{ "cells": [ { "cell_type": "markdown", "id": "c2c3b2c0", "metadata": { "deletable": false, "editable": false }, "source": [ "# 2. Filter & explore results \n", "\n", "The querying functions presented in the previous section return a [PANDAS DataFrame](https://pandas.pydata.org/pandas-docs/stable/reference/frame.html) that can be used to further narrow down your search. This section presents some examples of how you can further filter and explore the results of your queries:\n", "\n", "- [2.1 - Explore results (alminer.explore)](#2.1-Explore-results)
\n", "- [2.2 - Summarize results (alminer.summary)](#2.2-Summarize-results)
\n", "- [2.3 - Filter results (alminer.get_info)](#2.3-Filter-results)
\n", "- [2.4 - Line coverage (alminer.line_coverage)](#2.4-Line-coverage)
\n", "- [2.5 - CO, 13CO, C18O lines (alminer.CO_lines)](#2.5-Coverage-of-CO,-13CO,-and-C18O-lines)
" ] }, { "cell_type": "markdown", "id": "47e84068", "metadata": { "deletable": false, "editable": false }, "source": [ "

Load libraries & create a query

\n", "\n", "To explore these options, we will first query the archive using one of the methods presented in the previous section and use the results in the remainder of this tutorial." ] }, { "cell_type": "code", "execution_count": 1, "id": "6049de88", "metadata": { "deletable": false, "editable": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "================================\n", "alminer.keysearch results \n", "================================\n", "--------------------------------\n", "Number of projects = 48\n", "Number of observations = 341\n", "Number of unique subbands = 1166\n", "Total number of subbands = 1368\n", "Total number of targets with ALMA data = 64\n", "--------------------------------\n" ] } ], "source": [ "import alminer\n", "\n", "observations = alminer.keysearch({'science_keyword':['Galaxy chemistry']}, \n", " print_targets=False)" ] }, { "cell_type": "markdown", "id": "1e1caa66", "metadata": { "deletable": false, "editable": false }, "source": [ "## 2.1 Explore results\n", "\n", "You can simply display the DataFrame table returned by the query functions using the name you gave it (in this case *observations*), but often there are limits to how many rows and columns are presented. With the [alminer.explore](../pages/api.rst#alminer.explore) function, you can control whether or not you want to display all rows (*allrows=True/False*) and/or all columns (*allcols=True/False*). By default, only the 18 most useful columns are shown and the number of rows is truncated." ] }, { "cell_type": "markdown", "id": "6c96d19b", "metadata": { "deletable": false, "editable": false }, "source": [ "### Example 2.1.1: View the queried observations as a table (shortened)" ] }, { "cell_type": "code", "execution_count": 2, "id": "dd96a404", "metadata": { "deletable": false, "editable": false, "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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Obsproject_codeALMA_source_nameRAJ2000DEJ2000ang_res_arcsecmin_freq_GHzmax_freq_GHzcentral_freq_GHzbandwidth_GHzfreq_res_kHzvel_res_kmsLAS_arcsecFoV_arcseccont_sens_bandwidthline_sens_10kmsline_sens_nativeMOUS_id
012011.0.00268.SLESS J0332-275653.122042-27.9386941.264252.85254.73253.791.875976.561.14911.24223.56479.2991675.07112.74uid://A002/X303d22/X7b
122011.0.00268.SLESS J0332-275653.122042-27.9386941.264239.50241.37240.431.875976.561.21311.24223.56479.2991708.54111.94uid://A002/X303d22/X7b
232011.0.00405.SPKS1830-211278.416330-21.0610800.458281.64283.51282.571.874976.561.0334.08820.11360.4291677.23119.14uid://A002/X36d874/X7a
342011.0.00405.SPKS1830-211278.416330-21.0610800.458293.63295.51294.571.874976.560.9914.08820.11360.4291655.25120.04uid://A002/X36d874/X7a
452011.0.00405.SPKS1830-211278.416330-21.0610800.458283.51285.39284.451.874976.561.0264.08820.11360.4291673.64119.28uid://A002/X36d874/X7a
562011.0.00405.SPKS1830-211278.416330-21.0610801.571103.20105.08104.141.878976.562.78616.99558.77429.8241381.7759.69uid://A002/X36d874/X80
672011.0.00405.SPKS1830-211278.416330-21.0610801.57193.0794.9594.011.878976.563.08316.99558.77429.8241440.5459.16uid://A002/X36d874/X80
782011.0.00405.SPKS1830-211278.416330-21.0610801.57191.2093.0892.141.878976.563.14516.99558.77429.8241500.6061.02uid://A002/X36d874/X80
892011.0.00405.SPKS1830-211278.416330-21.0610801.571105.07106.95106.011.878976.562.73716.99558.77429.8241370.0959.71uid://A002/X36d874/X80
.........................................................
135913602019.1.00130.SNGC106840.669879-0.0132891.68189.7291.5990.651.8731938.486.34522.35959.7309.858494.6019.97uid://A001/X1465/X3890
136013612019.1.00130.SNGC4418186.727617-0.8776421.431108.29110.16109.231.8731938.485.36627.39155.90310.485468.7920.59uid://A001/X1465/X389c
136113622019.1.00130.SNGC4418186.727617-0.8776421.431110.17112.05111.111.8731938.485.27427.39155.90310.485465.0120.60uid://A001/X1465/X389c
136213632019.1.00130.SNGC4418186.727617-0.8776421.43196.2898.1597.211.8731938.485.92027.39155.90310.485511.6721.39uid://A001/X1465/X389c
136313642019.1.00130.SNGC4418186.727617-0.8776421.43197.9799.8498.901.8731938.485.82027.39155.90310.485507.4721.40uid://A001/X1465/X389c
136413652019.1.00130.SNGC4418186.727617-0.8776422.690101.24103.11102.181.8731938.485.74032.28559.9229.343437.0018.56uid://A001/X1465/X3898
136513662019.1.00130.SNGC4418186.727617-0.8776422.690103.05104.92103.991.8731938.485.63932.28559.9229.343436.9518.72uid://A001/X1465/X3898
136613672019.1.00130.SNGC4418186.727617-0.8776422.69089.4391.3090.361.8731938.486.36432.28559.9229.343466.8118.82uid://A001/X1465/X3898
136713682019.1.00130.SNGC4418186.727617-0.8776422.69091.2093.0792.131.8731938.486.24332.28559.9229.343459.5518.71uid://A001/X1465/X3898
\n", "

1368 rows × 18 columns

\n", "
" ], "text/plain": [ " Obs project_code ... line_sens_native MOUS_id\n", "0 1 2011.0.00268.S ... 112.74 uid://A002/X303d22/X7b\n", "1 2 2011.0.00268.S ... 111.94 uid://A002/X303d22/X7b\n", "2 3 2011.0.00405.S ... 119.14 uid://A002/X36d874/X7a\n", "3 4 2011.0.00405.S ... 120.04 uid://A002/X36d874/X7a\n", "4 5 2011.0.00405.S ... 119.28 uid://A002/X36d874/X7a\n", "5 6 2011.0.00405.S ... 59.69 uid://A002/X36d874/X80\n", "6 7 2011.0.00405.S ... 59.16 uid://A002/X36d874/X80\n", "7 8 2011.0.00405.S ... 61.02 uid://A002/X36d874/X80\n", "8 9 2011.0.00405.S ... 59.71 uid://A002/X36d874/X80\n", "... ... ... ... ... ...\n", "1359 1360 2019.1.00130.S ... 19.97 uid://A001/X1465/X3890\n", "1360 1361 2019.1.00130.S ... 20.59 uid://A001/X1465/X389c\n", "1361 1362 2019.1.00130.S ... 20.60 uid://A001/X1465/X389c\n", "1362 1363 2019.1.00130.S ... 21.39 uid://A001/X1465/X389c\n", "1363 1364 2019.1.00130.S ... 21.40 uid://A001/X1465/X389c\n", "1364 1365 2019.1.00130.S ... 18.56 uid://A001/X1465/X3898\n", "1365 1366 2019.1.00130.S ... 18.72 uid://A001/X1465/X3898\n", "1366 1367 2019.1.00130.S ... 18.82 uid://A001/X1465/X3898\n", "1367 1368 2019.1.00130.S ... 18.71 uid://A001/X1465/X3898\n", "\n", "[1368 rows x 18 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "alminer.explore(observations)" ] }, { "cell_type": "markdown", "id": "8973d3b3", "metadata": { "deletable": false, "editable": false }, "source": [ "### Example 2.1.2: View the queried observations as a table and show all columns" ] }, { "cell_type": "code", "execution_count": 3, "id": "8152cbc5", "metadata": { "deletable": false, "editable": false }, "outputs": [ { "data": { "text/html": [ "
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122011.0.00268.SLESS J0332-275653.122042-27.9386941.264239.50241.37240.431.875976.561.21311.24223.56479.2991708.54111.94uid://A002/X303d22/X7bhttps://almascience.org/datalink/sync?ID=uid:/...applicati2011.0.00268.SPublic223.796062-54.451922ADS/JAO.ALMA#2011.0.00268.SALMAJAOALMAuid://A002/X303d22/X7bcube2LESS J0332-275653.122042-27.9386940.006546Circle ICRS 53.122042 -27.938694 0.0032731.26402755936.92604455939.1926414536.00...0.0012420.001252247134.408560/XX/YY/phot.flux.density;phys.polarization62.928016e+14Leon, S.; Cortes, P.C.; Guerard, M.; Villard, ...Aims: We aim at analyzing the (sub-)millimeter...2012Metallicity of galaxies and its redshift evolu...LESS J0332-2756De Breuck, Carlos; Hatsukade, Bunyo; Maiolino,...1.7085380.0792991.459508uid://A002/X303d22/X7buid://A002/X36a70f/X318Metallicity of a Submillimeter Galaxy at z=5STARGET WVRT11.2419261.875000e+09A002:PM02 A004:DV04 A009:DA43 A011:DV12 A013:D...F2013-02-09T01:45:00.0001.264027[239.50..241.37GHz,976.56kHz,1.7mJy/beam@10km/...240.4344321149.468553Nagao, TohruALMA reveals a chemically evolved submillimete...Leon, S. Nagao, T. Ono, YoshiakiT2012A&A...542L..34N 2014ApJ...795....5O 2016A&...Galaxy structure & evolution, Galaxy chemistryGalaxy evolution2022-03-16T15:26:21.801
232011.0.00405.SPKS1830-211278.416330-21.0610800.458281.64283.51282.571.874976.561.0334.08820.11360.4291677.23119.14uid://A002/X36d874/X7ahttps://almascience.org/datalink/sync?ID=uid:/...applicati2011.0.00405.SPublic12.165817-5.711677ADS/JAO.ALMA#2011.0.00405.SALMAJAOALMAuid://A002/X36d874/X7acube2PKS1830-211278.416330-21.0610800.005587Circle ICRS 278.416330 -21.061080 0.0027930.45819556028.25413656028.3615723144.96...0.0010570.001064290354.950000/XX/YY/phot.flux.density;phys.polarization72.927253e+14Bagdonaite, J.; Daprà, M.; Jansen, P.; Bethlem...A limit on a possible cosmological variation o...2013The z=0.89 (sub)mm molecular absorber toward t...PKS1830_CH_and_H2O_b7_run_x2Bethlem, Hendrick; Gerin, Maryvonne; Bottinell...1.6772260.0604290.701340uid://A002/X36d874/X7auid://A002/X3cb0a0/X9e8A survey of strong absorption lines at z=0.89 ...STARGETT4.0879641.875000e+09A003:DA41 A011:DV12 A025:DV14 A037:PM01 A045:D...F2013-05-22T07:31:59.0000.458195[281.64..283.51GHz,976.56kHz,1.7mJy/beam@10km/...282.573239984.336598Muller, SebastienA strong magnetic field in the jet base of a s...Bagdonaite, J. Martí-Vidal, I. Martí-Vidal, Iv...T2013A&A...558A.123M 2013PhRvL.111w1101B 2014A&...Galaxy structure & evolution, Galaxy chemistryGalaxy evolution2022-03-16T15:26:21.801
342011.0.00405.SPKS1830-211278.416330-21.0610800.458293.63295.51294.571.874976.560.9914.08820.11360.4291655.25120.04uid://A002/X36d874/X7ahttps://almascience.org/datalink/sync?ID=uid:/...applicati2011.0.00405.SPublic12.165817-5.711677ADS/JAO.ALMA#2011.0.00405.SALMAJAOALMAuid://A002/X36d874/X7acube2PKS1830-211278.416330-21.0610800.005587Circle ICRS 278.416330 -21.061080 0.0027930.45819556028.25413656028.3615723144.96...0.0010140.001021302642.950000/XX/YY/phot.flux.density;phys.polarization72.927253e+14Bagdonaite, J.; Daprà, M.; Jansen, P.; Bethlem...A limit on a possible cosmological variation o...2013The z=0.89 (sub)mm molecular absorber toward t...PKS1830_CH_and_H2O_b7_run_x2Bethlem, Hendrick; Gerin, Maryvonne; Bottinell...1.6552530.0604290.701340uid://A002/X36d874/X7auid://A002/X3cb0a0/X9e8A survey of strong absorption lines at z=0.89 ...STARGETT4.0879641.875000e+09A003:DA41 A011:DV12 A025:DV14 A037:PM01 A045:D...F2013-05-22T07:31:59.0000.458195[281.64..283.51GHz,976.56kHz,1.7mJy/beam@10km/...294.571572984.336598Muller, SebastienA strong magnetic field in the jet base of a s...Bagdonaite, J. Martí-Vidal, I. Martí-Vidal, Iv...T2013A&A...558A.123M 2013PhRvL.111w1101B 2014A&...Galaxy structure & evolution, Galaxy chemistryGalaxy evolution2022-03-16T15:26:21.801
452011.0.00405.SPKS1830-211278.416330-21.0610800.458283.51285.39284.451.874976.561.0264.08820.11360.4291673.64119.28uid://A002/X36d874/X7ahttps://almascience.org/datalink/sync?ID=uid:/...applicati2011.0.00405.SPublic12.165817-5.711677ADS/JAO.ALMA#2011.0.00405.SALMAJAOALMAuid://A002/X36d874/X7acube2PKS1830-211278.416330-21.0610800.005587Circle ICRS 278.416330 -21.061080 0.0027930.45819556028.25413656028.3615723144.96...0.0010500.001057292274.950000/XX/YY/phot.flux.density;phys.polarization72.927253e+14Bagdonaite, J.; Daprà, M.; Jansen, P.; Bethlem...A limit on a possible cosmological variation o...2013The z=0.89 (sub)mm molecular absorber toward t...PKS1830_CH_and_H2O_b7_run_x2Bethlem, Hendrick; Gerin, Maryvonne; Bottinell...1.6736430.0604290.701340uid://A002/X36d874/X7auid://A002/X3cb0a0/X9e8A survey of strong absorption lines at z=0.89 ...STARGETT4.0879641.875000e+09A003:DA41 A011:DV12 A025:DV14 A037:PM01 A045:D...F2013-05-22T07:31:59.0000.458195[281.64..283.51GHz,976.56kHz,1.7mJy/beam@10km/...284.447979984.336598Muller, SebastienA strong magnetic field in the jet base of a s...Bagdonaite, J. Martí-Vidal, I. Martí-Vidal, Iv...T2013A&A...558A.123M 2013PhRvL.111w1101B 2014A&...Galaxy structure & evolution, Galaxy chemistryGalaxy evolution2022-03-16T15:26:21.801
562011.0.00405.SPKS1830-211278.416330-21.0610801.571103.20105.08104.141.878976.562.78616.99558.77429.8241381.7759.69uid://A002/X36d874/X80https://almascience.org/datalink/sync?ID=uid:/...applicati2011.0.00405.SPublic12.165817-5.711677ADS/JAO.ALMA#2011.0.00405.SALMAJAOALMAuid://A002/X36d874/X80cube2PKS1830-211278.416330-21.0610800.016326Circle ICRS 278.416330 -21.061080 0.0081631.57062456069.39094456093.3958123719.52...0.0028530.002905107605.766000/XX/YY/phot.flux.density;phys.polarization32.927369e+14Bagdonaite, J.; Daprà, M.; Jansen, P.; Bethlem...A limit on a possible cosmological variation o...2013The z=0.89 (sub)mm molecular absorber toward t...PKS1830_HCOplus_b3_run_x3Bethlem, Hendrick; Gerin, Maryvonne; Bottinell...1.3817670.0298240.918540uid://A002/X36d874/X80uid://A002/X411025/X441A survey of strong absorption lines at z=0.89 ...STARGETT16.9951701.875000e+09A003:DA41 A004:DV04 A008:DV19 A011:DV12 A021:D...F2013-10-10T14:47:51.0001.570624[91.20..93.08GHz,976.56kHz,1.5mJy/beam@10km/s,...104.1380142737.212182Muller, SebastienA strong magnetic field in the jet base of a s...Bagdonaite, J. Martí-Vidal, I. Martí-Vidal, Iv...T2013A&A...558A.123M 2013PhRvL.111w1101B 2014A&...Galaxy structure & evolution, Galaxy chemistryGalaxy evolution2022-03-16T15:26:21.801
672011.0.00405.SPKS1830-211278.416330-21.0610801.57193.0794.9594.011.878976.563.08316.99558.77429.8241440.5459.16uid://A002/X36d874/X80https://almascience.org/datalink/sync?ID=uid:/...applicati2011.0.00405.SPublic12.165817-5.711677ADS/JAO.ALMA#2011.0.00405.SALMAJAOALMAuid://A002/X36d874/X80cube2PKS1830-211278.416330-21.0610800.016326Circle ICRS 278.416330 -21.061080 0.0081631.57062456069.39094456093.3958123719.52...0.0031570.00322197236.742000/XX/YY/phot.flux.density;phys.polarization32.927369e+14Bagdonaite, J.; Daprà, M.; Jansen, P.; Bethlem...A limit on a possible cosmological variation o...2013The z=0.89 (sub)mm molecular absorber toward t...PKS1830_HCOplus_b3_run_x3Bethlem, Hendrick; Gerin, Maryvonne; Bottinell...1.4405430.0298240.918540uid://A002/X36d874/X80uid://A002/X411025/X441A survey of strong absorption lines at z=0.89 ...STARGETT16.9951701.875000e+09A003:DA41 A004:DV04 A008:DV19 A011:DV12 A021:D...F2013-10-10T14:47:51.0001.570624[91.20..93.08GHz,976.56kHz,1.5mJy/beam@10km/s,...94.0128412737.212182Muller, SebastienA strong magnetic field in the jet base of a s...Bagdonaite, J. Martí-Vidal, I. Martí-Vidal, Iv...T2013A&A...558A.123M 2013PhRvL.111w1101B 2014A&...Galaxy structure & evolution, Galaxy chemistryGalaxy evolution2022-03-16T15:26:21.801
782011.0.00405.SPKS1830-211278.416330-21.0610801.57191.2093.0892.141.878976.563.14516.99558.77429.8241500.6061.02uid://A002/X36d874/X80https://almascience.org/datalink/sync?ID=uid:/...applicati2011.0.00405.SPublic12.165817-5.711677ADS/JAO.ALMA#2011.0.00405.SALMAJAOALMAuid://A002/X36d874/X80cube2PKS1830-211278.416330-21.0610800.016326Circle ICRS 278.416330 -21.061080 0.0081631.57062456069.39094456093.3958123719.52...0.0032210.00328795317.766000/XX/YY/phot.flux.density;phys.polarization32.927369e+14Bagdonaite, J.; Daprà, M.; Jansen, P.; Bethlem...A limit on a possible cosmological variation o...2013The z=0.89 (sub)mm molecular absorber toward t...PKS1830_HCOplus_b3_run_x3Bethlem, Hendrick; Gerin, Maryvonne; Bottinell...1.5006030.0298240.918540uid://A002/X36d874/X80uid://A002/X411025/X441A survey of strong absorption lines at z=0.89 ...STARGETT16.9951701.875000e+09A003:DA41 A004:DV04 A008:DV19 A011:DV12 A021:D...F2013-10-10T14:47:51.0001.570624[91.20..93.08GHz,976.56kHz,1.5mJy/beam@10km/s,...92.1389942737.212182Muller, SebastienA strong magnetic field in the jet base of a s...Bagdonaite, J. Martí-Vidal, I. Martí-Vidal, Iv...T2013A&A...558A.123M 2013PhRvL.111w1101B 2014A&...Galaxy structure & evolution, Galaxy chemistryGalaxy evolution2022-03-16T15:26:21.801
892011.0.00405.SPKS1830-211278.416330-21.0610801.571105.07106.95106.011.878976.562.73716.99558.77429.8241370.0959.71uid://A002/X36d874/X80https://almascience.org/datalink/sync?ID=uid:/...applicati2011.0.00405.SPublic12.165817-5.711677ADS/JAO.ALMA#2011.0.00405.SALMAJAOALMAuid://A002/X36d874/X80cube2PKS1830-211278.416330-21.0610800.016326Circle ICRS 278.416330 -21.061080 0.0081631.57062456069.39094456093.3958123719.52...0.0028030.002853109524.742000/XX/YY/phot.flux.density;phys.polarization32.927369e+14Bagdonaite, J.; Daprà, M.; Jansen, P.; Bethlem...A limit on a possible cosmological variation o...2013The z=0.89 (sub)mm molecular absorber toward t...PKS1830_HCOplus_b3_run_x3Bethlem, Hendrick; Gerin, Maryvonne; Bottinell...1.3700930.0298240.918540uid://A002/X36d874/X80uid://A002/X411025/X441A survey of strong absorption lines at z=0.89 ...STARGETT16.9951701.875000e+09A003:DA41 A004:DV04 A008:DV19 A011:DV12 A021:D...F2013-10-10T14:47:51.0001.570624[91.20..93.08GHz,976.56kHz,1.5mJy/beam@10km/s,...106.0118612737.212182Muller, SebastienA strong magnetic field in the jet base of a s...Bagdonaite, J. Martí-Vidal, I. Martí-Vidal, Iv...T2013A&A...558A.123M 2013PhRvL.111w1101B 2014A&...Galaxy structure & evolution, Galaxy chemistryGalaxy evolution2022-03-16T15:26:21.801
......................................................................................................................................................................................................................................................
135913602019.1.00130.SNGC106840.669879-0.0132891.68189.7291.5990.651.8731938.486.34522.35959.7309.858494.6019.97uid://A001/X1465/X3890https://almascience.org/datalink/sync?ID=uid:/...applicati2019.1.00130.SPublic172.103977-51.933584ADS/JAO.ALMA#2019.1.00130.SALMAJAOALMAuid://A001/X1465/X3890cube2NGC106840.669879-0.0132890.016592Polygon ICRS 40.669879 -0.021585 40.668325 -0....1.68061558790.23584958802.1177229918.72...0.0032730.00334247246.711574/XX/YY/phot.flux.density;phys.polarization35.811652e+14<NA>The 12C/13C isotopic ratio is a good tracer of...NGC1068_a_03_TM1Krips, Melanie; Garcia-Burillo, Santiago; Mueh...0.4946030.0098582.740881uid://A001/X1465/X388fuid://A001/X1465/X3890uid://A002/Xe2eefc/X31dfA decisive answer on the carbon isotopic ratio...STARGETT22.3593731.875000e+09A001:DA48 A002:DA44 A003:DV23 A004:DA56 A005:D...F2021-03-10T20:24:07.0001.680615[89.72..91.59GHz,1938.48kHz,494.6uJy/beam@10km...90.6538715621.370692Martin, SergioTStarbursts, star formation, Galaxy chemistryActive galaxies2022-03-16T15:26:21.801
136013612019.1.00130.SNGC4418186.727617-0.8776421.431108.29110.16109.231.8731938.485.36627.39155.90310.485468.7920.59uid://A001/X1465/X389chttps://almascience.org/datalink/sync?ID=uid:/...applicati2019.1.00130.SPublic290.04854261.379017ADS/JAO.ALMA#2019.1.00130.SALMAJAOALMAuid://A001/X1465/X389ccube2NGC4418186.727617-0.8776420.015529Polygon ICRS 186.727617 -0.869878 186.729072 -...1.43119758787.58647258825.5995014898.88...0.0027210.00276855868.832936/XX/YY/phot.flux.density;phys.polarization35.810830e+14<NA>The 12C/13C isotopic ratio is a good tracer of...NGC4418_b_03_TM1Krips, Melanie; Garcia-Burillo, Santiago; Mueh...0.4687850.0104852.337607uid://A001/X1465/X389buid://A001/X1465/X389cuid://A002/Xe2ada9/X15596A decisive answer on the carbon isotopic ratio...STARGETT27.3907501.875000e+09A001:DA48 A002:DA44 A003:DV23 A004:DA56 A005:D...F2021-03-17T19:10:59.0001.431197[96.28..98.15GHz,1938.48kHz,511.7uJy/beam@10km...109.2261085274.300699Martin, SergioTStarbursts, star formation, Galaxy chemistryActive galaxies2022-03-16T15:26:21.801
136113622019.1.00130.SNGC4418186.727617-0.8776421.431110.17112.05111.111.8731938.485.27427.39155.90310.485465.0120.60uid://A001/X1465/X389chttps://almascience.org/datalink/sync?ID=uid:/...applicati2019.1.00130.SPublic290.04854261.379017ADS/JAO.ALMA#2019.1.00130.SALMAJAOALMAuid://A001/X1465/X389ccube2NGC4418186.727617-0.8776420.015529Polygon ICRS 186.727617 -0.869878 186.729072 -...1.43119758787.58647258825.5995014898.88...0.0026760.00272156840.228703/XX/YY/phot.flux.density;phys.polarization35.810830e+14<NA>The 12C/13C isotopic ratio is a good tracer of...NGC4418_b_03_TM1Krips, Melanie; Garcia-Burillo, Santiago; Mueh...0.4650080.0104852.337607uid://A001/X1465/X389buid://A001/X1465/X389cuid://A002/Xe2ada9/X15596A decisive answer on the carbon isotopic ratio...STARGETT27.3907501.875000e+09A001:DA48 A002:DA44 A003:DV23 A004:DA56 A005:D...F2021-03-17T19:10:59.0001.431197[96.28..98.15GHz,1938.48kHz,511.7uJy/beam@10km...111.1091105274.300699Martin, SergioTStarbursts, star formation, Galaxy chemistryActive galaxies2022-03-16T15:26:21.801
136213632019.1.00130.SNGC4418186.727617-0.8776421.43196.2898.1597.211.8731938.485.92027.39155.90310.485511.6721.39uid://A001/X1465/X389chttps://almascience.org/datalink/sync?ID=uid:/...applicati2019.1.00130.SPublic290.04854261.379017ADS/JAO.ALMA#2019.1.00130.SALMAJAOALMAuid://A001/X1465/X389ccube2NGC4418186.727617-0.8776420.015529Polygon ICRS 186.727617 -0.869878 186.729072 -...1.43119758787.58647258825.5995014898.88...0.0030540.00311450638.217620/XX/YY/phot.flux.density;phys.polarization35.810830e+14<NA>The 12C/13C isotopic ratio is a good tracer of...NGC4418_b_03_TM1Krips, Melanie; Garcia-Burillo, Santiago; Mueh...0.5116730.0104852.337607uid://A001/X1465/X389buid://A001/X1465/X389cuid://A002/Xe2ada9/X15596A decisive answer on the carbon isotopic ratio...STARGETT27.3907501.875000e+09A001:DA48 A002:DA44 A003:DV23 A004:DA56 A005:D...F2021-03-17T19:10:59.0001.431197[96.28..98.15GHz,1938.48kHz,511.7uJy/beam@10km...97.2146665274.300699Martin, SergioTStarbursts, star formation, Galaxy chemistryActive galaxies2022-03-16T15:26:21.801
136313642019.1.00130.SNGC4418186.727617-0.8776421.43197.9799.8498.901.8731938.485.82027.39155.90310.485507.4721.40uid://A001/X1465/X389chttps://almascience.org/datalink/sync?ID=uid:/...applicati2019.1.00130.SPublic290.04854261.379017ADS/JAO.ALMA#2019.1.00130.SALMAJAOALMAuid://A001/X1465/X389ccube2NGC4418186.727617-0.8776420.015529Polygon ICRS 186.727617 -0.869878 186.729072 -...1.43119758787.58647258825.5995014898.88...0.0030030.00306051508.746588/XX/YY/phot.flux.density;phys.polarization35.810830e+14<NA>The 12C/13C isotopic ratio is a good tracer of...NGC4418_b_03_TM1Krips, Melanie; Garcia-Burillo, Santiago; Mueh...0.5074730.0104852.337607uid://A001/X1465/X389buid://A001/X1465/X389cuid://A002/Xe2ada9/X15596A decisive answer on the carbon isotopic ratio...STARGETT27.3907501.875000e+09A001:DA48 A002:DA44 A003:DV23 A004:DA56 A005:D...F2021-03-17T19:10:59.0001.431197[96.28..98.15GHz,1938.48kHz,511.7uJy/beam@10km...98.9020335274.300699Martin, SergioTStarbursts, star formation, Galaxy chemistryActive galaxies2022-03-16T15:26:21.801
136413652019.1.00130.SNGC4418186.727617-0.8776422.690101.24103.11102.181.8731938.485.74032.28559.9229.343437.0018.56uid://A001/X1465/X3898https://almascience.org/datalink/sync?ID=uid:/...applicati2019.1.00130.SPublic290.04854261.379017ADS/JAO.ALMA#2019.1.00130.SALMAJAOALMAuid://A001/X1465/X3898cube2NGC4418186.727617-0.8776420.016645Polygon ICRS 186.727617 -0.869320 186.729177 -...2.68995258810.44941358842.57256816632.00...0.0029070.00296152231.920422/XX/YY/phot.flux.density;phys.polarization35.810791e+14<NA>The 12C/13C isotopic ratio is a good tracer of...NGC4418_a_03_TM1Krips, Melanie; Garcia-Burillo, Santiago; Mueh...0.4369980.0093432.979321uid://A001/X1465/X3897uid://A001/X1465/X3898uid://A002/Xe3f5bb/X3259A decisive answer on the carbon isotopic ratio...STARGETT32.2849681.875000e+09A001:DA48 A002:DA44 A003:DV23 A004:DA56 A005:D...F2021-04-07T00:23:33.0002.689952[89.43..91.30GHz,1938.48kHz,466.8uJy/beam@10km...102.1760585638.752118Martin, SergioTStarbursts, star formation, Galaxy chemistryActive galaxies2022-03-16T15:26:21.801
136513662019.1.00130.SNGC4418186.727617-0.8776422.690103.05104.92103.991.8731938.485.63932.28559.9229.343436.9518.72uid://A001/X1465/X3898https://almascience.org/datalink/sync?ID=uid:/...applicati2019.1.00130.SPublic290.04854261.379017ADS/JAO.ALMA#2019.1.00130.SALMAJAOALMAuid://A001/X1465/X3898cube2NGC4418186.727617-0.8776420.016645Polygon ICRS 186.727617 -0.869320 186.729177 -...2.68995258810.44941358842.57256816632.00...0.0028570.00290953166.454513/XX/YY/phot.flux.density;phys.polarization35.810791e+14<NA>The 12C/13C isotopic ratio is a good tracer of...NGC4418_a_03_TM1Krips, Melanie; Garcia-Burillo, Santiago; Mueh...0.4369530.0093432.979321uid://A001/X1465/X3897uid://A001/X1465/X3898uid://A002/Xe3f5bb/X3259A decisive answer on the carbon isotopic ratio...STARGETT32.2849681.875000e+09A001:DA48 A002:DA44 A003:DV23 A004:DA56 A005:D...F2021-04-07T00:23:33.0002.689952[89.43..91.30GHz,1938.48kHz,466.8uJy/beam@10km...103.9875015638.752118Martin, SergioTStarbursts, star formation, Galaxy chemistryActive galaxies2022-03-16T15:26:21.801
136613672019.1.00130.SNGC4418186.727617-0.8776422.69089.4391.3090.361.8731938.486.36432.28559.9229.343466.8118.82uid://A001/X1465/X3898https://almascience.org/datalink/sync?ID=uid:/...applicati2019.1.00130.SPublic290.04854261.379017ADS/JAO.ALMA#2019.1.00130.SALMAJAOALMAuid://A001/X1465/X3898cube2NGC4418186.727617-0.8776420.016645Polygon ICRS 186.727617 -0.869320 186.729177 -...2.68995258810.44941358842.57256816632.00...0.0032840.00335247103.985999/XX/YY/phot.flux.density;phys.polarization35.810791e+14<NA>The 12C/13C isotopic ratio is a good tracer of...NGC4418_a_03_TM1Krips, Melanie; Garcia-Burillo, Santiago; Mueh...0.4668100.0093432.979321uid://A001/X1465/X3897uid://A001/X1465/X3898uid://A002/Xe3f5bb/X3259A decisive answer on the carbon isotopic ratio...STARGETT32.2849681.875000e+09A001:DA48 A002:DA44 A003:DV23 A004:DA56 A005:D...F2021-04-07T00:23:33.0002.689952[89.43..91.30GHz,1938.48kHz,466.8uJy/beam@10km...90.3638055638.752118Martin, SergioTStarbursts, star formation, Galaxy chemistryActive galaxies2022-03-16T15:26:21.801
136713682019.1.00130.SNGC4418186.727617-0.8776422.69091.2093.0792.131.8731938.486.24332.28559.9229.343459.5518.71uid://A001/X1465/X3898https://almascience.org/datalink/sync?ID=uid:/...applicati2019.1.00130.SPublic290.04854261.379017ADS/JAO.ALMA#2019.1.00130.SALMAJAOALMAuid://A001/X1465/X3898cube2NGC4418186.727617-0.8776420.016645Polygon ICRS 186.727617 -0.869320 186.729177 -...2.68995258810.44941358842.57256816632.00...0.0032210.00328748017.332095/XX/YY/phot.flux.density;phys.polarization35.810791e+14<NA>The 12C/13C isotopic ratio is a good tracer of...NGC4418_a_03_TM1Krips, Melanie; Garcia-Burillo, Santiago; Mueh...0.4595460.0093432.979321uid://A001/X1465/X3897uid://A001/X1465/X3898uid://A002/Xe3f5bb/X3259A decisive answer on the carbon isotopic ratio...STARGETT32.2849681.875000e+09A001:DA48 A002:DA44 A003:DV23 A004:DA56 A005:D...F2021-04-07T00:23:33.0002.689952[89.43..91.30GHz,1938.48kHz,466.8uJy/beam@10km...92.1341345638.752118Martin, SergioTStarbursts, star formation, Galaxy chemistryActive galaxies2022-03-16T15:26:21.801
\n", "

1368 rows × 81 columns

\n", "
" ], "text/plain": [ " Obs project_code ... scientific_category lastModified\n", "0 1 2011.0.00268.S ... Galaxy evolution 2022-03-16T15:26:21.801\n", "1 2 2011.0.00268.S ... Galaxy evolution 2022-03-16T15:26:21.801\n", "2 3 2011.0.00405.S ... Galaxy evolution 2022-03-16T15:26:21.801\n", "3 4 2011.0.00405.S ... Galaxy evolution 2022-03-16T15:26:21.801\n", "4 5 2011.0.00405.S ... Galaxy evolution 2022-03-16T15:26:21.801\n", "5 6 2011.0.00405.S ... Galaxy evolution 2022-03-16T15:26:21.801\n", "6 7 2011.0.00405.S ... Galaxy evolution 2022-03-16T15:26:21.801\n", "7 8 2011.0.00405.S ... Galaxy evolution 2022-03-16T15:26:21.801\n", "8 9 2011.0.00405.S ... Galaxy evolution 2022-03-16T15:26:21.801\n", "... ... ... ... ... ...\n", "1359 1360 2019.1.00130.S ... Active galaxies 2022-03-16T15:26:21.801\n", "1360 1361 2019.1.00130.S ... Active galaxies 2022-03-16T15:26:21.801\n", "1361 1362 2019.1.00130.S ... Active galaxies 2022-03-16T15:26:21.801\n", "1362 1363 2019.1.00130.S ... Active galaxies 2022-03-16T15:26:21.801\n", "1363 1364 2019.1.00130.S ... Active galaxies 2022-03-16T15:26:21.801\n", "1364 1365 2019.1.00130.S ... Active galaxies 2022-03-16T15:26:21.801\n", "1365 1366 2019.1.00130.S ... Active galaxies 2022-03-16T15:26:21.801\n", "1366 1367 2019.1.00130.S ... Active galaxies 2022-03-16T15:26:21.801\n", "1367 1368 2019.1.00130.S ... Active galaxies 2022-03-16T15:26:21.801\n", "\n", "[1368 rows x 81 columns]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "alminer.explore(observations, allcols=True, allrows=False)\n", "# you can also set allrows=True to see all rows in the table \n", "# but this may be slow for very large queries" ] }, { "cell_type": "markdown", "id": "0ffa4146", "metadata": { "deletable": false, "editable": false }, "source": [ "## 2.2 Summarize results\n", "\n", "The [alminer.summary](../pages/api.rst#alminer.summary) function will print a summary of the observations. This is done by default when the query is run, but it's a useful function if the results are filtered further, as shown in the next section.\n" ] }, { "cell_type": "markdown", "id": "1c7b3cfe", "metadata": { "deletable": false, "editable": false }, "source": [ "### Example 2.2.1: print the summary of a given query result, including a list of unique ALMA target names" ] }, { "cell_type": "code", "execution_count": 4, "id": "9236af5d", "metadata": { "deletable": false, "editable": false, "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "--------------------------------\n", "Number of projects = 48\n", "Number of observations = 341\n", "Number of unique subbands = 1166\n", "Total number of subbands = 1368\n", "64 target(s) with ALMA data = ['LESS J0332-2756', 'PKS1830-211', 'ngc4418', 'NGC7469', 'NGC_1097', 'Arp220', 'NGC_5253', 'M83', 'NGC253', 'NGC1266', 'vv114', 'Mystery_Object', 'Sgr_A_star', 'SDSS_J080430.99+360718.1', 'NGC_3256', 'ngc_3256', 'NGC_55', 'ngc3256', 'NGC4418', 'NGC_3627_BE', 'circinus', 'IRAS_F16399-0937', 'ngc6240', 'ngc613', 'n613', 'ngc253', 'N159-W_south', 'N159-E', 'N159-W', 'm83', 'IRAS_13120-5453', 'ngc4945', 'HE0433-1028', 'HE0108-4743', 'HE1353-1917', 'HE1108-2813', 'HE1029-1831', 'Y050355.87-672045.1', 'Y045622.61-663656.9', 'Y054248.90-694446.3', 'Y054826.21-700850.2', 'Y050953.89-685336.7', 'Y052333.40-693712.1', 'Y052343.48-680033.9', 'Y045406.43-664601.4', 'Y054629.32-693514.2', 'ST10', 'Y045358.57-691106.7', 'Y051912.27-690907.2', 'ST6', 'Y044854.41-690948.3', 'Y052423.39-693904.7', 'Y052210.08-673459.6', 'Y053952.11-710930.7', 'Y051344.99-693510.6', 'Y051916.87-693757.5', 'Y045100.16-691934.4', 'ngc4526', 'Cloverleaf', 'ngc7465', 'NGC_253', 'IRAS_22491-1808', 'NGC4945', 'NGC1068']\n", "--------------------------------\n" ] } ], "source": [ "alminer.summary(observations)" ] }, { "cell_type": "markdown", "id": "913e6a1c", "metadata": { "deletable": false, "editable": false }, "source": [ "### Example 2.2.2: print the summary of a given query result WITHOUT the list of target names\n", "\n", "For big tables, it is useful to avoid printing the list of target names in the summary. This can be done by setting *print_targets=False*." ] }, { "cell_type": "code", "execution_count": 5, "id": "b056814a", "metadata": { "deletable": false, "editable": false, "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "--------------------------------\n", "Number of projects = 48\n", "Number of observations = 341\n", "Number of unique subbands = 1166\n", "Total number of subbands = 1368\n", "Total number of targets with ALMA data = 64\n", "--------------------------------\n" ] } ], "source": [ "alminer.summary(observations, print_targets=False)" ] }, { "cell_type": "markdown", "id": "1e2633b0", "metadata": { "deletable": false, "editable": false }, "source": [ "## 2.3 Filter results\n", "\n", "The search results can be further narrowed down by using [PANDAS DataFrame](https://pandas.pydata.org/pandas-docs/stable/reference/frame.html) functions. See also this [introduction to data structures](https://pandas.pydata.org/pandas-docs/stable/user_guide/dsintro.html#dataframe). For example, you can use `your_query.columns` to get a list of all columns in the DataFrame. \n", "\n", "To get the description and units of any column use the function [alminer.get_info('column_name')](../pages/api.rst#alminer.get_info) where *column_name* is the name of the column.
\n" ] }, { "cell_type": "markdown", "id": "36564ed3", "metadata": { "deletable": false, "editable": false }, "source": [ "### Example 2.3.1: simple selection - observations with angular resolutions < 0.5\"\n", "\n", "Let's first check what the description and units of *ang_res_arcsec* column are:" ] }, { "cell_type": "code", "execution_count": 6, "id": "220b3741", "metadata": { "deletable": false, "editable": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "--------------------------------\n", "Column: ang_res_arcsec\n", "--------------------------------\n", "Description: typical spatial resolution\n", "Units: arcsec\n", "--------------------------------\n" ] } ], "source": [ "alminer.get_info('ang_res_arcsec')" ] }, { "cell_type": "markdown", "id": "827d7222", "metadata": { "deletable": false, "editable": false }, "source": [ "Now we can do the some further filtering, say to only keep observations with angular resolutions < 0.5\":" ] }, { "cell_type": "code", "execution_count": 7, "id": "86102339", "metadata": { "deletable": false, "editable": false }, "outputs": [], "source": [ "selected = observations[observations['ang_res_arcsec'] < 0.5]" ] }, { "cell_type": "markdown", "id": "67995f1c", "metadata": { "deletable": false, "editable": false }, "source": [ "and print the summary:" ] }, { "cell_type": "code", "execution_count": 8, "id": "c0c724d6", "metadata": { "deletable": false, "editable": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "--------------------------------\n", "Number of projects = 23\n", "Number of observations = 107\n", "Number of unique subbands = 313\n", "Total number of subbands = 427\n", "Total number of targets with ALMA data = 41\n", "--------------------------------\n" ] } ], "source": [ "alminer.summary(selected, print_targets=False)" ] }, { "cell_type": "markdown", "id": "54cb8d4a", "metadata": { "deletable": false, "editable": false }, "source": [ "### Example 2.3.2: multiple selections - observations with angular resolution < 0.5\" & velocity resolution < 1 km/s" ] }, { "cell_type": "code", "execution_count": 9, "id": "aabc3652", "metadata": { "deletable": false, "editable": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "--------------------------------\n", "Number of projects = 10\n", "Number of observations = 50\n", "Number of unique subbands = 78\n", "Total number of subbands = 120\n", "Total number of targets with ALMA data = 27\n", "--------------------------------\n" ] } ], "source": [ "selected = observations[(observations['ang_res_arcsec'] < 0.5) & \n", " (observations['vel_res_kms'] < 1.0)]\n", "alminer.summary(selected, print_targets=False)" ] }, { "cell_type": "markdown", "id": "6ec54509", "metadata": { "deletable": false, "editable": false }, "source": [ "### Example 2.3.3: observations containing a given frequency" ] }, { "cell_type": "code", "execution_count": 10, "id": "6c91d198", "metadata": { "deletable": false, "editable": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "--------------------------------\n", "Number of projects = 6\n", "Number of observations = 7\n", "Number of unique subbands = 7\n", "Total number of subbands = 7\n", "Total number of targets with ALMA data = 5\n", "--------------------------------\n" ] } ], "source": [ "freq = 220.5 \n", "selected = observations[(observations[\"min_freq_GHz\"] < freq) & \n", " (observations[\"max_freq_GHz\"] > freq)]\n", "alminer.summary(selected, print_targets=False)" ] }, { "cell_type": "markdown", "id": "f5a1d0dc", "metadata": { "deletable": false, "editable": false }, "source": [ "## 2.4 Line coverage\n", "\n", "An alternative to the last example in the previous section is the [alminer.line_coverage](../pages/api.rst#alminer.line_coverage) function which determines how many targets were observed at a given frequency with the option to include a redshift for the line of interest to be taken into account. Some notes:\n", " * Line frequencies should be given in GHz \n", " * Redshift is by default assumed to be 0\n", " * The *line_name* keyword is the user's defined name for the frquency provided\n" ] }, { "cell_type": "markdown", "id": "9c1ac026", "metadata": { "deletable": false, "editable": false }, "source": [ "### Example 2.4.1: search whether a given frequency is covered in the observations\n" ] }, { "cell_type": "code", "execution_count": 11, "id": "06dc1305", "metadata": { "deletable": false, "editable": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "--------------------------------\n", "Summary of 'My favourite line' observations at 220.5 GHz\n", "--------------------------------\n", "Number of projects = 6\n", "Number of observations = 7\n", "Number of unique subbands = 7\n", "Total number of subbands = 7\n", "5 target(s) with ALMA data = ['Arp220', 'ngc_3256', 'IRAS_13120-5453', 'ngc253', 'NGC_253']\n", "--------------------------------\n" ] } ], "source": [ "myline_obs = alminer.line_coverage(observations, \n", " line_freq=220.5, \n", " z=0, \n", " line_name=\"My favourite line\", \n", " print_targets=True)" ] }, { "cell_type": "markdown", "id": "f082db31", "metadata": { "deletable": false, "editable": false }, "source": [ "### Example 2.4.2: search whether a given frequency is observed for a target at a given redshift " ] }, { "cell_type": "code", "execution_count": 12, "id": "b366af75", "metadata": { "deletable": false, "editable": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "--------------------------------\n", "Summary of 'My favourite line' observations at 400.0 GHz (266.667 GHz at z=0.5)\n", "--------------------------------\n", "Number of projects = 8\n", "Number of observations = 10\n", "Number of unique subbands = 11\n", "Total number of subbands = 11\n", "6 target(s) with ALMA data = ['ngc4418', 'Arp220', 'ngc_3256', 'circinus', 'ngc4945', 'ngc253']\n", "--------------------------------\n" ] } ], "source": [ "myline_obs = alminer.line_coverage(observations, \n", " line_freq=400.0, \n", " z=0.5, \n", " line_name=\"My favourite line\", \n", " print_targets=True)" ] }, { "cell_type": "markdown", "id": "c1c19096", "metadata": { "deletable": false, "editable": false }, "source": [ "## 2.5 Coverage of CO, 13CO, and C18O lines\n", "\n", "The [alminer.CO_lines](../pages/api.rst#alminer.CO_lines) function determines how many CO, 13CO, and C18O lines were observed in the provided DataFrame and returns a DataFrame containing all observations of these transitions.\n" ] }, { "cell_type": "markdown", "id": "3d203f66", "metadata": { "deletable": false, "editable": false }, "source": [ "### Example 2.5.1: search whether any CO, 13CO, and C18O lines were observed in the query results" ] }, { "cell_type": "code", "execution_count": 13, "id": "a40c4c3f", "metadata": { "deletable": false, "editable": false, "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "--------------------------------\n", "Summary of 'CO (1-0)' observations at 115.271 GHz\n", "--------------------------------\n", "Number of projects = 4\n", "Number of observations = 5\n", "Number of unique subbands = 4\n", "Total number of subbands = 5\n", "Total number of targets with ALMA data = 3\n", "--------------------------------\n", "--------------------------------\n", "Summary of 'CO (2-1)' observations at 230.538 GHz\n", "--------------------------------\n", "Number of projects = 10\n", "Number of observations = 13\n", "Number of unique subbands = 13\n", "Total number of subbands = 13\n", "Total number of targets with ALMA data = 8\n", "--------------------------------\n", "--------------------------------\n", "Summary of 'CO (3-2)' observations at 345.796 GHz\n", "--------------------------------\n", "Number of projects = 3\n", "Number of observations = 5\n", "Number of unique subbands = 5\n", "Total number of subbands = 5\n", "Total number of targets with ALMA data = 4\n", "--------------------------------\n", "--------------------------------\n", "Summary of 'CO (4-3)' observations at 461.041 GHz\n", "--------------------------------\n", "No observations found.\n", "--------------------------------\n", "--------------------------------\n", "Summary of 'CO (5-4)' observations at 576.268 GHz\n", "--------------------------------\n", "No observations found.\n", "--------------------------------\n", "--------------------------------\n", "Summary of 'CO (6-5)' observations at 691.473 GHz\n", "--------------------------------\n", "No observations found.\n", "--------------------------------\n", "--------------------------------\n", "Summary of 'CO (7-6)' observations at 806.652 GHz\n", "--------------------------------\n", "No observations found.\n", "--------------------------------\n", "--------------------------------\n", "Summary of 'CO (8-7)' observations at 921.8 GHz\n", "--------------------------------\n", "No observations found.\n", "--------------------------------\n", "--------------------------------\n", "Summary of '13CO (1-0)' observations at 110.201 GHz\n", "--------------------------------\n", "Number of projects = 18\n", "Number of observations = 23\n", "Number of unique subbands = 23\n", "Total number of subbands = 25\n", "Total number of targets with ALMA data = 17\n", "--------------------------------\n", "--------------------------------\n", "Summary of '13CO (2-1)' observations at 220.399 GHz\n", "--------------------------------\n", "Number of projects = 6\n", "Number of observations = 7\n", "Number of unique subbands = 7\n", "Total number of subbands = 7\n", "Total number of targets with ALMA data = 5\n", "--------------------------------\n", "--------------------------------\n", "Summary of '13CO (3-2)' observations at 330.588 GHz\n", "--------------------------------\n", "Number of projects = 2\n", "Number of observations = 5\n", "Number of unique subbands = 5\n", "Total number of subbands = 5\n", "Total number of targets with ALMA data = 4\n", "--------------------------------\n", "--------------------------------\n", "Summary of '13CO (4-3)' observations at 440.765 GHz\n", "--------------------------------\n", "Number of projects = 1\n", "Number of observations = 1\n", "Number of unique subbands = 1\n", "Total number of subbands = 1\n", "Total number of targets with ALMA data = 1\n", "--------------------------------\n", "--------------------------------\n", "Summary of '13CO (5-4)' observations at 550.926 GHz\n", "--------------------------------\n", "No observations found.\n", "--------------------------------\n", "--------------------------------\n", "Summary of '13CO (6-5)' observations at 661.067 GHz\n", "--------------------------------\n", "No observations found.\n", "--------------------------------\n", "--------------------------------\n", "Summary of '13CO (7-6)' observations at 771.184 GHz\n", "--------------------------------\n", "No observations found.\n", "--------------------------------\n", "--------------------------------\n", "Summary of '13CO (8-7)' observations at 881.273 GHz\n", "--------------------------------\n", "No observations found.\n", "--------------------------------\n", "--------------------------------\n", "Summary of 'C18O (1-0)' observations at 109.782 GHz\n", "--------------------------------\n", "Number of projects = 19\n", "Number of observations = 24\n", "Number of unique subbands = 25\n", "Total number of subbands = 27\n", "Total number of targets with ALMA data = 18\n", "--------------------------------\n", "--------------------------------\n", "Summary of 'C18O (2-1)' observations at 219.56 GHz\n", "--------------------------------\n", "Number of projects = 7\n", "Number of observations = 9\n", "Number of unique subbands = 12\n", "Total number of subbands = 12\n", "Total number of targets with ALMA data = 6\n", "--------------------------------\n", "--------------------------------\n", "Summary of 'C18O (3-2)' observations at 329.331 GHz\n", "--------------------------------\n", "Number of projects = 2\n", "Number of observations = 3\n", "Number of unique subbands = 3\n", "Total number of subbands = 3\n", "Total number of targets with ALMA data = 2\n", "--------------------------------\n", "--------------------------------\n", "Summary of 'C18O (4-3)' observations at 439.089 GHz\n", "--------------------------------\n", "No observations found.\n", "--------------------------------\n", "--------------------------------\n", "Summary of 'C18O (5-4)' observations at 548.831 GHz\n", "--------------------------------\n", "No observations found.\n", "--------------------------------\n", "--------------------------------\n", "Summary of 'C18O (6-5)' observations at 658.553 GHz\n", "--------------------------------\n", "No observations found.\n", "--------------------------------\n", "--------------------------------\n", "Summary of 'C18O (7-6)' observations at 768.252 GHz\n", "--------------------------------\n", "No observations found.\n", "--------------------------------\n", "--------------------------------\n", "Summary of 'C18O (8-7)' observations at 877.922 GHz\n", "--------------------------------\n", "No observations found.\n", "--------------------------------\n" ] } ], "source": [ "CO_obs = alminer.CO_lines(observations, print_targets=False)" ] }, { "cell_type": "markdown", "id": "70a41c73", "metadata": { "deletable": false, "editable": false }, "source": [ "### Example 2.5.2: search whether any redshifted CO, 13CO, and C18O lines were observed in the query results" ] }, { "cell_type": "code", "execution_count": 14, "id": "e09e2dd4", "metadata": { "deletable": false, "editable": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "--------------------------------\n", "Summary of 'CO (1-0)' observations at 115.2712018 GHz (57.636 GHz at z=1)\n", "--------------------------------\n", "No observations found.\n", "--------------------------------\n", "--------------------------------\n", "Summary of 'CO (2-1)' observations at 230.538 GHz (115.269 GHz at z=1)\n", "--------------------------------\n", "Number of projects = 4\n", "Number of observations = 5\n", "Number of unique subbands = 4\n", "Total number of subbands = 5\n", "Total number of targets with ALMA data = 3\n", "--------------------------------\n", "--------------------------------\n", "Summary of 'CO (3-2)' observations at 345.7959899 GHz (172.898 GHz at z=1)\n", "--------------------------------\n", "Number of projects = 2\n", "Number of observations = 3\n", "Number of unique subbands = 3\n", "Total number of subbands = 3\n", "Total number of targets with ALMA data = 2\n", "--------------------------------\n", "--------------------------------\n", "Summary of 'CO (4-3)' observations at 461.0407682 GHz (230.52 GHz at z=1)\n", "--------------------------------\n", "Number of projects = 10\n", "Number of observations = 13\n", "Number of unique subbands = 13\n", "Total number of subbands = 13\n", "Total number of targets with ALMA data = 8\n", "--------------------------------\n", "--------------------------------\n", "Summary of 'CO (5-4)' observations at 576.2679305 GHz (288.134 GHz at z=1)\n", "--------------------------------\n", "Number of projects = 3\n", "Number of observations = 6\n", "Number of unique subbands = 6\n", "Total number of subbands = 6\n", "Total number of targets with ALMA data = 3\n", "--------------------------------\n", "--------------------------------\n", "Summary of 'CO (6-5)' observations at 691.4730763 GHz (345.737 GHz at z=1)\n", "--------------------------------\n", "Number of projects = 3\n", "Number of observations = 5\n", "Number of unique subbands = 5\n", "Total number of subbands = 5\n", "Total number of targets with ALMA data = 4\n", "--------------------------------\n", "--------------------------------\n", "Summary of 'CO (7-6)' observations at 806.651806 GHz (403.326 GHz at z=1)\n", "--------------------------------\n", "No observations found.\n", "--------------------------------\n", "--------------------------------\n", "Summary of 'CO (8-7)' observations at 921.7997 GHz (460.9 GHz at z=1)\n", "--------------------------------\n", "No observations found.\n", "--------------------------------\n", "--------------------------------\n", "Summary of '13CO (1-0)' observations at 110.2013218 GHz (55.101 GHz at z=1)\n", "--------------------------------\n", "No observations found.\n", "--------------------------------\n", "--------------------------------\n", "Summary of '13CO (2-1)' observations at 220.3986195 GHz (110.199 GHz at z=1)\n", "--------------------------------\n", "Number of projects = 18\n", "Number of observations = 23\n", "Number of unique subbands = 23\n", "Total number of subbands = 25\n", "Total number of targets with ALMA data = 17\n", "--------------------------------\n", "--------------------------------\n", "Summary of '13CO (3-2)' observations at 330.5878671 GHz (165.294 GHz at z=1)\n", "--------------------------------\n", "Number of projects = 1\n", "Number of observations = 2\n", "Number of unique subbands = 2\n", "Total number of subbands = 2\n", "Total number of targets with ALMA data = 1\n", "--------------------------------\n", "--------------------------------\n", "Summary of '13CO (4-3)' observations at 440.7651735 GHz (220.383 GHz at z=1)\n", "--------------------------------\n", "Number of projects = 6\n", "Number of observations = 7\n", "Number of unique subbands = 7\n", "Total number of subbands = 7\n", "Total number of targets with ALMA data = 5\n", "--------------------------------\n", "--------------------------------\n", "Summary of '13CO (5-4)' observations at 550.9262851 GHz (275.463 GHz at z=1)\n", "--------------------------------\n", "Number of projects = 3\n", "Number of observations = 4\n", "Number of unique subbands = 4\n", "Total number of subbands = 4\n", "Total number of targets with ALMA data = 3\n", "--------------------------------\n", "--------------------------------\n", "Summary of '13CO (6-5)' observations at 661.0672766 GHz (330.534 GHz at z=1)\n", "--------------------------------\n", "Number of projects = 2\n", "Number of observations = 5\n", "Number of unique subbands = 5\n", "Total number of subbands = 5\n", "Total number of targets with ALMA data = 4\n", "--------------------------------\n", "--------------------------------\n", "Summary of '13CO (7-6)' observations at 771.184125 GHz (385.592 GHz at z=1)\n", "--------------------------------\n", "No observations found.\n", "--------------------------------\n", "--------------------------------\n", "Summary of '13CO (8-7)' observations at 881.272808 GHz (440.636 GHz at z=1)\n", "--------------------------------\n", "Number of projects = 1\n", "Number of observations = 1\n", "Number of unique subbands = 1\n", "Total number of subbands = 1\n", "Total number of targets with ALMA data = 1\n", "--------------------------------\n", "--------------------------------\n", "Summary of 'C18O (1-0)' observations at 109.7821734 GHz (54.891 GHz at z=1)\n", "--------------------------------\n", "No observations found.\n", "--------------------------------\n", "--------------------------------\n", "Summary of 'C18O (2-1)' observations at 219.5603541 GHz (109.78 GHz at z=1)\n", "--------------------------------\n", "Number of projects = 19\n", "Number of observations = 24\n", "Number of unique subbands = 25\n", "Total number of subbands = 27\n", "Total number of targets with ALMA data = 18\n", "--------------------------------\n", "--------------------------------\n", "Summary of 'C18O (3-2)' observations at 329.3305525 GHz (164.665 GHz at z=1)\n", "--------------------------------\n", "Number of projects = 1\n", "Number of observations = 2\n", "Number of unique subbands = 2\n", "Total number of subbands = 2\n", "Total number of targets with ALMA data = 1\n", "--------------------------------\n", "--------------------------------\n", "Summary of 'C18O (4-3)' observations at 439.0887658 GHz (219.544 GHz at z=1)\n", "--------------------------------\n", "Number of projects = 7\n", "Number of observations = 9\n", "Number of unique subbands = 12\n", "Total number of subbands = 12\n", "Total number of targets with ALMA data = 6\n", "--------------------------------\n", "--------------------------------\n", "Summary of 'C18O (5-4)' observations at 548.8310055 GHz (274.416 GHz at z=1)\n", "--------------------------------\n", "Number of projects = 2\n", "Number of observations = 3\n", "Number of unique subbands = 3\n", "Total number of subbands = 3\n", "Total number of targets with ALMA data = 2\n", "--------------------------------\n", "--------------------------------\n", "Summary of 'C18O (6-5)' observations at 658.5532782 GHz (329.277 GHz at z=1)\n", "--------------------------------\n", "Number of projects = 2\n", "Number of observations = 3\n", "Number of unique subbands = 3\n", "Total number of subbands = 3\n", "Total number of targets with ALMA data = 2\n", "--------------------------------\n", "--------------------------------\n", "Summary of 'C18O (7-6)' observations at 768.2515933 GHz (384.126 GHz at z=1)\n", "--------------------------------\n", "No observations found.\n", "--------------------------------\n", "--------------------------------\n", "Summary of 'C18O (8-7)' observations at 877.9219553 GHz (438.961 GHz at z=1)\n", "--------------------------------\n", "No observations found.\n", "--------------------------------\n" ] } ], "source": [ "CO_obs = alminer.CO_lines(observations, z=1, print_targets=False)" ] } ], "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": "3.9.9" }, "nbsphinx": { "execute": "never" } }, "nbformat": 4, "nbformat_minor": 5 }