{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "454fd449-73d9-431d-b271-d73dcfcc104c", "metadata": { "tags": [] }, "outputs": [], "source": [ "import numpy as np\n", "import astropy.units as u\n", "import astropy.table\n", "import plasmapy\n", "import pathlib\n", "import matplotlib.pyplot as plt\n", "\n", "import fiasco\n", "from fiasco.io import Parser" ] }, { "cell_type": "markdown", "id": "f4d95d0c-fa2c-4002-9047-a9e15dea076a", "metadata": { "tags": [] }, "source": [ "# MOXSI Line Catalogue\n", "\n", "Start building a catalogue of the lines we want to target for diagnostics in our bandpass. We have a reduced table from the proposal but there are reasons to believe it is not complete and/or the wavelengths may not be as accurate as we would like. The goal here is to use the most recent version of CHIANTI to build a catalogue of the lines we believe will be important for both active regions and flares." ] }, { "cell_type": "markdown", "id": "071871d8-46a6-4a8e-adbe-b66fbc064df4", "metadata": { "tags": [] }, "source": [ "## Lines from Original Proposal\n", "\n", "The following lines are those from Table 2 of the CubIXSS proposal. These are the lines I've been using to label my spectra thus far." ] }, { "cell_type": "code", "execution_count": 2, "id": "6159afe5-2572-4747-a8e2-0fb3c8a520e0", "metadata": {}, "outputs": [], "source": [ "line_ids = [\n", " ('Fe XVIII',14.21*u.angstrom), # also targeted by MaGIXS\n", " ('Fe XVII', 15.01*u.angstrom), # also targeted by MaGIXS\n", " ('Fe XVII', 16.78*u.AA),\n", " ('Fe XVII', 17.05*u.AA),\n", " ('O VII', 21.60*u.angstrom), # also targeted by MaGIXS\n", " ('O VII', 21.81*u.angstrom),\n", " ('O VII', 22.10*u.AA),\n", " ('O VIII', 18.97*u.angstrom), # also targeted by MaGIXS\n", " ('Fe XXV', 1.86*u.AA),\n", " ('Ca XIX', 3.21*u.AA),\n", " ('Si XIII', 6.74*u.AA),\n", " ('Mg XI', 9.32*u.AA),\n", " ('Fe XVII', 11.25*u.AA),\n", " ('Fe XX', 12.83*u.AA),\n", " ('Ne IX', 13.45*u.AA),\n", " ('Fe XIX', 13.53*u.AA),\n", " ('C VI', 33.73*u.AA),\n", " ('C V', 40.27*u.AA),\n", " ('Si XII', 44.16*u.AA),\n", " ('Si XI', 49.18*u.AA),\n", "]" ] }, { "cell_type": "code", "execution_count": 3, "id": "3c4777ae-8026-420e-b9d7-a017d3f48eb5", "metadata": { "tags": [] }, "outputs": [], "source": [ "element = [ion.split()[0] for ion,_ in line_ids]\n", "ion = [ion.split()[1] for ion,_ in line_ids]\n", "wavelengths = u.Quantity([line for _,line in line_ids])\n", "proposal_table_2 = astropy.table.QTable({'element': element,\n", " 'ionization stage': [plasmapy.utils.roman.from_roman(i) for i in ion],\n", " 'ion name': [ion for ion,_ in line_ids],\n", " 'wavelength': wavelengths})\n", "proposal_table_2['energy'] = proposal_table_2['wavelength'].to('keV', equivalencies=u.spectral())" ] }, { "cell_type": "code", "execution_count": 4, "id": "63e7423b-cdfb-4e90-b70f-a9c87494d4da", "metadata": { "tags": [] }, "outputs": [], "source": [ "proposal_table_2.sort(keys='energy',reverse=True)" ] }, { "cell_type": "code", "execution_count": 5, "id": "f929cad1-f5c1-4dff-b0b9-3c29b66fb979", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
QTable length=20\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
elementionization stageion namewavelengthenergy
AngstromkeV
str2int64str8float64float64
Fe25Fe XXV1.866.665817120064529
Ca19Ca XIX3.213.8624360882616893
Si13Si XIII6.741.8395281666646919
Mg11Mg XI9.321.3303025582961399
Fe17Fe XVII11.251.1020817638506688
Fe20Fe XX12.830.9663616401652396
Ne9Ne IX13.450.9218156017338308
Fe19Fe XIX13.530.9163651029800463
Fe18Fe XVIII14.210.8725137117044351
Fe17Fe XVII15.010.8260106491219203
Fe17Fe XVII16.780.7388808011513721
Fe17Fe XVII17.050.7271800494615849
O8O VIII18.970.6535803818302596
O7O VII21.60.5740009186722234
O7O VII21.810.5684740872682268
O7O VII22.10.5610144725484174
C6C VI33.730.36757841219448634
C5C V40.270.30788229062130673
Si12Si XII44.160.28076131891576145
Si11Si XI49.180.25210288416673493
" ], "text/plain": [ "\n", "element ionization stage ion name wavelength energy \n", " Angstrom keV \n", " str2 int64 str8 float64 float64 \n", "------- ---------------- -------- ---------- -------------------\n", " Fe 25 Fe XXV 1.86 6.665817120064529\n", " Ca 19 Ca XIX 3.21 3.8624360882616893\n", " Si 13 Si XIII 6.74 1.8395281666646919\n", " Mg 11 Mg XI 9.32 1.3303025582961399\n", " Fe 17 Fe XVII 11.25 1.1020817638506688\n", " Fe 20 Fe XX 12.83 0.9663616401652396\n", " Ne 9 Ne IX 13.45 0.9218156017338308\n", " Fe 19 Fe XIX 13.53 0.9163651029800463\n", " Fe 18 Fe XVIII 14.21 0.8725137117044351\n", " Fe 17 Fe XVII 15.01 0.8260106491219203\n", " Fe 17 Fe XVII 16.78 0.7388808011513721\n", " Fe 17 Fe XVII 17.05 0.7271800494615849\n", " O 8 O VIII 18.97 0.6535803818302596\n", " O 7 O VII 21.6 0.5740009186722234\n", " O 7 O VII 21.81 0.5684740872682268\n", " O 7 O VII 22.1 0.5610144725484174\n", " C 6 C VI 33.73 0.36757841219448634\n", " C 5 C V 40.27 0.30788229062130673\n", " Si 12 Si XII 44.16 0.28076131891576145\n", " Si 11 Si XI 49.18 0.25210288416673493" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "proposal_table_2" ] }, { "cell_type": "markdown", "id": "397c4829-95bc-4783-a471-7a4a1265fc4f", "metadata": {}, "source": [ "## Line Lists from CHIANTI" ] }, { "cell_type": "markdown", "id": "a6de3215-de82-47f1-9cc4-58b5f0308f53", "metadata": {}, "source": [ "I've run the `ch_ss` GUI from CHIANTI IDL and then exported the lines identified for the $1<\\lambda<70$ Å range. I've built two tables, one for the AR DEM and one for the extended flare DEM. I'm then combining these all into a single table by having a separate intensity column for each DEM. Then, I'm going to write this file back out that we can use as a reference when looking at model spectra." ] }, { "cell_type": "code", "execution_count": 6, "id": "757d15b1-a70f-493e-ba2f-838fa7030d8a", "metadata": { "tags": [] }, "outputs": [], "source": [ "def parse_chianti_line_file(filename):\n", " # Parse the emission line table\n", " line_table = astropy.table.QTable.read(filename, format='fits', hdu=1)\n", " line_table.convert_bytestring_to_unicode()\n", " # Parse the metadata associated with the emission calculation\n", " meta_table = astropy.table.Table.read(filename, format='fits', hdu=2)\n", " meta_table.convert_bytestring_to_unicode()\n", " # Add metadata to line table\n", " for col in meta_table.colnames:\n", " line_table.meta[col] = meta_table[col][0]\n", " # Rename some columns\n", " line_table.rename_columns(\n", " ('IZ', 'ION', 'SNOTE', 'LVL1', 'LVL2', 'TMAX', 'FLAG', 'INT', 'WVL', 'IDENT', 'IDENT_LATEX'),\n", " ('atomic number', 'ionization stage', 'ion name', 'lower level', 'upper level',\n", " 'max temperature', 'only theoretical', 'intensity', 'wavelength', 'transition', 'transition (latex)'),\n", " )\n", " # Use unit information to add units to columns\n", " with u.add_enabled_aliases({'Angstroms': u.angstrom, 'photons': u.photon}):\n", " line_table['wavelength'].unit = line_table.meta['WVL_UNITS']\n", " line_table['intensity'].unit = line_table.meta['INT_UNITS']\n", " # Other fixes\n", " line_table['only theoretical'] = line_table['only theoretical'] == -1\n", " line_table['max temperature'] = (10**line_table['max temperature'] * u.K).to('MK')\n", " line_table['element'] = [i.split()[0] for i in line_table['ion name']]\n", " line_table['ion id'] = [f'{el.lower()}_{i}' for el,i in zip(line_table['element'], line_table['ionization stage'])]\n", " line_table['energy'] = line_table['wavelength'].to('keV', equivalencies=u.spectral())\n", " line_table['ion name'] = list(map(lambda x: x.strip(), line_table['ion name']))\n", " # Abundances\n", " ascii_dbase = '/Users/wtbarnes/ssw/packages/chianti/dbase/'\n", " abundance_file_coronal = 'sun_coronal_1992_feldman_ext.abund'\n", " abundance_file_photospheric = 'sun_photospheric_2015_scott.abund'\n", " coronal_abundances = fiasco.io.Parser(abundance_file_coronal, ascii_dbase_root=ascii_dbase).parse()\n", " photospheric_abundances = fiasco.io.Parser(abundance_file_photospheric, ascii_dbase_root=ascii_dbase).parse()\n", " line_table['abundance (coronal)'] = 0.0\n", " for row in coronal_abundances:\n", " line_table['abundance (coronal)'][line_table['element']==row['element']] = row['abundance']\n", " line_table['abundance (photospheric)'] = 0.0\n", " for row in photospheric_abundances:\n", " line_table['abundance (photospheric)'][line_table['element']==row['element']] = row['abundance']\n", " # Additional intensities\n", " line_table['intensity (coronal)'] = line_table['intensity'] * line_table['abundance (coronal)']\n", " line_table['intensity_scaled (coronal)'] = line_table['intensity (coronal)'] / line_table['intensity (coronal)'].max()\n", " line_table['intensity (photospheric)'] = line_table['intensity'] * line_table['abundance (photospheric)']\n", " line_table['intensity_scaled (photospheric)'] = line_table['intensity (photospheric)'] / line_table['intensity (photospheric)'].max()\n", " line_table.remove_column('intensity')\n", " return line_table" ] }, { "cell_type": "markdown", "id": "adaf1e07-324a-4418-8d60-abf30c3ee0c8", "metadata": {}, "source": [ "Parse the tables produced by CHIANTI. This parsing cleans up the column names and adds some additional columns, including the intensities scaled by the abundances." ] }, { "cell_type": "code", "execution_count": 7, "id": "3bc9ee25-f214-4ed7-a412-e3e1f8e53d7e", "metadata": { "tags": [] }, "outputs": [], "source": [ "ar_line_table = parse_chianti_line_file('../sandbox/data/moxsi_ar_lines.fits')\n", "flare_ext_line_table = parse_chianti_line_file('../sandbox/data/moxsi_flare_ext_lines.fits')" ] }, { "cell_type": "markdown", "id": "029d5faa-21fc-43c6-a2de-286738eeddfd", "metadata": {}, "source": [ "Now, we combine these two separate tables into one, labeling the non-unique column names according to the DEM used." ] }, { "cell_type": "code", "execution_count": 8, "id": "2d48097b-0622-4d20-bb29-93869fdfd220", "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: MergeConflictWarning: Cannot merge meta key 'DATE' types and , choosing DATE='Mon Mar 27 16:06:15 2023' [astropy.utils.metadata]\n", "WARNING: MergeConflictWarning: Cannot merge meta key 'DEM_NAME' types and , choosing DEM_NAME='/Users/wtbarnes/ssw/packages/chianti/dbase/dem/active_region.dem' [astropy.utils.metadata]\n" ] } ], "source": [ "unique_cols = ['max temperature',\n", " 'only theoretical',\n", " 'intensity (coronal)',\n", " 'intensity (photospheric)',\n", " 'intensity_scaled (coronal)',\n", " 'intensity_scaled (photospheric)']\n", "combined_line_list = astropy.table.join(\n", " flare_ext_line_table, ar_line_table,\n", " keys=[c for c in flare_ext_line_table.colnames if c not in unique_cols],\n", " table_names=['flare_ext', 'active_region'],\n", " join_type='outer'\n", ")" ] }, { "cell_type": "markdown", "id": "e39c8581-3687-47a7-94f0-3b774ca0652f", "metadata": {}, "source": [ "This yields a really large line list so we want to pare it down a bit. We apply the condition that the active region or flare intensity must be above a given threshold." ] }, { "cell_type": "code", "execution_count": 9, "id": "ff4fb5ce-cd41-4c9c-b2f4-385e76bd99b3", "metadata": { "tags": [] }, "outputs": [], "source": [ "threshold = 0.01\n", "is_visible = np.logical_or(combined_line_list['intensity_scaled (coronal)_active_region']>threshold,\n", " combined_line_list['intensity_scaled (coronal)_flare_ext']>threshold)" ] }, { "cell_type": "code", "execution_count": 10, "id": "338f8f81-1e74-4ddc-ae21-5403e1778cc6", "metadata": { "tags": [] }, "outputs": [], "source": [ "reduced_line_list = combined_line_list[np.where(is_visible)]" ] }, { "cell_type": "code", "execution_count": 11, "id": "6255ce8a-3d14-4411-b4ed-3c1887cc6ee8", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
QTable length=836\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
atomic numberionization stagetransitiontransition (latex)ion namelower levelupper levelmax temperature_flare_extwavelengthonly theoretical_flare_extelemention idenergyabundance (coronal)abundance (photospheric)intensity (coronal)_flare_extintensity_scaled (coronal)_flare_extintensity (photospheric)_flare_extintensity_scaled (photospheric)_flare_extmax temperature_active_regiononly theoretical_active_regionintensity (coronal)_active_regionintensity_scaled (coronal)_active_regionintensity (photospheric)_active_regionintensity_scaled (photospheric)_active_region
MKAngstromkeVph / (cm2 s sr)ph / (cm2 s sr)MKph / (cm2 s sr)ph / (cm2 s sr)
int16int16str48str93str9int16int16float32float64boolstr2str5float64float64float64float64float64float64float64float32boolfloat64float64float64float64
651s2 1S0 - 1s.2p 1P11s$^{2}$ $^1$S$_{0}$ - 1s 2p $^1$P$_{1}$C V171.040.267398834228516FalseCc_50.30790217899004170.00038904514499428050.00026915348039269146533714714604.0470.0017431709224856474520226194711.8580.0046363717520130141.1220190525054932False329912553647.374760.14822303764598255228243722308.208920.23036640952282866
651s2 1S0 - 1s.2p 3P11s$^{2}$ $^1$S$_{0}$ - 1s 2p $^3$P$_{1}$C V140.891250550746917740.730201721191406FalseCc_50.30440359535143880.00038904514499428050.0002691534803926914817185380850.28450.00021802203744748316565354155454.4130.00057988072351301931.0False47490837462.946830.02133667273732619432855632191.7438960.033161192536082684
651s2 1S0 - 1s.2s 3S11s$^{2}$ $^1$S$_{0}$ - 1s 2s $^3$S$_{1}$C V121.041.471500396728516FalseCc_50.2989624133371860.00038904514499428050.00026915348039269144448601168028.3410.0011868703395496563077680065308.16060.0031567599279039881.1220190525054932False250709904086.476170.11263888912620688173448876363.14020.1750619665656783
651s2 1S0 - 1s.3p 1P11s$^{2}$ $^1$S$_{0}$ - 1s 3p $^1$P$_{1}$C V1171.122019052505493234.972801208496094FalseCc_50.354516064338249950.00038904514499428050.0002691534803926914970088269583.5650.00025881596268700365671137109423.06850.00068838173175869871.1220190525054932False44996472231.797610.02021600488921927731129953072.0514950.031419464444848534
661s 2S1/2 - 2p 2P1/21s $^2$S$_{1/2}$ - 2p $^2$P$_{1/2}$C VI1311.22018909454345733.739601135253906FalseCc_60.36747381196409990.00038904514499428050.0002691534803926914157924415453753.560.04213364999763524109257001675175.80.112064320336233541.5848925113677979False523641758655.51460.23526165115003184362271586304.343930.3656407447490605
661s 2S1/2 - 2p 2P3/21s $^2$S$_{1/2}$ - 2p $^2$P$_{3/2}$C VI1411.22018909454345733.73419952392578FalseCc_60.36753265286542580.00038904514499428050.0002691534803926914289421291045608.60.07721653009600904200230612788695.440.205375465083543351.5848925113677979False855361668545.94040.384296697400997591765693636.97920.5972691679898798
661s 2S1/2 - 3p 2P1/21s $^2$S$_{1/2}$ - 3p $^2$P$_{1/2}$C VI1611.22018909454345728.466299057006836FalseCc_60.43554730520082190.00038904514499428050.000269153480392691420029673823547.3360.0053438429011964513857148688534.3550.0142132030512380771.5848925113677979False44602733254.5089340.02003910593036447430857552253.105240.031144530273704105
661s 2S1/2 - 3p 2P3/21s $^2$S$_{1/2}$ - 3p $^2$P$_{3/2}$C VI1711.22018909454345728.465200424194336FalseCc_60.43556411543063790.00038904514499428050.000269153480392691440066139099582.6250.01068949773680013427718995914237.40.0284312253668373431.5848925113677979False89273505126.470720.0401087802354227961762175728.9828640.062336569536800175
661s 2S1/2 - 4p 2P3/21s $^2$S$_{1/2}$ - 4p $^2$P$_{3/2}$C VI11211.22018909454345726.989599227905273FalseCc_60.459377693556151930.00038904514499428050.000269153480392691413444623584008.2660.00358697585051021749301406987764.0660.0095404032352400371.5848925113677979False27236596864.488790.01223685209235352418843121253.2869340.01901836398138208
761s2 1S0 - 1s.2p 1P11s$^{2}$ $^1$S$_{0}$ - 1s 2p $^1$P$_{1}$N VI171.995263218879699728.78700065612793FalseNn_60.430695090170179150.00016.760829753919819e-054892836634379.6570.0013053907190742763307963549878.2890.0033929604623075831.5848925113677979False158824949992.53550.0713568376880472107378844757.436110.10837747770375417
761s2 1S0 - 1s.2p 3P11s$^{2}$ $^1$S$_{0}$ - 1s 2p $^3$P$_{1}$N VI141.77827942371368429.084299087524414FalseNn_60.42629254382266590.00016.760829753919819e-05509016185965.27050.00013580363594172906344137177530.07840.00035297965632440031.5848925113677979False23018449490.1658970.0103417237919953815562381820.2214090.015707113375528797
761s2 1S0 - 1s.2s 3S11s$^{2}$ $^1$S$_{0}$ - 1s 2s $^3$S$_{1}$N VI121.77827942371368429.534700393676758FalseNn_60.41979162402387090.00016.760829753919819e-052846653696012.60350.00075947667843287271924574100710.78340.0019740253276772411.5848925113677979False121276088983.058880.05448689388796923481992699083.56920.08275523858422558
771s 2S1/2 - 2p 2P1/21s $^2$S$_{1/2}$ - 2p $^2$P$_{1/2}$N VII1311.22018909454345724.78459930419922FalseNn_70.50024693524980160.00016.760829753919819e-0564856235454392.090.01730340376406078243848196638728.350.044974859999339312.238720655441284False104099923411.56820.0467699900964334170380185958.170460.07103472803882507
771s 2S1/2 - 2p 2P3/21s $^2$S$_{1/2}$ - 2p $^2$P$_{3/2}$N VII1411.22018909454345724.779199600219727FalseNn_70.50035594544426210.00016.760829753919819e-05129814006106167.660.0346338967432887765039495810.730.090020130056483142.238720655441284False208256728431.461460.0935655359490177140798828603.34240.14210827041531116
771s 2S1/2 - 3p 2P3/21s $^2$S$_{1/2}$ - 3p $^2$P$_{3/2}$N VII1711.22018909454345720.909500122070312FalseNn_70.5929563007693950.00016.760829753919819e-0518382395110423.3670.00490435503259867112428024381086.0490.0127473579178861032.238720655441284False24102987521.208570.01082898479381696516295619519.1744980.016447170251250934
871s2 1S0 - 1s.2p 1P11s$^{2}$ $^1$S$_{0}$ - 1s 2p $^1$P$_{1}$O VII177.07945632934570321.601499557495117FalseOo_70.5739610720228040.00077624711662869280.0004897788193684457119535470268644.780.03189162139451886475421782891895.020.077359717992769832.238720655441284False1570289359709.87720.7054992491378178990785604468.04471.0
...........................................................................
28192s2 2p6 1S0 - 2s2 2p5 4d 3D12s$^{2}$ 2p$^{6}$ $^1$S$_{0}$ - 2s$^{2}$ 2p$^{5}$ 4d $^3$D$_{1}$Ni XIX17110.09.977100372314453FalseNini_191.24268769288164246.9183097091893625e-061.584893192461114e-0639634878730894.060.0105744390653466629079826160597.8670.0093131289698364826.309576034545898False4772477155.8845570.0021441774595135881093311353.9989080.0011034792482536215
28202s.2p6 2S1/2 - 2s2.2p4(1D).3p 2P3/22s 2p$^{6}$ $^2$S$_{1/2}$ - 2s$^{2}$ 2p$^{4}$ ($^1$D) 3p $^2$P$_{3/2}$Ni XX32911.22018909454345714.470000267028809FalseNini_200.85683618621424166.9183097091893625e-061.584893192461114e-0672730913241022.00.0194043386749338816661689650011.6720.017089805666029516.309576034545898False1627427575.0720380.0007311702936404228372822118.895483140.0003762893982453977
28202s2.2p5 2P3/2 - 2s2.2p4(1D).3d 2D5/22s$^{2}$ 2p$^{5}$ $^2$P$_{3/2}$ - 2s$^{2}$ 2p$^{4}$ ($^1$D) 3d $^2$D$_{5/2}$Ni XX15611.22018909454345711.831999778747559FalseNini_201.0478718792397096.9183097091893625e-061.584893192461114e-06141198889258698.780.0376713414641261632346796800949.2230.033177935903180146.309576034545898False2594049884.08226250.0011654541464792224594262496.91100510.0005997891917596705
28202s2.2p5 2P3/2 - 2s2.2p4(1D).3d 2P3/22s$^{2}$ 2p$^{5}$ $^2$P$_{3/2}$ - 2s$^{2}$ 2p$^{4}$ ($^1$D) 3d $^2$P$_{3/2}$Ni XX15511.22018909454345711.841400146484375FalseNini_201.04704001975653426.9183097091893625e-061.584893192461114e-0680957631788627.70.02159919675889732518546321990925.1330.019022862945013386.309576034545898False1502058905.25510050.0006748446859590477344101815.86006850.0003473019937999782
28202s2.2p5 2P3/2 - 2s2.2p4(1D).3s 2D5/22s$^{2}$ 2p$^{5}$ $^2$P$_{3/2}$ - 2s$^{2}$ 2p$^{4}$ ($^1$D) 3s $^2$D$_{5/2}$Ni XX1911.22018909454345712.927000045776367FalseNini_200.95911037359135416.9183097091893625e-061.584893192461114e-0650728397448075.770.01353414883238281711621204479054.4120.0119198070738337426.309576034545898False1316525681.5883750.0005914883611023491301598609.79888560.00030440350408685507
28202s2.2p5 2P3/2 - 2s2.2p4(3P).3d 2D5/22s$^{2}$ 2p$^{5}$ $^2$P$_{3/2}$ - 2s$^{2}$ 2p$^{4}$ ($^3$P) 3d $^2$D$_{5/2}$Ni XX14911.22018909454345711.961000442504883FalseNini_201.0365704694116326.9183097091893625e-061.584893192461114e-0654333933446386.460.01449609250252534312447185057996.3850.0127670109213752776.309576034545898False1040709885.81302080.00046756990262421635238412861.332469370.00024063012245769744
28202s2.2p5 2P3/2 - 2s2.2p4(3P).3d 2F5/22s$^{2}$ 2p$^{5}$ $^2$P$_{3/2}$ - 2s$^{2}$ 2p$^{4}$ ($^3$P) 3d $^2$F$_{5/2}$Ni XX13911.22018909454345712.112000465393066FalseNini_201.02364756992416966.9183097091893625e-061.584893192461114e-0652712879676498.1950.0140636013517962112075823093512.9570.0123861069471632576.309576034545898False1024125331.22013060.00046011879767962773234613559.367228030.00023679548664132304
28202s2.2p5 2P3/2 - 2s2.2p4(3P).3s 2P3/22s$^{2}$ 2p$^{5}$ $^2$P$_{3/2}$ - 2s$^{2}$ 2p$^{4}$ ($^3$P) 3s $^2$P$_{3/2}$Ni XX1511.22018909454345713.255999565124512FalseNini_200.93530629526718516.9183097091893625e-061.584893192461114e-0661391984021375.0860.01637915429343166414064091033380.4280.014425462703877176.309576034545898False1609886614.87055780.0007232894949998545368803717.063077330.0003722336249133222
28202s2.2p5 2P3/2 - 2s2.2p4(3P).3s 4P5/22s$^{2}$ 2p$^{5}$ $^2$P$_{3/2}$ - 2s$^{2}$ 2p$^{4}$ ($^3$P) 3s $^4$P$_{5/2}$Ni XX1411.22018909454345713.309000015258789FalseNini_200.93158162364604516.9183097091893625e-061.584893192461114e-0685350134211318.950.0227711001606587519552586162409.880.0200549827060095556.309576034545898False2505577340.41208360.0011257052220261165573994608.06579540.000579332809719187
28212s2.2p4 3P2 - 2s2.2p3(2D).3d 3D32s$^{2}$ 2p$^{4}$ $^3$P$_{2}$ - 2s$^{2}$ 2p$^{3}$ ($^2$D) 3d $^3$D$_{3}$Ni XXI14012.58925056457519511.318599700927734FalseNini_211.09540227333101836.9183097091893625e-061.584893192461114e-0691143782064616.030.0243168239815067920879834208274.4530.0214163339045314356.309576034545898False169119903.99700997.598215229974842e-0538743131.7505941543.910344637212956e-05
28212s2.2p4 3P2 - 2s2.2p3(2D).3d 3P22s$^{2}$ 2p$^{4}$ $^3$P$_{2}$ - 2s$^{2}$ 2p$^{3}$ ($^2$D) 3d $^3$P$_{2}$Ni XXI14312.58925056457519511.302000045776367FalseNini_211.09701113016305436.9183097091893625e-061.584893192461114e-0650422296830006.20.0134524823195212911551080878611.630.0118478816731485486.309576034545898False93823295.152635954.215290887155348e-0521493675.1941257232.1693568313061765e-05
28212s2.2p4 3P2 - 2s2.2p3(4S).3d 3D32s$^{2}$ 2p$^{4}$ $^3$P$_{2}$ - 2s$^{2}$ 2p$^{3}$ ($^4$S) 3d $^3$D$_{3}$Ni XXI12812.58925056457519511.539299964904785FalseNini_211.07445164620281426.9183097091893625e-061.584893192461114e-0638385391789593.520.0102410805703342858793585238959.7530.0090195331925044326.309576034545898False74704673.566133383.356329887997864e-0517113852.018323081.7273012386480475e-05
28232s2 2p2 3P0 - 2s2 2p 3d 3D12s$^{2}$ 2p$^{2}$ $^3$P$_{0}$ - 2s$^{2}$ 2p 3d $^3$D$_{1}$Ni XXIII13914.12537860870361310.310999870300293TrueNini_231.20244593145930636.9183097091893625e-061.584893192461114e-06133524420560359.50.035623821597583930588677591628.7970.031374642464391446.309576034545898True1014824.46053582134.5594010459765935e-07232482.8529879022.3464496450039022e-07
28242s2 2p 2P1/2 - 2s2 3d 2D3/22s$^{2}$ 2p $^2$P$_{1/2}$ - 2s$^{2}$ 3d $^2$D$_{3/2}$Ni XXIV12015.848924636840829.946900367736816TrueNini_241.2464606445174436.9183097091893625e-061.584893192461114e-0667922124327718.750.0181213715770125315560059752964.2030.015959869792063926.309576034545898True17923.9622413468578.05287371060142e-094106.1425308132494.144330026896028e-09
28252s 2p 1P1 - 2s 3d 1D22s 2p $^1$P$_{1}$ - 2s 3d $^1$D$_{2}$Ni XXV52019.95263099670419.967000007629395FalseNini_251.24394700851103276.9183097091893625e-061.584893192461114e-0678721595267674.970.02100263048454982518034075617299.3320.0184974545883412756.309576034545898False324.96396543353251.4599973705009554e-1074.444943672682487.513728836689363e-11
28252s 2p 1P1 - 2s 3s 1S02s 2p $^1$P$_{1}$ - 2s 3s $^1$S$_{0}$Ni XXV51219.952630996704110.288000106811523FalseNini_251.2051341091172066.9183097091893625e-061.584893192461114e-0643602824326146.560.011633072275668639988829981808.50.0102454893114634836.309576034545898False236.08661127688271.060689394329881e-1054.084318102577035.45873071416041e-11
28252s2 1S0 - 2s 3p 1P12s$^{2}$ $^1$S$_{0}$ - 2s 3p $^1$P$_{1}$Ni XXV11519.95263099670419.329999923706055FalseNini_251.32887673576691026.9183097091893625e-061.584893192461114e-0638779322008648.8050.0103461796959221688883829438587.8980.0091120961838052756.309576034545898False138.79670403212576.235855186305297e-1131.7964879577979323.209219816518181e-11
" ], "text/plain": [ "\n", "atomic number ionization stage transition ... intensity (photospheric)_active_region intensity_scaled (photospheric)_active_region\n", " ... ph / (cm2 s sr) \n", " int16 int16 str48 ... float64 float64 \n", "------------- ---------------- ------------------------------------------------ ... -------------------------------------- ---------------------------------------------\n", " 6 5 1s2 1S0 - 1s.2p 1P1 ... 228243722308.20892 0.23036640952282866\n", " 6 5 1s2 1S0 - 1s.2p 3P1 ... 32855632191.743896 0.033161192536082684\n", " 6 5 1s2 1S0 - 1s.2s 3S1 ... 173448876363.1402 0.1750619665656783\n", " 6 5 1s2 1S0 - 1s.3p 1P1 ... 31129953072.051495 0.031419464444848534\n", " 6 6 1s 2S1/2 - 2p 2P1/2 ... 362271586304.34393 0.3656407447490605\n", " 6 6 1s 2S1/2 - 2p 2P3/2 ... 591765693636.9792 0.5972691679898798\n", " 6 6 1s 2S1/2 - 3p 2P1/2 ... 30857552253.10524 0.031144530273704105\n", " 6 6 1s 2S1/2 - 3p 2P3/2 ... 61762175728.982864 0.062336569536800175\n", " 6 6 1s 2S1/2 - 4p 2P3/2 ... 18843121253.286934 0.01901836398138208\n", " 7 6 1s2 1S0 - 1s.2p 1P1 ... 107378844757.43611 0.10837747770375417\n", " 7 6 1s2 1S0 - 1s.2p 3P1 ... 15562381820.221409 0.015707113375528797\n", " 7 6 1s2 1S0 - 1s.2s 3S1 ... 81992699083.5692 0.08275523858422558\n", " 7 7 1s 2S1/2 - 2p 2P1/2 ... 70380185958.17046 0.07103472803882507\n", " 7 7 1s 2S1/2 - 2p 2P3/2 ... 140798828603.3424 0.14210827041531116\n", " 7 7 1s 2S1/2 - 3p 2P3/2 ... 16295619519.174498 0.016447170251250934\n", " 8 7 1s2 1S0 - 1s.2p 1P1 ... 990785604468.0447 1.0\n", " ... ... ... ... ... ...\n", " 28 19 2s2 2p6 1S0 - 2s2 2p5 4d 3D1 ... 1093311353.998908 0.0011034792482536215\n", " 28 20 2s.2p6 2S1/2 - 2s2.2p4(1D).3p 2P3/2 ... 372822118.89548314 0.0003762893982453977\n", " 28 20 2s2.2p5 2P3/2 - 2s2.2p4(1D).3d 2D5/2 ... 594262496.9110051 0.0005997891917596705\n", " 28 20 2s2.2p5 2P3/2 - 2s2.2p4(1D).3d 2P3/2 ... 344101815.8600685 0.0003473019937999782\n", " 28 20 2s2.2p5 2P3/2 - 2s2.2p4(1D).3s 2D5/2 ... 301598609.7988856 0.00030440350408685507\n", " 28 20 2s2.2p5 2P3/2 - 2s2.2p4(3P).3d 2D5/2 ... 238412861.33246937 0.00024063012245769744\n", " 28 20 2s2.2p5 2P3/2 - 2s2.2p4(3P).3d 2F5/2 ... 234613559.36722803 0.00023679548664132304\n", " 28 20 2s2.2p5 2P3/2 - 2s2.2p4(3P).3s 2P3/2 ... 368803717.06307733 0.0003722336249133222\n", " 28 20 2s2.2p5 2P3/2 - 2s2.2p4(3P).3s 4P5/2 ... 573994608.0657954 0.000579332809719187\n", " 28 21 2s2.2p4 3P2 - 2s2.2p3(2D).3d 3D3 ... 38743131.750594154 3.910344637212956e-05\n", " 28 21 2s2.2p4 3P2 - 2s2.2p3(2D).3d 3P2 ... 21493675.194125723 2.1693568313061765e-05\n", " 28 21 2s2.2p4 3P2 - 2s2.2p3(4S).3d 3D3 ... 17113852.01832308 1.7273012386480475e-05\n", " 28 23 2s2 2p2 3P0 - 2s2 2p 3d 3D1 ... 232482.852987902 2.3464496450039022e-07\n", " 28 24 2s2 2p 2P1/2 - 2s2 3d 2D3/2 ... 4106.142530813249 4.144330026896028e-09\n", " 28 25 2s 2p 1P1 - 2s 3d 1D2 ... 74.44494367268248 7.513728836689363e-11\n", " 28 25 2s 2p 1P1 - 2s 3s 1S0 ... 54.08431810257703 5.45873071416041e-11\n", " 28 25 2s2 1S0 - 2s 3p 1P1 ... 31.796487957797932 3.209219816518181e-11" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "reduced_line_list" ] }, { "cell_type": "markdown", "id": "c68c863d-847e-4ca6-896d-604b4b0f7a30", "metadata": {}, "source": [ "The resulting line list is greatly reduced compared to the original. Let's write our complete line list to an ASDF file which makes it really easy to load the whole table in." ] }, { "cell_type": "code", "execution_count": 12, "id": "4a60578f-ea20-417b-9d55-f58ecc34da45", "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: UnitsWarning: The unit 'Angstrom' has been deprecated in the VOUnit standard. Suggested: 0.1nm. [astropy.units.format.utils]\n", "WARNING: AstropyDeprecationWarning: ASDF functionality for astropy is being moved out of the astropy package to the new asdf-astropy package. Please use this package instead. astropy.io.misc.asdf is deprecated since astropy 5.1 and will be removed in a future release. [astropy.io.misc.asdf.types]\n", "WARNING: UnitsWarning: The unit 'Angstrom' has been deprecated in the VOUnit standard. Suggested: 0.1nm. [astropy.units.format.utils]\n", "WARNING: AstropyDeprecationWarning: ASDF functionality for astropy is being moved out of the astropy package to the new asdf-astropy package. Please use this package instead. astropy.io.misc.asdf is deprecated since astropy 5.1 and will be removed in a future release. [astropy.io.misc.asdf.types]\n" ] } ], "source": [ "reduced_line_list.write('../data/moxsi-line-list.asdf')" ] }, { "cell_type": "markdown", "id": "b37ddac5-16cb-4101-9db9-96320d05417d", "metadata": {}, "source": [ "We can inspect our line list a bit further in terms of the two cases we're interested in, looking at the top AR and flare lines." ] }, { "cell_type": "code", "execution_count": 13, "id": "8103a44e-e324-471a-9c3d-b20b7183ee1e", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Angstrom \n", "-------- ------------------ --------------------\n", " Fe XVII 15.012999534606934 1.0\n", " Fe XV 69.68199920654297 0.9640567860338324\n", " Fe XVII 17.051000595092773 0.9589103583046258\n", " Fe XVII 17.09600067138672 0.8640182350231367\n", " Fe XVII 16.77560043334961 0.7191395687147936\n", " O VII 21.601499557495117 0.7054992491378178\n", " Fe XVI 63.71099853515625 0.621815642790708\n", " O VIII 18.967100143432617 0.6143438040118606\n", " O VII 22.097700119018555 0.5105757744779554\n", " Fe XVI 66.35700225830078 0.43763281689012395\n", " C VI 33.73419952392578 0.384296697400997\n", " Si XI 49.222999572753906 0.36815618070031947\n", " Si X 50.52399826049805 0.36536935887445027\n", " Mg X 63.29499816894531 0.3529053479360131\n", " Si X 50.691001892089844 0.30915719392100166\n", " Si XII 44.160301208496094 0.30806816974214357\n", " Fe XV 59.404998779296875 0.30740895937047125\n", " O VIII 18.97249984741211 0.30720894659391895\n", " Fe XVI 66.2490005493164 0.30471294436733604\n", " Fe XVI 62.87099838256836 0.29637941852641214\n", " Si IX 55.4010009765625 0.2961550360562739\n", " Fe XVII 15.26200008392334 0.2934056616688641\n", " Fe XVI 54.709999084472656 0.2883885896405102\n", " Si XI 52.29600143432617 0.2871266424928116\n", " Si VIII 61.06999969482422 0.2666145533160502\n", " Si IX 55.35599899291992 0.24410730935044644\n", " C VI 33.739601135253906 0.23526165115003184\n", " Mg X 57.875999450683594 0.22342062340843716\n", " Si XI 43.762001037597656 0.2141632760123673\n", " Mg X 63.152000427246094 0.208446619657502\n", " Fe XVI 50.361000061035156 0.20516478464297788\n", " Fe XIV 58.9630012512207 0.20295742238725584\n", " Mg X 65.84500122070312 0.20064745918260898\n", " Si XII 40.9109992980957 0.19933669242037239\n", " Fe XV 52.9109992980957 0.1812053906958822\n", " Si VIII 61.01900100708008 0.18023913446048065\n", " Si XII 44.01860046386719 0.17087093244477877\n", " Si XII 45.69060134887695 0.16884937413482046\n", " Fe XVI 54.125999450683594 0.15927903611784586\n", " Mg IX 62.750999450683594 0.15314014321724664\n", " C V 40.267398834228516 0.14822303764598255\n", " Si IX 55.27199935913086 0.13987082696648256\n", " O VII 21.803600311279297 0.12366019998958722\n", " Mg IX 67.23899841308594 0.12210195841074008\n", " Si X 57.3650016784668 0.12083894240453012\n", " Fe XV 63.957000732421875 0.12070923809289935\n", " Si VIII 69.63200378417969 0.11885615800483108\n", " Si IX 55.30500030517578 0.11648113733139383\n", " Mg X 57.91999816894531 0.11379716927564866\n", " C V 41.471500396728516 0.11263888912620688\n", " Si X 61.895999908447266 0.11248929028425883\n", " Ca XI 30.447799682617188 0.10925067957747156\n", " Fe XVI 50.564998626708984 0.10906843661114245\n", " Fe XIII 62.35300064086914 0.10633569096379084\n", " Ca XI 35.676300048828125 0.10145178923768895\n", " Mg X 65.6729965209961 0.10104341201304988\n", " Si XII 40.95100021362305 0.10058654300820355\n", " Si X 61.96799850463867 0.10033503193522017\n", " Ca XI 35.212398529052734 0.09996757743806856\n", " Ca XI 35.57569885253906 0.09995070849216862\n", " Ne IX 13.44729995727539 0.09882608471995388\n", " Si XI 46.4010009765625 0.09734376210953499\n", "Fe XVIII 14.203900337219238 0.0938825041297556\n", " Fe XVII 12.124099731445312 0.09360275031556224\n", " N VII 24.779199600219727 0.0935655359490177\n", " Si VIII 60.98899841308594 0.09106941074650864\n", "Fe XVIII 16.07200050354004 0.09056832068814182\n", " O VII 18.62700080871582 0.08867130188570549\n", " Si IX 61.64899826049805 0.08737243011452855\n", " Si IX 69.39800262451172 0.08677299384960142\n", " Fe XIV 59.57899856567383 0.08655179192158571\n", " Si XII 45.520599365234375 0.08530020234070192\n", " Fe XVII 12.263999938964844 0.0848362441632303\n", " S X 42.54309844970703 0.081678825098018\n", " Fe XVI 15.313899993896484 0.07960489067783616\n", " Fe XV 46.2869987487793 0.07810065718526045\n", " Fe XIII 62.974998474121094 0.075786964991252\n", " Si X 52.611000061035156 0.0751620728412125\n", " Fe XVII 13.824999809265137 0.07486006000533336\n", " Si X 57.20800018310547 0.07341998667981273\n", " Si VIII 61.91400146484375 0.07331942559635685\n", " Si X 50.702999114990234 0.072622798492329\n", " Si VIII 69.79000091552734 0.07214073219284972\n", " N VI 28.78700065612793 0.0713568376880472\n", " Fe XVI 15.211400032043457 0.0709708087410087\n", " O VIII 16.00550079345703 0.07040142398131609\n", " Fe XIV 69.68499755859375 0.06794868157630385\n", " Fe XII 66.2969970703125 0.06778230996538158\n", " Si IX 64.4489974975586 0.06764203937200831\n", " S XII 36.39799880981445 0.06675205107630768\n", " Si X 55.09600067138672 0.06665093097316666\n", " Fe XIV 58.70899963378906 0.06496701042992284\n", " Fe XIV 67.14099884033203 0.064248857286418\n", " Ne IX 13.699000358581543 0.06388123600374654\n", " Fe XIV 58.888999938964844 0.06295186319510149\n", " S XI 39.2400016784668 0.06228322744287778\n", " Fe XVII 15.45300006866455 0.060676795809231146\n", "Fe XVIII 16.0049991607666 0.058044166868102175\n", " S X 42.494998931884766 0.056036817086891205\n", " Fe XV 53.165000915527344 0.05527088210863942\n", " N VI 29.534700393676758 0.054486893887969234\n", " Si IX 69.48999786376953 0.054266692182333695\n", " Fe XIII 62.694000244140625 0.053961364236143596\n", " Mg XI 9.168700218200684 0.05366154208348457\n", "Fe XVIII 17.62179946899414 0.05319612233611934\n", " Fe XII 66.0469970703125 0.053172266758490516\n", "Fe XVIII 14.208800315856934 0.05313692224386686\n", " Si IX 64.5780029296875 0.05275463563544712\n", " Fe XV 69.98699951171875 0.05256045813407844\n", " S XIII 35.66699981689453 0.05189960521551626\n", "Fe XVIII 15.622099876403809 0.05106686043942905\n", " Fe XV 43.78099822998047 0.05045668201755555\n", " Si IX 60.512001037597656 0.04931647014072572\n", " Fe XVI 46.71820068359375 0.048661158905622406\n", " Fe XVI 40.153099060058594 0.04842147159953071\n", " Fe XV 56.20000076293945 0.04747032120049853\n", " N VII 24.78459930419922 0.04676999009643341\n", " Si IX 55.382999420166016 0.04541557297506418\n", " Fe XII 65.90499877929688 0.04537713860069303\n", " Si IX 66.70800018310547 0.04527652635384427\n", " S VIII 63.88600158691406 0.04524659939182228\n", " Fe XVI 42.3036994934082 0.04519159161786024\n", " Si IX 55.11600112915039 0.04482868217295474\n", " Si X 52.48699951171875 0.044713399259795464\n", " Si VII 69.66400146484375 0.04467419761841321\n", " Fe XIII 62.71699905395508 0.04438142219099064\n", " Si X 47.48789978027344 0.04409184679688859\n", " Ni XVII 55.15999984741211 0.042132516490625035\n", " S VIII 61.599998474121094 0.04140691906105252\n", " Mg X 63.31100082397461 0.04131709782496914\n", " Fe XIV 59.625999450683594 0.04089668360886058\n", " Si IX 56.027000427246094 0.04067083087359021\n", " Si X 60.11800003051758 0.040357860375881904\n", " Si IX 55.23400115966797 0.04034581395565927\n", " C VI 28.465200424194336 0.04010878023542279\n", " Si XI 46.297000885009766 0.03968434807163301\n", " Mg IX 67.13500213623047 0.03875625402417766\n", " Fe XV 69.94100189208984 0.03874681828235867\n", " Si X 39.442901611328125 0.03853279832208552\n", " Ne X 12.132100105285645 0.03835061373439298\n", " Fe XIV 60.65999984741211 0.03825537320088745\n", "Fe XVIII 14.373000144958496 0.03780288902157377\n", " Si IX 57.11399841308594 0.0377417656014691\n", " S XIII 37.724998474121094 0.0375112673134313\n", " Si VIII 69.90499877929688 0.03747465388210794\n", " Si VII 68.14800262451172 0.03745536048912711\n", " Si IX 62.974998474121094 0.036812663731992566\n", " Fe XIV 55.4370002746582 0.03678301928350382\n", " S XI 39.29999923706055 0.036481349076575846\n", " S VIII 63.30400085449219 0.03626805311859633\n", " Fe XIV 60.39699935913086 0.035398725630603166\n", " Si IX 43.97600173950195 0.03525233483878883\n", " O VIII 16.00670051574707 0.035168946890581365\n", " Si IX 60.62900161743164 0.035138377531874515\n", " Ca XII 32.65700149536133 0.03472990545238717\n", " S IX 47.43299865722656 0.03454099000000885\n", " Mg XI 9.314299583435059 0.034417403994498975\n", " Mg X 47.31019973754883 0.03421643204882827\n", " Fe XVII 11.25 0.0340219437587159\n", " Fe XVI 46.661399841308594 0.03398872838113187\n", " Si XI 49.17599868774414 0.03394779724978135\n", "Fe XVIII 15.82800006866455 0.03385046272827346\n", " Si XII 44.1775016784668 0.03373227890504684\n", " Si X 47.54499816894531 0.03365721602521523\n", " Mg VIII 59.15299987792969 0.03344569008074398\n", " Si X 39.551998138427734 0.033425382458673734\n", " Fe XV 49.4900016784668 0.03300579417144696\n", " Si IX 55.09400177001953 0.03263676522535875\n", " Si X 54.8849983215332 0.03257092664537766\n", " Fe XVI 54.74700164794922 0.03246125385208731\n", " Fe XV 66.2300033569336 0.03225063845402542\n", " Si X 54.5989990234375 0.03214101549084466\n", " S XIV 32.560001373291016 0.031992696188396764\n", " Si XI 37.340999603271484 0.03170954816470072\n", " Mg VIII 69.46700286865234 0.031270698702503485\n", " Si XI 43.685001373291016 0.0312608671203393\n", " Ca XII 27.972999572753906 0.031112324924232486\n", " Fe XV 55.79199981689453 0.031065365272028616\n", " Si IX 55.606998443603516 0.030974768920397737\n", " Ca XV 23.023000717163086 0.030777015750670825\n", " Si IX 58.582000732421875 0.030776892670072088\n", " Fe XIV 66.76699829101562 0.03057678504665202\n", " Si X 54.56999969482422 0.030140419477224897\n", " Si IX 57.27799987792969 0.030107941294219325\n", " Al IX 61.069000244140625 0.030070843887600344\n", " Fe XII 63.3849983215332 0.02991715959608726\n", " Si XI 54.38199996948242 0.029594080015378273\n", " Si IX 61.84400177001953 0.02952487669964862\n", "Fe XVIII 14.536999702453613 0.02940986018288642\n", " Si XII 32.973201751708984 0.02931582907324123\n", " Si IX 61.50199890136719 0.02926299506815557\n", " O VII 17.76799964904785 0.02902977892924736\n", " S X 54.0260009765625 0.02899065250042205\n", " Mg X 44.04999923706055 0.028856279444327324\n", " Al XI 52.44599914550781 0.028762069228902298\n", " Fe XVII 46.30670166015625 0.028660408264463363\n", " S X 42.48500061035156 0.028595629470169807\n", " S VII 60.1619987487793 0.028248993797054162\n", " Ca XII 31.660999298095703 0.028182911833427308\n", " Ar IX 48.73939895629883 0.02815361106656219\n", " Fe XIV 58.49599838256836 0.027883048600170424\n", " S XIII 32.242000579833984 0.027831509272694333\n", " Al X 59.106998443603516 0.02747453781483455\n", " Si VIII 61.790000915527344 0.02718713348022351\n", " Si IX 58.66400146484375 0.026893873454268614\n", " Fe XV 64.87799835205078 0.026857805475670102\n", " Si IX 69.58499908447266 0.026840510450720372\n", " Ar IX 49.34510040283203 0.026678051993584605\n", " Fe XVI 39.82709884643555 0.02653183409329883\n", " Fe XVI 36.749000549316406 0.026469216550439486\n", " Si X 53.595001220703125 0.026221963935875992\n", " Si XI 33.51300048828125 0.026211524036009945\n", " Fe XVI 15.109199523925781 0.026086041994979155\n", " Fe XVI 15.163000106811523 0.02582790833787375\n", " S IX 47.249000549316406 0.025791362383465598\n", " Ni XIX 14.039799690246582 0.025773070696872152\n", " Si XII 31.012100219726562 0.02560225758804738\n", " Si IX 52.8380012512207 0.02550076633057594\n", " Fe XIV 48.486000061035156 0.025422981232264732\n", " Ni XIX 12.4350004196167 0.02539339410225852\n", " Si VIII 63.731998443603516 0.02516981357142197\n", " Si IX 61.402000427246094 0.024872408405874367\n", " Fe XIV 58.75199890136719 0.02481591325415168\n", " Fe XVII 11.128999710083008 0.024335928847186085\n", " S XII 40.59270095825195 0.02409806697405896\n", " S IX 49.11899948120117 0.023853306580359578\n", " Ar IX 41.47600173950195 0.023625343626909767\n", " Ca XIV 24.132999420166016 0.023525921853736254\n", " Fe XII 68.84300231933594 0.023353159288995347\n", " Mg IX 55.060001373291016 0.02326445030601416\n", " Si IX 64.65299987792969 0.022982005753019473\n", " Si IX 61.599998474121094 0.022970728595075457\n", "Ni XVIII 51.03799819946289 0.022964089124818978\n", " S X 54.22800064086914 0.02292913461607743\n", " S IX 64.6969985961914 0.022821295768668346\n", " Si XI 46.26499938964844 0.022762898037021185\n", " Ar IX 49.18550109863281 0.022652128211004808\n", " Ca XIII 26.033000946044922 0.02248059102679015\n", " Ca XII 32.280399322509766 0.02242015979506165\n", " S VIII 63.80099868774414 0.02237551329657542\n", " Al X 63.13399887084961 0.022351187270137088\n", " S VIII 52.75600051879883 0.02211576518308298\n", "Fe XVIII 16.165700912475586 0.021982114300131507\n", " Ca XII 27.972999572753906 0.021968678090780083\n", " S IX 46.37300109863281 0.021900038351914904\n", " Fe XIV 58.10499954223633 0.021896854381763024\n", " Si X 59.94499969482422 0.02182756360751189\n", " Fe XVII 16.335599899291992 0.021789444954924676\n", " Mg IX 67.08999633789062 0.021767064684631285\n", " Fe XVI 66.37699890136719 0.021727925155101264\n", " Si IX 60.709999084472656 0.021652589716831372\n", "Fe XVIII 14.258000373840332 0.021557143584705535\n", " Fe XI 66.52799987792969 0.02152812714046809\n", " Fe XIV 67.25399780273438 0.02147717628246122\n", " O VIII 15.175999641418457 0.021388863891512275\n", " C V 40.730201721191406 0.021336672737326194\n", " Si X 48.549400329589844 0.02128350495739939\n", " S VIII 54.11800003051758 0.021225036220010735\n", " Al IX 60.895999908447266 0.021111292923837198\n", " Fe XVI 41.932098388671875 0.020985296323628406\n", " Ni XIX 14.07409954071045 0.020943176581028167\n", " Si X 49.700801849365234 0.020920106518318472\n", " S XIV 30.427000045776367 0.020914973790298986\n", " Cr XV 18.49690055847168 0.02070108567300106\n", " Si IX 43.939998626708984 0.020562506609199463\n", " Fe XIV 55.38999938964844 0.02054122468608748\n", " Fe XIV 56.138999938964844 0.020482236032409132\n", " Fe XIV 44.57979965209961 0.020411140212784663\n", " Si XI 49.051998138427734 0.020306452244930308\n", " C V 34.972801208496094 0.020216004889219277\n", " Fe XIV 61.185001373291016 0.020180785318902883\n", "Fe XVIII 15.86989974975586 0.020162261173022153\n", " Fe XIV 60.19900131225586 0.02016038219066678\n", " Fe XIV 61.150001525878906 0.02010463014959402\n", " C VI 28.466299057006836 0.020039105930364474\n", " Fe XIV 58.209999084472656 0.020034511874775673\n", " Mg X 47.22850036621094 0.019982241172275927\n", " S XI 39.31999969482422 0.01985513796057801\n", " Fe XII 63.35499954223633 0.019783626650001475\n", " Si XI 37.9900016784668 0.01978271230247813\n", " Ni XI 62.72999954223633 0.019761047893976216\n", " Fe IX 68.50299835205078 0.019692354787661067\n", " Fe XIII 64.35199737548828 0.019547282126033492\n", " Al VIII 67.46399688720703 0.019493851026320865\n", " S XI 39.323001861572266 0.019450277831447683\n", " Si X 52.154998779296875 0.01944569334646552\n", " Si IX 58.73099899291992 0.019337634986552648\n", " Fe XII 67.29100036621094 0.019331716992090155\n", " Mg VIII 59.03799819946289 0.019331151391198124\n", " Si X 49.70100021362305 0.019235456722092533\n", " Fe XIII 64.25800323486328 0.019200519863739773\n", " Ne X 12.137499809265137 0.019198280928754984\n", " Fe XVII 46.29999923706055 0.01889739608891097\n", " Fe XV 65.61499786376953 0.01874251763558545\n", " Cr XV 21.152799606323242 0.01871120370183066\n", " S IX 56.935001373291016 0.01868877197601208\n", " Fe XIV 55.2760009765625 0.01863417128862003\n", " Ca XIV 24.085899353027344 0.01862842730928267\n", " Fe XIII 62.459999084472656 0.018592902888630775\n", " Ni XIX 13.777700424194336 0.01855394481365385\n", " Al XI 48.297000885009766 0.018533465792964585\n", " Fe XIV 58.49599838256836 0.018522510584512222\n", " Ne IX 13.553099632263184 0.01850965442833689\n", " Ca XII 32.49879837036133 0.018507050527210505\n", " Fe XII 66.5260009765625 0.018354468575672328\n", " Fe XII 67.64099884033203 0.01834922974153887\n", " Ar XIII 29.319000244140625 0.018313656477837743\n", " Mg IX 48.34000015258789 0.018310805919744422\n", " Si IX 52.810001373291016 0.018248568390532318\n", " Ni XV 59.59000015258789 0.018232869123519752\n", " Si VIII 63.90299987792969 0.018198993456738692\n", " Si IX 43.948001861572266 0.01803735309958129\n", " S XIV 32.41600036621094 0.017905218069645592\n", " Fe XVI 17.45319938659668 0.017758149712078498\n", " Mg VIII 69.41500091552734 0.017733437872142013\n", " Si XI 50.47200012207031 0.017647266948837496\n", " Mg IX 62.597999572753906 0.017512723726290726\n", " Si IX 69.49199676513672 0.01745520990578249\n", " Fe XVII 10.770000457763672 0.017386078668095772\n", " S IX 54.17499923706055 0.01737294583041275\n", " Fe XII 65.83300018310547 0.017326193972792673\n", " Mg VII 67.59400177001953 0.017224301488035713\n", " Si X 53.573001861572266 0.017197897208870917\n", " Fe XIV 61.06999969482422 0.01717022653801619\n", " S VIII 52.790000915527344 0.01712789227079782\n", " S XII 36.563499450683594 0.01708532780810832\n", " Si XI 46.314998626708984 0.01702543403738423\n", " Si IX 61.696998596191406 0.016978364613751424\n", " S XIV 33.54949951171875 0.016965021128965592\n", " Fe XVII 13.890000343322754 0.016813576279676154\n", "Ni XVIII 52.720001220703125 0.016782172871534946\n", " Ca XII 37.604000091552734 0.016772906004488327\n", " Ne VIII 67.38200378417969 0.016722967058525655\n", " Fe XVII 16.003799438476562 0.016722840495226515\n", " Fe XIII 59.24800109863281 0.016658556087369568\n", " Ni XVII 57.57899856567383 0.01661389471964049\n", " S X 47.79199981689453 0.016346741932027974\n", " Mg IX 67.14099884033203 0.016296972373773973\n", " Fe XIII 62.154998779296875 0.016277563065368376\n", " S X 47.65439987182617 0.016276569037301607\n", " Si XII 32.88779830932617 0.016246013215358106\n", " Cr XV 21.212099075317383 0.016218163058694952\n", " Al XI 54.38800048828125 0.01612102639721641\n", " Al XI 52.29899978637695 0.01606584769930709\n", " S XII 43.346099853515625 0.01601851749438829\n", " Si X 50.75899887084961 0.015992891190485966\n", " Ar X 44.630001068115234 0.015990610628045316\n", " Mg X 44.04999923706055 0.01594609925170552\n", " Al X 51.979000091552734 0.015931236517253724\n", " Fe XII 67.97200012207031 0.015860673366201762\n", " Fe XII 67.7020034790039 0.01584436643937041\n", " Fe XIV 69.55400085449219 0.01572647271043464\n", " Ni XVII 47.6619987487793 0.015672441188561856\n", " Fe XVI 15.158499717712402 0.015655968744067543\n", " Si IX 66.86000061035156 0.015614666400458428\n", " Si IX 52.50400161743164 0.01560412098552271\n", " Si IX 59.5890007019043 0.015591832199239852\n", " Si IX 66.84500122070312 0.015526447946218552\n", " Cr XV 20.862899780273438 0.015507304161196755\n", " Si VIII 61.2859992980957 0.015501995241709773\n", " Mg IX 56.483001708984375 0.01548080741930251\n", " S XI 44.92499923706055 0.015479518987897286\n", " Ca XII 28.47800064086914 0.015430899059487361\n", " Fe XVI 35.105899810791016 0.015419411859017084\n", " Si IX 66.697998046875 0.015274008890453493\n", " Fe XIV 56.68600082397461 0.015235945365909354\n", " Si X 65.11199951171875 0.01523292472599338\n", " Fe XIV 58.0369987487793 0.015136705898815432\n", " Si VII 69.38500213623047 0.01512104820381035\n", " Si IX 43.917999267578125 0.015080110643311558\n", " Mg X 47.887699127197266 0.015068006246845629\n", " Si X 50.30500030517578 0.014985479806141056\n", " Ca XIII 25.976999282836914 0.014969877208888687\n", " Ar XII 31.3882999420166 0.014963742125476845\n", " Si X 48.489601135253906 0.014949635277963431\n", " Ca XI 30.867000579833984 0.014874830550537932\n", " Si VIII 61.904998779296875 0.014804688377102559\n", " Si X 48.43579864501953 0.01479837519751027\n", " S VIII 61.97800064086914 0.014783905122079943\n", " Ca XI 25.32670021057129 0.01476497516605227\n", " S XII 37.714500427246094 0.014737344644216948\n", "Fe XVIII 14.550999641418457 0.014708858483304776\n", " Si IX 69.38400268554688 0.014692245549534784\n", " Fe XIV 62.51499938964844 0.014687042005038148\n", "Fe XVIII 15.869999885559082 0.014556668001067944\n", " Si VII 69.60199737548828 0.014533103707211873\n", " Fe XII 66.01399993896484 0.014363859644307793\n", " Fe XIV 55.84199905395508 0.014281492389131765\n", " O VII 17.395999908447266 0.014279300862148332\n", " Fe XIV 59.202999114990234 0.014107929711292213\n", " Si VIII 61.89500045776367 0.013905965480658804\n", " Fe XVII 16.237899780273438 0.013786707079083095\n", " Si IX 64.5790023803711 0.013762078861420989\n", " Fe XVII 50.2599983215332 0.013714370072223394\n", " Fe XIV 65.11900329589844 0.013522049074973487\n", " Si IX 66.92900085449219 0.013472210269011414\n", " Fe XIII 63.191001892089844 0.01347196173492338\n", " Si IX 57.77799987792969 0.01343412727646859\n", " Fe XVI 36.803001403808594 0.013428281764734635\n", " Si VII 68.37799835205078 0.01341805601801156\n", " Al VIII 67.40699768066406 0.013323139061099562\n", " Si VIII 63.2239990234375 0.013317521055939103\n", " Si IX 52.20600128173828 0.0132946017434768\n", " Si X 54.70199966430664 0.013220605356148024\n", " Fe XIV 56.9630012512207 0.013202926390464238\n", " Fe XIV 58.4379997253418 0.013196120157443522\n", " S XII 36.572898864746094 0.013183530087570767\n", " Ni XV 63.56999969482422 0.013173677959095638\n", " Si XI 46.40800094604492 0.013169848218787009\n", " Si X 52.06999969482422 0.013068236555493195\n", " Si X 54.4640007019043 0.013045509804264513\n", " Ar X 43.27199935913086 0.012887360691934616\n", " Mg IX 67.24600219726562 0.012882688690020828\n", " Fe XIV 58.91699981689453 0.012847929326367772\n", " Fe XIV 58.31800079345703 0.012808892639915803\n", " Si XII 31.0226993560791 0.012804804438481575\n", " S XI 47.71500015258789 0.01270437051826203\n", " S X 54.332000732421875 0.012673262838547911\n", " Fe XIV 68.85199737548828 0.012551318277522415\n", " Si IX 52.547000885009766 0.01254520993542605\n", " Si XII 33.31669998168945 0.012494455364655117\n", " Mg IX 51.65399932861328 0.0123911518871088\n", " Si IX 66.8499984741211 0.012262365139343062\n", " Fe XV 55.63399887084961 0.012258441558387652\n", " C VI 26.989599227905273 0.012236852092353524\n", " Si X 54.52199935913086 0.012171102324321108\n", " Fe XVI 40.24489974975586 0.012067607157959738\n", " Si X 61.89500045776367 0.0120301046553999\n", " Fe XIII 64.08300018310547 0.012021393433439637\n", " Si XIII 6.647900104522705 0.011945598852977832\n", " Ca XVI 21.450000762939453 0.011895694813735789\n", " Si X 50.15399932861328 0.011895281119771702\n", " Ar X 44.07699966430664 0.011883480896056295\n", "Ni XVIII 44.365299224853516 0.011872038329503887\n", " Fe XVI 15.537599563598633 0.011836838202923356\n", " Ca XIII 32.803001403808594 0.01181315024154617\n", " Ne IX 11.546600341796875 0.01180640118618024\n", "Ni XVIII 52.6150016784668 0.011696863210362434\n", " Fe XIV 56.542999267578125 0.011691525400229956\n", " Fe XIV 55.505001068115234 0.011666296159838005\n", " Si X 50.33300018310547 0.011651673474957597\n", " S IX 56.08100128173828 0.011563655041471776\n", " Ni XV 65.9000015258789 0.011560757055890884\n", " Fe XV 50.12099838256836 0.011514359437479808\n", " S X 43.00199890136719 0.011512302557548612\n", " Si IX 55.71799850463867 0.011441783064679507\n", " Fe XVII 50.60599899291992 0.011391661403254845\n", " Si X 56.68000030517578 0.011301070299561638\n", " Ar X 37.430999755859375 0.011226815643662996\n", " Si X 50.31700134277344 0.011226405122457409\n", " Fe XV 44.981998443603516 0.011218796384237019\n", " Si XI 35.446998596191406 0.011198045328622912\n", " Fe XII 66.1969985961914 0.011191736302461466\n", " Fe XII 68.98400115966797 0.011136272271168124\n", " Fe XIX 13.524900436401367 0.011105918746710824\n", " Si X 47.64609909057617 0.011103128693398306\n", "Fe XVIII 14.352499961853027 0.011077714142615607\n", " Fe XIII 61.74300003051758 0.010976016786464192\n", " Ar XI 34.33000183105469 0.010969910547404094\n", " Si XI 54.25 0.010956680536373466\n", " Si IX 65.22899627685547 0.010883744059893454\n", "Ni XVIII 50.255001068115234 0.010873961205521757\n", " N VII 20.909500122070312 0.010828984793816965\n", " Ar XII 31.347000122070312 0.010827513955725433\n", " Si X 54.66400146484375 0.010746556828351805\n", " O VIII 15.17650032043457 0.010689323963213943\n", " Si X 47.04750061035156 0.010668757904326627\n", " Fe XIII 59.57699966430664 0.010659749620674312\n", " Si IX 61.124000549316406 0.010657654460876282\n", " S XIV 30.4689998626709 0.010615898779045525\n", " Si VIII 62.85100173950195 0.010577395343247748\n", " Si VII 69.58000183105469 0.010575304798923485\n", " Mg XI 9.231200218200684 0.01055185919290693\n", " Si IX 56.518001556396484 0.010509438830248073\n", " Fe XVII 10.503999710083008 0.010455020704334057\n", " Fe XVII 46.400001525878906 0.010408553487102633\n", " Si IX 63.07500076293945 0.010406865819786964\n", " Fe XVII 57.709999084472656 0.010352144058076674\n", " N VI 29.084299087524414 0.01034172379199538\n", " Si VIII 64.32499694824219 0.010325739840657462\n", " Fe XV 56.23699951171875 0.010322660560611393\n", " Fe XVI 35.999000549316406 0.010313859117654244\n", " Fe XVII 68.51000213623047 0.010309597096079474\n", " Al X 55.375 0.010292249573554875\n", " Si X 50.71900177001953 0.01024847965490272\n", " Mg VII 67.55699920654297 0.01023693291301588\n", " Si X 48.3484992980957 0.010173300539891812\n", " Ca XIII 26.7189998626709 0.010144712868729403\n", " Ni XII 60.02000045776367 0.0101217935869688\n", " Fe XIII 63.632999420166016 0.010101812478528802\n", " Fe XIV 56.10300064086914 0.010017818681623759\n", " Si VII 69.86000061035156 0.010000743875417896\n" ] } ], "source": [ "reduced_ar_line_list = reduced_line_list[reduced_line_list['intensity_scaled (coronal)_active_region']>threshold]\n", "reduced_ar_line_list[\n", " reduced_ar_line_list.argsort(keys='intensity (coronal)_active_region', reverse=True)][\n", " ['ion name', 'wavelength', 'intensity_scaled (coronal)_active_region']\n", "].pprint_all(show_name=False)" ] }, { "cell_type": "code", "execution_count": 14, "id": "b2e5e607-9ec1-4f62-9fbd-e248d350e664", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Angstrom \n", "-------- ------------------ --------------------\n", " Fe XVII 15.012999534606934 1.0\n", " Fe XVII 17.051000595092773 0.7990830377280506\n", " Fe XXI 12.281999588012695 0.7525288356799003\n", " Fe XVII 17.09600067138672 0.7228795890158841\n", " Fe XVII 16.77560043334961 0.5949798048043987\n", "Fe XXIII 11.737000465393066 0.49179069142967213\n", "Fe XVIII 14.203900337219238 0.4896022804982188\n", " O VIII 18.967100143432617 0.4122510037782132\n", " Fe XXII 11.767499923706055 0.4118199400496306\n", " Fe XXIV 11.170900344848633 0.37157515994978524\n", "Fe XVIII 16.07200050354004 0.33495904420023276\n", " Fe XIX 13.524900436401367 0.3077585024598136\n", " Fe XXIV 10.619000434875488 0.305398657251735\n", " Fe XX 12.82699966430664 0.29560189950656485\n", " Fe XVII 15.26200008392334 0.28855152685279967\n", "Fe XXIII 12.16100025177002 0.2815051348779527\n", "Fe XVIII 14.208800315856934 0.27566060993420255\n", " Mg XII 8.41919994354248 0.27343705400135815\n", " Fe XX 12.845399856567383 0.266082030490089\n", " Si XIV 6.1803998947143555 0.2479326087679569\n", "Fe XVIII 17.62179946899414 0.24004924504959327\n", "Fe XVIII 16.0049991607666 0.2387232091747517\n", " Si XIII 6.647900104522705 0.23831563184668772\n", "Fe XXIII 10.979999542236328 0.2312085694154163\n", "Fe XVIII 15.622099876403809 0.21002123717615723\n", " Fe XXIV 11.029000282287598 0.20972275552150435\n", " O VIII 18.97249984741211 0.20605731780412825\n", " Fe XIX 13.506400108337402 0.19494433901315555\n", "Fe XVIII 14.373000144958496 0.19125242262590028\n", " Fe XXIV 11.426300048828125 0.18556109720677424\n", " Fe XIX 16.109899520874023 0.18051193174733077\n", " Fe XXI 13.506999969482422 0.1611063121023265\n", " Fe XXIV 10.663000106811523 0.1599207372156702\n", " Fe XIX 13.798999786376953 0.15840642466078908\n", " Mg XI 9.168700218200684 0.14946556922191895\n", "Fe XXIII 11.017999649047852 0.1490021727667895\n", "Fe XVIII 14.536999702453613 0.14459757683859914\n", " Fe XXII 12.742600440979004 0.14176705178397692\n", " Mg XII 8.424599647521973 0.13670985576462677\n", "Fe XVIII 15.82800006866455 0.1331959162139273\n", " Fe XXI 12.395000457763672 0.131594047705281\n", " Ne X 12.132100105285645 0.1296553562706885\n", " Fe XXI 14.008000373840332 0.12720718941890047\n", " Fe XX 12.812000274658203 0.1262192366900194\n", " Si XIV 6.185800075531006 0.12399357775066085\n", " Fe XIX 15.081000328063965 0.11896888085285239\n", " Fe XIX 13.471400260925293 0.11644694023944287\n", " Fe XVII 12.124099731445312 0.11339930939334654\n", " Si XIII 6.740300178527832 0.1106974765714088\n", "Fe XVIII 14.258000373840332 0.11065064895685729\n", " Fe XIX 13.455699920654297 0.10847066476691014\n", " Fe XIX 13.690500259399414 0.10602674971923219\n", "Fe XVIII 16.165700912475586 0.10542858056985398\n", " Fe XVII 12.263999938964844 0.10193770260448132\n", " Si XII 44.160301208496094 0.10068175237526199\n", " Ni XIX 12.4350004196167 0.09868881845621418\n", " Fe XIX 14.668999671936035 0.09764415209687931\n", " Fe XXI 12.821999549865723 0.0923044461875117\n", " Fe XXV 1.8503999710083008 0.09069456231515381\n", " Fe XVI 63.71099853515625 0.08924358504936311\n", " Fe XVII 13.824999809265137 0.0879335250168359\n", " Si XII 40.9109992980957 0.08714054397041306\n", " Fe XXI 9.475000381469727 0.08666557489921692\n", " Fe XX 12.951000213623047 0.08480209256050454\n", " Fe XXIV 11.260600090026855 0.08422358608970687\n", " Fe XX 14.263400077819824 0.08114561486203685\n", " C VI 33.73419952392578 0.07721653009600904\n", " Fe XXII 11.933600425720215 0.0767014638342437\n", "Fe XVIII 15.86989974975586 0.07606396144080754\n", " Ni XIX 14.039799690246582 0.07532523461561419\n", " Fe XX 12.905500411987305 0.0717605770153224\n", "Fe XVIII 14.550999641418457 0.07013357311839734\n", " Mg XI 9.314299583435059 0.06983122883637835\n", " Fe XX 13.052000045776367 0.06688102035043217\n", " Fe XVI 66.35700225830078 0.06674867602868391\n", " Fe XXII 13.230999946594238 0.0667266074672997\n", " Ne X 12.137499809265137 0.06484078899052988\n", " Fe XX 13.404999732971191 0.06426023061392712\n", " Fe XIX 13.741299629211426 0.06367427982521132\n", " Fe XIX 13.64799976348877 0.06124638966977607\n", " Fe XIX 14.991999626159668 0.061011027254637806\n", " O VIII 16.00550079345703 0.060592315116662104\n", " Fe XIX 16.2721004486084 0.058833518495426326\n", " Fe XXII 11.535799980163574 0.05672176258514685\n", "Fe XVIII 15.869999885559082 0.05656686928372383\n", "Fe XVIII 14.352499961853027 0.056289421279127956\n", " Si XII 44.01860046386719 0.05546283810863876\n", " Ni XIX 13.777700424194336 0.05501988721911229\n", " Fe XXII 12.935999870300293 0.05448509826025979\n", " Fe XXII 12.19260025024414 0.05407686807575929\n", " Ni XIX 14.07409954071045 0.05398649743721928\n", " Fe XXI 11.975000381469727 0.052889012156386826\n", " Fe XXII 11.920700073242188 0.05249743673095293\n", " Fe XIX 10.815999984741211 0.051822278916743965\n", " Fe XIX 13.721199989318848 0.051577213894886405\n", " Fe XIX 14.738100051879883 0.05061878214002545\n", " Si XII 45.69060134887695 0.050449048875881336\n", "Fe XVIII 11.420000076293945 0.049307385293843826\n", "Fe XXIII 11.442000389099121 0.04814011280937068\n", " Fe XVII 15.45300006866455 0.047673209009889396\n", " Fe XX 14.763699531555176 0.047331328992566146\n", "Fe XVIII 11.524999618530273 0.046917444607971884\n", " Fe XVI 66.2490005493164 0.04650029613422574\n", " Fe XVI 54.709999084472656 0.04645653558773096\n", " Fe XXII 11.499300003051758 0.045570992764469576\n", "Fe XXIII 8.814000129699707 0.04508584179035522\n", " Fe XIX 13.429699897766113 0.044905277232104954\n", " Fe XVII 11.25 0.04458767268142438\n", " Fe XXII 8.976699829101562 0.04439623206735759\n", " Si XII 40.95100021362305 0.04359226165423845\n", " Fe XX 13.780599594116211 0.04334895194900121\n", " Fe XXI 13.255000114440918 0.04332505487609434\n", " Fe XX 13.14050006866455 0.043260958852414315\n", " Fe XXIV 7.984099864959717 0.04271889121475153\n", " Fe XVI 62.87099838256836 0.042536662032874\n", " C VI 33.739601135253906 0.04213364999763524\n", "Fe XVIII 14.418899536132812 0.04198042947994366\n", " Fe XXI 12.49899959564209 0.04184078238202303\n", " Fe XXIV 11.187899589538574 0.04160074330836398\n", " Fe XX 12.581000328063965 0.040833399615154434\n", "Fe XXIII 8.303000450134277 0.04051074299514384\n", " Fe XX 13.1427001953125 0.040412458766163895\n", " Fe XXIV 8.316399574279785 0.03971524647754405\n", "Fe XVIII 14.258000373840332 0.039668601438808446\n", " S XV 5.038700103759766 0.038977566702301854\n", " Fe XX 14.913299560546875 0.037709025845725774\n", " Ni XX 11.831999778747559 0.03767134146412616\n", " Ni XIX 12.656000137329102 0.03761767141978405\n", " Fe XV 69.68199920654297 0.036297870935780976\n", " Fe XVI 50.361000061035156 0.035792486974997886\n", "Fe XVIII 16.02560043334961 0.03570691710580132\n", "Ni XXIII 10.310999870300293 0.0356238215975839\n", " Ne IX 13.44729995727539 0.0352391004263809\n", " Si XIII 6.688199996948242 0.03491540183370167\n", " N VII 24.779199600219727 0.03463389674328\n", "Ca XVIII 19.789100646972656 0.034365305582016906\n", "Fe XVIII 16.305700302124023 0.03435892010446177\n", "Fe XVIII 14.344099998474121 0.03400298971487221\n", " Fe XXI 12.42199993133545 0.03396246765066526\n", " Mg XII 7.105800151824951 0.033947685424690385\n", " Fe XIX 13.768600463867188 0.03384284740727596\n", " Fe XX 14.3125 0.033667228940748986\n", " Si XIII 5.680699825286865 0.03305798724456068\n", " Fe XX 12.426300048828125 0.03291538683062994\n", " Fe XX 14.402899742126465 0.03275909477437533\n", " Mg X 63.29499816894531 0.032448608979999266\n", " Fe XXII 11.795499801635742 0.03238942163908518\n", " S XIV 32.560001373291016 0.0323343197150074\n", "Fe XVIII 14.418999671936035 0.03225707280734121\n", "Fe XVIII 14.579999923706055 0.03211511363279899\n", " Fe XVII 11.128999710083008 0.032050939369853385\n", " Fe XIX 13.017999649047852 0.032003465524315204\n", " O VII 21.601499557495117 0.031891621394518864\n", " Fe XIX 14.991999626159668 0.03140837553704566\n", " Fe XX 12.581000328063965 0.03108486417906092\n", " Fe XVII 46.30670166015625 0.031045749409376988\n", "Fe XVIII 15.766400337219238 0.030708480459568525\n", "Fe XVIII 11.32610034942627 0.030619932238577594\n", " Fe XIX 13.843700408935547 0.03035222441290314\n", " O VIII 16.00670051574707 0.030269172791130783\n", "Fe XVIII 13.961999893188477 0.03002176793136807\n", " Fe XVI 15.313899993896484 0.029879005057668415\n", " Si XIV 5.216800212860107 0.02936864502905615\n", "Fe XXIII 11.336999893188477 0.029024481992923245\n", " Fe XX 12.426300048828125 0.02882088840195315\n", " Fe XX 13.516599655151367 0.028675548737424113\n", " Fe XXI 12.043999671936035 0.028201653682173873\n", " Fe XXII 11.510100364685059 0.028198704437883776\n", " Fe XXV 1.8681999444961548 0.027753410239687384\n", " Mg X 57.875999450683594 0.027449896626626776\n", " S XIV 30.427000045776367 0.027413783952741112\n", "Fe XVIII 13.396900177001953 0.027293621695097636\n", " S XVI 4.727399826049805 0.02725158115629327\n", " Fe XXI 12.64900016784668 0.027068381781636904\n", " Fe XIX 10.632599830627441 0.02657790716739449\n", " Fe XVI 15.211400032043457 0.026573232245620203\n", "Fe XVIII 11.32610034942627 0.0265622517090096\n", " Fe XX 13.843999862670898 0.026460020798328942\n", " Fe XIX 13.77400016784668 0.026444041260405282\n", " Fe XXII 11.885199546813965 0.02631010439215805\n", "Fe XVIII 15.396699905395508 0.026014637485102746\n", " Fe XXII 12.5068998336792 0.025841814311349767\n", " Fe XVI 54.125999450683594 0.025707734884033894\n", " Fe XXII 12.090700149536133 0.025560309703945006\n", " Si XII 45.520599365234375 0.025486112098778574\n", " Fe XXII 12.214300155639648 0.025477598631821807\n", " Fe XX 14.962200164794922 0.025304056653718054\n", "Fe XVIII 11.524999618530273 0.025290902675160078\n", " Fe XXII 13.21030044555664 0.025105122015882376\n", "Ca XVIII 18.690900802612305 0.025041343325363036\n", " Fe XXI 8.572999954223633 0.024722029374127572\n", "Fe XVIII 10.522899627685547 0.024498275951999146\n", " Ni XXI 11.318599700927734 0.02431682398150679\n", " Fe XIX 16.34000015258789 0.024190689640817362\n", " Fe XXI 13.052000045776367 0.02411761388102585\n", " Fe XXIV 32.47809982299805 0.02399133208738223\n", " Fe XVII 10.770000457763672 0.023871780993225625\n", " Fe XIX 9.847999572753906 0.0236616996208335\n", "Fe XVIII 14.77180004119873 0.02352350242871807\n", " Fe XXI 13.352999687194824 0.0235091706547354\n", " Fe XXIV 8.2322998046875 0.023491363104065854\n", "Fe XXIII 35.27399826049805 0.023418697792289576\n", " Fe XX 12.965999603271484 0.023213139186119364\n", " Fe XIX 13.671600341796875 0.023140874774942928\n", " Fe XX 12.982000350952148 0.023081344715554872\n", " Fe XIX 14.041999816894531 0.022942503494296114\n", " Fe XXI 13.574000358581543 0.022915550648206717\n", "Fe XXIII 8.906000137329102 0.022819286304501835\n", " Ni XX 13.309000015258789 0.02277110016065875\n", " Fe XX 14.45300006866455 0.022760943509238747\n", " Fe XIX 13.554800033569336 0.022513426342591823\n", " Fe XX 14.44849967956543 0.022229385739754685\n", " Al XIII 7.170899868011475 0.022195914938416095\n", " Fe XXI 35.63100051879883 0.022169281858376466\n", "Fe XVIII 14.487099647521973 0.02201529349355861\n", " Fe XIX 14.01729965209961 0.021774421861430516\n", " Mg XI 7.850500106811523 0.02168266963225494\n", " Fe XXII 12.05739974975586 0.021602818570805794\n", " Fe XIX 13.673299789428711 0.021602486104542344\n", " Ni XX 11.841400146484375 0.021599196758897325\n", " Fe XXIV 7.99429988861084 0.021565351705248207\n", " Fe XX 15.515000343322754 0.02131992669450924\n", " Fe XXII 12.388799667358398 0.021315061390566412\n", " Fe XXI 12.204000473022461 0.021177106700121275\n", " Fe XXI 13.069999694824219 0.021077393223919987\n", " Fe XX 14.932000160217285 0.021020649251908823\n", " Ni XXV 9.967000007629395 0.021002630484549825\n", " Fe XIX 13.937999725341797 0.020968003348795325\n", " Fe XXI 9.805999755859375 0.020957458571473016\n", " Fe XXI 13.782999992370605 0.020727127872813934\n", " Fe XXII 11.44159984588623 0.020674827208766948\n", "Fe XVIII 15.449700355529785 0.020490699473778674\n", " Fe XX 13.972299575805664 0.020469913771521523\n", " Fe XIX 12.923999786376953 0.02039908969646279\n", " Mg XI 9.231200218200684 0.02038227962299861\n", " Fe XIX 16.378700256347656 0.020333225883396835\n", "Fe XVIII 10.433799743652344 0.02031735248149734\n", " O VIII 15.175999641418457 0.02011130251389851\n", "Fe XVIII 13.318900108337402 0.020046235535070574\n", " Fe XVII 46.29999923706055 0.0199500220518005\n", " Fe XIX 14.20259952545166 0.01984383913036219\n", " Fe XIX 13.635700225830078 0.019724684414911462\n", " Fe XX 12.986000061035156 0.01967054231829778\n", "Fe XVIII 18.10700035095215 0.019649977023697075\n", " Fe XX 13.267000198364258 0.019594448853658523\n", " Fe XVII 16.335599899291992 0.019492720971561784\n", " Ni XX 14.470000267028809 0.01940433867493388\n", " Mg X 63.152000427246094 0.019274089570629514\n", " Fe XX 15.0600004196167 0.01907239522433792\n", " Fe XVI 50.564998626708984 0.018985721181499812\n", " Fe XXV 1.8595000505447388 0.01894606208066694\n", " Fe XX 13.267000198364258 0.01887679238257305\n", "Ca XVIII 19.642000198364258 0.018874875662835886\n", " Ca XVII 21.1560001373291 0.018860163139847688\n", " Fe XX 13.393600463867188 0.018739722639807863\n", "Fe XVIII 14.469599723815918 0.018621514420576586\n", "Fe XXIII 11.845999717712402 0.018395620999685353\n", " Fe XIX 14.932000160217285 0.018333352016878086\n", " Fe XXI 13.100000381469727 0.01815199640577247\n", " Ni XXIV 9.946900367736816 0.01812137157701253\n", " Fe XIX 14.017900466918945 0.018027781292741074\n", " Fe XXI 13.972999572753906 0.01797372030926856\n", " Fe XXI 11.937999725341797 0.017961767523765503\n", " S XIV 32.41600036621094 0.017926504389995566\n", " Fe XXI 12.567999839782715 0.017886960639442312\n", " Fe XIX 13.253999710083008 0.01780574644376687\n", " Ne X 10.238499641418457 0.017790483436973637\n", " Fe XXI 12.822999954223633 0.017497870409168063\n", " Fe XIX 10.684000015258789 0.017362191374909505\n", " Fe XXIV 8.372699737548828 0.017345893892563812\n", "Fe XVIII 11.310600280761719 0.017337463765566087\n", "Fe XVIII 14.889599800109863 0.017311097052677027\n", " N VII 24.78459930419922 0.017303403764060782\n", " Fe XXI 9.159000396728516 0.017270745719757275\n", "Fe XVIII 14.70580005645752 0.017259867159082124\n", " Fe XIX 12.923999786376953 0.01714123814931826\n", " Fe XXV 1.855299949645996 0.017136760394582284\n", "Fe XVIII 14.14430046081543 0.017135969358642256\n", " Fe XIX 10.654999732971191 0.017022177328555523\n", " Mg XII 7.106900215148926 0.01700915174414104\n", " Al XII 7.757299900054932 0.016955139064576748\n", "Fe XVIII 14.45300006866455 0.0168909515619719\n", "Fe XXIII 11.298999786376953 0.016797457207565678\n", " Fe XXIV 32.37710189819336 0.016724888895575815\n", "Fe XVIII 13.424099922180176 0.016718225581462066\n", " Fe XX 14.830400466918945 0.016606851217206512\n", "Fe XVIII 43.25550079345703 0.016588307257011183\n", " Ne IX 13.699000358581543 0.016576163534173863\n", " Fe XXII 11.975000381469727 0.016556390877400556\n", " Fe XX 13.505000114440918 0.016552768941263514\n", " Mg X 65.84500122070312 0.01653361640890651\n", " Fe XIX 40.39039993286133 0.016507420508522684\n", "Fe XVIII 43.294700622558594 0.016458807391251582\n", "Fe XXIII 11.883999824523926 0.016433268331951016\n", " Ni XX 13.255999565124512 0.016379154293431664\n", " S XV 5.101500034332275 0.016346956094941946\n", " Fe XIX 16.747699737548828 0.01632216998208309\n", " Fe XXI 14.02400016784668 0.01631332372750097\n", " Fe XXI 12.461999893188477 0.016297379787314163\n", "Fe XVIII 18.52589988708496 0.016177357034703313\n", " O VII 22.097700119018555 0.016113438719270574\n", "Fe XVIII 13.35509967803955 0.016094563131033832\n", " Fe XIX 13.461999893188477 0.01605772539442215\n", " S XIV 33.54949951171875 0.016002416230505932\n", " Fe XIX 13.72089958190918 0.015942939108536554\n", " Fe XVII 13.890000343322754 0.015790673092412895\n", " Fe XX 14.805999755859375 0.015590428894662528\n", "Ca XVIII 20.218799591064453 0.015584778843922285\n", " Fe XVII 50.60599899291992 0.015582969832999055\n", " Fe XIX 15.195799827575684 0.01548531005655829\n", " Fe XXII 11.380599975585938 0.015321793186109788\n", " Fe XXII 11.604999542236328 0.015103628880102743\n", "Fe XVIII 13.46399974822998 0.014810692728535734\n", " Fe XVII 10.503999710083008 0.014800927582606023\n", " Si XIV 5.2179999351501465 0.014685418165273604\n", " Na XI 10.023200035095215 0.014646703909370198\n", " Fe XX 12.824199676513672 0.014572755931364126\n", " Fe XX 12.978500366210938 0.014533136512329407\n", " Ni XX 11.961000442504883 0.014496092502525343\n", " Fe XVII 16.003799438476562 0.014454884437429179\n", " Fe XX 13.292400360107422 0.014422815457249688\n", " Ca XIX 3.177299976348877 0.014185118905457011\n", " Fe XIX 13.67199993133545 0.01413883202646433\n", " Fe XX 13.090999603271484 0.014091182308016977\n", " Ni XX 12.112000465393066 0.01406360135179621\n", " Fe XXI 13.178999900817871 0.014008434409937168\n", "Fe XVIII 14.610400199890137 0.013956690627896175\n", " Fe XIX 40.86800003051758 0.013910066103314193\n", " Mg X 57.91999816894531 0.013898470247605491\n", "Fe XVIII 14.968700408935547 0.013890713878241794\n", " Fe XX 10.986599922180176 0.013866913734661177\n", " Fe XX 12.565999984741211 0.013858117170158423\n", " S XIV 30.4689998626709 0.013756881576649062\n", " Fe XIX 13.45199966430664 0.013727131530682293\n", " Si XII 31.012100219726562 0.013700636911835576\n", " S XVI 4.732800006866455 0.013628660274113916\n", " Fe XIX 14.9350004196167 0.013626028922017664\n", " Fe XXIV 7.167600154876709 0.013591454119617923\n", " Fe XXI 12.77299976348877 0.01356332489910905\n", " Ni XX 12.927000045776367 0.013534148832382817\n", " Fe XX 13.253999710083008 0.01349938360321063\n", " Fe XXII 12.19320011138916 0.013494276099360056\n", " Ni XXI 11.302000045776367 0.01345248231952129\n", " Fe XX 13.114700317382812 0.013425533331838636\n", " Fe XVII 10.656999588012695 0.013422460324727601\n", " Fe XXII 12.324700355529785 0.013403495254260331\n", " Fe XX 13.332900047302246 0.013373400903587155\n", " Fe XXII 11.747200012207031 0.013367958366873404\n", " Fe XIX 16.77549934387207 0.013336566510857331\n", " Fe XV 59.404998779296875 0.013263691211093111\n", " Fe XXI 9.541999816894531 0.013227131735887254\n", " Fe XX 13.525199890136719 0.01322561130515175\n", " Fe XX 12.600000381469727 0.013136563064711903\n", " Fe XIX 15.163100242614746 0.013132418422522935\n", "Ca XVIII 18.73189926147461 0.013124160689948438\n", " Fe XXIV 31.968299865722656 0.013070130549813224\n", "Fe XVIII 14.670499801635742 0.0126369949866854\n", " Fe XX 13.545000076293945 0.012629149636667721\n", " Fe XIX 12.923999786376953 0.012586011808904824\n", " Fe XIX 13.492300033569336 0.012579582363086223\n", " Fe XX 13.12339973449707 0.012577571018220504\n", " Fe XIX 13.553999900817871 0.012563150268335002\n", " Fe XVII 57.709999084472656 0.012539741112450575\n", " Fe XXI 13.112000465393066 0.01250855304657337\n", " Fe XXI 9.972999572753906 0.012497860231275708\n", " Fe XXIV 30.74650001525879 0.01245967660430253\n", " Fe XXII 8.715399742126465 0.012431721138361858\n", "Fe XXIII 7.4720001220703125 0.012401976342483155\n", " Fe XXI 13.107999801635742 0.01238455245629808\n", " Fe XVII 16.237899780273438 0.012330859884277467\n", " Si XII 32.973201751708984 0.01229396730169684\n", " Fe XXI 12.774999618530273 0.012279223133512927\n", " Fe XXII 11.950599670410156 0.012276203521000492\n", " Fe XIX 13.401399612426758 0.012229486454368122\n", "Fe XXIII 11.33899974822998 0.01221844201176573\n", " Fe XXV 1.573199987411499 0.012186995863043957\n", " Fe XXI 12.805999755859375 0.012183356451999253\n", "Fe XVIII 10.526100158691406 0.012159272571218514\n", " Fe XXII 12.077799797058105 0.012109778017503141\n", " Fe XIX 14.294599533081055 0.012089911954156606\n", " Fe XX 11.006500244140625 0.012061830487045374\n", " Fe XXII 35.13759994506836 0.012050405846854203\n", " Fe XXII 9.240699768066406 0.011973011840022793\n", "Fe XXIII 12.437000274658203 0.011909479484103728\n", " Fe XIX 13.76200008392334 0.011838587682209883\n", " Fe XXI 12.50100040435791 0.011828808276130708\n", " Fe XIX 10.757499694824219 0.011826168868421645\n", " Fe XXIV 32.81589889526367 0.011806683501935929\n", " Fe XVII 50.2599983215332 0.011775698705007139\n", " Fe XIX 9.690500259399414 0.01167499546238898\n", " Fe XIX 14.280799865722656 0.011641402960270945\n", " Ni XXV 10.288000106811523 0.01163307227566863\n", " Fe XIX 16.32469940185547 0.011581178170832079\n", "Fe XVIII 16.08930015563965 0.01156749773169528\n", "Fe XXIII 7.882999897003174 0.011538183996030004\n", " Fe XX 14.812800407409668 0.011491591693494344\n", " Fe XXII 13.675700187683105 0.011464199048903088\n", "Fe XVIII 14.487099647521973 0.011383214210557274\n", " Fe XXII 11.511099815368652 0.011256343890234322\n", " Si XIII 5.404600143432617 0.011253427712128977\n", " Ni XIX 10.110199928283691 0.011174044643049382\n", " Fe XVII 68.51000213623047 0.011167641612188216\n", " Fe XXII 11.787699699401855 0.011164416995984963\n", "Fe XXIII 34.803001403808594 0.011163578203450956\n", " Fe XX 14.123299598693848 0.011135510592403978\n", " Fe XXI 12.532999992370605 0.01110852262246602\n", " Ca XVII 22.15999984741211 0.011107746159628005\n", " Al XIII 7.176300048828125 0.01110167351171575\n", "Fe XVIII 17.355899810791016 0.011088773722254157\n", " Fe XXI 14.529000282287598 0.011073715816032855\n", "Ni XVIII 51.03799819946289 0.011038947987024336\n", " Fe XIX 14.410599708557129 0.011018262169210218\n", " Fe XVII 13.15939998626709 0.011007895213708428\n", "Fe XVIII 10.3503999710083 0.010972075068789947\n", " Fe XX 15.062600135803223 0.010960352067074498\n", " Si XII 44.1775016784668 0.010949129247308863\n", " Fe XX 13.395299911499023 0.010938657682671542\n", " Fe XXI 12.79699993133545 0.010899706394468231\n", " Fe XIX 13.936200141906738 0.010815965581656805\n", " Fe XIX 10.63230037689209 0.010812061571201877\n", "Fe XXIII 11.718000411987305 0.01080872646309196\n", " Ar XVI 24.993999481201172 0.010749924685804872\n", " Mg XII 6.73769998550415 0.010691038093467251\n", " Fe XIX 13.48859977722168 0.01069100374181761\n", " C VI 28.465200424194336 0.010689497736800134\n", " Fe XX 13.090999603271484 0.010632412206779684\n", " Ni XIX 9.977100372314453 0.010574439065346662\n", " Fe XXII 11.820699691772461 0.010524078778667564\n", " Fe XXII 11.726400375366211 0.01051717627797976\n", "Fe XVIII 17.803300857543945 0.010471216210668786\n", " Fe XXI 14.26200008392334 0.010438027059358859\n", " Fe XXIV 1.8659000396728516 0.01041079354603057\n", " Fe XX 15.843700408935547 0.010362115875318184\n", " Ni XXV 9.329999923706055 0.010346179695922168\n", " Si XIII 36.43619918823242 0.010344347333436305\n", " Fe XXII 33.91559982299805 0.010336252839318176\n", " Fe XXII 11.668999671936035 0.010331626163796072\n", " Ni XXI 11.539299964904785 0.010241080570334285\n", " Fe XIX 15.041600227355957 0.010229387362530212\n", " O VIII 15.17650032043457 0.010048752125656746\n" ] } ], "source": [ "reduced_flare_line_list = reduced_line_list[reduced_line_list['intensity_scaled (coronal)_flare_ext']>threshold]\n", "reduced_flare_line_list[\n", " reduced_flare_line_list.argsort(keys='intensity (coronal)_flare_ext', reverse=True)][\n", " ['ion name', 'wavelength', 'intensity_scaled (coronal)_flare_ext']\n", "].pprint_all(show_name=False)" ] }, { "cell_type": "markdown", "id": "5c124c92-3d5b-489d-b505-d4fb4431fd52", "metadata": {}, "source": [ "Finally, let's make sure that our new line list at least includes all of those lines from the proposal table with approximately the same wavelength." ] }, { "cell_type": "code", "execution_count": 15, "id": "169f3a66-d737-4e76-9d73-38244bbcbe1a", "metadata": { "tags": [] }, "outputs": [], "source": [ "matching_rows = [] \n", "for row in proposal_table_2:\n", " is_same_ion = np.logical_and(row['element'] == reduced_line_list['element'],\n", " row['ionization stage'] == reduced_line_list['ionization stage'])\n", " same_ion = reduced_line_list[np.where(is_same_ion)]\n", " i_wave = np.argmin(np.fabs(same_ion['wavelength'] - row['wavelength']))\n", " matching_rows.append(same_ion[i_wave])\n", "proposal_table_2_from_line_list = astropy.table.vstack(matching_rows)" ] }, { "cell_type": "code", "execution_count": 16, "id": "03022dfd-91f1-409b-86de-40948c5f2afd", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
QTable length=20\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
elementionization stageion namewavelength
Angstrom
str2int64str8float64
Fe25Fe XXV1.86
Ca19Ca XIX3.21
Si13Si XIII6.74
Mg11Mg XI9.32
Fe17Fe XVII11.25
Fe20Fe XX12.83
Ne9Ne IX13.45
Fe19Fe XIX13.53
Fe18Fe XVIII14.21
Fe17Fe XVII15.01
Fe17Fe XVII16.78
Fe17Fe XVII17.05
O8O VIII18.97
O7O VII21.6
O7O VII21.81
O7O VII22.1
C6C VI33.73
C5C V40.27
Si12Si XII44.16
Si11Si XI49.18
" ], "text/plain": [ "\n", "element ionization stage ion name wavelength\n", " Angstrom \n", " str2 int64 str8 float64 \n", "------- ---------------- -------- ----------\n", " Fe 25 Fe XXV 1.86\n", " Ca 19 Ca XIX 3.21\n", " Si 13 Si XIII 6.74\n", " Mg 11 Mg XI 9.32\n", " Fe 17 Fe XVII 11.25\n", " Fe 20 Fe XX 12.83\n", " Ne 9 Ne IX 13.45\n", " Fe 19 Fe XIX 13.53\n", " Fe 18 Fe XVIII 14.21\n", " Fe 17 Fe XVII 15.01\n", " Fe 17 Fe XVII 16.78\n", " Fe 17 Fe XVII 17.05\n", " O 8 O VIII 18.97\n", " O 7 O VII 21.6\n", " O 7 O VII 21.81\n", " O 7 O VII 22.1\n", " C 6 C VI 33.73\n", " C 5 C V 40.27\n", " Si 12 Si XII 44.16\n", " Si 11 Si XI 49.18" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "proposal_table_2[['element', 'ionization stage', 'ion name', 'wavelength']]" ] }, { "cell_type": "code", "execution_count": 17, "id": "d00484a3-05fa-4383-9f05-0081ea823ff2", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
Table length=20\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
elementionization stageion namewavelengthintensity_scaled (coronal)_active_regionintensity_scaled (coronal)_flare_ext
Angstrom
str2int16str9float64float64float64
Fe25Fe XXV1.85950005054473883.756333185942363e-150.01894606208066694
Ca19Ca XIX3.1772999763488771.2336774759948343e-060.014185118905457011
Si13Si XIII6.7403001785278320.0076753303486828310.1106974765714088
Mg11Mg XI9.3142995834350590.0344174039944989750.06983122883637835
Fe17Fe XVII11.250.03402194375871590.04458767268142438
Fe20Fe XX12.826999664306640.00165365515106169720.29560189950656485
Ne9Ne IX13.447299957275390.098826084719953880.0352391004263809
Fe19Fe XIX13.5249004364013670.0111059187467108240.3077585024598136
Fe18Fe XVIII14.2088003158569340.053136922243866860.27566060993420255
Fe17Fe XVII15.0129995346069341.01.0
Fe17Fe XVII16.775600433349610.71913956871479360.5949798048043987
Fe17Fe XVII17.0510005950927730.95891035830462580.7990830377280506
O8O VIII18.972499847412110.307208946593918950.20605731780412825
O7O VII21.6014995574951170.70549924913781780.031891621394518864
O7O VII21.8036003112792970.123660199989587220.003796011099716583
O7O VII22.0977001190185550.51057577447795540.016113438719270574
C6C VI33.734199523925780.3842966974009970.07721653009600904
C5C V40.2673988342285160.148223037645982550.001743170922485647
Si12Si XII44.1603012084960940.308068169742143570.10068175237526199
Si11Si XI49.175998687744140.033947797249781350.0005121258366041873
" ], "text/plain": [ "\n", "element ionization stage ion name wavelength intensity_scaled (coronal)_active_region intensity_scaled (coronal)_flare_ext\n", " Angstrom \n", " str2 int16 str9 float64 float64 float64 \n", "------- ---------------- -------- ------------------ ---------------------------------------- ------------------------------------\n", " Fe 25 Fe XXV 1.8595000505447388 3.756333185942363e-15 0.01894606208066694\n", " Ca 19 Ca XIX 3.177299976348877 1.2336774759948343e-06 0.014185118905457011\n", " Si 13 Si XIII 6.740300178527832 0.007675330348682831 0.1106974765714088\n", " Mg 11 Mg XI 9.314299583435059 0.034417403994498975 0.06983122883637835\n", " Fe 17 Fe XVII 11.25 0.0340219437587159 0.04458767268142438\n", " Fe 20 Fe XX 12.82699966430664 0.0016536551510616972 0.29560189950656485\n", " Ne 9 Ne IX 13.44729995727539 0.09882608471995388 0.0352391004263809\n", " Fe 19 Fe XIX 13.524900436401367 0.011105918746710824 0.3077585024598136\n", " Fe 18 Fe XVIII 14.208800315856934 0.05313692224386686 0.27566060993420255\n", " Fe 17 Fe XVII 15.012999534606934 1.0 1.0\n", " Fe 17 Fe XVII 16.77560043334961 0.7191395687147936 0.5949798048043987\n", " Fe 17 Fe XVII 17.051000595092773 0.9589103583046258 0.7990830377280506\n", " O 8 O VIII 18.97249984741211 0.30720894659391895 0.20605731780412825\n", " O 7 O VII 21.601499557495117 0.7054992491378178 0.031891621394518864\n", " O 7 O VII 21.803600311279297 0.12366019998958722 0.003796011099716583\n", " O 7 O VII 22.097700119018555 0.5105757744779554 0.016113438719270574\n", " C 6 C VI 33.73419952392578 0.384296697400997 0.07721653009600904\n", " C 5 C V 40.267398834228516 0.14822303764598255 0.001743170922485647\n", " Si 12 Si XII 44.160301208496094 0.30806816974214357 0.10068175237526199\n", " Si 11 Si XI 49.17599868774414 0.03394779724978135 0.0005121258366041873" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "proposal_table_2_from_line_list[['element', 'ionization stage', 'ion name', 'wavelength',\n", " 'intensity_scaled (coronal)_active_region',\n", " 'intensity_scaled (coronal)_flare_ext']]" ] }, { "cell_type": "code", "execution_count": null, "id": "b0b553db-2cae-4f33-b2fc-32c489718b70", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:mocksipipeline]", "language": "python", "name": "conda-env-mocksipipeline-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.13" } }, "nbformat": 4, "nbformat_minor": 5 }