From 47f6def3db0c713e47273d97bb38b190ecaf03a8 Mon Sep 17 00:00:00 2001 From: David Turner Date: Tue, 12 Mar 2024 11:40:47 -0400 Subject: [PATCH 001/105] Made some alterations to the paper.md - tiny things like funding acknowledgements. Initially want to check whether the auto build is working Signed-off-by: David Turner --- paper/paper.md | 18 +++++++++++------- 1 file changed, 11 insertions(+), 7 deletions(-) diff --git a/paper/paper.md b/paper/paper.md index a67ea799..3c1b4310 100644 --- a/paper/paper.md +++ b/paper/paper.md @@ -11,6 +11,11 @@ tags: - XMM - eROSITA - Chandra + - NuSTAR + - Swift + - ROSAT + - ASCA + - Suzaku authors: - name: David J. Turner[^*] orcid: 0000-0001-9658-1396 @@ -36,7 +41,7 @@ affiliations: index: 1 - name: Department of Physics and Astronomy, University of Sussex, Brighton, BN1 9QH, UK index: 2 -date: 31 July 2023 +date: 12 March 2024 bibliography: paper.bib --- @@ -53,7 +58,7 @@ We introduce a new, open-source, Python module for the acquisition and processin # Existing software packages -Th +The # Research projects using DAXA @@ -62,12 +67,11 @@ Th # Acknowledgements -David J Turner and Megan Donague acknowledge support from NASA ADAP... +DT and MD are grateful for support from the National Aeronautic and Space Administration Astrophysics Data Analysis Program (NASA80NSSC22K0476). -Kathy Romer (KR), and Paul A. Giles (PG) -acknowledge support from the UK Science and Technology Facilities -Council via grants ST/P006760/1 (DT), ST/P000525/1 and ST/T000473/1 (PG, -KR). ADD JESS' STFC CODE +KR and PG acknowledge support from the UK Science and Technology Facilities Council via grants ST/T000473/1 and ST/X001040/1. + +ADD JESS' STFC CODE DO I INCLUDE THIS?? We acknowledge contributions to the _XMM_ Cluster Survey from A. Bermeo, M. Hilton, P. J. Rooney, S. Bhargava, L. Ebrahimpour, R. G. Mann, M. Manolopoulou, J. Mayers, E. W. Upsdell, C. Vergara, P. T. P. Viana, R. Wilkinson, C. A. Collins, R. C. Nichol, J. P. Stott, and others. From a5fcd271e2c98b0995c6806588d270533bdfa44c Mon Sep 17 00:00:00 2001 From: David Turner Date: Tue, 12 Mar 2024 11:45:20 -0400 Subject: [PATCH 002/105] Trying to make DAXA small caps Signed-off-by: David Turner --- paper/paper.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/paper/paper.md b/paper/paper.md index 3c1b4310..b13afa84 100644 --- a/paper/paper.md +++ b/paper/paper.md @@ -46,7 +46,7 @@ bibliography: paper.bib --- # Summary -We introduce a new, open-source, Python module for the acquisition and processing of archival data from multiple X-ray telescopes, Democratising Archival X-ray Astronomy (hereafter referred to as \texttt{DAXA}). The aim of \texttt{DAXA} is to provide a consistent, easy-to-use, interface with the disparate interfaces to different X-ray telescope data archives, and their processing packges, thus enabling much greater access to X-ray data for non-specialists. This in addition to providing low-level control of processing for X-ray experts. +We introduce a new, open-source, Python module for the acquisition and processing of archival data from multiple X-ray telescopes, Democratising Archival X-ray Astronomy (hereafter referred to as [Daxa]{.smallcaps}). The aim of \texttt{DAXA} is to provide a consistent, easy-to-use, interface with the disparate interfaces to different X-ray telescope data archives, and their processing packges, thus enabling much greater access to X-ray data for non-specialists. This in addition to providing low-level control of processing for X-ray experts. # Statement of need From d66e64cdab1b0b5cee9b1f51ca45803012cf39a9 Mon Sep 17 00:00:00 2001 From: David Turner Date: Tue, 12 Mar 2024 14:15:02 -0400 Subject: [PATCH 003/105] Finished a draft of the abstract/summary of DAXA paper Signed-off-by: David Turner --- paper/paper.md | 11 +++++++++-- 1 file changed, 9 insertions(+), 2 deletions(-) diff --git a/paper/paper.md b/paper/paper.md index b13afa84..4fa79057 100644 --- a/paper/paper.md +++ b/paper/paper.md @@ -46,8 +46,15 @@ bibliography: paper.bib --- # Summary -We introduce a new, open-source, Python module for the acquisition and processing of archival data from multiple X-ray telescopes, Democratising Archival X-ray Astronomy (hereafter referred to as [Daxa]{.smallcaps}). The aim of \texttt{DAXA} is to provide a consistent, easy-to-use, interface with the disparate interfaces to different X-ray telescope data archives, and their processing packges, thus enabling much greater access to X-ray data for non-specialists. This in addition to providing low-level control of processing for X-ray experts. - +We introduce a new, open-source, Python module for the acquisition and processing of archival data from multiple X-ray +telescopes, Democratising Archival X-ray Astronomy (hereafter referred to as [Daxa]{.smallcaps}). The aim of +[Daxa]{.smallcaps} is to provide a consistent, easy-to-use, Python interface with the disparate X-ray telescope data +archives, and their processing packages. This will enable much greater access to X-ray data for non-specialists, while +preserving low-level control of processing for X-ray experts. The package is useful for identifying relevant +observations of a single object of interest, but it excels at creating and managing multi-mission datasets for +serendipitous studies of large samples of X-ray emitting objects. As we may enter an 'X-ray desert', with no new +missions coming online, within the next decade, archival data is going to take on an even greater importance than +it already has, and easy access to those archives will be vital to the continuation of X-ray astronomy. # Statement of need From c7d3b9bd4d74efd7bc754cee4a422182388382bf Mon Sep 17 00:00:00 2001 From: David Turner Date: Tue, 12 Mar 2024 14:27:01 -0400 Subject: [PATCH 004/105] Finished a draft of the abstract/summary of DAXA paper Signed-off-by: David Turner --- paper/paper.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/paper/paper.md b/paper/paper.md index 4fa79057..3a51f45c 100644 --- a/paper/paper.md +++ b/paper/paper.md @@ -65,9 +65,9 @@ it already has, and easy access to those archives will be vital to the continuat # Existing software packages -The +There is no exact analogue to -# Research projects using DAXA +# Research projects using [Daxa]{.smallcaps} # Future Work From 7a998da9d667ef620e63ab1096d0274d73e60b1b Mon Sep 17 00:00:00 2001 From: David Turner Date: Tue, 12 Mar 2024 15:04:20 -0400 Subject: [PATCH 005/105] Finished a draft of the abstract/summary of DAXA paper Signed-off-by: David Turner --- paper/paper.md | 10 +++++++--- 1 file changed, 7 insertions(+), 3 deletions(-) diff --git a/paper/paper.md b/paper/paper.md index 3a51f45c..43a346fc 100644 --- a/paper/paper.md +++ b/paper/paper.md @@ -49,10 +49,13 @@ bibliography: paper.bib We introduce a new, open-source, Python module for the acquisition and processing of archival data from multiple X-ray telescopes, Democratising Archival X-ray Astronomy (hereafter referred to as [Daxa]{.smallcaps}). The aim of [Daxa]{.smallcaps} is to provide a consistent, easy-to-use, Python interface with the disparate X-ray telescope data -archives, and their processing packages. This will enable much greater access to X-ray data for non-specialists, while +archives, and their processing packages. We provide this interface for the majority of X-ray telescopes launched +within the last 30 years. This module will enable much greater access to X-ray data for non-specialists, while preserving low-level control of processing for X-ray experts. The package is useful for identifying relevant observations of a single object of interest, but it excels at creating and managing multi-mission datasets for -serendipitous studies of large samples of X-ray emitting objects. As we may enter an 'X-ray desert', with no new +serendipitous studies of large samples of X-ray emitting objects. Once relevant observations are identified, the raw +data can be downloaded (and optionally processed) through [Daxa].{smallcaps}, or pre-processed event lists, images, and +exposure maps can be downloaded if they are available. As we may enter an 'X-ray desert', with no new missions coming online, within the next decade, archival data is going to take on an even greater importance than it already has, and easy access to those archives will be vital to the continuation of X-ray astronomy. @@ -67,8 +70,9 @@ it already has, and easy access to those archives will be vital to the continuat # Existing software packages There is no exact analogue to -# Research projects using [Daxa]{.smallcaps} +# Research projects using DAXA +[Daxa]{.smallcaps} # Future Work From 45d0d1771584cd24d9d04601f114eb340ab24eb4 Mon Sep 17 00:00:00 2001 From: David Turner Date: Tue, 12 Mar 2024 16:53:12 -0400 Subject: [PATCH 006/105] Started the statement of need in the paper Signed-off-by: David Turner --- paper/paper.md | 20 ++++++++++++++++---- 1 file changed, 16 insertions(+), 4 deletions(-) diff --git a/paper/paper.md b/paper/paper.md index 43a346fc..462e0902 100644 --- a/paper/paper.md +++ b/paper/paper.md @@ -61,6 +61,16 @@ it already has, and easy access to those archives will be vital to the continuat # Statement of need +The study of X-ray emission from astrophysical objects provides a powerful view of some of the most extreme processes +in the Universe, has had a profound impact on our understanding of many types of objects; from in-solar-system objects +to supernovae, to galaxies and galaxy clusters. Almost every sub-field of astronomy, astrophysics, and cosmology has +benefited significantly from X-ray coverage over the last three decades. The current workhorse X-ray observatories +(_XMM_-Newton and _Chandra_; other telescopes are online but are not as generally useful) are ageing however, with +_Chandra_ in particular experiencing a decline in low-energy sensitivity that limits possible science cases; these +missions cannot last forever. + + +SECOND THEME, OR FIRST IF I REARRANGE, MAKING EVERYTHING MORE ACCESSIBLE [^*]: turne540@msu.edu @@ -78,12 +88,14 @@ There is no exact analogue to # Acknowledgements -DT and MD are grateful for support from the National Aeronautic and Space Administration Astrophysics Data Analysis Program (NASA80NSSC22K0476). - -KR and PG acknowledge support from the UK Science and Technology Facilities Council via grants ST/T000473/1 and ST/X001040/1. +DT and MD are grateful for support from the National Aeronautic and Space Administration Astrophysics Data Analysis +Program (NASA80NSSC22K0476). KR and PG acknowledge support from the UK Science and Technology Facilities Council via +grants ST/T000473/1 and ST/X001040/1. ADD JESS' STFC CODE -DO I INCLUDE THIS?? We acknowledge contributions to the _XMM_ Cluster Survey from A. Bermeo, M. Hilton, P. J. Rooney, S. Bhargava, L. Ebrahimpour, R. G. Mann, M. Manolopoulou, J. Mayers, E. W. Upsdell, C. Vergara, P. T. P. Viana, R. Wilkinson, C. A. Collins, R. C. Nichol, J. P. Stott, and others. +DO I INCLUDE THIS?? We acknowledge contributions to the _XMM_ Cluster Survey from A. Bermeo, M. Hilton, P. J. Rooney, +S. Bhargava, L. Ebrahimpour, R. G. Mann, M. Manolopoulou, J. Mayers, E. W. Upsdell, C. Vergara, P. T. P. Viana, +R. Wilkinson, C. A. Collins, R. C. Nichol, J. P. Stott, and others. # References From cd3d6336b2bf3efb48077c21280e029899af653a Mon Sep 17 00:00:00 2001 From: David Turner Date: Tue, 12 Mar 2024 17:40:38 -0400 Subject: [PATCH 007/105] Added more to the statement of need Signed-off-by: David Turner --- paper/paper.md | 20 ++++++++++++++------ 1 file changed, 14 insertions(+), 6 deletions(-) diff --git a/paper/paper.md b/paper/paper.md index 462e0902..c0294b93 100644 --- a/paper/paper.md +++ b/paper/paper.md @@ -54,7 +54,7 @@ within the last 30 years. This module will enable much greater access to X-ray d preserving low-level control of processing for X-ray experts. The package is useful for identifying relevant observations of a single object of interest, but it excels at creating and managing multi-mission datasets for serendipitous studies of large samples of X-ray emitting objects. Once relevant observations are identified, the raw -data can be downloaded (and optionally processed) through [Daxa].{smallcaps}, or pre-processed event lists, images, and +data can be downloaded (and optionally processed) through [Daxa]{.smallcaps}, or pre-processed event lists, images, and exposure maps can be downloaded if they are available. As we may enter an 'X-ray desert', with no new missions coming online, within the next decade, archival data is going to take on an even greater importance than it already has, and easy access to those archives will be vital to the continuation of X-ray astronomy. @@ -62,16 +62,24 @@ it already has, and easy access to those archives will be vital to the continuat # Statement of need The study of X-ray emission from astrophysical objects provides a powerful view of some of the most extreme processes -in the Universe, has had a profound impact on our understanding of many types of objects; from in-solar-system objects -to supernovae, to galaxies and galaxy clusters. Almost every sub-field of astronomy, astrophysics, and cosmology has +in the Universe, has had a profound impact on our understanding of many types of objects; from in-solar-system objects, +to supernovae, to galaxies and galaxy clusters. As such, access to X-ray data should be made as simple as possible, +both for X-ray experts and to those non-specialists whose research could benefit from examining their sources at +higher energies; organisations such as the European Space Agency (ESA) and the High Energy Astrophysics Science Archive +Research Center (HEASARC) have gone to great lengths to enable this access, and we have built on their success to +create . Through [Daxa]{.smallcaps}, all major X-ray observatory observation archives are accessible through a single +unified interface available in a programming language that is almost ubiquitous in astronomy (Python), and can be +searched in a variety of ways to find only the data relevant to objects in a particular study. + + + +Almost every sub-field of astronomy, astrophysics, and cosmology has benefited significantly from X-ray coverage over the last three decades. The current workhorse X-ray observatories (_XMM_-Newton and _Chandra_; other telescopes are online but are not as generally useful) are ageing however, with _Chandra_ in particular experiencing a decline in low-energy sensitivity that limits possible science cases; these missions cannot last forever. -SECOND THEME, OR FIRST IF I REARRANGE, MAKING EVERYTHING MORE ACCESSIBLE - [^*]: turne540@msu.edu # Features @@ -80,7 +88,7 @@ missions cannot last forever. # Existing software packages There is no exact analogue to -# Research projects using DAXA +# Research projects using DAXA [Daxa]{.smallcaps} [Daxa]{.smallcaps} From 40c73b97bd4e94bc4b5523b3af6fe1c05ab5461d Mon Sep 17 00:00:00 2001 From: David Turner Date: Tue, 12 Mar 2024 17:57:44 -0400 Subject: [PATCH 008/105] Commit before I go home, been working on the statement of need - it is pretty crap at the moment Signed-off-by: David Turner --- paper/paper.bib | 17 +++++++++++++++-- paper/paper.md | 18 +++++++++++------- 2 files changed, 26 insertions(+), 9 deletions(-) diff --git a/paper/paper.bib b/paper/paper.bib index 724a9738..17c2bf6e 100644 --- a/paper/paper.bib +++ b/paper/paper.bib @@ -23,7 +23,6 @@ @ARTICLE{xcsmethod adsnote = {Provided by the SAO/NASA Astrophysics Data System} } - @ARTICLE{xcsfoundation, author = {{Romer}, A. Kathy and {Viana}, Pedro T.~P. and {Liddle}, Andrew R. and {Mann}, Robert G.}, title = "{A Serendipitous Galaxy Cluster Survey with XMM: Expected Catalog Properties and Scientific Applications}", @@ -122,4 +121,18 @@ @ARTICLE{erosita adsnote = {Provided by the SAO/NASA Astrophysics Data System} } - +@ARTICLE{xga, + author = {{Turner}, D.~J. and {Giles}, P.~A. and {Romer}, A.~K. and {Korbina}, V.}, + title = "{XGA: A module for the large-scale scientific exploitation of archival X-ray astronomy data}", + journal = {arXiv e-prints}, + keywords = {Astrophysics - Instrumentation and Methods for Astrophysics, Astrophysics - Cosmology and Nongalactic Astrophysics, Astrophysics - Astrophysics of Galaxies, Astrophysics - High Energy Astrophysical Phenomena}, + year = 2022, + month = feb, + eid = {arXiv:2202.01236}, + pages = {arXiv:2202.01236}, +archivePrefix = {arXiv}, + eprint = {2202.01236}, + primaryClass = {astro-ph.IM}, + adsurl = {https://ui.adsabs.harvard.edu/abs/2022arXiv220201236T}, + adsnote = {Provided by the SAO/NASA Astrophysics Data System} +} diff --git a/paper/paper.md b/paper/paper.md index c0294b93..bfd63769 100644 --- a/paper/paper.md +++ b/paper/paper.md @@ -62,16 +62,19 @@ it already has, and easy access to those archives will be vital to the continuat # Statement of need The study of X-ray emission from astrophysical objects provides a powerful view of some of the most extreme processes -in the Universe, has had a profound impact on our understanding of many types of objects; from in-solar-system objects, -to supernovae, to galaxies and galaxy clusters. As such, access to X-ray data should be made as simple as possible, +in the Universe, has had a profound impact on our understanding of many types of objects; from in-solar-system +objects, to supernovae, to galaxies and galaxy clusters. As such, access to X-ray data should be made as simple as possible, both for X-ray experts and to those non-specialists whose research could benefit from examining their sources at higher energies; organisations such as the European Space Agency (ESA) and the High Energy Astrophysics Science Archive Research Center (HEASARC) have gone to great lengths to enable this access, and we have built on their success to -create . Through [Daxa]{.smallcaps}, all major X-ray observatory observation archives are accessible through a single -unified interface available in a programming language that is almost ubiquitous in astronomy (Python), and can be -searched in a variety of ways to find only the data relevant to objects in a particular study. - - +create our software. Through [Daxa]{.smallcaps}, all major X-ray observatory observation archives are accessible +through a single unified interface available in a programming language that is almost ubiquitous in astronomy +(Python), and can be searched in a variety of ways to find only the data relevant to objects in a particular +study. X-ray data can be particularly intimidating to those astronomers who have not used it before, which acts +as a barrier to entry, limiting the reach and scientific of X-ray telescopes, things we should be striving to +maximise. Our software is particularly powerful in this regard, as it provides a normalised and simple interface to +different backend software packages, allowing for the easy processing of X-ray data to a scientifically useful +state; this is in addition to the ability to download pre-processed data from many of the data archives. Almost every sub-field of astronomy, astrophysics, and cosmology has benefited significantly from X-ray coverage over the last three decades. The current workhorse X-ray observatories @@ -79,6 +82,7 @@ benefited significantly from X-ray coverage over the last three decades. The cur _Chandra_ in particular experiencing a decline in low-energy sensitivity that limits possible science cases; these missions cannot last forever. +Testing [@xga] [^*]: turne540@msu.edu From 2e97e98c2c263c0d24521d83a74397a69ec891e5 Mon Sep 17 00:00:00 2001 From: David Turner Date: Tue, 12 Mar 2024 21:42:39 -0400 Subject: [PATCH 009/105] Added more to the statement of need. Signed-off-by: David Turner --- paper/paper.bib | 123 ------------------------------------------------ paper/paper.md | 18 ++++--- 2 files changed, 12 insertions(+), 129 deletions(-) diff --git a/paper/paper.bib b/paper/paper.bib index 17c2bf6e..6ef93b86 100644 --- a/paper/paper.bib +++ b/paper/paper.bib @@ -1,126 +1,3 @@ -@ARTICLE{xcsmethod, - author = {{Lloyd-Davies}, E.~J. and {Romer}, A. Kathy and {Mehrtens}, Nicola and - {Hosmer}, Mark and {Davidson}, Michael and {Sabirli}, Kivanc and - {Mann}, Robert G. and {Hilton}, Matt and {Liddle}, Andrew R. and - {Viana}, Pedro T.~P. and {Campbell}, Heather C. and - {Collins}, Chris A. and {Dubois}, E. Naomi and {Freeman}, Peter and - {Harrison}, Craig D. and {Hoyle}, Ben and {Kay}, Scott T. and - {Kuwertz}, Emma and {Miller}, Christopher J. and {Nichol}, Robert C. and - {Sahl{\'e}n}, Martin and {Stanford}, S.~A. and {Stott}, John P.}, - title = "{The XMM Cluster Survey: X-ray analysis methodology}", - journal = {\mnras}, - keywords = {surveys, galaxies: clusters: intracluster medium, cosmology: observations, X-rays: galaxies: clusters, Astrophysics - Cosmology and Nongalactic Astrophysics}, - year = 2011, - month = nov, - volume = {418}, - number = {1}, - pages = {14-53}, - doi = {10.1111/j.1365-2966.2011.19117.x}, -archivePrefix = {arXiv}, - eprint = {1010.0677}, - primaryClass = {astro-ph.CO}, - adsurl = {https://ui.adsabs.harvard.edu/abs/2011MNRAS.418...14L}, - adsnote = {Provided by the SAO/NASA Astrophysics Data System} -} - -@ARTICLE{xcsfoundation, - author = {{Romer}, A. Kathy and {Viana}, Pedro T.~P. and {Liddle}, Andrew R. and {Mann}, Robert G.}, - title = "{A Serendipitous Galaxy Cluster Survey with XMM: Expected Catalog Properties and Scientific Applications}", - journal = {\apj}, - keywords = {Cosmology: Miscellaneous, Galaxies: Clusters: General, X-Rays: Galaxies}, - year = 2001, - month = feb, - volume = {547}, - number = {2}, - pages = {594-608}, - doi = {10.1086/318382}, - adsurl = {https://ui.adsabs.harvard.edu/abs/2001ApJ...547..594R}, - adsnote = {Provided by the SAO/NASA Astrophysics Data System} -} - -@ARTICLE{matcha, - author = {{Hollowood}, Devon L. and {Jeltema}, Tesla and {Chen}, Xinyi and {Farahi}, Arya and {Evrard}, August and {Everett}, Spencer and {Rozo}, Eduardo and {Rykoff}, Eli and {Bernstein}, Rebecca and {Bermeo-Hernandez}, Alberto and {Eiger}, Lena and {Giles}, Paul and {Israel}, Holger and {Michel}, Renee and {Noorali}, Raziq and {Romer}, A. Kathy and {Rooney}, Philip and {Splettstoesser}, Megan}, - title = "{Chandra Follow-up of the SDSS DR8 Redmapper Catalog Using the MATCha Pipeline}", - journal = {\apjs}, - keywords = {cosmology: observations, dark energy, galaxies: clusters: general, X-rays: galaxies: clusters, Astrophysics - Cosmology and Nongalactic Astrophysics, Astrophysics - High Energy Astrophysical Phenomena}, - year = 2019, - month = oct, - volume = {244}, - number = {2}, - eid = {22}, - pages = {22}, - doi = {10.3847/1538-4365/ab3d27}, -archivePrefix = {arXiv}, - eprint = {1808.06637}, - primaryClass = {astro-ph.CO}, - adsurl = {https://ui.adsabs.harvard.edu/abs/2019ApJS..244...22H}, - adsnote = {Provided by the SAO/NASA Astrophysics Data System} -} - -@ARTICLE{xrism, - author = {{XRISM Science Team}}, - title = "{Science with the X-ray Imaging and Spectroscopy Mission (XRISM)}", - journal = {arXiv e-prints}, - keywords = {Astrophysics - High Energy Astrophysical Phenomena}, - year = 2020, - month = mar, - eid = {arXiv:2003.04962}, - pages = {arXiv:2003.04962}, -archivePrefix = {arXiv}, - eprint = {2003.04962}, - primaryClass = {astro-ph.HE}, - adsurl = {https://ui.adsabs.harvard.edu/abs/2020arXiv200304962X}, - adsnote = {Provided by the SAO/NASA Astrophysics Data System} -} - -@ARTICLE{athena, - author = {{Nandra}, Kirpal and {Barret}, Didier and {Barcons}, Xavier and {Fabian}, Andy and {den Herder}, Jan-Willem and {Piro}, Luigi and {Watson}, Mike and {Adami}, Christophe and {Aird}, James and {Afonso}, Jose Manuel and {Alexander}, Dave and {Argiroffi}, Costanza and {Amati}, Lorenzo and {Arnaud}, Monique and {Atteia}, Jean-Luc and {Audard}, Marc and {Badenes}, Carles and {Ballet}, Jean and {Ballo}, Lucia and {Bamba}, Aya and {Bhardwaj}, Anil and {Stefano Battistelli}, Elia and {Becker}, Werner and {De Becker}, Micha{\"e}l and {Behar}, Ehud and {Bianchi}, Stefano and {Biffi}, Veronica and {B{\^\i}rzan}, Laura and {Bocchino}, Fabrizio and {Bogdanov}, Slavko and {Boirin}, Laurence and {Boller}, Thomas and {Borgani}, Stefano and {Borm}, Katharina and {Bouch{\'e}}, Nicolas and {Bourdin}, Herv{\'e} and {Bower}, Richard and {Braito}, Valentina and {Branchini}, Enzo and {Branduardi-Raymont}, Graziella and {Bregman}, Joel and {Brenneman}, Laura and {Brightman}, Murray and {Br{\"u}ggen}, Marcus and {Buchner}, Johannes and {Bulbul}, Esra and {Brusa}, Marcella and {Bursa}, Michal and {Caccianiga}, Alessandro and {Cackett}, Ed and {Campana}, Sergio and {Cappelluti}, Nico and {Cappi}, Massimo and {Carrera}, Francisco and {Ceballos}, Maite and {Christensen}, Finn and {Chu}, You-Hua and {Churazov}, Eugene and {Clerc}, Nicolas and {Corbel}, Stephane and {Corral}, Amalia and {Comastri}, Andrea and {Costantini}, Elisa and {Croston}, Judith and {Dadina}, Mauro and {D'Ai}, Antonino and {Decourchelle}, Anne and {Della Ceca}, Roberto and {Dennerl}, Konrad and {Dolag}, Klaus and {Done}, Chris and {Dovciak}, Michal and {Drake}, Jeremy and {Eckert}, Dominique and {Edge}, Alastair and {Ettori}, Stefano and {Ezoe}, Yuichiro and {Feigelson}, Eric and {Fender}, Rob and {Feruglio}, Chiara and {Finoguenov}, Alexis and {Fiore}, Fabrizio and {Galeazzi}, Massimiliano and {Gallagher}, Sarah and {Gandhi}, Poshak and {Gaspari}, Massimo and {Gastaldello}, Fabio and {Georgakakis}, Antonis and {Georgantopoulos}, Ioannis and {Gilfanov}, Marat and {Gitti}, Myriam and {Gladstone}, Randy and {Goosmann}, Rene and {Gosset}, Eric and {Grosso}, Nicolas and {Guedel}, Manuel and {Guerrero}, Martin and {Haberl}, Frank and {Hardcastle}, Martin and {Heinz}, Sebastian and {Alonso Herrero}, Almudena and {Herv{\'e}}, Anthony and {Holmstrom}, Mats and {Iwasawa}, Kazushi and {Jonker}, Peter and {Kaastra}, Jelle and {Kara}, Erin and {Karas}, Vladimir and {Kastner}, Joel and {King}, Andrew and {Kosenko}, Daria and {Koutroumpa}, Dimita and {Kraft}, Ralph and {Kreykenbohm}, Ingo and {Lallement}, Rosine and {Lanzuisi}, Giorgio and {Lee}, J. and {Lemoine-Goumard}, Marianne and {Lobban}, Andrew and {Lodato}, Giuseppe and {Lovisari}, Lorenzo and {Lotti}, Simone and {McCharthy}, Ian and {McNamara}, Brian and {Maggio}, Antonio and {Maiolino}, Roberto and {De Marco}, Barbara and {de Martino}, Domitilla and {Mateos}, Silvia and {Matt}, Giorgio and {Maughan}, Ben and {Mazzotta}, Pasquale and {Mendez}, Mariano and {Merloni}, Andrea and {Micela}, Giuseppina and {Miceli}, Marco and {Mignani}, Robert and {Miller}, Jon and {Miniutti}, Giovanni and {Molendi}, Silvano and {Montez}, Rodolfo and {Moretti}, Alberto and {Motch}, Christian and {Naz{\'e}}, Ya{\"e}l and {Nevalainen}, Jukka and {Nicastro}, Fabrizio and {Nulsen}, Paul and {Ohashi}, Takaya and {O'Brien}, Paul and {Osborne}, Julian and {Oskinova}, Lida and {Pacaud}, Florian and {Paerels}, Frederik and {Page}, Mat and {Papadakis}, Iossif and {Pareschi}, Giovanni and {Petre}, Robert and {Petrucci}, Pierre-Olivier and {Piconcelli}, Enrico and {Pillitteri}, Ignazio and {Pinto}, C. and {de Plaa}, Jelle and {Pointecouteau}, Etienne and {Ponman}, Trevor and {Ponti}, Gabriele and {Porquet}, Delphine and {Pounds}, Ken and {Pratt}, Gabriel and {Predehl}, Peter and {Proga}, Daniel and {Psaltis}, Dimitrios and {Rafferty}, David and {Ramos-Ceja}, Miriam and {Ranalli}, Piero and {Rasia}, Elena and {Rau}, Arne and {Rauw}, Gregor and {Rea}, Nanda and {Read}, Andy and {Reeves}, James and {Reiprich}, Thomas and {Renaud}, Matthieu and {Reynolds}, Chris and {Risaliti}, Guido and {Rodriguez}, Jerome and {Rodriguez Hidalgo}, Paola and {Roncarelli}, Mauro and {Rosario}, David and {Rossetti}, Mariachiara and {Rozanska}, Agata and {Rovilos}, Emmanouil and {Salvaterra}, Ruben and {Salvato}, Mara and {Di Salvo}, Tiziana and {Sanders}, Jeremy and {Sanz-Forcada}, Jorge and {Schawinski}, Kevin and {Schaye}, Joop and {Schwope}, Axel and {Sciortino}, Salvatore and {Severgnini}, Paola and {Shankar}, Francesco and {Sijacki}, Debora and {Sim}, Stuart and {Schmid}, Christian and {Smith}, Randall and {Steiner}, Andrew and {Stelzer}, Beate and {Stewart}, Gordon and {Strohmayer}, Tod and {Str{\"u}der}, Lothar and {Sun}, Ming and {Takei}, Yoh and {Tatischeff}, V. and {Tiengo}, Andreas and {Tombesi}, Francesco and {Trinchieri}, Ginevra and {Tsuru}, T.~G. and {Ud-Doula}, Asif and {Ursino}, Eugenio and {Valencic}, Lynne and {Vanzella}, Eros and {Vaughan}, Simon and {Vignali}, Cristian and {Vink}, Jacco and {Vito}, Fabio and {Volonteri}, Marta and {Wang}, Daniel and {Webb}, Natalie and {Willingale}, Richard and {Wilms}, Joern and {Wise}, Michael and {Worrall}, Diana and {Young}, Andrew and {Zampieri}, Luca and {In't Zand}, Jean and {Zane}, Silvia and {Zezas}, Andreas and {Zhang}, Yuying and {Zhuravleva}, Irina}, - title = "{The Hot and Energetic Universe: A White Paper presenting the science theme motivating the Athena+ mission}", - journal = {arXiv e-prints}, - keywords = {Astrophysics - High Energy Astrophysical Phenomena, Astrophysics - Cosmology and Extragalactic Astrophysics, Astrophysics - Earth and Planetary Astrophysics, Astrophysics - Instrumentation and Methods for Astrophysics, Astrophysics - Solar and Stellar Astrophysics}, - year = 2013, - month = jun, - eid = {arXiv:1306.2307}, - pages = {arXiv:1306.2307}, -archivePrefix = {arXiv}, - eprint = {1306.2307}, - primaryClass = {astro-ph.HE}, - adsurl = {https://ui.adsabs.harvard.edu/abs/2013arXiv1306.2307N}, - adsnote = {Provided by the SAO/NASA Astrophysics Data System} -} - -@ARTICLE{lynx, - author = {{Gaskin}, Jessica A. and {Swartz}, Douglas A. and {Vikhlinin}, Alexey and {{\"O}zel}, Feryal and {Gelmis}, Karen E. and {Arenberg}, Jonathan W. and {Bandler}, Simon R. and {Bautz}, Mark W. and {Civitani}, Marta M. and {Dominguez}, Alexandra and {Eckart}, Megan E. and {Falcone}, Abraham D. and {Figueroa-Feliciano}, Enectali and {Freeman}, Mark D. and {G{\"u}nther}, Hans M. and {Havey}, Keith A. and {Heilmann}, Ralf K. and {Kilaru}, Kiranmayee and {Kraft}, Ralph P. and {McCarley}, Kevin S. and {McEntaffer}, Randall L. and {Pareschi}, Giovanni and {Purcell}, William and {Reid}, Paul B. and {Schattenburg}, Mark L. and {Schwartz}, Daniel A. and {Schwartz}, Eric D. and {Tananbaum}, Harvey D. and {Tremblay}, Grant R. and {Zhang}, William W. and {Zuhone}, John A.}, - title = "{Lynx X-Ray Observatory: an overview}", - journal = {Journal of Astronomical Telescopes, Instruments, and Systems}, - year = 2019, - month = apr, - volume = {5}, - eid = {021001}, - pages = {021001}, - doi = {10.1117/1.JATIS.5.2.021001}, - adsurl = {https://ui.adsabs.harvard.edu/abs/2019JATIS...5b1001G}, - adsnote = {Provided by the SAO/NASA Astrophysics Data System} -} - -@ARTICLE{erosita, - author = {{Predehl}, P. and {Andritschke}, R. and {Arefiev}, V. and {Babyshkin}, V. and {Batanov}, O. and {Becker}, W. and {B{\"o}hringer}, H. and {Bogomolov}, A. and {Boller}, T. and {Borm}, K. and {Bornemann}, W. and {Br{\"a}uninger}, H. and {Br{\"u}ggen}, M. and {Brunner}, H. and {Brusa}, M. and {Bulbul}, E. and {Buntov}, M. and {Burwitz}, V. and {Burkert}, W. and {Clerc}, N. and {Churazov}, E. and {Coutinho}, D. and {Dauser}, T. and {Dennerl}, K. and {Doroshenko}, V. and {Eder}, J. and {Emberger}, V. and {Eraerds}, T. and {Finoguenov}, A. and {Freyberg}, M. and {Friedrich}, P. and {Friedrich}, S. and {F{\"u}rmetz}, M. and {Georgakakis}, A. and {Gilfanov}, M. and {Granato}, S. and {Grossberger}, C. and {Gueguen}, A. and {Gureev}, P. and {Haberl}, F. and {H{\"a}lker}, O. and {Hartner}, G. and {Hasinger}, G. and {Huber}, H. and {Ji}, L. and {Kienlin}, A. v. and {Kink}, W. and {Korotkov}, F. and {Kreykenbohm}, I. and {Lamer}, G. and {Lomakin}, I. and {Lapshov}, I. and {Liu}, T. and {Maitra}, C. and {Meidinger}, N. and {Menz}, B. and {Merloni}, A. and {Mernik}, T. and {Mican}, B. and {Mohr}, J. and {M{\"u}ller}, S. and {Nandra}, K. and {Nazarov}, V. and {Pacaud}, F. and {Pavlinsky}, M. and {Perinati}, E. and {Pfeffermann}, E. and {Pietschner}, D. and {Ramos-Ceja}, M.~E. and {Rau}, A. and {Reiffers}, J. and {Reiprich}, T.~H. and {Robrade}, J. and {Salvato}, M. and {Sanders}, J. and {Santangelo}, A. and {Sasaki}, M. and {Scheuerle}, H. and {Schmid}, C. and {Schmitt}, J. and {Schwope}, A. and {Shirshakov}, A. and {Steinmetz}, M. and {Stewart}, I. and {Str{\"u}der}, L. and {Sunyaev}, R. and {Tenzer}, C. and {Tiedemann}, L. and {Tr{\"u}mper}, J. and {Voron}, V. and {Weber}, P. and {Wilms}, J. and {Yaroshenko}, V.}, - title = "{The eROSITA X-ray telescope on SRG}", - journal = {\aap}, - keywords = {space vehicles: instruments, X-rays: general, surveys, dark energy, Astrophysics - High Energy Astrophysical Phenomena, Astrophysics - Instrumentation and Methods for Astrophysics}, - year = 2021, - month = mar, - volume = {647}, - eid = {A1}, - pages = {A1}, - doi = {10.1051/0004-6361/202039313}, -archivePrefix = {arXiv}, - eprint = {2010.03477}, - primaryClass = {astro-ph.HE}, - adsurl = {https://ui.adsabs.harvard.edu/abs/2021A&A...647A...1P}, - adsnote = {Provided by the SAO/NASA Astrophysics Data System} -} - @ARTICLE{xga, author = {{Turner}, D.~J. and {Giles}, P.~A. and {Romer}, A.~K. and {Korbina}, V.}, title = "{XGA: A module for the large-scale scientific exploitation of archival X-ray astronomy data}", diff --git a/paper/paper.md b/paper/paper.md index bfd63769..95c13bb1 100644 --- a/paper/paper.md +++ b/paper/paper.md @@ -76,13 +76,19 @@ maximise. Our software is particularly powerful in this regard, as it provides a different backend software packages, allowing for the easy processing of X-ray data to a scientifically useful state; this is in addition to the ability to download pre-processed data from many of the data archives. -Almost every sub-field of astronomy, astrophysics, and cosmology has -benefited significantly from X-ray coverage over the last three decades. The current workhorse X-ray observatories -(_XMM_-Newton and _Chandra_; other telescopes are online but are not as generally useful) are ageing however, with -_Chandra_ in particular experiencing a decline in low-energy sensitivity that limits possible science cases; these -missions cannot last forever. +Almost every sub-field of astronomy, astrophysics, and cosmology has benefited significantly from X-ray coverage over +the last three decades. The current workhorse X-ray observatories (_XMM_-Newton and _Chandra_; other telescopes are +online but are not as generally useful) are ageing however, with _Chandra_ in particular experiencing a decline in +low-energy sensitivity that limits possible science cases; these missions cannot last forever. If we are to enter an +'X-ray desert', where the astrophysics community has only limited access to new X-ray observations from specialised +missions like Swift, NuSTAR, and XRISM, then archival data (and serendipitous studies) take on an even greater value +than they already hold. [Daxa]{.smallcaps} is part of an ecosystem of open-source software designed around the concept +of enabling serendipitous studies of X-ray emitting objects, and can download and prepare X-ray observations for use +with tools like 'X-ray: Generate and Analyse' ([Xga]{.smallcaps}) [@xga]. X-ray observations are perfectly suited +for the kind of archival study facilitated by [Daxa]{.smallcaps} and [Xga]{.smallcaps}, as they generally record the +time, position, and energy of each individual photon impacting the detector; this means that we can create images, +lightcurves, and spectra for any object within the field-of-view, even if it was not the target. -Testing [@xga] [^*]: turne540@msu.edu From af9ab83740ef1b94396c05f51337260dceaa6779 Mon Sep 17 00:00:00 2001 From: David Turner Date: Tue, 12 Mar 2024 23:17:13 -0400 Subject: [PATCH 010/105] Finished (again) a first pass of a bad statement of need paragraph Signed-off-by: David Turner --- paper/paper.md | 14 +++++++++++--- 1 file changed, 11 insertions(+), 3 deletions(-) diff --git a/paper/paper.md b/paper/paper.md index 95c13bb1..19112c4d 100644 --- a/paper/paper.md +++ b/paper/paper.md @@ -84,11 +84,19 @@ low-energy sensitivity that limits possible science cases; these missions cannot missions like Swift, NuSTAR, and XRISM, then archival data (and serendipitous studies) take on an even greater value than they already hold. [Daxa]{.smallcaps} is part of an ecosystem of open-source software designed around the concept of enabling serendipitous studies of X-ray emitting objects, and can download and prepare X-ray observations for use -with tools like 'X-ray: Generate and Analyse' ([Xga]{.smallcaps}) [@xga]. X-ray observations are perfectly suited +with tools like 'X-ray: Generate and Analyse' ([Xga]{.smallcaps}; @xga). X-ray observations are perfectly suited for the kind of archival study facilitated by [Daxa]{.smallcaps} and [Xga]{.smallcaps}, as they generally record the time, position, and energy of each individual photon impacting the detector; this means that we can create images, -lightcurves, and spectra for any object within the field-of-view, even if it was not the target. - +lightcurves, and spectra for any object within the field-of-view, even if it was not the target. With this software, we +can enable the maximum exploitation of existing X-ray archives, both to traverse the X-ray desert and to ensure that we +are fully prepared for future X-ray telescopes such as Athena and Lynx. Having easy access to the whole history of +X-ray observations of an object can provide extra context as to its astrophysics, and comes at no extra cost. + +Finally, [Daxa]{.smallcaps} can be used to further one of the tenets of open-source science, reproducibility. Its +management features both allow the user to keep track of their dataset, but also to version control it. If more data +become available, or existing data need to be reprocessed, then the version of the dataset can be automatically +updated. Research publications can thus reference an exact version of a dataset, which can be reproduced without +offering the whole dataset for download, which is often impractical. [^*]: turne540@msu.edu From ff1766e061a9542364cb97a1d24b520eaa3707a3 Mon Sep 17 00:00:00 2001 From: David Turner Date: Tue, 12 Mar 2024 23:59:40 -0400 Subject: [PATCH 011/105] Added research projects using DAXA section Signed-off-by: David Turner --- paper/paper.md | 35 ++++++++++++++++++++++++++++++----- 1 file changed, 30 insertions(+), 5 deletions(-) diff --git a/paper/paper.md b/paper/paper.md index 19112c4d..fb3427fc 100644 --- a/paper/paper.md +++ b/paper/paper.md @@ -1,5 +1,5 @@ --- -title: 'DAXA: Democratising archival X-ray astronomy through the easy creation of multi-mission datasets' +title: 'DAXA: Democratising archival X-ray astronomy and traversing the X-ray desert' tags: - Python - Astronomy @@ -104,11 +104,36 @@ offering the whole dataset for download, which is often impractical. # Existing software packages -There is no exact analogue to -# Research projects using DAXA [Daxa]{.smallcaps} - -[Daxa]{.smallcaps} +There are no direct analogues to [Daxa]{.smallcaps}, though we + +# Research projects using DAXA + +[Daxa]{.smallcaps}'s feature-set has reached a minimum viable product level, and has been useful for several research +projects over different collaborations; we anticipate that the number of research projects benefiting from it will +increase significantly. The primary use to which [Daxa]{.smallcaps} has been put is to assemble the multi-mission +X-ray dataset (_XMM_, _Chandra_, _eROSITA_, _Swift_, and _ROSAT_) for the X-ray follow-up component of the Local Volume +Complete Cluster Survey (LoVoCCS). It was used to identify the relevant observations, download, and process them, as +well as to organise the significant number of files and make it easier for the dataset to be served to the X-ray +community. Construction and administration of such large, complicated, multi-mission datasets is rendered quick and +easy. + +The X-ray Cluster Science (XCS; formerly known as the _XMM_ Cluster Survey) collaboration now uses [Daxa]{.smallcaps} to +create and manage their processed X-ray archive; particularly useful is [Daxa]{.smallcaps}'s support for telescopes +other than XMM, which has allowed the serendipitous science undertaken by XCS to expand to the use of different +telescopes. These telescopes are complementary to _XMM_, and also increase the sky coverage, which in turn increases +the likelihood that an object of interest has an accessible X-ray observation. + +As [Daxa]{.smallcaps} now supports XCS, it has contributed to a research project that has measured X-ray properties +(spectral, time-series, and photometric) for every LOFAR source that falls on an _XMM_ observation (a [Daxa]{.smallcaps} +generated dataset was used for an [Xga]{.smallcaps} analysis). This kind of bulk analysis is trivial when our software +packages are utilised, and will result in a comprehensive catalogue that is invaluable to the radio astronomy community. + +Finally, [Daxa]{.smallcaps} has been used to identify _XMM_ and _Chandra_ (alongside other telescopes, though they +play only a supporting role) observations of a series of galaxy groups that appear in the foreground of UV bright +quasars. Absorption features that indicate the presence of Oxygen VI were identified in the spectra of several of +the quasars, and the data that [Daxa]{.smallcaps} identified and retrieved allowed for an exploration of the hot-gas +properties of these groups. # Future Work From 1630bace1f2b34d046e8e7fb2b4c0dfd2e09eca6 Mon Sep 17 00:00:00 2001 From: David Turner Date: Wed, 13 Mar 2024 10:46:04 -0400 Subject: [PATCH 012/105] Added some entries to the bibtex file Signed-off-by: David Turner --- paper/paper.bib | 67 +++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 67 insertions(+) diff --git a/paper/paper.bib b/paper/paper.bib index 6ef93b86..d93a29c2 100644 --- a/paper/paper.bib +++ b/paper/paper.bib @@ -13,3 +13,70 @@ @ARTICLE{xga adsurl = {https://ui.adsabs.harvard.edu/abs/2022arXiv220201236T}, adsnote = {Provided by the SAO/NASA Astrophysics Data System} } + +@ARTICLE{astroquery, + author = {{Ginsburg}, A. and {Sip{\H o}cz}, B.~M. and {Brasseur}, C.~E. and + {Cowperthwaite}, P.~S. and {Craig}, M.~W. and {Deil}, C. and + {Guillochon}, J. and {Guzman}, G. and {Liedtke}, S. and {Lian Lim}, P. and + {Lockhart}, K.~E. and {Mommert}, M. and {Morris}, B.~M. and + {Norman}, H. and {Parikh}, M. and {Persson}, M.~V. and {Robitaille}, T.~P. and + {Segovia}, J.-C. and {Singer}, L.~P. and {Tollerud}, E.~J. and + {de Val-Borro}, M. and {Valtchanov}, I. and {Woillez}, J. and + {The Astroquery collaboration} and {a subset of the astropy collaboration} + }, + title = "{astroquery: An Astronomical Web-querying Package in Python}", + journal = {\aj}, +archivePrefix = "arXiv", + eprint = {1901.04520}, + primaryClass = "astro-ph.IM", + keywords = {astronomical databases: miscellaneous, virtual observatory tools}, + year = 2019, + month = mar, + volume = 157, + eid = {98}, + pages = {98}, + doi = {10.3847/1538-3881/aafc33}, + adsurl = {https://adsabs.harvard.edu/abs/2019AJ....157...98G}, + adsnote = {Provided by the SAO/NASA Astrophysics Data System} +} + +@article{esascook, +author = {Snowden, S.L. and Kuntz, K.D.}, +year = {2011}, +month = {04}, +pages = {}, +title = {Cookbook for analysis procedures for XMM-Newton EPIC MOS observations of extended objects and the diffuse background} +} + +@INPROCEEDINGS{sas, + author = {{Gabriel}, C. and {Denby}, M. and {Fyfe}, D.~J. and {Hoar}, J. and {Ibarra}, A. and {Ojero}, E. and {Osborne}, J. and {Saxton}, R.~D. and {Lammers}, U. and {Vacanti}, G.}, + title = "{The XMM-Newton SAS - Distributed Development and Maintenance of a Large Science Analysis System: A Critical Analysis}", + booktitle = {Astronomical Data Analysis Software and Systems (ADASS) XIII}, + year = 2004, + editor = {{Ochsenbein}, Francois and {Allen}, Mark G. and {Egret}, Daniel}, + series = {Astronomical Society of the Pacific Conference Series}, + volume = {314}, + month = jul, + pages = {759}, + adsurl = {https://ui.adsabs.harvard.edu/abs/2004ASPC..314..759G}, + adsnote = {Provided by the SAO/NASA Astrophysics Data System} +} + +@ARTICLE{erosita, + author = {{Predehl}, P. and {Andritschke}, R. and {Arefiev}, V. and {Babyshkin}, V. and {Batanov}, O. and {Becker}, W. and {B{\"o}hringer}, H. and {Bogomolov}, A. and {Boller}, T. and {Borm}, K. and {Bornemann}, W. and {Br{\"a}uninger}, H. and {Br{\"u}ggen}, M. and {Brunner}, H. and {Brusa}, M. and {Bulbul}, E. and {Buntov}, M. and {Burwitz}, V. and {Burkert}, W. and {Clerc}, N. and {Churazov}, E. and {Coutinho}, D. and {Dauser}, T. and {Dennerl}, K. and {Doroshenko}, V. and {Eder}, J. and {Emberger}, V. and {Eraerds}, T. and {Finoguenov}, A. and {Freyberg}, M. and {Friedrich}, P. and {Friedrich}, S. and {F{\"u}rmetz}, M. and {Georgakakis}, A. and {Gilfanov}, M. and {Granato}, S. and {Grossberger}, C. and {Gueguen}, A. and {Gureev}, P. and {Haberl}, F. and {H{\"a}lker}, O. and {Hartner}, G. and {Hasinger}, G. and {Huber}, H. and {Ji}, L. and {Kienlin}, A. v. and {Kink}, W. and {Korotkov}, F. and {Kreykenbohm}, I. and {Lamer}, G. and {Lomakin}, I. and {Lapshov}, I. and {Liu}, T. and {Maitra}, C. and {Meidinger}, N. and {Menz}, B. and {Merloni}, A. and {Mernik}, T. and {Mican}, B. and {Mohr}, J. and {M{\"u}ller}, S. and {Nandra}, K. and {Nazarov}, V. and {Pacaud}, F. and {Pavlinsky}, M. and {Perinati}, E. and {Pfeffermann}, E. and {Pietschner}, D. and {Ramos-Ceja}, M.~E. and {Rau}, A. and {Reiffers}, J. and {Reiprich}, T.~H. and {Robrade}, J. and {Salvato}, M. and {Sanders}, J. and {Santangelo}, A. and {Sasaki}, M. and {Scheuerle}, H. and {Schmid}, C. and {Schmitt}, J. and {Schwope}, A. and {Shirshakov}, A. and {Steinmetz}, M. and {Stewart}, I. and {Str{\"u}der}, L. and {Sunyaev}, R. and {Tenzer}, C. and {Tiedemann}, L. and {Tr{\"u}mper}, J. and {Voron}, V. and {Weber}, P. and {Wilms}, J. and {Yaroshenko}, V.}, + title = "{The eROSITA X-ray telescope on SRG}", + journal = {\aap}, + keywords = {space vehicles: instruments, X-rays: general, surveys, dark energy, Astrophysics - High Energy Astrophysical Phenomena, Astrophysics - Instrumentation and Methods for Astrophysics}, + year = 2021, + month = mar, + volume = {647}, + eid = {A1}, + pages = {A1}, + doi = {10.1051/0004-6361/202039313}, +archivePrefix = {arXiv}, + eprint = {2010.03477}, + primaryClass = {astro-ph.HE}, + adsurl = {https://ui.adsabs.harvard.edu/abs/2021A&A...647A...1P}, + adsnote = {Provided by the SAO/NASA Astrophysics Data System} +} + From 11927e12d60049971ec338efe45bb5614e7f729a Mon Sep 17 00:00:00 2001 From: David Turner Date: Wed, 13 Mar 2024 10:47:43 -0400 Subject: [PATCH 013/105] Added stuff to the existing software packages section Signed-off-by: David Turner --- paper/paper.md | 22 ++++++++++++++++++++-- 1 file changed, 20 insertions(+), 2 deletions(-) diff --git a/paper/paper.md b/paper/paper.md index fb3427fc..e194ba4d 100644 --- a/paper/paper.md +++ b/paper/paper.md @@ -41,7 +41,7 @@ affiliations: index: 1 - name: Department of Physics and Astronomy, University of Sussex, Brighton, BN1 9QH, UK index: 2 -date: 12 March 2024 +date: 13 March 2024 bibliography: paper.bib --- @@ -105,7 +105,25 @@ offering the whole dataset for download, which is often impractical. # Existing software packages -There are no direct analogues to [Daxa]{.smallcaps}, though we +There are no direct analogues to our module, though we must acknowledge the many pieces of software (and data +archives), without which it would have been much more difficult to create [Daxa]{.smallcaps}. Data access is made +possible primarily by the HEASARC data archive, though the Astroquery [@astroquery] package is also used. +HEASARC provides an online interface to query their data archive, which has similar functionality to some of the +filtering methods of mission classes in [Daxa]{.smallcaps} (though we provide slightly more functionality in +that regard), and they provide Python SQL examples to access the data, but none of the data management and cleaning +functionality that we include. + +Also worthy of mention are the various telescope-specific software packages that underpin [Daxa]{.smallcaps}'s ability +to perform data preparation and cleaning. Particularly important are the _XMM_ Science Analysis System (SAS; @sas) and +the complementary extended SAS (eSAS; @esascook) packages, which allow us to provide simple Python interfaces to the +complex, multi-step, processes that are required to prepare raw _XMM_ data for scientific use. The analogous +eROSITA Science Analysis Software System (eSASS; @erosita) must also be mentioned, as it provides the tools needed to +reduce and prepare eROSITA data. + + + +[Daxa]{.smallcaps} is much greater than the sum of its parts, but would not have been possible without the existing +software packages it builds upon. # Research projects using DAXA From 4665d599866dc8b7671be232b99a60d5f45a5457 Mon Sep 17 00:00:00 2001 From: David Turner Date: Wed, 13 Mar 2024 11:28:22 -0400 Subject: [PATCH 014/105] Finished a first pass of the existing software packages section Signed-off-by: David Turner --- paper/paper.md | 12 +++++++++--- 1 file changed, 9 insertions(+), 3 deletions(-) diff --git a/paper/paper.md b/paper/paper.md index e194ba4d..f6825168 100644 --- a/paper/paper.md +++ b/paper/paper.md @@ -118,12 +118,17 @@ to perform data preparation and cleaning. Particularly important are the _XMM_ S the complementary extended SAS (eSAS; @esascook) packages, which allow us to provide simple Python interfaces to the complex, multi-step, processes that are required to prepare raw _XMM_ data for scientific use. The analogous eROSITA Science Analysis Software System (eSASS; @erosita) must also be mentioned, as it provides the tools needed to -reduce and prepare eROSITA data. - +reduce and prepare eROSITA data. In this vein we must also mention the HEASoft package, which is almost ubiquitous in +X-ray data analyses, and is used by both SAS and eSASS. +Another related software package is the other module in our open-source X-ray astronomy ecosystem, X-ray: Generate +and Analyse ([Xga]{.smallcaps}; @xga). It has none of the same features as [Daxa]{.smallcaps}, as it exists to +analyse large sets of X-ray data, we created [Daxa]{.smallcaps} to create and manage the kind of dataset required for +[Xga]{.smallcaps} to attain maximum usefulness. [Daxa]{.smallcaps} is much greater than the sum of its parts, but would not have been possible without the existing -software packages it builds upon. +software packages it builds upon; we hope that it only enhances the value that astrophysicists derive from the other +software we have mentioned. # Research projects using DAXA @@ -156,6 +161,7 @@ properties of these groups. # Future Work + # Acknowledgements DT and MD are grateful for support from the National Aeronautic and Space Administration Astrophysics Data Analysis Program (NASA80NSSC22K0476). KR and PG acknowledge support from the UK Science and Technology Facilities Council via From 9cc425456269f578f144426707b11f25d3dd0d61 Mon Sep 17 00:00:00 2001 From: David Turner Date: Wed, 13 Mar 2024 11:54:45 -0400 Subject: [PATCH 015/105] Added future work section Signed-off-by: David Turner --- paper/paper.md | 8 +++++++- 1 file changed, 7 insertions(+), 1 deletion(-) diff --git a/paper/paper.md b/paper/paper.md index f6825168..128c2d08 100644 --- a/paper/paper.md +++ b/paper/paper.md @@ -160,7 +160,13 @@ properties of these groups. # Future Work - +The most significant new features implemented in [Daxa]{.smallcaps} will be new mission classes added when new X-ray +telescope archives become available, or one of the existing missions that we have not yet implemented is added (for +instance _XMM_ observations taken whilst slewing). We will also seek to include support for more telescope-specific +cleaning methods taken from their backend software; additionally we wish to implement our own generic processing and +cleaning techniques where possible, applicable to multiple missions. We also aim to include source detection +capabilities; specifically techniques that are generally applicable to multiple missions whilst taking into account +instrument-specific effects. # Acknowledgements DT and MD are grateful for support from the National Aeronautic and Space Administration Astrophysics Data Analysis From d8644ef02b823771f641a33e9fe26b935cdad4f6 Mon Sep 17 00:00:00 2001 From: David Turner Date: Wed, 13 Mar 2024 12:33:40 -0400 Subject: [PATCH 016/105] Started to write the features section Signed-off-by: David Turner --- paper/paper.md | 10 +++++++++- 1 file changed, 9 insertions(+), 1 deletion(-) diff --git a/paper/paper.md b/paper/paper.md index 128c2d08..35f383fa 100644 --- a/paper/paper.md +++ b/paper/paper.md @@ -96,12 +96,20 @@ Finally, [Daxa]{.smallcaps} can be used to further one of the tenets of open-sou management features both allow the user to keep track of their dataset, but also to version control it. If more data become available, or existing data need to be reprocessed, then the version of the dataset can be automatically updated. Research publications can thus reference an exact version of a dataset, which can be reproduced without -offering the whole dataset for download, which is often impractical. +offering the whole dataset for download. [^*]: turne540@msu.edu # Features +[Daxa]{.smallcaps} contains two types of class, mission classes and the archive class. Mission classes directly +represent a telescope, or in some cases a particular use of a telescope (for instance there are separate classes for +pointed and survey observations taken by _ROSAT_, as the characteristics of the data are quite different), and exist +to provide a Python interface with the up-to-date telescope observation database. Such mission classes + +Archive class + +Data management # Existing software packages From 75541577096b4ce2b5a9d33f848d82b3ab1d792f Mon Sep 17 00:00:00 2001 From: David Turner Date: Wed, 13 Mar 2024 13:47:22 -0400 Subject: [PATCH 017/105] Added more to the features section Signed-off-by: David Turner --- paper/paper.md | 12 +++++++----- 1 file changed, 7 insertions(+), 5 deletions(-) diff --git a/paper/paper.md b/paper/paper.md index 35f383fa..c59de4cd 100644 --- a/paper/paper.md +++ b/paper/paper.md @@ -105,7 +105,13 @@ offering the whole dataset for download. [Daxa]{.smallcaps} contains two types of class, mission classes and the archive class. Mission classes directly represent a telescope, or in some cases a particular use of a telescope (for instance there are separate classes for pointed and survey observations taken by _ROSAT_, as the characteristics of the data are quite different), and exist -to provide a Python interface with the up-to-date telescope observation database. Such mission classes +to provide a Python interface with the up-to-date telescope observation database. Such mission classes allow the user +to easily identify data relevant to their objects of interest (both individual and samples) with various filtering +methods (it is also possible to download the entire archive of a telescope); these include filtering on spatial +position (determining whether a coordinate of interest is within the field-of-view), filtering on the time of the +observation (also filtering on whether a specific coordinate was observed at a specific time, for whole samples with +different coordinates and times of interest), and filtering on specific observation identifiers (ObsIDs) if they +are already known. Archive class @@ -183,8 +189,4 @@ grants ST/T000473/1 and ST/X001040/1. ADD JESS' STFC CODE -DO I INCLUDE THIS?? We acknowledge contributions to the _XMM_ Cluster Survey from A. Bermeo, M. Hilton, P. J. Rooney, -S. Bhargava, L. Ebrahimpour, R. G. Mann, M. Manolopoulou, J. Mayers, E. W. Upsdell, C. Vergara, P. T. P. Viana, -R. Wilkinson, C. A. Collins, R. C. Nichol, J. P. Stott, and others. - # References From 33a60579a597b6b3e664fd507638064636801232 Mon Sep 17 00:00:00 2001 From: David Turner Date: Wed, 13 Mar 2024 13:50:42 -0400 Subject: [PATCH 018/105] Changed the paper title Signed-off-by: David Turner --- paper/paper.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/paper/paper.md b/paper/paper.md index c59de4cd..c03edfff 100644 --- a/paper/paper.md +++ b/paper/paper.md @@ -1,5 +1,5 @@ --- -title: 'DAXA: Democratising archival X-ray astronomy and traversing the X-ray desert' +title: 'DAXA: Traversing the X-ray desert by Democratising Archival X-ray Astronomy' tags: - Python - Astronomy From 4f698ddb1639ecdb28ca402e04a50e18a4d58d38 Mon Sep 17 00:00:00 2001 From: David Turner Date: Wed, 13 Mar 2024 16:13:00 -0400 Subject: [PATCH 019/105] Finished off a first pass at the DAXA paper features section Signed-off-by: David Turner --- paper/paper.md | 31 ++++++++++++++++++++++++++----- 1 file changed, 26 insertions(+), 5 deletions(-) diff --git a/paper/paper.md b/paper/paper.md index c03edfff..947e9aae 100644 --- a/paper/paper.md +++ b/paper/paper.md @@ -111,11 +111,32 @@ methods (it is also possible to download the entire archive of a telescope); the position (determining whether a coordinate of interest is within the field-of-view), filtering on the time of the observation (also filtering on whether a specific coordinate was observed at a specific time, for whole samples with different coordinates and times of interest), and filtering on specific observation identifiers (ObsIDs) if they -are already known. - -Archive class - -Data management +are already known. Each mission class has some knowledge of the characteristics of the telescope it represents (such as +the field-of-view) to make observation filtering easier. The user can also select only a subset of instruments, if the +telescope has more than one, to exclude any that may not contribute to their analysis. + +Once as set of relevant observations have been identified, for either a single mission or a set of missions, a +[Daxa]{.smallcaps} multi-mission data archive can be declared. This will automatically download the selected data from +the various telescope archives, if the user had not already triggered that, and proceeds to ingest and organise the +data so that it can be managed (and if necessary, updated) through the [Daxa]{.smallcaps} interface. Within the +Python interface it is easy to see and explore exactly what data files are available and for which observations. We +have also implemented user-friendly, multi-threaded, data preparation and cleaning routines for some telescopes (_XMM_ +and _eROSITA_ in particular); fine control of the parameters that control these processes is retained, but default +behaviours can be used if the user is unfamiliar with the minutiae of X-ray data preparation. Another key benefit of +reducing data with [Daxa]{.smallcaps} is the easy access to software logs through our interface, in case of suspected +problems during the reduction processes. The module is also capable of safely handling processing failures, simply +recording at which processing step the failure occurred for a particular ObsID. + +All of this information is retained permanently, not just while the initial [Daxa]{.smallcaps} processes are +running. Any [Daxa]{.smallcaps} archive can be loaded back into memory after the fact, once again providing access +to the stored log information. At this point the archives can also be updated, either by searching for new data from +the existing missions, adding data from a different mission, or re-processing specific observations to achieve more +scientifically useful data. Any such change will be recorded, and processed observations version controlled, so that +the data archive can have a specific version that refers to its exact state at any given time; this version can be +referred to in published work using the data archive. Each data archive is also capable of creating a file that +other [Daxa]{.smallcaps} users can import, and which will recreate the data archive by downloading the same data, and +processing it in the same way; this renders making fully processed, and large, X-ray data files available with +a piece of research is unnecessary. # Existing software packages From 8f905a12e59efa6429d697564cdb359ae9877870 Mon Sep 17 00:00:00 2001 From: David Turner Date: Wed, 13 Mar 2024 16:20:46 -0400 Subject: [PATCH 020/105] Trying to make the MSU affiliation shorted Signed-off-by: David Turner --- paper/paper.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/paper/paper.md b/paper/paper.md index 947e9aae..c124f604 100644 --- a/paper/paper.md +++ b/paper/paper.md @@ -37,9 +37,9 @@ authors: - name: Toby Wallage affiliation: 2 affiliations: - - name: Department of Physics and Astronomy, Michigan State University, East Lansing, Michigan, 48824, USA + - name: Department of Physics and Astronomy, Michigan State University, East Lansing, Michigan, USA index: 1 - - name: Department of Physics and Astronomy, University of Sussex, Brighton, BN1 9QH, UK + - name: Department of Physics and Astronomy, University of Sussex, Brighton, UK index: 2 date: 13 March 2024 bibliography: paper.bib From 333b9647eb4606aa44b624cb14dc9f80ce6127b1 Mon Sep 17 00:00:00 2001 From: David Turner Date: Wed, 13 Mar 2024 16:23:29 -0400 Subject: [PATCH 021/105] Trying to make the MSU affiliation shorted Signed-off-by: David Turner --- paper/paper.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/paper/paper.md b/paper/paper.md index c124f604..56a8fb46 100644 --- a/paper/paper.md +++ b/paper/paper.md @@ -37,9 +37,9 @@ authors: - name: Toby Wallage affiliation: 2 affiliations: - - name: Department of Physics and Astronomy, Michigan State University, East Lansing, Michigan, USA + - name: Department of Physics and Astronomy, Michigan State University, East Lansing, Michigan, USA\\ index: 1 - - name: Department of Physics and Astronomy, University of Sussex, Brighton, UK + - name: Department of Physics and Astronomy, University of Sussex, Brighton, UK\\ index: 2 date: 13 March 2024 bibliography: paper.bib From ed834c4c65044c427524a81c8a29d963fbec2164 Mon Sep 17 00:00:00 2001 From: David Turner Date: Wed, 13 Mar 2024 16:33:13 -0400 Subject: [PATCH 022/105] That did not work Signed-off-by: David Turner --- paper/paper.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/paper/paper.md b/paper/paper.md index 56a8fb46..c124f604 100644 --- a/paper/paper.md +++ b/paper/paper.md @@ -37,9 +37,9 @@ authors: - name: Toby Wallage affiliation: 2 affiliations: - - name: Department of Physics and Astronomy, Michigan State University, East Lansing, Michigan, USA\\ + - name: Department of Physics and Astronomy, Michigan State University, East Lansing, Michigan, USA index: 1 - - name: Department of Physics and Astronomy, University of Sussex, Brighton, UK\\ + - name: Department of Physics and Astronomy, University of Sussex, Brighton, UK index: 2 date: 13 March 2024 bibliography: paper.bib From 5a6e7396ec361d650bea798604159826e532d7be Mon Sep 17 00:00:00 2001 From: David Turner Date: Thu, 14 Mar 2024 09:26:50 -0400 Subject: [PATCH 023/105] Removed Paul and Kathy from the author list for now - I was reminded of the criteria for authorship for JOSS and don't know if they qualify Signed-off-by: David Turner --- paper/paper.md | 8 +------- 1 file changed, 1 insertion(+), 7 deletions(-) diff --git a/paper/paper.md b/paper/paper.md index c124f604..4df32634 100644 --- a/paper/paper.md +++ b/paper/paper.md @@ -26,12 +26,6 @@ authors: - name: Megan Donahue orcid: 0000-0002-2808-0853 affiliation: 1 - - name: Paul A. Giles - orcid: 0000-0003-4937-8453 - affiliation: 2 - - name: Kathy Romer - orcid: 0000-0002-9328-879X - affiliation: 2 - name: Agrim Gupta affiliation: 1 - name: Toby Wallage @@ -41,7 +35,7 @@ affiliations: index: 1 - name: Department of Physics and Astronomy, University of Sussex, Brighton, UK index: 2 -date: 13 March 2024 +date: 14 March 2024 bibliography: paper.bib --- From d10d9b27e09a52405c33f71c4af30c0a53b25524 Mon Sep 17 00:00:00 2001 From: David Turner Date: Mon, 18 Mar 2024 10:44:54 -0400 Subject: [PATCH 024/105] Added Jessica STFC code Signed-off-by: David Turner --- paper/paper.md | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/paper/paper.md b/paper/paper.md index 4df32634..6307ccb8 100644 --- a/paper/paper.md +++ b/paper/paper.md @@ -199,9 +199,9 @@ instrument-specific effects. # Acknowledgements DT and MD are grateful for support from the National Aeronautic and Space Administration Astrophysics Data Analysis -Program (NASA80NSSC22K0476). KR and PG acknowledge support from the UK Science and Technology Facilities Council via -grants ST/T000473/1 and ST/X001040/1. +Program (NASA80NSSC22K0476). -ADD JESS' STFC CODE +KR and PG acknowledge support from the UK Science and Technology Facilities Council via grants ST/T000473/1 and ST/X001040/1. +JP acknowledges support from the UK Science and Technology Facilities Council via grants ST/X508822/1. # References From 4278930c2bce98533db6e1342e3a831a5f57eb7c Mon Sep 17 00:00:00 2001 From: David Turner Date: Wed, 20 Mar 2024 09:41:23 -0400 Subject: [PATCH 025/105] Re-added Paul and Kathy. Also think I've made sure all telescope names are italicized Signed-off-by: David Turner --- paper/paper.md | 37 ++++++++++++++++++++++--------------- 1 file changed, 22 insertions(+), 15 deletions(-) diff --git a/paper/paper.md b/paper/paper.md index 6307ccb8..1da0bb3d 100644 --- a/paper/paper.md +++ b/paper/paper.md @@ -26,6 +26,12 @@ authors: - name: Megan Donahue orcid: 0000-0002-2808-0853 affiliation: 1 + - name: Paul A. Giles + orcid: 0000-0003-4937-8453 + affiliation: 2 + - name: Kathy Romer + orcid: 0000-0002-9328-879X + affiliation: 2 - name: Agrim Gupta affiliation: 1 - name: Toby Wallage @@ -35,23 +41,24 @@ affiliations: index: 1 - name: Department of Physics and Astronomy, University of Sussex, Brighton, UK index: 2 -date: 14 March 2024 +date: 20 March 2024 bibliography: paper.bib --- # Summary We introduce a new, open-source, Python module for the acquisition and processing of archival data from multiple X-ray telescopes, Democratising Archival X-ray Astronomy (hereafter referred to as [Daxa]{.smallcaps}). The aim of -[Daxa]{.smallcaps} is to provide a consistent, easy-to-use, Python interface with the disparate X-ray telescope data +[Daxa]{.smallcaps} is to provide a consistent, easy-to-use, Python interface to the disparate X-ray telescope data archives, and their processing packages. We provide this interface for the majority of X-ray telescopes launched within the last 30 years. This module will enable much greater access to X-ray data for non-specialists, while preserving low-level control of processing for X-ray experts. The package is useful for identifying relevant observations of a single object of interest, but it excels at creating and managing multi-mission datasets for -serendipitous studies of large samples of X-ray emitting objects. Once relevant observations are identified, the raw -data can be downloaded (and optionally processed) through [Daxa]{.smallcaps}, or pre-processed event lists, images, and -exposure maps can be downloaded if they are available. As we may enter an 'X-ray desert', with no new -missions coming online, within the next decade, archival data is going to take on an even greater importance than -it already has, and easy access to those archives will be vital to the continuation of X-ray astronomy. +serendipitous or targeted studies of large samples of X-ray emitting objects. Once relevant observations are +identified, the raw data can be downloaded (and optionally processed) through [Daxa]{.smallcaps}, or pre-processed +event lists, images, and exposure maps can be downloaded if they are available. As we may enter an 'X-ray desert', with +no new X-ray missions coming online, during the next decade, archival data is going to take on an even greater +importance than it already has, and enhanced access to those archives will be vital to the continuation of X-ray +astronomy. # Statement of need @@ -75,15 +82,15 @@ the last three decades. The current workhorse X-ray observatories (_XMM_-Newton online but are not as generally useful) are ageing however, with _Chandra_ in particular experiencing a decline in low-energy sensitivity that limits possible science cases; these missions cannot last forever. If we are to enter an 'X-ray desert', where the astrophysics community has only limited access to new X-ray observations from specialised -missions like Swift, NuSTAR, and XRISM, then archival data (and serendipitous studies) take on an even greater value -than they already hold. [Daxa]{.smallcaps} is part of an ecosystem of open-source software designed around the concept -of enabling serendipitous studies of X-ray emitting objects, and can download and prepare X-ray observations for use -with tools like 'X-ray: Generate and Analyse' ([Xga]{.smallcaps}; @xga). X-ray observations are perfectly suited +missions like _Swift_, _NuSTAR_, and _XRISM_, then archival data (and serendipitous studies) take on an even greater +value than they already hold. [Daxa]{.smallcaps} is part of an ecosystem of open-source software designed around the +concept of enabling serendipitous studies of X-ray emitting objects, and can download and prepare X-ray observations +for use with tools like 'X-ray: Generate and Analyse' ([Xga]{.smallcaps}; @xga). X-ray observations are perfectly suited for the kind of archival study facilitated by [Daxa]{.smallcaps} and [Xga]{.smallcaps}, as they generally record the time, position, and energy of each individual photon impacting the detector; this means that we can create images, lightcurves, and spectra for any object within the field-of-view, even if it was not the target. With this software, we can enable the maximum exploitation of existing X-ray archives, both to traverse the X-ray desert and to ensure that we -are fully prepared for future X-ray telescopes such as Athena and Lynx. Having easy access to the whole history of +are fully prepared for future X-ray telescopes such as _Athena_ and _Lynx_. Having easy access to the whole history of X-ray observations of an object can provide extra context as to its astrophysics, and comes at no extra cost. Finally, [Daxa]{.smallcaps} can be used to further one of the tenets of open-source science, reproducibility. Its @@ -146,8 +153,8 @@ Also worthy of mention are the various telescope-specific software packages that to perform data preparation and cleaning. Particularly important are the _XMM_ Science Analysis System (SAS; @sas) and the complementary extended SAS (eSAS; @esascook) packages, which allow us to provide simple Python interfaces to the complex, multi-step, processes that are required to prepare raw _XMM_ data for scientific use. The analogous -eROSITA Science Analysis Software System (eSASS; @erosita) must also be mentioned, as it provides the tools needed to -reduce and prepare eROSITA data. In this vein we must also mention the HEASoft package, which is almost ubiquitous in +_eROSITA_ Science Analysis Software System (eSASS; @erosita) must also be mentioned, as it provides the tools needed to +reduce and prepare _eROSITA_ data. In this vein we must also mention the HEASoft package, which is almost ubiquitous in X-ray data analyses, and is used by both SAS and eSASS. Another related software package is the other module in our open-source X-ray astronomy ecosystem, X-ray: Generate @@ -172,7 +179,7 @@ easy. The X-ray Cluster Science (XCS; formerly known as the _XMM_ Cluster Survey) collaboration now uses [Daxa]{.smallcaps} to create and manage their processed X-ray archive; particularly useful is [Daxa]{.smallcaps}'s support for telescopes -other than XMM, which has allowed the serendipitous science undertaken by XCS to expand to the use of different +other than _XMM_, which has allowed the serendipitous science undertaken by XCS to expand to the use of different telescopes. These telescopes are complementary to _XMM_, and also increase the sky coverage, which in turn increases the likelihood that an object of interest has an accessible X-ray observation. From 4448d7fa643483235019f81d40769c9ea2d600bd Mon Sep 17 00:00:00 2001 From: David Turner Date: Wed, 20 Mar 2024 10:08:30 -0400 Subject: [PATCH 026/105] Modifying the statement of need to match my notes Signed-off-by: David Turner --- paper/paper.md | 32 +++++++++++++++++--------------- 1 file changed, 17 insertions(+), 15 deletions(-) diff --git a/paper/paper.md b/paper/paper.md index 1da0bb3d..f7cf7503 100644 --- a/paper/paper.md +++ b/paper/paper.md @@ -40,7 +40,7 @@ affiliations: - name: Department of Physics and Astronomy, Michigan State University, East Lansing, Michigan, USA index: 1 - name: Department of Physics and Astronomy, University of Sussex, Brighton, UK - index: 2 + index: 2a date: 20 March 2024 bibliography: paper.bib --- @@ -62,20 +62,22 @@ astronomy. # Statement of need -The study of X-ray emission from astrophysical objects provides a powerful view of some of the most extreme processes -in the Universe, has had a profound impact on our understanding of many types of objects; from in-solar-system -objects, to supernovae, to galaxies and galaxy clusters. As such, access to X-ray data should be made as simple as possible, -both for X-ray experts and to those non-specialists whose research could benefit from examining their sources at -higher energies; organisations such as the European Space Agency (ESA) and the High Energy Astrophysics Science Archive -Research Center (HEASARC) have gone to great lengths to enable this access, and we have built on their success to -create our software. Through [Daxa]{.smallcaps}, all major X-ray observatory observation archives are accessible -through a single unified interface available in a programming language that is almost ubiquitous in astronomy -(Python), and can be searched in a variety of ways to find only the data relevant to objects in a particular -study. X-ray data can be particularly intimidating to those astronomers who have not used it before, which acts -as a barrier to entry, limiting the reach and scientific of X-ray telescopes, things we should be striving to -maximise. Our software is particularly powerful in this regard, as it provides a normalised and simple interface to -different backend software packages, allowing for the easy processing of X-ray data to a scientifically useful -state; this is in addition to the ability to download pre-processed data from many of the data archives. +X-ray observations provide a powerful view of some of the most extreme processes in the Universe, and have had a +profound impact on our understanding of many types of astrophysical objects; from in-solar-system objects, to +supernovae, to galaxies and galaxy clusters. As such, access to X-ray data should be made as simple as possible, +both for X-ray experts and non-specialists whose research benefits from a high-energy view; organisations such as +the European Space Agency (ESA) and the High Energy Astrophysics Science Archive Research Center (HEASARC) have gone +to great lengths to enable this access, and our software builds on their success. Through [Daxa]{.smallcaps}, most +X-ray observatory archives are accessible through a single unified interface available in a programming language +that is ubiquitous in astronomy (Python); locally searching for data relevant to a particular sample gives us the +opportunity to better record and share the exact search parameters, through a Jupyter notebook for instance. X-ray data +can also be particularly intimidating to those astronomers who have not used it before, which acts as a barrier to +entry, limiting the reach and scientific impact of X-ray telescopes; it is in our interest to maximise the +use of these data, both to support X-ray astronomy through the X-ray desert, and to persuade funding bodies of the +great need for X-ray telescopes. [Daxa]{.smallcaps} is particularly powerful in this regard, as it provides a +normalised, simple, interface to different backend software packages, allowing for the easy processing of X-ray data +to a scientifically useful state; this is in addition to the ability to download pre-processed data from many of the +data archives. Almost every sub-field of astronomy, astrophysics, and cosmology has benefited significantly from X-ray coverage over the last three decades. The current workhorse X-ray observatories (_XMM_-Newton and _Chandra_; other telescopes are From 7cd64c46b90d56d46733e0da56cf3177ecc790ab Mon Sep 17 00:00:00 2001 From: David Turner Date: Wed, 20 Mar 2024 10:22:08 -0400 Subject: [PATCH 027/105] Added a couple of examples of important uses of X-ray telescopes in different fields Signed-off-by: David Turner --- paper/paper.bib | 54 +++++++++++++++++++++++++++++++++++++++++++++++++ paper/paper.md | 4 +++- 2 files changed, 57 insertions(+), 1 deletion(-) diff --git a/paper/paper.bib b/paper/paper.bib index d93a29c2..d41ad2d7 100644 --- a/paper/paper.bib +++ b/paper/paper.bib @@ -80,3 +80,57 @@ @ARTICLE{erosita adsnote = {Provided by the SAO/NASA Astrophysics Data System} } +@ARTICLE{miscen, + author = {{Zhang}, Y. and {Jeltema}, T. and {Hollowood}, D.~L. and {Everett}, S. and {Rozo}, E. and {Farahi}, A. and {Bermeo}, A. and {Bhargava}, S. and {Giles}, P. and {Romer}, A.~K. and {Wilkinson}, R. and {Rykoff}, E.~S. and {Mantz}, A. and {Diehl}, H.~T. and {Evrard}, A.~E. and {Stern}, C. and {Gruen}, D. and {von der Linden}, A. and {Splettstoesser}, M. and {Chen}, X. and {Costanzi}, M. and {Allen}, S. and {Collins}, C. and {Hilton}, M. and {Klein}, M. and {Mann}, R.~G. and {Manolopoulou}, M. and {Morris}, G. and {Mayers}, J. and {Sahlen}, M. and {Stott}, J. and {Vergara Cervantes}, C. and {Viana}, P.~T.~P. and {Wechsler}, R.~H. and {Allam}, S. and {Avila}, S. and {Bechtol}, K. and {Bertin}, E. and {Brooks}, D. and {Burke}, D.~L. and {Carnero Rosell}, A. and {Carrasco Kind}, M. and {Carretero}, J. and {Castander}, F.~J. and {da Costa}, L.~N. and {De Vicente}, J. and {Desai}, S. and {Dietrich}, J.~P. and {Doel}, P. and {Flaugher}, B. and {Fosalba}, P. and {Frieman}, J. and {Garc{\'\i}a-Bellido}, J. and {Gaztanaga}, E. and {Gruendl}, R.~A. and {Gschwend}, J. and {Gutierrez}, G. and {Hartley}, W.~G. and {Honscheid}, K. and {Hoyle}, B. and {Krause}, E. and {Kuehn}, K. and {Kuropatkin}, N. and {Lima}, M. and {Maia}, M.~A.~G. and {Marshall}, J.~L. and {Melchior}, P. and {Menanteau}, F. and {Miller}, C.~J. and {Miquel}, R. and {Ogando}, R.~L.~C. and {Plazas}, A.~A. and {Sanchez}, E. and {Scarpine}, V. and {Schindler}, R. and {Serrano}, S. and {Sevilla-Noarbe}, I. and {Smith}, M. and {Soares-Santos}, M. and {Suchyta}, E. and {Swanson}, M.~E.~C. and {Tarle}, G. and {Thomas}, D. and {Tucker}, D.~L. and {Vikram}, V. and {Wester}, W. and {DES Collaboration}}, + title = "{Dark Energy Surveyed Year 1 results: calibration of cluster mis-centring in the redMaPPer catalogues}", + journal = {\mnras}, + keywords = {galaxies: clusters: general, dark energy, X-rays: galaxies: clusters, Astrophysics - Cosmology and Nongalactic Astrophysics, Astrophysics - Astrophysics of Galaxies}, + year = 2019, + month = aug, + volume = {487}, + number = {2}, + pages = {2578-2593}, + doi = {10.1093/mnras/stz1361}, +archivePrefix = {arXiv}, + eprint = {1901.07119}, + primaryClass = {astro-ph.CO}, + adsurl = {https://ui.adsabs.harvard.edu/abs/2019MNRAS.487.2578Z}, + adsnote = {Provided by the SAO/NASA Astrophysics Data System} +} + +@ARTICLE{xmmexoplanet, + author = {{Pillitteri}, I. and {Wolk}, S.~J. and {Cohen}, O. and {Kashyap}, V. and {Knutson}, H. and {Lisse}, C.~M. and {Henry}, G.~W.}, + title = "{XMM-Newton Observations of HD 189733 During Planetary Transits}", + journal = {\apj}, + keywords = {planetary systems, stars: activity, stars: individual: HD 189733, stars: magnetic field, Astrophysics - Solar and Stellar Astrophysics}, + year = 2010, + month = oct, + volume = {722}, + number = {2}, + pages = {1216-1225}, + doi = {10.1088/0004-637X/722/2/1216}, +archivePrefix = {arXiv}, + eprint = {1008.3566}, + primaryClass = {astro-ph.SR}, + adsurl = {https://ui.adsabs.harvard.edu/abs/2010ApJ...722.1216P}, + adsnote = {Provided by the SAO/NASA Astrophysics Data System} +} + +@ARTICLE{xrayirrexo, + author = {{Poppenhaeger}, K. and {Ketzer}, L. and {Mallonn}, M.}, + title = "{X-ray irradiation and evaporation of the four young planets around V1298 Tau}", + journal = {\mnras}, + keywords = {planets and satellites: atmospheres, planet-star interactions, stars: activity, stars: individual: V1298 Tau, X-rays: stars, Astrophysics - Earth and Planetary Astrophysics, Astrophysics - Solar and Stellar Astrophysics}, + year = 2021, + month = jan, + volume = {500}, + number = {4}, + pages = {4560-4572}, + doi = {10.1093/mnras/staa1462}, +archivePrefix = {arXiv}, + eprint = {2005.10240}, + primaryClass = {astro-ph.EP}, + adsurl = {https://ui.adsabs.harvard.edu/abs/2021MNRAS.500.4560P}, + adsnote = {Provided by the SAO/NASA Astrophysics Data System} +} + diff --git a/paper/paper.md b/paper/paper.md index f7cf7503..9194730f 100644 --- a/paper/paper.md +++ b/paper/paper.md @@ -80,7 +80,9 @@ to a scientifically useful state; this is in addition to the ability to download data archives. Almost every sub-field of astronomy, astrophysics, and cosmology has benefited significantly from X-ray coverage over -the last three decades. The current workhorse X-ray observatories (_XMM_-Newton and _Chandra_; other telescopes are +the last three decades; calibrating weak-lensing mis-centering for galaxy cluster studies [@miscen], identifying +**...COME UP WITH MORE IMPORTANT X-RAY PAPERS**, even probing the irradiation of exoplanets [@xrayirrexo]. The +current workhorse X-ray observatories (_XMM_-Newton and _Chandra_; other telescopes are online but are not as generally useful) are ageing however, with _Chandra_ in particular experiencing a decline in low-energy sensitivity that limits possible science cases; these missions cannot last forever. If we are to enter an 'X-ray desert', where the astrophysics community has only limited access to new X-ray observations from specialised From bf55beab5577b2fe975f9aed2f9f5ef93cf32459 Mon Sep 17 00:00:00 2001 From: David Turner Date: Wed, 20 Mar 2024 10:26:38 -0400 Subject: [PATCH 028/105] Trying to make quotation marks work properly Signed-off-by: David Turner --- paper/paper.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/paper/paper.md b/paper/paper.md index 9194730f..761fdefc 100644 --- a/paper/paper.md +++ b/paper/paper.md @@ -40,7 +40,7 @@ affiliations: - name: Department of Physics and Astronomy, Michigan State University, East Lansing, Michigan, USA index: 1 - name: Department of Physics and Astronomy, University of Sussex, Brighton, UK - index: 2a + index: 2 date: 20 March 2024 bibliography: paper.bib --- @@ -55,7 +55,7 @@ preserving low-level control of processing for X-ray experts. The package is use observations of a single object of interest, but it excels at creating and managing multi-mission datasets for serendipitous or targeted studies of large samples of X-ray emitting objects. Once relevant observations are identified, the raw data can be downloaded (and optionally processed) through [Daxa]{.smallcaps}, or pre-processed -event lists, images, and exposure maps can be downloaded if they are available. As we may enter an 'X-ray desert', with +event lists, images, and exposure maps can be downloaded if they are available. As we may enter an `X-ray desert', with no new X-ray missions coming online, during the next decade, archival data is going to take on an even greater importance than it already has, and enhanced access to those archives will be vital to the continuation of X-ray astronomy. From 40384f015bcc4a2238d1075b13243a562e7de74a Mon Sep 17 00:00:00 2001 From: David Turner Date: Wed, 20 Mar 2024 10:29:52 -0400 Subject: [PATCH 029/105] All X-ray desert quotation marks should render properly now Signed-off-by: David Turner --- paper/paper.md | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/paper/paper.md b/paper/paper.md index 761fdefc..11bfc723 100644 --- a/paper/paper.md +++ b/paper/paper.md @@ -73,7 +73,7 @@ that is ubiquitous in astronomy (Python); locally searching for data relevant to opportunity to better record and share the exact search parameters, through a Jupyter notebook for instance. X-ray data can also be particularly intimidating to those astronomers who have not used it before, which acts as a barrier to entry, limiting the reach and scientific impact of X-ray telescopes; it is in our interest to maximise the -use of these data, both to support X-ray astronomy through the X-ray desert, and to persuade funding bodies of the +use of these data, both to support X-ray astronomy through the `X-ray desert', and to persuade funding bodies of the great need for X-ray telescopes. [Daxa]{.smallcaps} is particularly powerful in this regard, as it provides a normalised, simple, interface to different backend software packages, allowing for the easy processing of X-ray data to a scientifically useful state; this is in addition to the ability to download pre-processed data from many of the @@ -85,7 +85,7 @@ the last three decades; calibrating weak-lensing mis-centering for galaxy cluste current workhorse X-ray observatories (_XMM_-Newton and _Chandra_; other telescopes are online but are not as generally useful) are ageing however, with _Chandra_ in particular experiencing a decline in low-energy sensitivity that limits possible science cases; these missions cannot last forever. If we are to enter an -'X-ray desert', where the astrophysics community has only limited access to new X-ray observations from specialised +`X-ray desert', where the astrophysics community has only limited access to new X-ray observations from specialised missions like _Swift_, _NuSTAR_, and _XRISM_, then archival data (and serendipitous studies) take on an even greater value than they already hold. [Daxa]{.smallcaps} is part of an ecosystem of open-source software designed around the concept of enabling serendipitous studies of X-ray emitting objects, and can download and prepare X-ray observations @@ -93,7 +93,7 @@ for use with tools like 'X-ray: Generate and Analyse' ([Xga]{.smallcaps}; @xga). for the kind of archival study facilitated by [Daxa]{.smallcaps} and [Xga]{.smallcaps}, as they generally record the time, position, and energy of each individual photon impacting the detector; this means that we can create images, lightcurves, and spectra for any object within the field-of-view, even if it was not the target. With this software, we -can enable the maximum exploitation of existing X-ray archives, both to traverse the X-ray desert and to ensure that we +can enable the maximum exploitation of existing X-ray archives, both to traverse the `X-ray desert' and to ensure that we are fully prepared for future X-ray telescopes such as _Athena_ and _Lynx_. Having easy access to the whole history of X-ray observations of an object can provide extra context as to its astrophysics, and comes at no extra cost. From fd36a5684e99f4d6f59e79dd24d6604b15a7cd86 Mon Sep 17 00:00:00 2001 From: David Turner Date: Wed, 20 Mar 2024 10:37:15 -0400 Subject: [PATCH 030/105] Added some telescope mission papers to reference Signed-off-by: David Turner --- paper/paper.bib | 112 ++++++++++++++++++++++++++++++++++++++++++++++++ paper/paper.md | 15 ++++--- 2 files changed, 120 insertions(+), 7 deletions(-) diff --git a/paper/paper.bib b/paper/paper.bib index d41ad2d7..f688db1b 100644 --- a/paper/paper.bib +++ b/paper/paper.bib @@ -134,3 +134,115 @@ @ARTICLE{xrayirrexo adsnote = {Provided by the SAO/NASA Astrophysics Data System} } +@ARTICLE{xrism, + author = {{XRISM Science Team}}, + title = "{Science with the X-ray Imaging and Spectroscopy Mission (XRISM)}", + journal = {arXiv e-prints}, + keywords = {Astrophysics - High Energy Astrophysical Phenomena}, + year = 2020, + month = mar, + eid = {arXiv:2003.04962}, + pages = {arXiv:2003.04962}, +archivePrefix = {arXiv}, + eprint = {2003.04962}, + primaryClass = {astro-ph.HE}, + adsurl = {https://ui.adsabs.harvard.edu/abs/2020arXiv200304962X}, + adsnote = {Provided by the SAO/NASA Astrophysics Data System} +} + +@ARTICLE{athena, + author = {{Nandra}, Kirpal and {Barret}, Didier and {Barcons}, Xavier and {Fabian}, Andy and {den Herder}, Jan-Willem and {Piro}, Luigi and {Watson}, Mike and {Adami}, Christophe and {Aird}, James and {Afonso}, Jose Manuel and {Alexander}, Dave and {Argiroffi}, Costanza and {Amati}, Lorenzo and {Arnaud}, Monique and {Atteia}, Jean-Luc and {Audard}, Marc and {Badenes}, Carles and {Ballet}, Jean and {Ballo}, Lucia and {Bamba}, Aya and {Bhardwaj}, Anil and {Stefano Battistelli}, Elia and {Becker}, Werner and {De Becker}, Micha{\"e}l and {Behar}, Ehud and {Bianchi}, Stefano and {Biffi}, Veronica and {B{\^\i}rzan}, Laura and {Bocchino}, Fabrizio and {Bogdanov}, Slavko and {Boirin}, Laurence and {Boller}, Thomas and {Borgani}, Stefano and {Borm}, Katharina and {Bouch{\'e}}, Nicolas and {Bourdin}, Herv{\'e} and {Bower}, Richard and {Braito}, Valentina and {Branchini}, Enzo and {Branduardi-Raymont}, Graziella and {Bregman}, Joel and {Brenneman}, Laura and {Brightman}, Murray and {Br{\"u}ggen}, Marcus and {Buchner}, Johannes and {Bulbul}, Esra and {Brusa}, Marcella and {Bursa}, Michal and {Caccianiga}, Alessandro and {Cackett}, Ed and {Campana}, Sergio and {Cappelluti}, Nico and {Cappi}, Massimo and {Carrera}, Francisco and {Ceballos}, Maite and {Christensen}, Finn and {Chu}, You-Hua and {Churazov}, Eugene and {Clerc}, Nicolas and {Corbel}, Stephane and {Corral}, Amalia and {Comastri}, Andrea and {Costantini}, Elisa and {Croston}, Judith and {Dadina}, Mauro and {D'Ai}, Antonino and {Decourchelle}, Anne and {Della Ceca}, Roberto and {Dennerl}, Konrad and {Dolag}, Klaus and {Done}, Chris and {Dovciak}, Michal and {Drake}, Jeremy and {Eckert}, Dominique and {Edge}, Alastair and {Ettori}, Stefano and {Ezoe}, Yuichiro and {Feigelson}, Eric and {Fender}, Rob and {Feruglio}, Chiara and {Finoguenov}, Alexis and {Fiore}, Fabrizio and {Galeazzi}, Massimiliano and {Gallagher}, Sarah and {Gandhi}, Poshak and {Gaspari}, Massimo and {Gastaldello}, Fabio and {Georgakakis}, Antonis and {Georgantopoulos}, Ioannis and {Gilfanov}, Marat and {Gitti}, Myriam and {Gladstone}, Randy and {Goosmann}, Rene and {Gosset}, Eric and {Grosso}, Nicolas and {Guedel}, Manuel and {Guerrero}, Martin and {Haberl}, Frank and {Hardcastle}, Martin and {Heinz}, Sebastian and {Alonso Herrero}, Almudena and {Herv{\'e}}, Anthony and {Holmstrom}, Mats and {Iwasawa}, Kazushi and {Jonker}, Peter and {Kaastra}, Jelle and {Kara}, Erin and {Karas}, Vladimir and {Kastner}, Joel and {King}, Andrew and {Kosenko}, Daria and {Koutroumpa}, Dimita and {Kraft}, Ralph and {Kreykenbohm}, Ingo and {Lallement}, Rosine and {Lanzuisi}, Giorgio and {Lee}, J. and {Lemoine-Goumard}, Marianne and {Lobban}, Andrew and {Lodato}, Giuseppe and {Lovisari}, Lorenzo and {Lotti}, Simone and {McCharthy}, Ian and {McNamara}, Brian and {Maggio}, Antonio and {Maiolino}, Roberto and {De Marco}, Barbara and {de Martino}, Domitilla and {Mateos}, Silvia and {Matt}, Giorgio and {Maughan}, Ben and {Mazzotta}, Pasquale and {Mendez}, Mariano and {Merloni}, Andrea and {Micela}, Giuseppina and {Miceli}, Marco and {Mignani}, Robert and {Miller}, Jon and {Miniutti}, Giovanni and {Molendi}, Silvano and {Montez}, Rodolfo and {Moretti}, Alberto and {Motch}, Christian and {Naz{\'e}}, Ya{\"e}l and {Nevalainen}, Jukka and {Nicastro}, Fabrizio and {Nulsen}, Paul and {Ohashi}, Takaya and {O'Brien}, Paul and {Osborne}, Julian and {Oskinova}, Lida and {Pacaud}, Florian and {Paerels}, Frederik and {Page}, Mat and {Papadakis}, Iossif and {Pareschi}, Giovanni and {Petre}, Robert and {Petrucci}, Pierre-Olivier and {Piconcelli}, Enrico and {Pillitteri}, Ignazio and {Pinto}, C. and {de Plaa}, Jelle and {Pointecouteau}, Etienne and {Ponman}, Trevor and {Ponti}, Gabriele and {Porquet}, Delphine and {Pounds}, Ken and {Pratt}, Gabriel and {Predehl}, Peter and {Proga}, Daniel and {Psaltis}, Dimitrios and {Rafferty}, David and {Ramos-Ceja}, Miriam and {Ranalli}, Piero and {Rasia}, Elena and {Rau}, Arne and {Rauw}, Gregor and {Rea}, Nanda and {Read}, Andy and {Reeves}, James and {Reiprich}, Thomas and {Renaud}, Matthieu and {Reynolds}, Chris and {Risaliti}, Guido and {Rodriguez}, Jerome and {Rodriguez Hidalgo}, Paola and {Roncarelli}, Mauro and {Rosario}, David and {Rossetti}, Mariachiara and {Rozanska}, Agata and {Rovilos}, Emmanouil and {Salvaterra}, Ruben and {Salvato}, Mara and {Di Salvo}, Tiziana and {Sanders}, Jeremy and {Sanz-Forcada}, Jorge and {Schawinski}, Kevin and {Schaye}, Joop and {Schwope}, Axel and {Sciortino}, Salvatore and {Severgnini}, Paola and {Shankar}, Francesco and {Sijacki}, Debora and {Sim}, Stuart and {Schmid}, Christian and {Smith}, Randall and {Steiner}, Andrew and {Stelzer}, Beate and {Stewart}, Gordon and {Strohmayer}, Tod and {Str{\"u}der}, Lothar and {Sun}, Ming and {Takei}, Yoh and {Tatischeff}, V. and {Tiengo}, Andreas and {Tombesi}, Francesco and {Trinchieri}, Ginevra and {Tsuru}, T.~G. and {Ud-Doula}, Asif and {Ursino}, Eugenio and {Valencic}, Lynne and {Vanzella}, Eros and {Vaughan}, Simon and {Vignali}, Cristian and {Vink}, Jacco and {Vito}, Fabio and {Volonteri}, Marta and {Wang}, Daniel and {Webb}, Natalie and {Willingale}, Richard and {Wilms}, Joern and {Wise}, Michael and {Worrall}, Diana and {Young}, Andrew and {Zampieri}, Luca and {In't Zand}, Jean and {Zane}, Silvia and {Zezas}, Andreas and {Zhang}, Yuying and {Zhuravleva}, Irina}, + title = "{The Hot and Energetic Universe: A White Paper presenting the science theme motivating the Athena+ mission}", + journal = {arXiv e-prints}, + keywords = {Astrophysics - High Energy Astrophysical Phenomena, Astrophysics - Cosmology and Extragalactic Astrophysics, Astrophysics - Earth and Planetary Astrophysics, Astrophysics - Instrumentation and Methods for Astrophysics, Astrophysics - Solar and Stellar Astrophysics}, + year = 2013, + month = jun, + eid = {arXiv:1306.2307}, + pages = {arXiv:1306.2307}, +archivePrefix = {arXiv}, + eprint = {1306.2307}, + primaryClass = {astro-ph.HE}, + adsurl = {https://ui.adsabs.harvard.edu/abs/2013arXiv1306.2307N}, + adsnote = {Provided by the SAO/NASA Astrophysics Data System} +} + +@ARTICLE{lynx, + author = {{Gaskin}, Jessica A. and {Swartz}, Douglas A. and {Vikhlinin}, Alexey and {{\"O}zel}, Feryal and {Gelmis}, Karen E. and {Arenberg}, Jonathan W. and {Bandler}, Simon R. and {Bautz}, Mark W. and {Civitani}, Marta M. and {Dominguez}, Alexandra and {Eckart}, Megan E. and {Falcone}, Abraham D. and {Figueroa-Feliciano}, Enectali and {Freeman}, Mark D. and {G{\"u}nther}, Hans M. and {Havey}, Keith A. and {Heilmann}, Ralf K. and {Kilaru}, Kiranmayee and {Kraft}, Ralph P. and {McCarley}, Kevin S. and {McEntaffer}, Randall L. and {Pareschi}, Giovanni and {Purcell}, William and {Reid}, Paul B. and {Schattenburg}, Mark L. and {Schwartz}, Daniel A. and {Schwartz}, Eric D. and {Tananbaum}, Harvey D. and {Tremblay}, Grant R. and {Zhang}, William W. and {Zuhone}, John A.}, + title = "{Lynx X-Ray Observatory: an overview}", + journal = {Journal of Astronomical Telescopes, Instruments, and Systems}, + year = 2019, + month = apr, + volume = {5}, + eid = {021001}, + pages = {021001}, + doi = {10.1117/1.JATIS.5.2.021001}, + adsurl = {https://ui.adsabs.harvard.edu/abs/2019JATIS...5b1001G}, + adsnote = {Provided by the SAO/NASA Astrophysics Data System} +} + +@ARTICLE{nustar, + author = {{Harrison}, Fiona A. and {Craig}, William W. and {Christensen}, Finn E. and {Hailey}, Charles J. and {Zhang}, William W. and {Boggs}, Steven E. and {Stern}, Daniel and {Cook}, W. Rick and {Forster}, Karl and {Giommi}, Paolo and {Grefenstette}, Brian W. and {Kim}, Yunjin and {Kitaguchi}, Takao and {Koglin}, Jason E. and {Madsen}, Kristin K. and {Mao}, Peter H. and {Miyasaka}, Hiromasa and {Mori}, Kaya and {Perri}, Matteo and {Pivovaroff}, Michael J. and {Puccetti}, Simonetta and {Rana}, Vikram R. and {Westergaard}, Niels J. and {Willis}, Jason and {Zoglauer}, Andreas and {An}, Hongjun and {Bachetti}, Matteo and {Barri{\`e}re}, Nicolas M. and {Bellm}, Eric C. and {Bhalerao}, Varun and {Brejnholt}, Nicolai F. and {Fuerst}, Felix and {Liebe}, Carl C. and {Markwardt}, Craig B. and {Nynka}, Melania and {Vogel}, Julia K. and {Walton}, Dominic J. and {Wik}, Daniel R. and {Alexander}, David M. and {Cominsky}, Lynn R. and {Hornschemeier}, Ann E. and {Hornstrup}, Allan and {Kaspi}, Victoria M. and {Madejski}, Greg M. and {Matt}, Giorgio and {Molendi}, Silvano and {Smith}, David M. and {Tomsick}, John A. and {Ajello}, Marco and {Ballantyne}, David R. and {Balokovi{\'c}}, Mislav and {Barret}, Didier and {Bauer}, Franz E. and {Blandford}, Roger D. and {Brandt}, W. Niel and {Brenneman}, Laura W. and {Chiang}, James and {Chakrabarty}, Deepto and {Chenevez}, Jerome and {Comastri}, Andrea and {Dufour}, Francois and {Elvis}, Martin and {Fabian}, Andrew C. and {Farrah}, Duncan and {Fryer}, Chris L. and {Gotthelf}, Eric V. and {Grindlay}, Jonathan E. and {Helfand}, David J. and {Krivonos}, Roman and {Meier}, David L. and {Miller}, Jon M. and {Natalucci}, Lorenzo and {Ogle}, Patrick and {Ofek}, Eran O. and {Ptak}, Andrew and {Reynolds}, Stephen P. and {Rigby}, Jane R. and {Tagliaferri}, Gianpiero and {Thorsett}, Stephen E. and {Treister}, Ezequiel and {Urry}, C. Megan}, + title = "{The Nuclear Spectroscopic Telescope Array (NuSTAR) High-energy X-Ray Mission}", + journal = {\apj}, + keywords = {space vehicles: instruments, X-rays: general, Astrophysics - Instrumentation and Methods for Astrophysics, Astrophysics - High Energy Astrophysical Phenomena}, + year = 2013, + month = jun, + volume = {770}, + number = {2}, + eid = {103}, + pages = {103}, + doi = {10.1088/0004-637X/770/2/103}, +archivePrefix = {arXiv}, + eprint = {1301.7307}, + primaryClass = {astro-ph.IM}, + adsurl = {https://ui.adsabs.harvard.edu/abs/2013ApJ...770..103H}, + adsnote = {Provided by the SAO/NASA Astrophysics Data System} +} + +@ARTICLE{rosat, + author = {{Truemper}, J.}, + title = "{The ROSAT mission}", + journal = {Advances in Space Research}, + keywords = {Astronomical Observatories, Mission Planning, Rosat Mission, Spaceborne Telescopes, X Ray Astronomy, X Ray Telescopes, Focal Plane Devices, Heao 2, International Cooperation, Mirrors, Spacecraft Design, Structural Design, X Ray Imagery, Astronomy}, + year = 1982, + month = jan, + volume = {2}, + number = {4}, + pages = {241-249}, + doi = {10.1016/0273-1177(82)90070-9}, + adsurl = {https://ui.adsabs.harvard.edu/abs/1982AdSpR...2d.241T}, + adsnote = {Provided by the SAO/NASA Astrophysics Data System} +} + +@ARTICLE{xmm, + author = {{Jansen}, F. and {Lumb}, D. and {Altieri}, B. and {Clavel}, J. and {Ehle}, M. and {Erd}, C. and {Gabriel}, C. and {Guainazzi}, M. and {Gondoin}, P. and {Much}, R. and {Munoz}, R. and {Santos}, M. and {Schartel}, N. and {Texier}, D. and {Vacanti}, G.}, + title = "{XMM-Newton observatory. I. The spacecraft and operations}", + journal = {\aap}, + keywords = {INSTRUMENTS, X-RAY ASTRONOMY}, + year = 2001, + month = jan, + volume = {365}, + pages = {L1-L6}, + doi = {10.1051/0004-6361:20000036}, + adsurl = {https://ui.adsabs.harvard.edu/abs/2001A&A...365L...1J}, + adsnote = {Provided by the SAO/NASA Astrophysics Data System} +} + +@ARTICLE{swift, + author = {{Gehrels}, N. and {Chincarini}, G. and {Giommi}, P. and {Mason}, K.~O. and {Nousek}, J.~A. and {Wells}, A.~A. and {White}, N.~E. and {Barthelmy}, S.~D. and {Burrows}, D.~N. and {Cominsky}, L.~R. and {Hurley}, K.~C. and {Marshall}, F.~E. and {M{\'e}sz{\'a}ros}, P. and {Roming}, P.~W.~A. and {Angelini}, L. and {Barbier}, L.~M. and {Belloni}, T. and {Campana}, S. and {Caraveo}, P.~A. and {Chester}, M.~M. and {Citterio}, O. and {Cline}, T.~L. and {Cropper}, M.~S. and {Cummings}, J.~R. and {Dean}, A.~J. and {Feigelson}, E.~D. and {Fenimore}, E.~E. and {Frail}, D.~A. and {Fruchter}, A.~S. and {Garmire}, G.~P. and {Gendreau}, K. and {Ghisellini}, G. and {Greiner}, J. and {Hill}, J.~E. and {Hunsberger}, S.~D. and {Krimm}, H.~A. and {Kulkarni}, S.~R. and {Kumar}, P. and {Lebrun}, F. and {Lloyd-Ronning}, N.~M. and {Markwardt}, C.~B. and {Mattson}, B.~J. and {Mushotzky}, R.~F. and {Norris}, J.~P. and {Osborne}, J. and {Paczynski}, B. and {Palmer}, D.~M. and {Park}, H. -S. and {Parsons}, A.~M. and {Paul}, J. and {Rees}, M.~J. and {Reynolds}, C.~S. and {Rhoads}, J.~E. and {Sasseen}, T.~P. and {Schaefer}, B.~E. and {Short}, A.~T. and {Smale}, A.~P. and {Smith}, I.~A. and {Stella}, L. and {Tagliaferri}, G. and {Takahashi}, T. and {Tashiro}, M. and {Townsley}, L.~K. and {Tueller}, J. and {Turner}, M.~J.~L. and {Vietri}, M. and {Voges}, W. and {Ward}, M.~J. and {Willingale}, R. and {Zerbi}, F.~M. and {Zhang}, W.~W.}, + title = "{The Swift Gamma-Ray Burst Mission}", + journal = {\apj}, + keywords = {Gamma Rays: Bursts, Space Vehicles: Instruments, Telescopes, Astrophysics}, + year = 2004, + month = aug, + volume = {611}, + number = {2}, + pages = {1005-1020}, + doi = {10.1086/422091}, +archivePrefix = {arXiv}, + eprint = {astro-ph/0405233}, + primaryClass = {astro-ph}, + adsurl = {https://ui.adsabs.harvard.edu/abs/2004ApJ...611.1005G}, + adsnote = {Provided by the SAO/NASA Astrophysics Data System} +} + diff --git a/paper/paper.md b/paper/paper.md index 11bfc723..649b783c 100644 --- a/paper/paper.md +++ b/paper/paper.md @@ -75,26 +75,27 @@ can also be particularly intimidating to those astronomers who have not used it entry, limiting the reach and scientific impact of X-ray telescopes; it is in our interest to maximise the use of these data, both to support X-ray astronomy through the `X-ray desert', and to persuade funding bodies of the great need for X-ray telescopes. [Daxa]{.smallcaps} is particularly powerful in this regard, as it provides a -normalised, simple, interface to different backend software packages, allowing for the easy processing of X-ray data -to a scientifically useful state; this is in addition to the ability to download pre-processed data from many of the -data archives. +normalised, simple, interface to different backend software packages (some of which can be difficult for new +users), allowing for the easy processing of X-ray data to a scientifically useful state; this is in addition to the +ability to download pre-processed data from many of the data archives. Almost every sub-field of astronomy, astrophysics, and cosmology has benefited significantly from X-ray coverage over the last three decades; calibrating weak-lensing mis-centering for galaxy cluster studies [@miscen], identifying **...COME UP WITH MORE IMPORTANT X-RAY PAPERS**, even probing the irradiation of exoplanets [@xrayirrexo]. The -current workhorse X-ray observatories (_XMM_-Newton and _Chandra_; other telescopes are +current workhorse X-ray observatories (_XMM_-Newton [@xmm] and _Chandra_); other telescopes are online but are not as generally useful) are ageing however, with _Chandra_ in particular experiencing a decline in low-energy sensitivity that limits possible science cases; these missions cannot last forever. If we are to enter an `X-ray desert', where the astrophysics community has only limited access to new X-ray observations from specialised -missions like _Swift_, _NuSTAR_, and _XRISM_, then archival data (and serendipitous studies) take on an even greater -value than they already hold. [Daxa]{.smallcaps} is part of an ecosystem of open-source software designed around the +missions like _Swift_[@swift], _NuSTAR_[@nustar], and _XRISM_[@xrism], then archival data (and serendipitous studies) +take on an even greater value than they already hold. [Daxa]{.smallcaps} is part of an ecosystem of open-source software +designed around the concept of enabling serendipitous studies of X-ray emitting objects, and can download and prepare X-ray observations for use with tools like 'X-ray: Generate and Analyse' ([Xga]{.smallcaps}; @xga). X-ray observations are perfectly suited for the kind of archival study facilitated by [Daxa]{.smallcaps} and [Xga]{.smallcaps}, as they generally record the time, position, and energy of each individual photon impacting the detector; this means that we can create images, lightcurves, and spectra for any object within the field-of-view, even if it was not the target. With this software, we can enable the maximum exploitation of existing X-ray archives, both to traverse the `X-ray desert' and to ensure that we -are fully prepared for future X-ray telescopes such as _Athena_ and _Lynx_. Having easy access to the whole history of +are fully prepared for future X-ray telescopes such as _Athena_[@athena] and _Lynx_[@lynx]. Having easy access to the whole history of X-ray observations of an object can provide extra context as to its astrophysics, and comes at no extra cost. Finally, [Daxa]{.smallcaps} can be used to further one of the tenets of open-source science, reproducibility. Its From 6cf5764811c7f8941c4a265b591b0e8fd37d8c82 Mon Sep 17 00:00:00 2001 From: David Turner Date: Wed, 20 Mar 2024 10:39:35 -0400 Subject: [PATCH 031/105] Added some telescope mission papers to reference Signed-off-by: David Turner --- paper/paper.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/paper/paper.md b/paper/paper.md index 649b783c..a692e2f2 100644 --- a/paper/paper.md +++ b/paper/paper.md @@ -85,7 +85,7 @@ the last three decades; calibrating weak-lensing mis-centering for galaxy cluste current workhorse X-ray observatories (_XMM_-Newton [@xmm] and _Chandra_); other telescopes are online but are not as generally useful) are ageing however, with _Chandra_ in particular experiencing a decline in low-energy sensitivity that limits possible science cases; these missions cannot last forever. If we are to enter an -`X-ray desert', where the astrophysics community has only limited access to new X-ray observations from specialised +`X-ray desert`, where the astrophysics community has only limited access to new X-ray observations from specialised missions like _Swift_[@swift], _NuSTAR_[@nustar], and _XRISM_[@xrism], then archival data (and serendipitous studies) take on an even greater value than they already hold. [Daxa]{.smallcaps} is part of an ecosystem of open-source software designed around the From cd3b9d6227ce46ea8faa6e5ff5a43bfae9f7eefc Mon Sep 17 00:00:00 2001 From: David Turner Date: Wed, 20 Mar 2024 10:44:39 -0400 Subject: [PATCH 032/105] Added some telescope mission papers to reference Signed-off-by: David Turner --- paper/paper.md | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/paper/paper.md b/paper/paper.md index a692e2f2..e6b3237e 100644 --- a/paper/paper.md +++ b/paper/paper.md @@ -85,8 +85,8 @@ the last three decades; calibrating weak-lensing mis-centering for galaxy cluste current workhorse X-ray observatories (_XMM_-Newton [@xmm] and _Chandra_); other telescopes are online but are not as generally useful) are ageing however, with _Chandra_ in particular experiencing a decline in low-energy sensitivity that limits possible science cases; these missions cannot last forever. If we are to enter an -`X-ray desert`, where the astrophysics community has only limited access to new X-ray observations from specialised -missions like _Swift_[@swift], _NuSTAR_[@nustar], and _XRISM_[@xrism], then archival data (and serendipitous studies) +X-ray desert, where the astrophysics community has only limited access to new X-ray observations from specialised +missions like _Swift_ [@swift], _NuSTAR_ [@nustar], and _XRISM_ [@xrism], then archival data (and serendipitous studies) take on an even greater value than they already hold. [Daxa]{.smallcaps} is part of an ecosystem of open-source software designed around the concept of enabling serendipitous studies of X-ray emitting objects, and can download and prepare X-ray observations @@ -95,7 +95,7 @@ for the kind of archival study facilitated by [Daxa]{.smallcaps} and [Xga]{.smal time, position, and energy of each individual photon impacting the detector; this means that we can create images, lightcurves, and spectra for any object within the field-of-view, even if it was not the target. With this software, we can enable the maximum exploitation of existing X-ray archives, both to traverse the `X-ray desert' and to ensure that we -are fully prepared for future X-ray telescopes such as _Athena_[@athena] and _Lynx_[@lynx]. Having easy access to the whole history of +are fully prepared for future X-ray telescopes such as _Athena_ [@athena] and _Lynx_ [@lynx]. Having easy access to the whole history of X-ray observations of an object can provide extra context as to its astrophysics, and comes at no extra cost. Finally, [Daxa]{.smallcaps} can be used to further one of the tenets of open-source science, reproducibility. Its @@ -110,7 +110,7 @@ offering the whole dataset for download. [Daxa]{.smallcaps} contains two types of class, mission classes and the archive class. Mission classes directly represent a telescope, or in some cases a particular use of a telescope (for instance there are separate classes for -pointed and survey observations taken by _ROSAT_, as the characteristics of the data are quite different), and exist +pointed and survey observations taken by _ROSAT_ [@rosat], as the characteristics of the data are quite different), and exist to provide a Python interface with the up-to-date telescope observation database. Such mission classes allow the user to easily identify data relevant to their objects of interest (both individual and samples) with various filtering methods (it is also possible to download the entire archive of a telescope); these include filtering on spatial From 59441ebbcf8e72049ea7e2e7ce1f95a9b4cbdd5b Mon Sep 17 00:00:00 2001 From: David Turner Date: Wed, 20 Mar 2024 11:08:11 -0400 Subject: [PATCH 033/105] Made more changes to the statement of need section Signed-off-by: David Turner --- paper/paper.md | 27 ++++++++++++++------------- 1 file changed, 14 insertions(+), 13 deletions(-) diff --git a/paper/paper.md b/paper/paper.md index e6b3237e..1f7ea42b 100644 --- a/paper/paper.md +++ b/paper/paper.md @@ -82,26 +82,27 @@ ability to download pre-processed data from many of the data archives. Almost every sub-field of astronomy, astrophysics, and cosmology has benefited significantly from X-ray coverage over the last three decades; calibrating weak-lensing mis-centering for galaxy cluster studies [@miscen], identifying **...COME UP WITH MORE IMPORTANT X-RAY PAPERS**, even probing the irradiation of exoplanets [@xrayirrexo]. The -current workhorse X-ray observatories (_XMM_-Newton [@xmm] and _Chandra_); other telescopes are -online but are not as generally useful) are ageing however, with _Chandra_ in particular experiencing a decline in -low-energy sensitivity that limits possible science cases; these missions cannot last forever. If we are to enter an +current workhorse X-ray observatories (_XMM_-Newton [@xmm] and _Chandra_; other telescopes are +online but are more specialised) are ageing however, with _Chandra_ in particular experiencing a decline in +low-energy sensitivity that might limit science cases; these missions cannot last forever. If we are to enter an X-ray desert, where the astrophysics community has only limited access to new X-ray observations from specialised missions like _Swift_ [@swift], _NuSTAR_ [@nustar], and _XRISM_ [@xrism], then archival data (and serendipitous studies) take on an even greater value than they already hold. [Daxa]{.smallcaps} is part of an ecosystem of open-source software -designed around the -concept of enabling serendipitous studies of X-ray emitting objects, and can download and prepare X-ray observations -for use with tools like 'X-ray: Generate and Analyse' ([Xga]{.smallcaps}; @xga). X-ray observations are perfectly suited -for the kind of archival study facilitated by [Daxa]{.smallcaps} and [Xga]{.smallcaps}, as they generally record the -time, position, and energy of each individual photon impacting the detector; this means that we can create images, -lightcurves, and spectra for any object within the field-of-view, even if it was not the target. With this software, we -can enable the maximum exploitation of existing X-ray archives, both to traverse the `X-ray desert' and to ensure that we -are fully prepared for future X-ray telescopes such as _Athena_ [@athena] and _Lynx_ [@lynx]. Having easy access to the whole history of -X-ray observations of an object can provide extra context as to its astrophysics, and comes at no extra cost. +designed around the concept of enabling serendipitous studies of X-ray emitting objects, and can download and prepare +X-ray observations for use with tools like 'X-ray: Generate and Analyse' ([Xga]{.smallcaps}; @xga). X-ray observations +are uniquely well suited for the kind of archival study facilitated by [Daxa]{.smallcaps} and [Xga]{.smallcaps}, as +they generally record the time, position, and energy of each individual photon impacting the detector (true for all +missions currently implemented in [Daxa]{.smallcaps}); this means that we can create images, lightcurves, and spectra +for any object detected within the field-of-view, even if it was not the target. With this software, we +enable the maximum exploitation of existing X-ray archives, to traverse the X-ray desert and ensure that we +are fully prepared for future X-ray telescopes such as _Athena_ [@athena] and _Lynx_ [@lynx]. Having easy access to the +whole history of X-ray observations of an object can provide extra context as to its astrophysics, and comes at no +extra cost. Finally, [Daxa]{.smallcaps} can be used to further one of the tenets of open-source science, reproducibility. Its management features both allow the user to keep track of their dataset, but also to version control it. If more data become available, or existing data need to be reprocessed, then the version of the dataset can be automatically -updated. Research publications can thus reference an exact version of a dataset, which can be reproduced without +updated. Research publications can thus reference an exact version number of a dataset, which can be reproduced without offering the whole dataset for download. [^*]: turne540@msu.edu From 9762c9b315781772c7ffdfe2c5cd02f1b54a7bf1 Mon Sep 17 00:00:00 2001 From: David Turner Date: Wed, 20 Mar 2024 11:18:29 -0400 Subject: [PATCH 034/105] Changes made in the features section Signed-off-by: David Turner --- paper/paper.md | 24 ++++++++++++------------ 1 file changed, 12 insertions(+), 12 deletions(-) diff --git a/paper/paper.md b/paper/paper.md index 1f7ea42b..f77b7361 100644 --- a/paper/paper.md +++ b/paper/paper.md @@ -109,18 +109,18 @@ offering the whole dataset for download. # Features -[Daxa]{.smallcaps} contains two types of class, mission classes and the archive class. Mission classes directly -represent a telescope, or in some cases a particular use of a telescope (for instance there are separate classes for -pointed and survey observations taken by _ROSAT_ [@rosat], as the characteristics of the data are quite different), and exist -to provide a Python interface with the up-to-date telescope observation database. Such mission classes allow the user -to easily identify data relevant to their objects of interest (both individual and samples) with various filtering -methods (it is also possible to download the entire archive of a telescope); these include filtering on spatial -position (determining whether a coordinate of interest is within the field-of-view), filtering on the time of the -observation (also filtering on whether a specific coordinate was observed at a specific time, for whole samples with -different coordinates and times of interest), and filtering on specific observation identifiers (ObsIDs) if they -are already known. Each mission class has some knowledge of the characteristics of the telescope it represents (such as -the field-of-view) to make observation filtering easier. The user can also select only a subset of instruments, if the -telescope has more than one, to exclude any that may not contribute to their analysis. +[Daxa]{.smallcaps} contains two types of Python class, mission classes and the archive class. Mission classes directly +represent a telescope or survey (for instance there are separate classes for pointed and survey observations taken by +_ROSAT_ [@rosat], as the characteristics of the data are quite different), and exist to provide a Python interface +with the current telescope observation database. Such mission classes allow the user to easily identify data relevant +to their objects of interest with various filtering methods (it is also possible to download the entire archive of +a telescope); these include filtering on spatial position (determining whether a coordinate of interest is within the +field-of-view), filtering on the time of the observation (also filtering on whether a specific coordinate was observed +at a specific time, for whole samples with different coordinates and times of interest), and filtering on specific +observation identifiers (ObsIDs) if they are already known. Each mission class has some knowledge of the +characteristics of the telescope it represents (such as the field-of-view) to make observation filtering easier. The +user can also select only a subset of instruments, if the telescope has more than one, to exclude any that may not +contribute to their analysis. Once as set of relevant observations have been identified, for either a single mission or a set of missions, a [Daxa]{.smallcaps} multi-mission data archive can be declared. This will automatically download the selected data from From 028b4cc73709043171cf337ce5b28e71f194b0bf Mon Sep 17 00:00:00 2001 From: David Turner Date: Wed, 20 Mar 2024 11:26:26 -0400 Subject: [PATCH 035/105] More changes made in the features section Signed-off-by: David Turner --- paper/paper.md | 19 +++++++++---------- 1 file changed, 9 insertions(+), 10 deletions(-) diff --git a/paper/paper.md b/paper/paper.md index f77b7361..23e7828e 100644 --- a/paper/paper.md +++ b/paper/paper.md @@ -122,17 +122,16 @@ characteristics of the telescope it represents (such as the field-of-view) to ma user can also select only a subset of instruments, if the telescope has more than one, to exclude any that may not contribute to their analysis. -Once as set of relevant observations have been identified, for either a single mission or a set of missions, a -[Daxa]{.smallcaps} multi-mission data archive can be declared. This will automatically download the selected data from -the various telescope archives, if the user had not already triggered that, and proceeds to ingest and organise the -data so that it can be managed (and if necessary, updated) through the [Daxa]{.smallcaps} interface. Within the -Python interface it is easy to see and explore exactly what data files are available and for which observations. We -have also implemented user-friendly, multi-threaded, data preparation and cleaning routines for some telescopes (_XMM_ -and _eROSITA_ in particular); fine control of the parameters that control these processes is retained, but default +Once a set of relevant observations have been identified, for either a single mission or a set of missions, a +[Daxa]{.smallcaps} data archive can be declared. This will automatically download the selected data from +the various telescope archives, and proceeds to ingest and organise the data so that it can be managed (and if +necessary, updated) through the [Daxa]{.smallcaps} interface. We have also implemented user-friendly, multi-threaded, +data preparation and cleaning routines for some telescopes (_XMM_ and _eROSITA_ in particular, though this will +expand); fine control of the parameters that control these processes is retained, but default behaviours can be used if the user is unfamiliar with the minutiae of X-ray data preparation. Another key benefit of -reducing data with [Daxa]{.smallcaps} is the easy access to software logs through our interface, in case of suspected -problems during the reduction processes. The module is also capable of safely handling processing failures, simply -recording at which processing step the failure occurred for a particular ObsID. +reducing data with [Daxa]{.smallcaps} is the easy access to data logs through our interface, in case of +suspected problems during the reduction processes. The module is also capable of safely handling processing +failures, simply recording at which processing step the failure occurred for a particular ObsID. All of this information is retained permanently, not just while the initial [Daxa]{.smallcaps} processes are running. Any [Daxa]{.smallcaps} archive can be loaded back into memory after the fact, once again providing access From 3c97574b3bb2b4b90e8f92ac82a6331520c548a0 Mon Sep 17 00:00:00 2001 From: David Turner Date: Wed, 20 Mar 2024 11:31:55 -0400 Subject: [PATCH 036/105] Finished changes to the features section for now Signed-off-by: David Turner --- paper/paper.md | 20 ++++++++++---------- 1 file changed, 10 insertions(+), 10 deletions(-) diff --git a/paper/paper.md b/paper/paper.md index 23e7828e..cc841da8 100644 --- a/paper/paper.md +++ b/paper/paper.md @@ -131,18 +131,18 @@ expand); fine control of the parameters that control these processes is retained behaviours can be used if the user is unfamiliar with the minutiae of X-ray data preparation. Another key benefit of reducing data with [Daxa]{.smallcaps} is the easy access to data logs through our interface, in case of suspected problems during the reduction processes. The module is also capable of safely handling processing -failures, simply recording at which processing step the failure occurred for a particular ObsID. +failures, recording at which processing step the failure occurred for a particular ObsID. All of this information is retained permanently, not just while the initial [Daxa]{.smallcaps} processes are -running. Any [Daxa]{.smallcaps} archive can be loaded back into memory after the fact, once again providing access -to the stored log information. At this point the archives can also be updated, either by searching for new data from -the existing missions, adding data from a different mission, or re-processing specific observations to achieve more -scientifically useful data. Any such change will be recorded, and processed observations version controlled, so that -the data archive can have a specific version that refers to its exact state at any given time; this version can be -referred to in published work using the data archive. Each data archive is also capable of creating a file that -other [Daxa]{.smallcaps} users can import, and which will recreate the data archive by downloading the same data, and -processing it in the same way; this renders making fully processed, and large, X-ray data files available with -a piece of research is unnecessary. +running. Any [Daxa]{.smallcaps} archive can be loaded back in after the initial processing, once again providing access +to the stored logs, and processing information. At this point the archives can also be updated, either by searching +for new data from the existing missions, adding data from a different mission, or re-processing specific observations +to achieve more scientifically useful data. Any such change will be recorded in the archive history, and processed +observations version controlled, so that the data archive can have a specific version that refers to its exact state +at any given time; this version can be referred to in published work using the data archive. Each data archive is also +capable of creating a file that other [Daxa]{.smallcaps} users can import, and which will recreate the data archive by +downloading the same data, and processing it in the same way; this renders making fully processed, and large, X-ray +data files available with a piece of research unnecessary. # Existing software packages From e4ffbc3b67b4d30ace48d7ee005ea3438282b532 Mon Sep 17 00:00:00 2001 From: David Turner Date: Wed, 20 Mar 2024 11:37:53 -0400 Subject: [PATCH 037/105] Finished current changes to the existing software section Signed-off-by: David Turner --- paper/paper.md | 15 ++++++++------- 1 file changed, 8 insertions(+), 7 deletions(-) diff --git a/paper/paper.md b/paper/paper.md index cc841da8..f156db43 100644 --- a/paper/paper.md +++ b/paper/paper.md @@ -147,7 +147,7 @@ data files available with a piece of research unnecessary. # Existing software packages There are no direct analogues to our module, though we must acknowledge the many pieces of software (and data -archives), without which it would have been much more difficult to create [Daxa]{.smallcaps}. Data access is made +archives), that greatly helped the development of [Daxa]{.smallcaps}. Data access is made possible primarily by the HEASARC data archive, though the Astroquery [@astroquery] package is also used. HEASARC provides an online interface to query their data archive, which has similar functionality to some of the filtering methods of mission classes in [Daxa]{.smallcaps} (though we provide slightly more functionality in @@ -159,17 +159,18 @@ to perform data preparation and cleaning. Particularly important are the _XMM_ S the complementary extended SAS (eSAS; @esascook) packages, which allow us to provide simple Python interfaces to the complex, multi-step, processes that are required to prepare raw _XMM_ data for scientific use. The analogous _eROSITA_ Science Analysis Software System (eSASS; @erosita) must also be mentioned, as it provides the tools needed to -reduce and prepare _eROSITA_ data. In this vein we must also mention the HEASoft package, which is almost ubiquitous in -X-ray data analyses, and is used by both SAS and eSASS. +reduce and prepare _eROSITA_ data. In this vein we must also acknowledge the HEASoft package, which is almost +ubiquitous in X-ray data analyses, and is used by both SAS and eSASS. Another related software package is the other module in our open-source X-ray astronomy ecosystem, X-ray: Generate and Analyse ([Xga]{.smallcaps}; @xga). It has none of the same features as [Daxa]{.smallcaps}, as it exists to analyse large sets of X-ray data, we created [Daxa]{.smallcaps} to create and manage the kind of dataset required for -[Xga]{.smallcaps} to attain maximum usefulness. +[Xga]{.smallcaps} to attain maximum usefulness (though such datasets do not _have_ to be analysed with +[Xga]{.smallcaps}). -[Daxa]{.smallcaps} is much greater than the sum of its parts, but would not have been possible without the existing -software packages it builds upon; we hope that it only enhances the value that astrophysicists derive from the other -software we have mentioned. +[Daxa]{.smallcaps} is greater than the sum of its parts, but is only possible because of the existing software packages +it builds upon; we hope that it only enhances the value that astrophysicists derive from the other software we have +mentioned. # Research projects using DAXA From 01c4cf0559c3e40e7776749cc997f884639c5d99 Mon Sep 17 00:00:00 2001 From: David Turner Date: Wed, 20 Mar 2024 11:45:45 -0400 Subject: [PATCH 038/105] Adding some LoVoCCS references Signed-off-by: David Turner --- paper/paper.bib | 22 ++++++++++++++++++++++ paper/paper.md | 15 +++++++-------- 2 files changed, 29 insertions(+), 8 deletions(-) diff --git a/paper/paper.bib b/paper/paper.bib index f688db1b..6fe498b6 100644 --- a/paper/paper.bib +++ b/paper/paper.bib @@ -246,3 +246,25 @@ @ARTICLE{swift adsnote = {Provided by the SAO/NASA Astrophysics Data System} } +@ARTICLE{lovoccsI, + author = {{Fu}, Shenming and {Dell'Antonio}, Ian and {Chary}, Ranga-Ram and {Clowe}, Douglas and {Cooper}, M.~C. and {Donahue}, Megan and {Evrard}, August and {Lacy}, Mark and {Lauer}, Tod and {Liu}, Binyang and {McCleary}, Jacqueline and {Meneghetti}, Massimo and {Miyatake}, Hironao and {Montes}, Mireia and {Natarajan}, Priyamvada and {Ntampaka}, Michelle and {Pierpaoli}, Elena and {Postman}, Marc and {Sohn}, Jubee and {Umetsu}, Keiichi and {Utsumi}, Yousuke and {Wilson}, Gillian}, + title = "{LoVoCCS. I. Survey Introduction, Data Processing Pipeline, and Early Science Results}", + journal = {\apj}, + keywords = {Weak gravitational lensing, Astronomy data analysis, Surveys, Galaxy clusters, Observational cosmology, Dark matter, 1797, 1858, 1671, 584, 1146, 353}, + year = 2022, + month = jul, + volume = {933}, + number = {1}, + eid = {84}, + pages = {84}, + doi = {10.3847/1538-4357/ac68e8}, + adsurl = {https://ui.adsabs.harvard.edu/abs/2022ApJ...933...84F}, + adsnote = {Provided by the SAO/NASA Astrophysics Data System} +} + +@ARTICLE{xlovoccs, + author = {{Turner}, David J. and {Fu}, Shenming and {Dell'Antonio}, Ian and {Chary}, Ranga-Ram and {Clowe}, Douglas and {Cooper}, M.~C. and {Donahue}, Megan and {Evrard}, August and {Lacy}, Mark and {Lauer}, Tod and {Liu}, Binyang and {McCleary}, Jacqueline and {Meneghetti}, Massimo and {Miyatake}, Hironao and {Montes}, Mireia and {Natarajan}, Priyamvada and {Ntampaka}, Michelle and {Pierpaoli}, Elena and {Postman}, Marc and {Sohn}, Jubee and {Umetsu}, Keiichi and {Utsumi}, Yousuke and {Wilson}, Gillian}, + title = "{X-LoVoCCS. I. Initial X-ray properties of LoVoCCS galaxy clusters}", + keywords = {}, + year = {in prep.}, +} \ No newline at end of file diff --git a/paper/paper.md b/paper/paper.md index f156db43..bc244ba0 100644 --- a/paper/paper.md +++ b/paper/paper.md @@ -174,14 +174,13 @@ mentioned. # Research projects using DAXA -[Daxa]{.smallcaps}'s feature-set has reached a minimum viable product level, and has been useful for several research -projects over different collaborations; we anticipate that the number of research projects benefiting from it will -increase significantly. The primary use to which [Daxa]{.smallcaps} has been put is to assemble the multi-mission -X-ray dataset (_XMM_, _Chandra_, _eROSITA_, _Swift_, and _ROSAT_) for the X-ray follow-up component of the Local Volume -Complete Cluster Survey (LoVoCCS). It was used to identify the relevant observations, download, and process them, as -well as to organise the significant number of files and make it easier for the dataset to be served to the X-ray -community. Construction and administration of such large, complicated, multi-mission datasets is rendered quick and -easy. +[Daxa]{.smallcaps} has been useful for several research projects by different collaborations, and we anticipate that +the number of research projects benefiting from its features will increase significantly. The primary use to which +[Daxa]{.smallcaps} has been put is to assemble the multi-mission X-ray dataset (_XMM_, _Chandra_, _eROSITA_, _Swift_, +and _ROSAT_) for the X-ray follow-up component of the Local Volume Complete Cluster Survey (LoVoCCS; @lovoccsI, @xlovoccs). It was used to +identify the relevant observations, download, and process them, as well as to organise the significant number of files +and make it easier for the dataset to be served to the X-ray community. Construction and administration of such +large, complicated, multi-mission datasets is rendered quick and easy. The X-ray Cluster Science (XCS; formerly known as the _XMM_ Cluster Survey) collaboration now uses [Daxa]{.smallcaps} to create and manage their processed X-ray archive; particularly useful is [Daxa]{.smallcaps}'s support for telescopes From 05cbddeb4ca54c65349fb8b2e3375f55460db454 Mon Sep 17 00:00:00 2001 From: David Turner Date: Wed, 20 Mar 2024 11:50:19 -0400 Subject: [PATCH 039/105] Added an OVI groups reference, and altered some of the existing bib entries Signed-off-by: David Turner --- paper/paper.bib | 11 +++++++++-- paper/paper.md | 2 +- 2 files changed, 10 insertions(+), 3 deletions(-) diff --git a/paper/paper.bib b/paper/paper.bib index 6fe498b6..d8c61026 100644 --- a/paper/paper.bib +++ b/paper/paper.bib @@ -263,8 +263,15 @@ @ARTICLE{lovoccsI } @ARTICLE{xlovoccs, - author = {{Turner}, David J. and {Fu}, Shenming and {Dell'Antonio}, Ian and {Chary}, Ranga-Ram and {Clowe}, Douglas and {Cooper}, M.~C. and {Donahue}, Megan and {Evrard}, August and {Lacy}, Mark and {Lauer}, Tod and {Liu}, Binyang and {McCleary}, Jacqueline and {Meneghetti}, Massimo and {Miyatake}, Hironao and {Montes}, Mireia and {Natarajan}, Priyamvada and {Ntampaka}, Michelle and {Pierpaoli}, Elena and {Postman}, Marc and {Sohn}, Jubee and {Umetsu}, Keiichi and {Utsumi}, Yousuke and {Wilson}, Gillian}, + author = {{Turner}, D.J. and {Donahue}, Megan and {Evrard}, August and {Fu}, Shenming and {Dell'Antonio}, Ian and {Chary}, Ranga-Ram and {Clowe}, Douglas and {Cooper}, M.~C. and {Lacy}, Mark and {Lauer}, Tod and {Liu}, Binyang and {McCleary}, Jacqueline and {Meneghetti}, Massimo and {Miyatake}, Hironao and {Montes}, Mireia and {Natarajan}, Priyamvada and {Ntampaka}, Michelle and {Pierpaoli}, Elena and {Postman}, Marc and {Sohn}, Jubee and {Umetsu}, Keiichi and {Utsumi}, Yousuke and {Wilson}, Gillian}, title = "{X-LoVoCCS. I. Initial X-ray properties of LoVoCCS galaxy clusters}", keywords = {}, - year = {in prep.}, + year = {2024, in prep.}, +} + +@ARTICLE{ovigroups, + author = {{Turner}, D.J. and {Donahue}, Megan and {Stocke}, John}, + title = "{An X-ray view of galaxy groups in the line of sight of UV-bright quasars - comparing X-ray properties to absorption detection of warm-hot gas}", + keywords = {}, + year = {2024, in prep.}, } \ No newline at end of file diff --git a/paper/paper.md b/paper/paper.md index bc244ba0..f9ca956e 100644 --- a/paper/paper.md +++ b/paper/paper.md @@ -195,7 +195,7 @@ packages are utilised, and will result in a comprehensive catalogue that is inva Finally, [Daxa]{.smallcaps} has been used to identify _XMM_ and _Chandra_ (alongside other telescopes, though they play only a supporting role) observations of a series of galaxy groups that appear in the foreground of UV bright -quasars. Absorption features that indicate the presence of Oxygen VI were identified in the spectra of several of +quasars [@ovigroups]. Absorption features that indicate the presence of Oxygen VI were identified in the spectra of several of the quasars, and the data that [Daxa]{.smallcaps} identified and retrieved allowed for an exploration of the hot-gas properties of these groups. From 10075bded613d00e1d7ee395d3d6c6d369bd6e3a Mon Sep 17 00:00:00 2001 From: David Turner Date: Wed, 20 Mar 2024 11:53:09 -0400 Subject: [PATCH 040/105] Trying to make the X-LoVoCCS reference appear properly in the paper Signed-off-by: David Turner --- paper/paper.bib | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/paper/paper.bib b/paper/paper.bib index d8c61026..5bea7077 100644 --- a/paper/paper.bib +++ b/paper/paper.bib @@ -263,7 +263,7 @@ @ARTICLE{lovoccsI } @ARTICLE{xlovoccs, - author = {{Turner}, D.J. and {Donahue}, Megan and {Evrard}, August and {Fu}, Shenming and {Dell'Antonio}, Ian and {Chary}, Ranga-Ram and {Clowe}, Douglas and {Cooper}, M.~C. and {Lacy}, Mark and {Lauer}, Tod and {Liu}, Binyang and {McCleary}, Jacqueline and {Meneghetti}, Massimo and {Miyatake}, Hironao and {Montes}, Mireia and {Natarajan}, Priyamvada and {Ntampaka}, Michelle and {Pierpaoli}, Elena and {Postman}, Marc and {Sohn}, Jubee and {Umetsu}, Keiichi and {Utsumi}, Yousuke and {Wilson}, Gillian}, + author = {{Turner}, David and {Donahue}, Megan and {Evrard}, August and {Fu}, Shenming and {Dell'Antonio}, Ian and {Chary}, Ranga-Ram and {Clowe}, Douglas and {Cooper}, M.~C. and {Lacy}, Mark and {Lauer}, Tod and {Liu}, Binyang and {McCleary}, Jacqueline and {Meneghetti}, Massimo and {Miyatake}, Hironao and {Montes}, Mireia and {Natarajan}, Priyamvada and {Ntampaka}, Michelle and {Pierpaoli}, Elena and {Postman}, Marc and {Sohn}, Jubee and {Umetsu}, Keiichi and {Utsumi}, Yousuke and {Wilson}, Gillian}, title = "{X-LoVoCCS. I. Initial X-ray properties of LoVoCCS galaxy clusters}", keywords = {}, year = {2024, in prep.}, From 57c2a95a5771cb39662391b1be04126790dfcc3e Mon Sep 17 00:00:00 2001 From: David Turner Date: Wed, 20 Mar 2024 11:55:49 -0400 Subject: [PATCH 041/105] Trying to make the X-LoVoCCS reference appear properly in the paper Signed-off-by: David Turner --- paper/paper.bib | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/paper/paper.bib b/paper/paper.bib index 5bea7077..394a3c8e 100644 --- a/paper/paper.bib +++ b/paper/paper.bib @@ -263,14 +263,14 @@ @ARTICLE{lovoccsI } @ARTICLE{xlovoccs, - author = {{Turner}, David and {Donahue}, Megan and {Evrard}, August and {Fu}, Shenming and {Dell'Antonio}, Ian and {Chary}, Ranga-Ram and {Clowe}, Douglas and {Cooper}, M.~C. and {Lacy}, Mark and {Lauer}, Tod and {Liu}, Binyang and {McCleary}, Jacqueline and {Meneghetti}, Massimo and {Miyatake}, Hironao and {Montes}, Mireia and {Natarajan}, Priyamvada and {Ntampaka}, Michelle and {Pierpaoli}, Elena and {Postman}, Marc and {Sohn}, Jubee and {Umetsu}, Keiichi and {Utsumi}, Yousuke and {Wilson}, Gillian}, + author = {{Turner}, David J and {Donahue}, Megan and {Evrard}, August and {Fu}, Shenming and {Dell'Antonio}, Ian and {Chary}, Ranga-Ram and {Clowe}, Douglas and {Cooper}, M.~C. and {Lacy}, Mark and {Lauer}, Tod and {Liu}, Binyang and {McCleary}, Jacqueline and {Meneghetti}, Massimo and {Miyatake}, Hironao and {Montes}, Mireia and {Natarajan}, Priyamvada and {Ntampaka}, Michelle and {Pierpaoli}, Elena and {Postman}, Marc and {Sohn}, Jubee and {Umetsu}, Keiichi and {Utsumi}, Yousuke and {Wilson}, Gillian}, title = "{X-LoVoCCS. I. Initial X-ray properties of LoVoCCS galaxy clusters}", keywords = {}, year = {2024, in prep.}, } @ARTICLE{ovigroups, - author = {{Turner}, D.J. and {Donahue}, Megan and {Stocke}, John}, + author = {{Turner}, David J and {Donahue}, Megan and {Stocke}, John}, title = "{An X-ray view of galaxy groups in the line of sight of UV-bright quasars - comparing X-ray properties to absorption detection of warm-hot gas}", keywords = {}, year = {2024, in prep.}, From 06d83454105f203cd6a658ccb6083a2dd6230ae2 Mon Sep 17 00:00:00 2001 From: David Turner Date: Sat, 30 Mar 2024 12:38:27 -0400 Subject: [PATCH 042/105] Added a flowchart to the DAXA paper Signed-off-by: David Turner --- paper/figures/daxa_paper_flowchart.pdf | Bin 0 -> 1333778 bytes paper/paper.md | 2 ++ 2 files changed, 2 insertions(+) create mode 100644 paper/figures/daxa_paper_flowchart.pdf diff --git a/paper/figures/daxa_paper_flowchart.pdf b/paper/figures/daxa_paper_flowchart.pdf new file mode 100644 index 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