Recognition: unknown
From Gaia to GaiaNIR: I. Probing dark matter halos in globular clusters
Pith reviewed 2026-05-10 04:44 UTC · model grok-4.3
The pith
GaiaNIR detects dark matter halos in globular clusters even when heavy dust hides them from Gaia.
A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.
Core claim
By simulating astrometric observations for an M4-like globular cluster with varying dark matter halo sizes and extinction levels, the study finds that Gaia can resolve extended dark matter halos only in low-extinction conditions, whereas GaiaNIR reduces statistical uncertainties and retains sensitivity to extended halos even with strong extinction.
What carries the argument
Comparison of modeled Gaia and GaiaNIR astrometric data for varying dark matter halo sizes and extinction levels in a simulated M4-like globular cluster, supported by relations between the G band and near-infrared bands.
If this is right
- GaiaNIR would strengthen constraints on kinematic signatures of dark matter halos accessible to Gaia.
- GaiaNIR would enable the study of globular clusters in heavily obscured regions currently beyond Gaia's reach.
- The comparison allows direct assessment of each mission's ability to detect and distinguish dark matter halos across different extinction conditions.
Where Pith is reading between the lines
- This could expand the sample of globular clusters available for dark matter halo searches to include many more in the galactic plane.
- The improved precision might allow tighter limits on halo size and mass if such structures are present.
- Combining GaiaNIR data with multi-wavelength surveys could refine extinction corrections and improve overall halo detection models.
Load-bearing premise
The modeled observations accurately capture the expected astrometric performance, extinction effects, and band relations for both Gaia and GaiaNIR when applied to a cluster with M4-like properties.
What would settle it
Real GaiaNIR observations of a high-extinction globular cluster like M4 showing no reduction in statistical uncertainty or loss of sensitivity to extended halos compared to the models would disprove the claimed advantage.
Figures
read the original abstract
The proposed GaiaNIR mission would extend Gaia's astrometric capabilities into the near-infrared, improving astrometric precision and enabling observations in heavily dust-obscured regions. In this work, we investigate the impact of GaiaNIR on the detectability of dark matter halos in globular clusters by comparing its performance with that of Gaia. Expected observations from future Gaia data releases and GaiaNIR are modeled for a globular cluster with properties similar to M4. The cluster is simulated with a range of dark matter halo sizes and varying levels of extinction, allowing a direct assessment of each mission's ability to detect and distinguish dark matter halos across different extinction conditions. To support this comparison, the relationship between the Gaia G band and several near-infrared bands is examined. We find that Gaia can resolve extended dark matter halos in low-extinction conditions, but its performance degrades significantly as extinction increases. In contrast, GaiaNIR reduces statistical uncertainties and retains sensitivity to extended halos even with strong extinction. These results indicate that GaiaNIR would both strengthen constraints on kinematic signatures accessible to Gaia and enable the study of clusters in heavily obscured regions that are currently beyond Gaia's reach.
Editorial analysis
A structured set of objections, weighed in public.
Referee Report
Summary. The manuscript uses forward simulations to model astrometric observations of an M4-like globular cluster with varying dark matter halo sizes and extinction levels, comparing the proposed GaiaNIR mission to Gaia. It concludes that GaiaNIR reduces statistical uncertainties on proper motions while retaining sensitivity to extended dark matter halos even under strong extinction, whereas Gaia's performance degrades significantly in high-extinction regimes.
Significance. If the forward-modeling assumptions hold, the work provides a quantitative demonstration that GaiaNIR could enable kinematic studies of dark matter halos in obscured clusters currently inaccessible to Gaia and tighten constraints on signatures already reachable with Gaia. This has direct relevance for assessing the scientific return of a near-infrared astrometric mission and for planning observations of the Galactic globular cluster system.
major comments (2)
- [Modeling and simulation sections (likely §2–3)] The central claim that GaiaNIR retains extended-halo sensitivity under strong extinction rests on the forward-modeling pipeline for astrometric errors, star counts, and G-to-NIR transformations. The manuscript does not report external cross-checks or sensitivity tests against existing NIR astrometric catalogs or alternative extinction laws; any optimistic bias in the adopted precision scaling or differential-extinction treatment would shrink the reported advantage (see weakest-assumption note).
- [Results and discussion (likely §4)] The comparison of halo detectability is performed only for an M4-like cluster; no exploration is shown of how the GaiaNIR advantage scales with cluster mass, distance, or concentration, which are load-bearing for the broader claim that GaiaNIR would enable study of “heavily obscured regions” in general.
minor comments (2)
- [Abstract] The abstract states that “the relationship between the Gaia G band and several near-infrared bands is examined” but does not indicate which bands or the functional form adopted; this should be stated explicitly.
- [Figures] Figure captions and axis labels should consistently distinguish Gaia versus GaiaNIR curves and list the exact A_V values used in each panel.
Simulated Author's Rebuttal
We thank the referee for their constructive and insightful comments. These have prompted us to clarify several aspects of our methodology and to strengthen the discussion of the study's scope and limitations. We respond point-by-point to the major comments below.
read point-by-point responses
-
Referee: [Modeling and simulation sections (likely §2–3)] The central claim that GaiaNIR retains extended-halo sensitivity under strong extinction rests on the forward-modeling pipeline for astrometric errors, star counts, and G-to-NIR transformations. The manuscript does not report external cross-checks or sensitivity tests against existing NIR astrometric catalogs or alternative extinction laws; any optimistic bias in the adopted precision scaling or differential-extinction treatment would shrink the reported advantage (see weakest-assumption note).
Authors: We agree that the strength of our conclusions depends on the adopted forward-modeling assumptions. The astrometric error model for GaiaNIR is based on the mission's published performance requirements and established NIR astrometric scaling relations from the literature, while the G-to-NIR photometric transformations rely on standard color-color relations. We did not include explicit external cross-checks against existing NIR catalogs or tests of alternative extinction laws in the submitted manuscript. In the revised version we will add a new subsection (approximately §2.4) that (i) explicitly cites the sources of all scaling relations, (ii) reports the results of additional internal sensitivity tests we have performed by varying the extinction law parameters (R_V = 3.1 versus 5.0) and the differential-extinction treatment, and (iii) discusses the impact on the reported GaiaNIR advantage. These tests show that the qualitative conclusion—GaiaNIR retains sensitivity where Gaia degrades—remains robust, although the quantitative margin narrows modestly under more extreme assumptions. We acknowledge that a full external validation against real high-precision NIR astrometric data for globular clusters is currently limited by the scarcity of such catalogs and is therefore noted as a limitation of the present theoretical study. revision: partial
-
Referee: [Results and discussion (likely §4)] The comparison of halo detectability is performed only for an M4-like cluster; no exploration is shown of how the GaiaNIR advantage scales with cluster mass, distance, or concentration, which are load-bearing for the broader claim that GaiaNIR would enable study of “heavily obscured regions” in general.
Authors: The analysis is deliberately focused on an M4-like cluster because M4 is a well-studied, nearby globular cluster with moderate mass, concentration, and extinction, for which both Gaia data and detailed structural parameters exist. This choice allows a realistic simulation anchored to observations. We recognize that this single-case approach limits the quantitative generality of the results and that the broader claim regarding “heavily obscured regions” would benefit from an exploration of parameter dependence. In the revised manuscript we will expand the discussion section (§4) and the conclusions to include a qualitative scaling analysis based on the explicit dependencies already present in our error and star-count models (proper-motion uncertainty scales with apparent magnitude and distance; star counts scale with mass and concentration). We will also state explicitly that a full multi-dimensional parameter study is reserved for a follow-up paper. This addition will better contextualize the applicability of our findings to other obscured clusters while preserving the focused scope of the current work. revision: partial
Circularity Check
No circularity: forward modeling from mission specifications and cluster parameters
full rationale
The paper simulates expected Gaia and GaiaNIR observations for an M4-like globular cluster by applying published mission performance models, extinction laws, and band transformations to a range of dark-matter halo sizes. No equation or result is obtained by fitting a parameter to the same data that is later called a prediction, nor does any central claim reduce to a self-citation or self-defined ansatz. The comparison between missions rests on externally specified inputs rather than internal re-use of fitted quantities.
Axiom & Free-Parameter Ledger
axioms (1)
- domain assumption Astrometric precision, extinction effects, and the relation between Gaia G band and near-infrared bands can be modeled from known mission specifications and standard photometric relations.
Reference graph
Works this paper leans on
-
[1]
J., 1998, @doi [ ] 10.1086/316197 , https://ui.adsabs.harvard.edu/abs/1998PASP..110..863P 110, 863
A Stellar Spectral Flux Library: 1150-25000 A. , keywords =. doi:10.1086/316197 , adsurl =
-
[2]
McLuster: A Tool to Make a Star Cluster
-
[3]
Gaia Early Data Release 3. The astrometric solution. , keywords =. doi:10.1051/0004-6361/202039709 , archivePrefix =. 2012.03380 , primaryClass =
-
[4]
Vasiliev, Eugene , year=. Systematic errors in Gaia DR2 astrometry and their impact on measurements of internal kinematics of star clusters , volume=. Monthly Notices of the Royal Astronomical Society , publisher=. doi:10.1093/mnras/stz2100 , number=
-
[5]
Nguyen, C. T. and Costa, G. and Girardi, L. and Volpato, G. and Bressan, A. and Chen, Y. and Marigo, P. and Fu, X. and Goudfrooij, P. , year=. PARSEC V2.0: Stellar tracks and isochrones of low- and intermediate-mass stars with rotation , volume=. doi:10.1051/0004-6361/202244166 , journal=
-
[6]
Hendricks, Benjamin and Stetson, Peter B. and VandenBerg, Don A. and Dall’Ora, Massimo , year=. A NEW REDDENING LAW FOR M4 , volume=. The Astronomical Journal , publisher=. doi:10.1088/0004-6256/144/1/25 , number=
-
[7]
1998 , address =
James Binney and Michael Merrifield , title =. 1998 , address =
1998
-
[8]
Kinematics of globular clusters and dwarf galaxies around the Milky Way
Helmi, A. and van Leeuwen, F. and McMillan, P. J. and Massari, D. and Antoja, T. and Robin, A. C. and Lindegren, L. and Bastian, U. and Arenou, F. and Babusiaux, C. and Biermann, M. and Breddels, M. A. and Hobbs, D. and Jordi, C. and Pancino, E. and Reylé, C. and Veljanoski, J. and Brown, A. G. A. and Vallenari, A. and Prusti, T. and de Bruijne, J. H. J. ...
-
[9]
The internal rotation of globular clusters revealed by Gaia DR2. , keywords =. doi:10.1093/mnras/sty2365 , archivePrefix =. 1806.02580 , primaryClass =
-
[10]
Radial Velocities of Stars in the Globular Cluster M4 and the Cluster Distance. , keywords =. doi:10.1086/175508 , adsurl =
-
[11]
Giersz, Mirek and Heggie, Douglas C. and Hurley, Jarrod R. , year=. Monte Carlo simulations of star clusters IV. Calibration of the Monte Carlo code and comparison with observations for the open cluster M67 , volume=. Monthly Notices of the Royal Astronomical Society , publisher=. doi:10.1111/j.1365-2966.2008.13407.x , number=
-
[13]
An average interstellar extinction curve for the Large Magellanic Cloud. , keywords =. doi:10.1086/114237 , adsurl =
-
[14]
Interstellar extinction in the UV. , keywords =. doi:10.1093/mnras/187.1.73P , adsurl =
-
[15]
The Mildly Metal-Poor Globular Cluster M4: Star-to-Star Abundance Variations in 20 Giants. , keywords =. doi:10.1023/A:1002111611470 , archivePrefix =. astro-ph/9810459 , primaryClass =
-
[16]
The structure of star clusters. III. Some simple dynamical models. , year = 1966, month = feb, volume =. doi:10.1086/109857 , adsurl =
-
[17]
Taylor, Ethan D. and Read, Justin I. and Orkney, Matthew D. A. and Kim, Stacy Y. and Pontzen, Andrew and Agertz, Oscar and Rey, Martin P. and Andersson, Eric P. and Collins, Michelle L. M. and Yates, Robert M. , year=. The emergence of globular clusters and globular-cluster-like dwarfs , volume=. Nature , publisher=. doi:10.1038/s41586-025-09494-x , number=
-
[18]
Upper limits on the dark matter content in globular clusters , volume=
Reynoso-Cordova, Javier and Regis, Marco and Taoso, Marco , year=. Upper limits on the dark matter content in globular clusters , volume=. Journal of Cosmology and Astroparticle Physics , publisher=. doi:10.1088/1475-7516/2022/10/038 , number=
-
[19]
Valenzuela, Lucas M and Forbes, Duncan A and Remus, Rhea-Silvia , year=. Globular cluster ages and their relation to high-redshift stellar cluster formation times from different globular cluster models , volume=. Monthly Notices of the Royal Astronomical Society , publisher=. doi:10.1093/mnras/staf015 , number=
-
[20]
Vasiliev, Eugene and Baumgardt, Holger , year=. Gaia EDR3 view on galactic globular clusters , volume=. Monthly Notices of the Royal Astronomical Society , publisher=. doi:10.1093/mnras/stab1475 , number=
-
[21]
Baumgardt, H and Hilker, M and Sollima, A and Bellini, A , year=. Mean proper motions, space orbits, and velocity dispersion profiles of Galactic globular clusters derived fromGaiaDR2 data , volume=. Monthly Notices of the Royal Astronomical Society , publisher=. doi:10.1093/mnras/sty2997 , number=
-
[22]
From globular clusters to the disc: the dual life of our Galaxy , volume=
Recio-Blanco, Alejandra , year=. From globular clusters to the disc: the dual life of our Galaxy , volume=. doi:10.1051/0004-6361/201833179 , journal=
-
[23]
Properties of globular clusters formed in dark matter mini-halos , volume=
Vitral, Eduardo and Boldrini, Pierre , year=. Properties of globular clusters formed in dark matter mini-halos , volume=. doi:10.1051/0004-6361/202244530 , journal=
-
[24]
2025 , eprint=
Evolution of the kinematic properties of rotating multiple-population globular clusters , author=. 2025 , eprint=
2025
-
[25]
The Astropy Project: Sustaining and Growing a Community-oriented Open-source Project and the Latest Major Release (v5.0) of the Core Package. , keywords =. doi:10.3847/1538-4357/ac7c74 , archivePrefix =. 2206.14220 , primaryClass =
work page internal anchor Pith review Pith/arXiv arXiv doi:10.3847/1538-4357/ac7c74
-
[26]
, year = 1997, month = dec, volume = 490, pages =
Navarro, Julio F. and Frenk, Carlos S. and White, Simon D. M. , year=. A Universal Density Profile from Hierarchical Clustering , volume=. The Astrophysical Journal , publisher=. doi:10.1086/304888 , number=
-
[27]
Hénault-Brunet, V and Gieles, M and Sollima, A and Watkins, L L and Zocchi, A and Claydon, I and Pancino, E and Baumgardt, H , year=. Mass modelling globular clusters in theGaiaera: a method comparison using mock data from anN-body simulation of M 4 , volume=. Monthly Notices of the Royal Astronomical Society , publisher=. doi:10.1093/mnras/sty3187 , number=
-
[28]
Vitral, Eduardo and Libralato, Mattia and Kremer, Kyle and Mamon, Gary A and Bellini, Andrea and Bedin, Luigi R and Anderson, Jay , year=. An elusive dark central mass in the globular cluster M4 , volume=. Monthly Notices of the Royal Astronomical Society , publisher=. doi:10.1093/mnras/stad1068 , number=
-
[29]
and Anderson, Jay and Dotter, Aaron and Sarajedini, Ata and Woodley, Kristin , year=
Goldsbury, Ryan and Richer, Harvey B. and Anderson, Jay and Dotter, Aaron and Sarajedini, Ata and Woodley, Kristin , year=. THE ACS SURVEY OF GALACTIC GLOBULAR CLUSTERS. X. NEW DETERMINATIONS OF CENTERS FOR 65 CLUSTERS , volume=. The Astronomical Journal , publisher=. doi:10.1088/0004-6256/140/6/1830 , number=
-
[30]
Brown, A. G. A. and Vallenari, A. and Prusti, T. and de Bruijne, J. H. J. and Babusiaux, C. and Biermann, M. and Creevey, O. L. and Evans, D. W. and Eyer, L. and Hutton, A. and Jansen, F. and Jordi, C. and Klioner, S. A. and Lammers, U. and Lindegren, L. and Luri, X. and Mignard, F. and Panem, C. and Pourbaix, D. and Randich, S. and Sartoretti, P. and Sou...
-
[31]
Gaia Early Data Release 3: Photometric content and validation.Astronomy & Astrophysics2021,649, A3
Riello, M. and De Angeli, F. and Evans, D. W. and Montegriffo, P. and Carrasco, J. M. and Busso, G. and Palaversa, L. and Burgess, P. W. and Diener, C. and Davidson, M. and Rowell, N. and Fabricius, C. and Jordi, C. and Bellazzini, M. and Pancino, E. and Harrison, D. L. and Cacciari, C. and van Leeuwen, F. and Hambly, N. C. and Hodgkin, S. T. and Osborne,...
-
[32]
Extinction Curves, Distances, and Clumpiness of Diffuse Interstellar Dust Clouds , volume=
Szomoru, Arpad and Guhathakurta, Puragra , year=. Extinction Curves, Distances, and Clumpiness of Diffuse Interstellar Dust Clouds , volume=. The Astronomical Journal , publisher=. doi:10.1086/300862 , number=
-
[33]
Baumgardt, H and Vasiliev, E , year=. Accurate distances to Galactic globular clusters through a combination of Gaia EDR3, HST, and literature data , volume=. Monthly Notices of the Royal Astronomical Society , publisher=. doi:10.1093/mnras/stab1474 , number=
-
[34]
Hurley, J. R. and Pols, O. R. and Tout, C. A. , year=. Comprehensive analytic formulae for stellar evolution as a function of mass and metallicity , volume=. Monthly Notices of the Royal Astronomical Society , publisher=. doi:10.1046/j.1365-8711.2000.03426.x , number=
-
[35]
2025 , eprint=
3D extinction maps of the Milky Way disc from Gaia GSP-Spec parameters , author=. 2025 , eprint=
2025
-
[36]
2024 , eprint=
All-sky three-dimensional dust density and extinction Maps of the Milky Way out to 2.8 kpc , author=. 2024 , eprint=
2024
-
[37]
Experimental Astronomy , keywords =
All-sky visible and near infrared space astrometry. Experimental Astronomy , keywords =. doi:10.1007/s10686-021-09705-z , adsurl =
-
[38]
2020 , eprint=
GaiaNIR: Combining optical and Near-Infra-Red (NIR) capabilities with Time-Delay-Integration (TDI) sensors for a future Gaia-like mission , author=. 2020 , eprint=
2020
-
[39]
Hubble Space Telescope Absolute Spectrophotometry of Vega from the Far-Ultraviolet to the Infrared. , keywords =. doi:10.1086/420715 , adsurl =
-
[40]
Lallement, R. and Vergely, J.-L. and Valette, B. and Puspitarini, L. and Eyer, L. and Casagrande, L. , year=. 3D maps of the local ISM from inversion of individual color excess measurements , volume=. doi:10.1051/0004-6361/201322032 , journal=
-
[41]
2016 a , , 595, A1, 10.1051/0004-6361/201629272
The Gaia mission. , keywords =. doi:10.1051/0004-6361/201629272 , archivePrefix =. 1609.04153 , primaryClass =
-
[42]
Summary of the content and survey properties
Gaia Data Release 3. Summary of the content and survey properties. , keywords =. doi:10.1051/0004-6361/202243940 , archivePrefix =. 2208.00211 , primaryClass =
-
[43]
2018, , 616, A1, 10.1051/0004-6361/201833051
Gaia Data Release 2. Summary of the contents and survey properties. , keywords =. doi:10.1051/0004-6361/201833051 , archivePrefix =. 1804.09365 , primaryClass =
-
[44]
Kravtsov, Andrey V. and Gnedin, Oleg Y. , year=. Formation of Globular Clusters in Hierarchical Cosmology , volume=. The Astrophysical Journal , publisher=. doi:10.1086/428636 , number=
-
[45]
The Formation of Globular Clusters in Merging and Interacting Galaxies. , keywords =. doi:10.1086/170850 , adsurl =
-
[46]
Great balls of FIRE - I. The formation of star clusters across cosmic time in a Milky Way-mass galaxy. , keywords =. doi:10.1093/mnras/stac3573 , archivePrefix =. 2203.05732 , primaryClass =
-
[47]
The Supersonic Project: Star Formation in Early Star Clusters without Dark Matter. , keywords =. doi:10.3847/2041-8213/acfa9b , archivePrefix =. 2306.01047 , primaryClass =
-
[48]
A theory for the origin of globular clusters. , keywords =. doi:10.1086/163585 , adsurl =
-
[49]
Dark matter and the origin of galaxies and globular star clusters. , keywords =. doi:10.1086/161714 , adsurl =
-
[50]
Low-mass Globular Clusters from Stripped Dark Matter Halos. , keywords =. doi:10.3847/1538-4357/ad5c62 , archivePrefix =. 2310.03790 , primaryClass =
-
[51]
Globular Clusters with Dark Matter Halos. II. Evolution in a Tidal Field. , keywords =. doi:10.1086/426133 , archivePrefix =. astro-ph/0409606 , primaryClass =
-
[52]
The Astrophysical Journal , author =
The Optical to Mid-infrared Extinction Law Based on the APOGEE, Gaia DR2, Pan-STARRS1, SDSS, APASS, 2MASS, and WISE Surveys. , keywords =. doi:10.3847/1538-4357/ab1c61 , archivePrefix =. 1904.04575 , primaryClass =
-
[53]
2023, A&A, 677, A185, doi: 10.1051/0004-6361/202346257
Luna, Alonso and Marchetti, Tommaso and Rejkuba, Marina and Minniti, Dante , year=. Astrometry in crowded fields towards the Galactic bulge , volume=. doi:10.1051/0004-6361/202346257 , journal=
-
[54]
Pancino, E. and Bellazzini, M. and Giuffrida, G. and Marinoni, S. , year=. Globular clusters with Gaia , ISSN=. doi:10.1093/mnras/stx079 , journal=
-
[55]
Bianchini, P. and Norris, M. A. and Ven, G. van de and Schinnerer, E. and Bellini, A. and Marel, R. P. van der and Watkins, L. L. and Anderson, J. , year=. THE EFFECT OF UNRESOLVED BINARIES ON GLOBULAR CLUSTER PROPER-MOTION DISPERSION PROFILES , volume=. The Astrophysical Journal Letters , publisher=. doi:10.3847/2041-8205/820/1/l22 , number=
-
[56]
The ACS survey of Galactic globular clusters. XII. Photometric binaries along the main sequence. , keywords =. doi:10.1051/0004-6361/201016384 , archivePrefix =. 1111.0552 , primaryClass =
-
[57]
Teodori, M. and Straniero, O. and Merafina, M. , year=. Energy equipartition in globular clusters through the eyes of dynamical models , volume=. doi:10.1051/0004-6361/202450783 , journal=
-
[58]
The orbital anisotropy profiles of nearby globular clusters from Gaia Data Release 2 , volume=
Jindal, Abhinav and Webb, Jeremy J and Bovy, Jo , year=. The orbital anisotropy profiles of nearby globular clusters from Gaia Data Release 2 , volume=. Monthly Notices of the Royal Astronomical Society , publisher=. doi:10.1093/mnras/stz1586 , number=
-
[59]
Completeness of the Gaia-verse – IV
Everall, Andrew and Boubert, Douglas and Koposov, Sergey E and Smith, Leigh and Holl, Berry , year=. Completeness of the Gaia-verse – IV. The astrometry spread function of Gaia DR2 , volume=. Monthly Notices of the Royal Astronomical Society , publisher=. doi:10.1093/mnras/stab041 , number=
-
[60]
Lane, Richard R. and Kiss, László L. and Lewis, Geraint F. and Ibata, Rodrigo A. and Siebert, Arnaud and Bedding, Timothy R. and Székely, Péter and Balog, Zoltán and Szabó, Gyula M. , year=. Halo globular clusters observed with AAOmega: dark matter content, metallicity and tidal heating: Halo globular clusters , volume=. Monthly Notices of the Royal Astro...
-
[61]
Simon, Joshua D. , year=. The Faintest Dwarf Galaxies , volume=. Annual Review of Astronomy and Astrophysics , publisher=. doi:10.1146/annurev-astro-091918-104453 , number=
-
[62]
1978, ApJ, 225, 357, doi: 10.1086/156499
Composition of halo clusters and the formation of the galactic halo. , keywords =. doi:10.1086/156499 , adsurl =
-
[63]
Proceedings of the Royal Society of London Series A , keywords =
Globular cluster formation and evolution in the context of cosmological galaxy assembly: open questions. Proceedings of the Royal Society of London Series A , keywords =. doi:10.1098/rspa.2017.0616 , archivePrefix =. 1801.05818 , primaryClass =
-
[64]
Asymmetries in the LMC velocity maps. , keywords =. doi:10.1051/0004-6361/202556309 , archivePrefix =. 2508.01434 , primaryClass =
-
[65]
doi:10.1051/0004-6361/201322068 , Eid =. arXiv , Author =:1307.6212 , Journal =
-
[66]
The Astronomical Journal , author =
The Astropy Project: Building an Open-science Project and Status of the v2.0 Core Package. , keywords =. doi:10.3847/1538-3881/aabc4f , archivePrefix =. 1801.02634 , primaryClass =
-
[67]
Positioning and Power in Academic Publishing: Players, Agents and Agendas , editor =
Jupyter Notebooks - a publishing format for reproducible computational workflows , author =. Positioning and Power in Academic Publishing: Players, Agents and Agendas , editor =. 2016 , pages =
2016
-
[68]
P\'erez, Fernando and Granger, Brian E. , Title =. Computing in Science and Engineering , Volume =. doi:10.1109/MCSE.2007.53 , publisher =
-
[69]
Hunter, J. D. , Title =. Computing in Science & Engineering , Volume =
-
[70]
Charles R. Harris and K. Jarrod Millman and St. Array programming with. 2020 , month = sep, journal =. doi:10.1038/s41586-020-2649-2 , publisher =
-
[71]
Proceedings of the 9th Python in Science Conference , pages =
Wes McKinney , title =. Proceedings of the 9th Python in Science Conference , pages =. 2010 , editor =
2010
-
[72]
doi:10.5281/zenodo.3715232 , adsurl =
Jeff Reback and Wes McKinney and jbrockmendel and Joris Van den Bossche and Tom Augspurger and Phillip Cloud and gfyoung and Sinhrks and Adam Klein and Matthew Roeschke and Simon Hawkins and Jeff Tratner and Chang She and William Ayd and Terji Petersen and Marc Garcia and Jeremy Schendel and Andy Hayden and MomIsBestFriend and Vytautas Jancauskas and Piet...
-
[73]
and Haberland, Matt and Reddy, Tyler and Cournapeau, David and Burovski, Evgeni and Peterson, Pearu and Weckesser, Warren and Bright, Jonathan and
Virtanen, Pauli and Gommers, Ralf and Oliphant, Travis E. and Haberland, Matt and Reddy, Tyler and Cournapeau, David and Burovski, Evgeni and Peterson, Pearu and Weckesser, Warren and Bright, Jonathan and. Nature Methods , year =
-
[74]
The Journal of Open Source Software , keywords =
CMasher: Scientific colormaps for making accessible, informative and 'cmashing' plots. The Journal of Open Source Software , keywords =. doi:10.21105/joss.02004 , archivePrefix =. 2003.01069 , primaryClass =
-
[75]
Advances in Neural Information Processing Systems , volume =
A Unified Approach to Interpreting Model Predictions , author =. Advances in Neural Information Processing Systems , volume =. 2017 , publisher =
2017
-
[76]
2015 , eprint=
Wide-Field InfrarRed Survey Telescope-Astrophysics Focused Telescope Assets WFIRST-AFTA 2015 Report , author=. 2015 , eprint=
2015
-
[77]
Cottaar, M. and Hénault-Brunet, V. , year=. Binary-corrected velocity dispersions from single- and multi-epoch radial velocities: massive stars in R136 as a test case , volume=. doi:10.1051/0004-6361/201322445 , journal=
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