{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Line identification II: Checking the fitted lines\n", "\n", "In this tutorial, we will explore how to check the fitted spectral lines. For our demonstration, we will use the results generated in [Line Identification I](line_identification.ipynb). Note that the results shown here might differ from those in [Line Identification I](line_identification.ipynb) because they come from different runs." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from pathlib import Path\n", "\n", "import matplotlib.pyplot as plt\n", "import spectuner" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Set ``result_dir`` below to the directory where the results are stored. We will also interact with the spectrospic database, so specify the database file path in ``fname_db``." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "result_dir = Path(\"path/to/the/previous/results\")\n", "fname_db = \"path/to/the/cdms/database\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we load the identification result of C$_2$H$_5$CN. Take note of the ``id`` and ``name`` values, as we'll need them in the following examples." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Molecules:\n", "id=5, C2H5CN;v=0;\n", " - C2H5CN;v=0;\n", "\n" ] } ], "source": [ "config = spectuner.load_config(result_dir/\"config.pickle\")\n", "result_mgr = spectuner.ResultManager(result_dir)\n", "res = result_mgr.load_ident_result(\"combine\", \"combine\")\n", "\n", "print(res)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "key = 5\n", "name = \"C2H5CN;v=0;\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Checking scores\n", "\n", "In the first example, we will learn how to load and visualize the peaks identified in both the observed and model spectra. This is helpful to understand how the code compares the model spectrum with the observation and identifies a molecule. The code puts the identified peaks into two categories:\n", "\n", "- True positive (TP) peaks: Peaks that have intersections between the observed and model spectra.\n", "- False positive (FP) peaks: Peaks identified in the model spectrum but not in the observed spectrum.\n", "\n", "The following code block lets us examine the frequencies and associated properties of these identified peaks." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# Load the frequencies of the peaks identified in both the observed and model spectra.\n", "freqs = res.get_identified_lines(include_fp=True)\n", "\n", "# Load the properties of the identified lines\n", "props = res.get_line_props(target=\"tp\", key=key, name=name)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can visualize the identified peaks using [PeakPlot](../api/spectral_plot.rst#spectuner.spectral_plot.PeakPlot). This class makes plots around the given frequencies and automatically merges overlapping windows. The following code block displays the matching scores assigned to each peak, which range from -1 to 1 (higher values indicate better matches). These scores form the basis for molecular identification in the algorithm. By default, the line identification algorithm merges a molecule into the ``combine`` category if its total score is greater than 2.7 and its top-3 score is greater than 0.8." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot = spectuner.PeakPlot(freqs, delta_v=20)\n", "# Plot the observed spectrum\n", "plot.plot_spec_from_config(config, step_plot=True)\n", "# Plot the model spectrum\n", "plot.plot_spec(res.freq_data, res.get_T_pred(), color=\"r\", ylim_factor=1.5)\n", "\n", "# Plot the vertical lines and the scores\n", "texts = [\"{:.2f}\".format(s) for s in props[\"score\"]]\n", "plot.vlines(freqs)\n", "plot.vtexts(freqs, texts)\n", "\n", "\n", "for ax in plot.axes.flat:\n", " ax.set_xlabel(\"Frequency [MHz]\")\n", " ax.set_ylabel(\"Intensity [K]\")\n", "plt.subplots_adjust(hspace=0.35, wspace=0.35)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Checking properties in the spectroscopic database\n", "\n", "We can also examine the transition properties associated with the identified lines. The following code block demonstrates how to load these properties. Note that ``sl_dict`` contains two frequency values for each transition:\n", "\n", "- ``freq_rest``: Rest-frame frequencies of the transitions.\n", "- ``freq``: Shifted frequencies corrected using the fitted $v_{\\rm LSR}$." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# Setting need_qn=True allows to load the quantum numbers.\n", "sl_db = spectuner.SQLSpectralLineDB(fname_db, need_qn=True)\n", "\n", "# Load transition properties\n", "sl_dict = res.query_sl_dict(sl_db, key=key, name=name)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The following code block visualizes the transitions along with their corresponding lower-state energies. Using the same method, we can also display the Einstein A coefficients for these transitions. \n", "\n", "Several important features become apparent:\n", "\n", "1. The transition frequencies often differ from the identified peak positions.\n", "2. Individual peaks may blend multiple transitions.\n", "3. Some transitions have the same frequency." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot = spectuner.PeakPlot(freqs, delta_v=20)\n", "# Plot the observed spectrum\n", "plot.plot_spec_from_config(config, step_plot=True)\n", "# Plot the model spectrum\n", "plot.plot_spec(res.freq_data, res.get_T_pred(), color=\"r\", ylim_factor=1.5)\n", "\n", "\n", "# Plot the vertical lines and the scores\n", "texts = [\"{:.0f} K\".format(s) for s in sl_dict[\"E_low\"]]\n", "plot.vlines(sl_dict[\"freq\"])\n", "plot.vtexts(sl_dict[\"freq\"], texts)\n", "\n", "\n", "for ax in plot.axes.flat:\n", " ax.set_xlabel(\"Frequency [MHz]\")\n", " ax.set_ylabel(\"Intensity [K]\")\n", "plt.subplots_adjust(hspace=0.35, wspace=0.35)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We may further check the transitions in each windows. This can be done using ``assign_values_to_intervals`` as demonstrated in the code block below. " ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "89408 - 89420 MHz:\n", " - nu = 89415 MHz, E_low = 136 K, ElecStateLabel = X; J = 24; Ka = 2; Kc = 22; \n", "89555 - 89577 MHz:\n", " - nu = 89560 MHz, E_low = 547 K, ElecStateLabel = X; J = 48; Ka = 6; Kc = 42; \n", " - nu = 89562 MHz, E_low = 59 K, ElecStateLabel = X; J = 9; Ka = 6; Kc = 3; \n", " - nu = 89562 MHz, E_low = 59 K, ElecStateLabel = X; J = 9; Ka = 6; Kc = 4; \n", " - nu = 89565 MHz, E_low = 74 K, ElecStateLabel = X; J = 9; Ka = 7; Kc = 2; \n", " - nu = 89565 MHz, E_low = 74 K, ElecStateLabel = X; J = 9; Ka = 7; Kc = 3; \n", " - nu = 89568 MHz, E_low = 47 K, ElecStateLabel = X; J = 9; Ka = 5; Kc = 5; \n", " - nu = 89568 MHz, E_low = 47 K, ElecStateLabel = X; J = 9; Ka = 5; Kc = 4; \n", " - nu = 89573 MHz, E_low = 90 K, ElecStateLabel = X; J = 9; Ka = 8; Kc = 2; \n", " - nu = 89573 MHz, E_low = 90 K, ElecStateLabel = X; J = 9; Ka = 8; Kc = 1; \n", "89578 - 89595 MHz:\n", " - nu = 89585 MHz, E_low = 109 K, ElecStateLabel = X; J = 9; Ka = 9; Kc = 1; \n", " - nu = 89585 MHz, E_low = 109 K, ElecStateLabel = X; J = 9; Ka = 9; Kc = 0; \n", " - nu = 89590 MHz, E_low = 37 K, ElecStateLabel = X; J = 9; Ka = 4; Kc = 6; \n", " - nu = 89591 MHz, E_low = 37 K, ElecStateLabel = X; J = 9; Ka = 4; Kc = 5; \n", " - nu = 89594 MHz, E_low = 182 K, ElecStateLabel = X; J = 28; Ka = 2; Kc = 26; \n", "89621 - 89633 MHz:\n", " - nu = 89628 MHz, E_low = 29 K, ElecStateLabel = X; J = 9; Ka = 3; Kc = 7; \n", "89677 - 89689 MHz:\n", " - nu = 89685 MHz, E_low = 29 K, ElecStateLabel = X; J = 9; Ka = 3; Kc = 6; \n", "90446 - 90458 MHz:\n", " - nu = 90453 MHz, E_low = 24 K, ElecStateLabel = X; J = 9; Ka = 2; Kc = 7; \n", "90523 - 90535 MHz:\n", " - nu = 90531 MHz, E_low = 125 K, ElecStateLabel = X; J = 23; Ka = 2; Kc = 21; \n", "91010 - 91022 MHz:\n", " - nu = 91018 MHz, E_low = 195 K, ElecStateLabel = X; J = 29; Ka = 2; Kc = 27; \n" ] } ], "source": [ "inds_list = spectuner.assign_values_to_intervals(plot.bounds, sl_dict[\"freq\"])\n", "for i_window, inds in enumerate(inds_list):\n", " lower, upper = plot.bounds[i_window]\n", " print(\"{:.0f} - {:.0f} MHz:\".format(lower, upper))\n", " for i_trans in inds:\n", " nu = sl_dict[\"freq_rest\"][i_trans]\n", " E_low = sl_dict[\"E_low\"][i_trans]\n", " qn_low = sl_dict[\"qn_low\"][i_trans]\n", " print(\" - nu = {:.0f} MHz, E_low = {:.0f} K, {}\".format(nu, E_low, qn_low))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Checking optical depths\n", "\n", "\n", "The [IdentResult](../api/identify.rst#spectuner.identify.IdentResult) class also provides a convenient method to compute the maximum optical depth for each transition. The code block below shows how to use it. " ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "89408 - 89420 MHz:\n", " - nu = 89415 MHz, tau = 5.83e-04\n", "89555 - 89577 MHz:\n", " - nu = 89560 MHz, tau = 4.11e-06\n", " - nu = 89562 MHz, tau = 2.44e-03\n", " - nu = 89562 MHz, tau = 2.44e-03\n", " - nu = 89565 MHz, tau = 1.87e-03\n", " - nu = 89565 MHz, tau = 1.87e-03\n", " - nu = 89568 MHz, tau = 2.95e-03\n", " - nu = 89568 MHz, tau = 2.95e-03\n", " - nu = 89573 MHz, tau = 1.26e-03\n", " - nu = 89573 MHz, tau = 1.26e-03\n", "89578 - 89595 MHz:\n", " - nu = 89585 MHz, tau = 6.34e-04\n", " - nu = 89585 MHz, tau = 6.34e-04\n", " - nu = 89590 MHz, tau = 3.40e-03\n", " - nu = 89591 MHz, tau = 3.40e-03\n", " - nu = 89594 MHz, tau = 6.34e-04\n", "89621 - 89633 MHz:\n", " - nu = 89628 MHz, tau = 3.76e-03\n", "89677 - 89689 MHz:\n", " - nu = 89685 MHz, tau = 3.76e-03\n", "90446 - 90458 MHz:\n", " - nu = 90453 MHz, tau = 4.06e-03\n", "90523 - 90535 MHz:\n", " - nu = 90531 MHz, tau = 5.67e-04\n", "91010 - 91022 MHz:\n", " - nu = 91018 MHz, tau = 6.43e-04\n" ] } ], "source": [ "tau = res.compute_tau_max(sl_db, key=key, name=name)\n", "\n", "inds_list = spectuner.assign_values_to_intervals(plot.bounds, sl_dict[\"freq\"])\n", "for i_window, inds in enumerate(inds_list):\n", " lower, upper = plot.bounds[i_window]\n", " print(\"{:.0f} - {:.0f} MHz:\".format(lower, upper))\n", " for i_trans in inds:\n", " nu = sl_dict[\"freq_rest\"][i_trans]\n", " print(\" - nu = {:.0f} MHz, tau = {:.2e}\".format(nu, tau[i_trans]))" ] } ], "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": 2 }