, { "cell_type": "markdown", "id": "d4c13fbd", "metadata": {}, "source": [ "## Data Note\n", "\n", "This notebook uses the opacity files set up in [Setup and opacity data](https://escience-taurex.github.io/taurex3/examples/01_setup_and_data.html). TauREx provides the software to work with these datasets; the files themselves are third-party products from [ExoMol](https://www.exomol.com)." ] }, { "cell_type": "code", "execution_count": 1, "id": "VSC-c22f462c", "metadata": { "language": "python" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Spectrum shape: (76744,)\n", "Optical-depth shape: (100, 76744)\n" ] } ], "source": [ "from _shared import build_transmission_model\n", "\n", "context = build_transmission_model(include_cia=False, include_rayleigh=True, download=False)\n", "tm = context['tm']\n", "wngrid, rprs, tau, _ = tm.model()\n", "wlgrid = 10000 / wngrid[::-1]\n", "tau = tau[..., ::-1]\n", "\n", "print(f'Spectrum shape: {rprs.shape}')\n", "print(f'Optical-depth shape: {tau.shape}')" ] }, { "cell_type": "markdown", "id": "VSC-bb7072e5", "metadata": { "language": "markdown" }, "source": [ "## Optical-Depth Map\n", "\n", "The `model()` call returns a 2D optical-depth array indexed by atmospheric layer and wavelength bin. Because the native wavelength grid has tens of thousands of points, coarse-binning the wavelength axis before plotting reveals the pressure structure clearly without visual noise." ] }, { "cell_type": "code", "execution_count": 2, "id": "VSC-1597dadb", "metadata": { "language": "python" }, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Atmospheric layer index')" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "def compress_wavelength_axis(optical_depth, bins=200):\n", " n_bins = min(bins, optical_depth.shape[1])\n", " chunks = np.array_split(optical_depth, n_bins, axis=1)\n", " return np.column_stack([chunk.mean(axis=1) for chunk in chunks])\n", "\n", "mean_tau = compress_wavelength_axis(tau)\n", "\n", "plt.figure(figsize=(7, 4))\n", "plt.imshow(np.log10(np.clip(mean_tau, 1e-12, None)), aspect='auto', origin='lower')\n", "plt.colorbar(label='log10 mean optical depth')\n", "plt.title('Compressed view of the optical-depth field')\n", "plt.xlabel('Compressed wavelength bin')\n", "plt.ylabel('Atmospheric layer index')" ] }, { "cell_type": "code", "execution_count": 3, "id": "VSC-1e10d28d", "metadata": { "language": "python" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mid_wavelength = wlgrid[len(wlgrid) // 2]\n", "mid_profile = tau[:, len(wlgrid) // 2]\n", "\n", "plt.figure(figsize=(5, 4))\n", "plt.plot(mid_profile, range(len(mid_profile)))\n", "plt.xlabel('Optical depth')\n", "plt.ylabel('Layer index')\n", "plt.title(f'Optical depth near {mid_wavelength:.2f} um')\n", "plt.grid(alpha=0.2)" ] }, { "cell_type": "markdown", "id": "183d3f65", "metadata": {}, "source": [ "## Isolating a Single Contribution\n", "\n", "`model_full_contrib()` returns the spectrum decomposed by contribution. Comparing one contribution's spectrum against the total immediately shows whether it is sculpting the continuum, sharpening particular features, or barely contributing.\n", "\n", "This per-contribution view is especially useful before setting up a retrieval: contributions with negligible spectral impact are poor candidates for free parameters. More information about contribution names and model syntax is [here](../user/taurex/models.rst)." ] }, { "cell_type": "code", "execution_count": 4, "id": "VSC-16c5c021", "metadata": { "language": "python" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Isolated contribution tau shape: (100, 76744)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_, contribs = tm.model_full_contrib()\n", "absorption = contribs['Absorption']\n", "label, abs_rprs, abs_tau, _ = absorption[0]\n", "\n", "plt.figure(figsize=(7, 4))\n", "plt.plot(wlgrid, rprs[::-1], label='Total spectrum', lw=2)\n", "plt.plot(wlgrid, abs_rprs[::-1], label=label, lw=2)\n", "plt.xscale('log')\n", "plt.xlabel('Wavelength (um)')\n", "plt.ylabel('$(R_p/R_s)^2$')\n", "plt.title('Comparing one contribution to the total signal')\n", "plt.legend()\n", "plt.grid(alpha=0.2)\n", "\n", "print(f'Isolated contribution tau shape: {abs_tau.shape}')" ] } ], "metadata": { "kernelspec": { "display_name": ".venv", "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": "3.12.3" } }, "nbformat": 4, "nbformat_minor": 5 }