Array programming with NumPy
Charles R. Harris,K. Jarrod Millman,Stefan van der Walt,Stefan van der Walt,Ralf Gommers,Pauli Virtanen,David Cournapeau,Eric Wieser,Julian Taylor,Sebastian Berg,Nathaniel J. Smith,Robert Kern,Matti Picus,Stephan Hoyer,Marten H. van Kerkwijk,Matthew Brett,Matthew Brett,Allan Haldane,Jaime Fernández del Río,Mark Wiebe,Mark Wiebe,Pearu Peterson,Pierre Gérard-Marchant,Kevin Sheppard,Tyler Reddy,Warren Weckesser,Hameer Abbasi,Christoph Gohlke,Travis E. Oliphant +28 more
Reads0
Chats0
TLDR
In this paper, the authors review how a few fundamental array concepts lead to a simple and powerful programming paradigm for organizing, exploring and analysing scientific data, and their evolution into a flexible interoperability layer between increasingly specialized computational libraries is discussed.Abstract:
Array programming provides a powerful, compact and expressive syntax for accessing, manipulating and operating on data in vectors, matrices and higher-dimensional arrays. NumPy is the primary array programming library for the Python language. It has an essential role in research analysis pipelines in fields as diverse as physics, chemistry, astronomy, geoscience, biology, psychology, materials science, engineering, finance and economics. For example, in astronomy, NumPy was an important part of the software stack used in the discovery of gravitational waves1 and in the first imaging of a black hole2. Here we review how a few fundamental array concepts lead to a simple and powerful programming paradigm for organizing, exploring and analysing scientific data. NumPy is the foundation upon which the scientific Python ecosystem is constructed. It is so pervasive that several projects, targeting audiences with specialized needs, have developed their own NumPy-like interfaces and array objects. Owing to its central position in the ecosystem, NumPy increasingly acts as an interoperability layer between such array computation libraries and, together with its application programming interface (API), provides a flexible framework to support the next decade of scientific and industrial analysis. NumPy is the primary array programming library for Python; here its fundamental concepts are reviewed and its evolution into a flexible interoperability layer between increasingly specialized computational libraries is discussed.read more
Citations
More filters
Journal ArticleDOI
Rapid Stellar and Binary Population Synthesis with COMPAS
TL;DR: Compact Object Mergers: Population Astrophysics and Statistics (COMPAS; https://compas.science) as mentioned in this paper is a public rapid binary population synthesis code that generates populations of isolated stellar binaries under a set of parametrized assumptions.
Posted Content
GWTC-2.1: Deep Extended Catalog of Compact Binary Coalescences Observed by LIGO and Virgo During the First Half of the Third Observing Run
Richard J. Abbott,T. D. Abbott,Fausto Acernese,Kendall Ackley,C. Adams,Narayan Prasad Adhikari,Rana X. Adhikari,V. B. Adya,C. Affeldt,D. Agarwal,M. Agathos,Kazuhiro Agatsuma,Nancy Aggarwal,Odylio D. Aguiar,L. Aiello,A. Ain,P. Ajith,S. Albanesi,A. Allocca,P. A. Altin,Anthony A. Amato,C. Anand,Shreya Anand,Alena Ananyeva,S. B. Anderson,W. G. Anderson,Tomas Andrade,N. Andres,T. Andrić,S. V. Angelova,Stefano Ansoldi,Javier M. Antelis,S. Antier,S. Appert,Koji Arai,M. C. Araya,J. S. Areeda,M. Arène,N. Arnaud,S. M. Aronson,K. G. Arun,Y. Asali,G. Ashton,M. Assiduo,S. M. Aston,P. Astone,F. Aubin,C. Austin,S. Babak,F. Badaracco,M. K. M. Bader,C. Badger,S. Bae,A. M. Baer,Stefano Bagnasco,Y. Bai,J. Baird,M. Ball,G. Ballardin,S. W. Ballmer,A. Balsamo,G. Baltus,S. Banagiri,D. Bankar,J. C. Barayoga,Cesare Barbieri,B. C. Barish,D. Barker,P. Barneo,Fabrizio Barone,B. Barr,Lisa Barsotti,M. Barsuglia,Dániel Barta,J. G. Bartlett,M. A. Barton,Imre Bartos,Riccardo Bassiri,A. Basti,M. Bawaj,J. C. Bayley,A. C. Baylor,Marco Bazzan,B. Bécsy,V. M. Bedakihale,Michał Bejger,I. Belahcene,V. Benedetto,D. Beniwal,T. F. Bennett,J. D. Bentley,M. BenYaala,F. Bergamin,B. K. Berger,Sebastiano Bernuzzi,Christopher P. L. Berry,D. Bersanetti,Alessandro Bertolini,J. Betzwieser,D. Beveridge,R. Bhandare,U. Bhardwaj,D. Bhattacharjee,Soubhik Kumar Bhaumik,I. A. Bilenko,G. Billingsley,S. Bini,R. Birney,Ofek Birnholtz,Sebastien Biscans,M. Bischi,S. Biscoveanu,A. Bisht,B. Biswas,M. Bitossi,M. A. Bizouard,J. K. Blackburn,Carl Blair,David Blair,R. M. Blair,Fabrizio Bobba,N. Bode,M. Boer,G. Bogaert,M. Boldrini,L. D. Bonavena,François Bondu,E. Bonilla,R. Bonnand,P. Booker,B. A. Boom,R. Bork,V. Boschi,N. Bose,S. Bose,V. Bossilkov,V. Boudart,Yann Bouffanais,A. Bozzi,C. Bradaschia,Patrick Brady,A. Bramley,A. Branch,M. Branchesi,J. E. Brau,Matteo Breschi,Tristan Briant,J. H. Briggs,A. Brillet,M. Brinkmann,P. Brockill,A. F. Brooks,J. Brooks,D. D. Brown,S. Brunett,Giacomo Bruno,Robert Bruntz,J. Bryant,T. Bulik,H. J. Bulten,Alessandra Buonanno,Riccardo Buscicchio,D. Buskulic,C. Buy,Robert L. Byer,Laura Cadonati,G. Cagnoli,C. Cahillane,J. Calderón Bustillo,J. D. Callaghan,T. A. Callister,Enrico Calloni,J. Cameron,Jordan Camp,Maurizio Canepa,S. Canevarolo,M. Cannavacciuolo,Kipp Cannon,H. Cao,E. Capote,Giovanni Carapella,F. Carbognani,J. B. Carlin,M. F. Carney,M. Carpinelli,G. Carrillo,Gregorio Carullo,T. L. Carver,J. Casanueva Diaz,C. Casentini,Giuseppe Castaldi,Sarah Caudill,Marco Cavaglia,F. Cavalier,R. Cavalieri,M. Ceasar,G. Cella,Pablo Cerdá-Durán,E. Cesarini,Walid Chaibi,K. Chakravarti,S. Chalathadka Subrahmanya,E. Champion,C. H. Chan,C. Chan,C. L. Chan,K. Chan,K. Chandra,P. Chanial,Shiuh Chao,P. Charlton,E. A. Chase,E. Chassande-Mottin,C. Chatterjee,Debarati Chatterjee,Deep Chatterjee,Debatri Chattopadhyay,M. Chaturvedi,Sylvain Chaty,Katerina Chatziioannou,H. S. Chen,J. Chen,Xie Chen,Y. R. Chen,Z. Chen,Hai-Ping Cheng,C. K. Cheong,H. Y. Cheung,H. Y. Chia,Francesco Chiadini,G. Chiarini,Roberto Chierici,Andrea Chincarini,Maria Luisa Chiofalo,A. Chiummo,G. Cho,H. S. Cho,R. K. Choudhary,S. Choudhary,Nelson Christensen,Q. Chu,S. S. Y. Chua,K. W. Chung,Giacomo Ciani,P. Ciecielag,M. Cieślar,M. Cifaldi,A. A. Ciobanu,Riccardo Ciolfi,F. Cipriano,A. Cirone,F. Clara,E. N. Clark,John A. Clark,Lucy E Clarke,P. Clearwater,Sebastien Clesse,F. Cleva,E. Coccia,E. Codazzo,P.-F. Cohadon,D. E. Cohen,Lior Cohen,Marta Colleoni,Christophe Collette,A. Colombo,M. Colpi,C. M. Compton,M. Constancio,L. Conti,S. J. Cooper,P. Corban,Thomas Corbitt,Isabel Cordero-Carrión,Silvia Corezzi,K. R. Corley,Neil J. Cornish,D. Corre,Alessandra Corsi,Samuele Cortese,C. A. Costa,R. Cotesta,Michael W. Coughlin,J.-P. Coulon,S. T. Countryman,B. Cousins,P. Couvares,David Coward,M. J. Cowart,D. C. Coyne,R. Coyne,J. D. E. Creighton,T. D. Creighton,A. W. Criswell,M. Croquette,S. G. Crowder,Jean-René Cudell,Torrey Cullen,A. Cumming,R. Cummings,Liam Cunningham,E. Cuoco,M. Curyło,P. Dabadie,T. Dal Canton,Simone Dall'Osso,G. Dálya,Aykutlu Dana,L. M. DaneshgaranBajastani,B. D'Angelo,B. Danila,S. L. Danilishin,S. D'Antonio,Karsten Danzmann,C. Darsow-Fromm,Anirban Dasgupta,L. E. H. Datrier,Sayak Datta,V. Dattilo,I. Dave,M. Davier,Gavin Davies,Douglas Davis,M. C. Davis,E. J. Daw,R. Dean,D.B. DeBra,M. Deenadayalan,Jerome Degallaix,M. De Laurentis,Samuel Deléglise,V. Del Favero,F. De Lillo,N. De Lillo,W. Del Pozzo,Lindsay DeMarchi,F. De Matteis,V. D'Emilio,N. Demos,Thomas Dent,A. Depasse,R. De Pietri,R. De Rosa,C. De Rossi,R. DeSalvo,R. De Simone,Sanjeev Dhurandhar,M. C. Díaz,M. Diaz-Ortiz,N. A. Didio,Tim Dietrich,L. Di Fiore,C. Di Fronzo,C. Di Giorgio,F. Di Giovanni,M. Di Giovanni,T. Di Girolamo,A. Di Lieto,Binlei Ding,S. Di Pace,I. Di Palma,F. Di Renzo,A. K. Divakarla,Divyajyoti,A. Dmitriev,Z. Doctor,Luigi D'Onofrio,F. Donovan,K. L. Dooley,S. Doravari,I. Dorrington,M. Drago,J. C. Driggers,Y. Drori,J.-G. Ducoin,P. Dupej,Ofelia Durante,D. D'Urso,P. A. Duverne,S. E. Dwyer,C. Eassa,P. J. Easter,M. Ebersold,T. Eckhardt,G. Eddolls,B. Edelman,T. B. Edo,O. Edy,A. Effler,J. Eichholz,S. S. Eikenberry,M. Eisenmann,R. A. Eisenstein,Aldo Ejlli,E. Engelby,L. Errico,Reed Essick,Héctor Estellés,D. Estevez,Z. B. Etienne,T. Etzel,Matthew Evans,T. M. Evans,B. E. Ewing,V. Fafone,H. Fair,Stephen Fairhurst,S. P. Fanning,A. M. Farah,S. Farinon,Ben Farr,W. M. Farr,N. W. Farrow,E. J. Fauchon-Jones,G. Favaro,Marc Favata,M. Fays,Mariana Fazio,J. Feicht,Martin M. Fejer,E. Fenyvesi,D. L. Ferguson,A. Fernandez-Galiana,I. Ferrante,T. A. Ferreira,F. Fidecaro,P. Figura,I. Fiori,M. Fishbach,Rebecca Fisher,Rosalba Fittipaldi,Vincenzo Fiumara,R. Flaminio,E. Floden,H. Fong,José A. Font,Bartosz Fornal,P. W. F. Forsyth,A. Franke,S. Frasca,F. Frasconi,C. Frederick,J. P. Freed,Z. Frei,Andreas Freise,R. Frey,Peter Fritschel,V. V. Frolov,G. G. Fronzé,P. Fulda,M. Fyffe,H. A. G. Gabbard,W. Gabella,B. U. Gadre,Jonathan R. Gair,J. Gais,S. Galaudage,R. Gamba,D. Ganapathy,A. Ganguly,S. G. Gaonkar,B. Garaventa,Federico García,C. García-Núñez,Cecilio García-Quirós,F. Garufi,B. Gateley,Sergio Gaudio,V. Gayathri,G. Gemme,A. Gennai,Jimin George,R. N. George,Oliver Gerberding,László Á. Gergely,P. Gewecke,S. Ghonge,Abhirup Ghosh,Archisman Ghosh,Sourav Ghosh,Shrobana Ghosh,Bruno Giacomazzo,L. Giacoppo,J. A. Giaime,K. D. Giardina,Des Gibson,C. Gier,Matthew Giesler,Pulak Ranjan Giri,F. Gissi,J. Glanzer,A. E. Gleckl,Patrick Godwin,E. Goetz,R. Goetz,N. Gohlke,B. Goncharov,Gabriela Gonzalez,Achamveedu Gopakumar,M. Gosselin,R. Gouaty,D. W. Gould,B. Grace,A. Grado,M. Granata,Veronica Granata,A. Grant,Slawomir Gras,P. Grassia,C. Gray,Richard Gray,G. Greco,A. C. Green,R. Green,A. M. Gretarsson,E. M. Gretarsson,D. Griffith,W. Griffiths,H. L. Griggs,Gianluca Grignani,A. Grimaldi,Stephan Grimm,Hartmut Grote,S. Grunewald,P. Gruning,D. Guerra,G. M. Guidi,A. R. Guimaraes,G. Guixé,H. K. Gulati,Hong Guo,Ying Guo,Anchal Gupta,Anuradha Gupta,Patrick Das Gupta,E. K. Gustafson,R. Gustafson,Felipe Guzman,L. Haegel,O. Halim,E. D. Hall,E. Z. Hamilton,G. D. Hammond,M. Haney,J. Hanks,Chad Hanna,Mark Hannam,O. A. Hannuksela,H. Hansen,T. J. Hansen,J. Hanson,T. Harder,T. Hardwick,K. Haris,Jan Harms,Gregory M. Harry,I. W. Harry,D. Hartwig,Brynmor Haskell,R. K. Hasskew,C.-J. Haster,K. Haughian,F. J. Hayes,J. Healy,Antoine Heidmann,A. Heidt,M. C. Heintze,J. Heinze,J. Heinzel,H. Heitmann,Frances Hellman,P. Hello,A. F. Helmling-Cornell,G. Hemming,Martin Hendry,Ik Siong Heng,Eric Hennes,Jörg Hennig,Matthias H. Hennig,A. G. Hernandez,F. Hernandez Vivanco,M. Heurs,Stefan Hild,Paul Hill,A. S. Hines,S. Hochheim,D. J. Hofman,J. N. Hohmann,D. G. Holcomb,N. A. Holland,Kelly Holley-Bockelmann,I. J. Hollows,Z. J. Holmes,K. Holt,Daniel E. Holz,Philip F. Hopkins,J. H. Hough,S. Hourihane,Eric Howell,Charlie Hoy,D. Hoyland,A. Hreibi,Yi-Ting Hsu,Y. Huang,M. T. Hübner,A. D. Huddart,B. Hughey,V. Hui,S. Husa,S. H. Huttner,R. Huxford,T. Huynh-Dinh,B. Idzkowski,A. Iess,C. Ingram,Maximiliano Isi,K. Isleif,Bala R. Iyer,V. JaberianHamedan,Thibaut Jacqmin,S. J. Jadhav,S. P. Jadhav,A. L. James,A. Z. Jan,Karan Jani,J. Janquart,Kim Janssens,N. N. Janthalur,Piotr Jaranowski,D. Jariwala,R. Jaume,Alexander C. Jenkins,K. Jenner,M. Jeunon,W. Jia,G. R. Johns,Nathan K. Johnson-McDaniel,A. W. Jones,David Jones,J. D. Jones,Peter Graham Jones,R. W. L. Jones,R. J. G. Jonker,Li Ju,J. Junker,V. Juste,C. V. Kalaghatgi,V. Kalogera,Brittany Kamai,S. Kandhasamy,G. Kang,J. B. Kanner,Y. Kao,S. J. Kapadia,D. P. Kapasi,S. Karat,Christos Karathanasis,S. Karki,Rahul Kashyap,M. Kasprzack,Wolfgang Kastaun,S. Katsanevas,E. Katsavounidis,W. Katzman,Tejinder Kaur,K. Kawabe,Fabien Kéfélian,David Keitel,Joey Shapiro Key,S. Khadka,F. Y. Khalili,Sebastian Khan,Efim A. Khazanov,Nandita Khetan,M. Khursheed,N. Kijbunchoo,Chunglee Kim,Jinsook Kim,Kyungmin Kim,W. S. Kim,Yongjung Kim,C. Kimball,M. Kinley-Hanlon,R. Kirchhoff,J. S. Kissel,L. Kleybolte,S. Klimenko,A. M. Knee,T. D. Knowles,E. Knyazev,Patrick M. Koch,G. Koekoek,S. Koley,P. Kolitsidou,M. Kolstein,K. Komori,V. Kondrashov,Antonios Kontos,N. Koper,M. Korobko,M. Kovalam,D. B. Kozak,V. Kringel,N. V. Krishnendu,A. Królak,G. Kuehn,F. Kuei,P. Kuijer,Ajay Kumar,P. Kumar,Rajesh Kumar,Rakesh Kumar,K. Kuns,S. Kuwahara,P. Lagabbe,D. Laghi,E. Lalande,T. L. Lam,Astrid Lamberts,M. Landry,B. B. Lane,Ryan N. Lang,J. S. Lange,B. Lantz,I. La Rosa,A. Lartaux-Vollard,Paul D. Lasky,M. Laxen,Albert Lazzarini,C. Lazzaro,P. Leaci,S. Leavey,Y. K. Lecoeuche,Ho-Gyu Lee,H. W. Lee,J. S. H. Lee,Kejia Lee,J. Lehmann,Aristide Lemaître,N. Leroy,N. Letendre,C. Levesque,Yuri Levin,J. N. Leviton,K. Leyde,A. K. Y. Li,B. Li,J. Li,Tenglin Li,Xiuling Li,F.L. Linde,S. D. Linker,J. N. Linley,Tyson Littenberg,Jun Liu,Kopin Liu,X. Liu,F. Llamas,M. Llorens-Monteagudo,Rico K. L. Lo,A. Lockwood,Lionel London,Alessandro Longo,D. Lopez,M. Lopez Portilla,M. Lorenzini,V. Loriette,M. Lormand,G. Losurdo,T. P. Lott,J. D. Lough,Carlos O. Lousto,Geoffrey Lovelace,J. F. Lucaccioni,Harald Lück,D. Lumaca,A. P. Lundgren,J. E. Lynam,R. Macas,M. MacInnis,D. M. Macleod,I. A. O. MacMillan,A. Macquet,I. Magaña Hernandez,C. Magazzù,R. M. Magee,R. Maggiore,M. Magnozzi,S. Mahesh,Ettore Majorana,C. Makarem,I. Maksimovic,S. Maliakal,Al Imran Malik,N. Man,Vuk Mandic,V. Mangano,J. L. Mango,G. L. Mansell,Magnus Manske,M. Mantovani,Michela Mapelli,Fabio Marchesoni,F. Marion,Z. Mark,S. Márka,Z. Márka,Charalampos Markakis,A. S. Markosyan,A. Markowitz,E. Maros,Antonio Marquina,Sylvain Marsat,F. Martelli,I. W. Martin,R. M. Martin,Miriam Lucio Martinez,Valérie Martinez,V. Martinez,K. Martinovic,Denis Martynov,E. J. Marx,H. Masalehdan,K. Mason,E. Massera,A. Masserot,T. J. Massinger,M. Masso-Reid,S. Mastrogiovanni,Andrew Matas,M. Mateu-Lucena,Fabrice Matichard,M. Matiushechkina,Nergis Mavalvala,J. J. McCann,Robert J. McCarthy,David E. McClelland,P. McClincy,S. McCormick,Lee McCuller,G. I. McGhee,S. C. McGuire,C. McIsaac,J. McIver,Terry G. McRae,Sean T. McWilliams,D. Meacher,Moritz Mehmet,Andrew Mehta,Q. Meijer,Andrew Melatos,D. A. Melchor,G. Mendell,A. Menendez-Vazquez,Carmen S. Menoni,R. A. Mercer,L. Mereni,K. Merfeld,E. L. Merilh,J. D. Merritt,M. Merzougui,S. Meshkov,C. Messenger,C. Messick,P. M. Meyers,F. Meylahn,A. Mhaske,A. Miani,Haixing Miao,I. Michaloliakos,C. Michel,H. Middleton,L. Milano,Arnold Miller,A. L. Miller,B. B. Miller,Margaret Millhouse,J. C. Mills,Edoardo Milotti,Olivier Minazzoli,Y. Minenkov,Ll. M. Mir,M. Miravet-Tenés,Chandra Kant Mishra,Tribeni Mishra,T. Mistry,S. Mitra,V. P. Mitrofanov,Guenakh Mitselmakher,R. Mittleman,Geoffrey Mo,E. Moguel,K. Mogushi,S. R. P. Mohapatra,S. R. Mohite,I. Molina,Manel Molina-Ruiz,M. Mondin,M. Montani,Christopher J. Moore,D. Moraru,Filip Morawski,Anupreeta More,Claudia Moreno,G. Moreno,Soichiro Morisaki,B. Mours,C. M. Mow-Lowry,Simone Mozzon,F. Muciaccia,Arunava Mukherjee,D. Mukherjee,Soma Mukherjee,Subroto Mukherjee,Suvodip Mukherjee,N. Mukund,A. Mullavey,Jesper Munch,E. A. M. Muniz,P. G. Murray,R. Musenich,S. Muusse,S. L. Nadji,Alessandro Nagar,V. Napolano,I. Nardecchia,L. Naticchioni,B. Nayak,R. K. Nayak,B. F. Neil,J. Neilson,Gijs Nelemans,T. J. N. Nelson,M. Nery,P. Neubauer,A. Neunzert,Ken K. Y. Ng,S. W. S. Ng,C. Nguyen,P.H. Nguyen,Thanh D. Nguyen,S. A. Nichols,Samaya Nissanke,E. Nitoglia,F. Nocera,Michael L. Norman,C. North,L. K. Nuttall,J. Oberling,B. D. O'Brien,J. O'Dell,Eric Oelker,Gor Oganesyan,John J. Oh,Seog Oh,Frank Ohme,Hiroyuki Ohta,M. A. Okada,C. Olivetto,Richard J. Oram,B. O'Reilly,R. G. Ormiston,N. D. Ormsby,L. F. Ortega,Richard O'Shaughnessy,E. O'Shea,S. Ossokine,C. Osthelder,David J. Ottaway,H. Overmier,A. E. Pace,G. Pagano,M. A. Page,G. Pagliaroli,Archana Pai,S. A. Pai,J. R. Palamos,O. V. Palashov,C. Palomba,Howard Pan,Prafulla K. Panda,Peter T. H. Pang,C. Pankow,Francesco Pannarale,B. C. Pant,Fiona H. Panther,F. Paoletti,A. Paoli,Annalisa Paolone,H. Park,W. Parker,D. Pascucci,A. Pasqualetti,R. Passaquieti,D. Passuello,M. Patel,M. Pathak,B. Patricelli,A. S. Patron,S. Patrone,S. Paul,Ethan Payne,M. Pedraza,Matteo Pegoraro,A. Pele,S. Penn,A. Perego,Antonio Vilela Pereira,Tatiana da Silva Pereira,C. J. Perez,C. Périgois,C. C. Perkins,A. Perreca,Stephane Perries,J. Petermann,D. Petterson,Harald P. Pfeiffer,K. A. Pham,K. S. Phukon,O. J. Piccinni,M. Pichot,M. Piendibene,F. Piergiovanni,L. Pierini,Vincenzo Pierro,G. Pillant,M. Pillas,Fabrizio Giulio Luca Pilo,L. Pinard,I. M. Pinto,M. Pinto,Krzysztof Piotrzkowski,M. Pirello,Matthew Pitkin,Ernesto Placidi,L. Planas,Wolfango Plastino,C. Pluchar,Rosa Poggiani,E. Polini,D. Y. T. Pong,S. Ponrathnam,P. Popolizio,Edward K. Porter,R. Poulton,Jeff R. Powell,M. Pracchia,Thierry Pradier,A. K. Prajapati,Kiran Prasai,R. Prasanna,Geraint Pratten,Maria Ilaria Del Principe,G. A. Prodi,L. Prokhorov,P. Prosposito,L. Prudenzi,A. Puecher,M. Punturo,Francesco Puosi,P. Puppo,Michael Pürrer,H. Qi,V. Quetschke,R. Quitzow-James,F. J. Raab,Geert Raaijmakers,H. Radkins,N. Radulesco,P. Raffai,S. X. Rail,S. Raja,C. Rajan,K. E. Ramirez,T. D. Ramirez,A. Ramos-Buades,Javed Rana,P. Rapagnani,Umakant D. Rapol,Amit S. Ray,V. Raymond,N. Raza,M. Razzano,J. F. Read,L. A. Rees,T. Regimbau,L. Rei,Stuart Reid,S. Reid,D. H. Reitze,P. Relton,A. Renzini,Piero Rettegno,A. Reza,M. Rezac,F. Ricci,D. Richards,Jonathan Richardson,Logan Richardson,Gunnar Riemenschneider,K. Riles,S. Rinaldi,K. Rink,Manuela Rizzo,N. A. Robertson,R. Robie,F. Robinet,A. Rocchi,S. Rodriguez,L. Rolland,J. G. Rollins,Marco Romanelli,Rocco Romano,C. L. Romel,A. Romero-Rodríguez,I. M. Romero-Shaw,J. H. Romie,S. Ronchini,L. Rosa,C. A. Rose,M. J. B. Rosell,D. Rosińska,M. P. Ross,Sheila Rowan,S. J. Rowlinson,Sujoy Roy,Santosh Roy,Soumen Roy,D. Rozza,P. Ruggi,K. Ruiz-Rocha,Kris Ryan,Surabhi Sachdev,T. Sadecki,J. Sadiq,Mairi Sakellariadou,Om Sharan Salafia,L. Salconi,M. Saleem,F. Salemi,A. Samajdar,E. J. Sanchez,Javier Sánchez,L. E. Sanchez,N. Sanchis-Gual,J. R. Sanders,Andreu Sanuy,T. R. Saravanan,Nikhil Sarin,B. Sassolas,H. Satari,O. E. S. Sauter,R. L. Savage,D. Sawant,H. L. Sawant,S. Sayah,D. Schaetzl,Mark A. Scheel,Jacob Scheuer,M. Schiworski,Patricia Schmidt,S. Schmidt,Roman Schnabel,M. Schneewind,R. M. S. Schofield,A. Schönbeck,B. W. Schulte,B. F. Schutz,Eyal Schwartz,John D. Scott,S. M. Scott,M. Seglar-Arroyo,D. Sellers,A. S. Sengupta,D. Sentenac,E. G. Seo,V. Sequino,A. M. Sergeev,Y. Setyawati,T. J. Shaffer,M. S. Shahriar,B. Shams,Anupam Sharma,Pradeep Kumar Sharma,P. Shawhan,Nikita S. Shcheblanov,M. Shikauchi,David H. Shoemaker,D. M. Shoemaker,S. ShyamSundar,M. Sieniawska,D. Sigg,Leo Singer,Dharamveer Singh,N. Singh,A. Singha,A. M. Sintes,Valeria Sipala,V. Skliris,B. J. J. Slagmolen,T. J. Slaven-Blair,J. Smetana,Joseph Smith,R. J. E. Smith,J. Soldateschi,Surendra Nadh Somala,E. J. Son,K. Soni,S. Soni,Viola Sordini,Felice Sorrentino,N. Sorrentino,Rémi Soulard,Tarun Souradeep,E. Sowell,V. Spagnuolo,A. P. Spencer,Mario Spera,R. Srinivasan,A. K. Srivastava,V. Srivastava,Kai Staats,C. Stachie,D. A. Steer,Jan Steinhoff,J. Steinlechner,Sebastian Steinlechner,S. Stevenson,D. J. Stops,Marc Stöver,K. A. Strain,L. C. Strang,G. Stratta,A. Strunk,Riccardo Sturani,A. L. Stuver,S. Sudhagar,Vivishek Sudhir,HyunGyu Suh,T. Z. Summerscales,H. Sun,L. Sun,S. Sunil,A. Sur,Jishnu Suresh,P. J. Sutton,B. L. Swinkels,M. J. Szczepańczyk,P. Szewczyk,M. Tacca,S. C. Tait,C. Talbot,Colm Talbot,A. J. Tanasijczuk,D. B. Tanner,D. Tao,L. Tao,E. N. Tapia San Martin,C. Taranto,Jay D. Tasson,R. Tenorio,J. E. Terhune,L. Terkowski,M. P. Thirugnanasambandam,Laurent Thomas,M. Thomas,P. Thomas,Jonathan E. Thompson,S. R. Thondapu,K. A. Thorne,Eric Thrane,Shubhanshu Tiwari,Srishti Tiwari,V. Tiwari,A. M. Toivonen,K. Toland,A. E. Tolley,M. Tonelli,Alejandro Torres-Forné,C. I. Torrie,I. Tosta e Melo,D. Töyrä,Angela Trapananti,F. Travasso,G. Traylor,M. Trevor,M. C. Tringali,A. Tripathee,Luigi Troiano,A. Trovato,L. Trozzo,R. J. Trudeau,D. S. Tsai,D. Tsai,K. W. Tsang,M. Tse,R. Tso,Leo Tsukada,Daichi Tsuna,Takuya Tsutsui,K. Turbang,M. Turconi,A. S. Ubhi,R. P. Udall,K. Ueno,C. S. Unnikrishnan,Alexander Urban,A. C. Utina,H. Vahlbruch,G. Vajente,A. Vajpeyi,G. Valdes,Marica Valentini,V. Valsan,N. van Bakel,M. van Beuzekom,J. F. J. van den Brand,C. Van Den Broeck,D. C. Vander-Hyde,L. van der Schaaf,J. V. van Heijningen,J. Vanosky,N. Van Remortel,M. Vardaro,A. F. Vargas,Vijay Varma,M. Vasúth,Alberto Vecchio,G. Vedovato,John Veitch,P. J. Veitch,J. Venneberg,G. Venugopalan,D. Verkindt,P. Verma,Yogesh Verma,Doğa Veske,F. Vetrano,A. Viceré,S. Vidyant,A. D. Viets,A. Vijaykumar,V. Villa-Ortega,J. Y. Vinet,A. Virtuoso,Salvatore Vitale,T. Vo,H. Vocca,E. R. G. von Reis,J. v. Wrangel,C. Vorvick,Sergey P. Vyatchanin,L. E. Wade,M. Wade,K. J. Wagner,R. C. Walet,M.L. Walker,G. S. Wallace,L. Wallace,S. Walsh,J. Z. Wang,Wenxiao Wang,R. L. Ward,J. Warner,M. Was,N. Y. Washington,Jennifer Watchi,B. A. Weaver,S. A. Webster,M. Weinert,A. J.R. Weinstein,Rainer Weiss,C. M. Weller,R. Weller,F. Wellmann,Linqing Wen,Peter Weßels,K. Wette,J. T. Whelan,D. D. White,B. F. Whiting,C. Whittle,D. Wilken,D. C. Williams,Michael Williams,A. R. Williamson,J. L. Willis,Benno Willke,D. J. Wilson,Walter Winkler,C. C. Wipf,T. Wlodarczyk,Graham Woan,J. Woehler,J. K. Wofford,I. C. F. Wong,D. S. Wu,D. M. Wysocki,L. Xiao,H. Yamamoto,F. W. Yang,Lili Yang,Yang Yang,Z. Yang,M. J. Yap,D. W. Yeeles,A. B. Yelikar,M. Ying,J. Yoo,Hang Yu,Haocun Yu,A. K. Zadrożny,Michele Zanolin,T. Zelenova,J. P. Zendri,M. Zevin,J. Zhang,L. Zhang,T. Zhang,Y.-H. Zhang,C. Zhao,Guoying Zhao,Yue Zhao,R. Zhou,Zefeng Zhou,Xing-Jiang Zhu,Aaron Zimmerman,Yosef Zlochower,M. E. Zucker,J. Zweizig +1429 more
TL;DR: The second GWTC-2.1 catalog as mentioned in this paper reports on a deeper list of candidate events observed over the same period, which employ three matched-filter search pipelines for candidate identification, and estimate the probability of astrophysical origin for each candidate event.
Journal ArticleDOI
Laser beam powder bed fusion of nitinol shape memory alloy (SMA)
Muhannad Ahmed Obeidi,Medad Monu,Cian Hughes,Declan Bourke,Merve Nur Dogu,Joshua Francis,Mimi Zhang,Inam Ul Ahad,Dermot Brabazon +8 more
TL;DR: In this article, the 3D printing of NiTi shape memory alloy (SMA) in cuboidal shaped samples via the Laser Powder Bed Fusion (L-PBF) process using a dissimilar material build plate of 316L stainless steel.
Journal ArticleDOI
Planes of satellites around Milky Way/M31-mass galaxies in the FIRE simulations and comparisons with the Local Group
Jenna Samuel,Andrew Wetzel,Sierra Chapman,Erik Tollerud,Philip F. Hopkins,Michael Boylan-Kolchin,Jeremy Bailin,Claude André Faucher-Giguère +7 more
TL;DR: Samuel et al. as discussed by the authors examined the prevalence, longevity, and causes of satellite dwarf galaxies, as observed in the Local Group, using 14 Milky Way/Andromeda-(MW/M31) mass host galaxies from the Feedback In Realistic Environments-2 simulations.
Journal ArticleDOI
First Estimation of Global Trends in Nocturnal Power Emissions Reveals Acceleration of Light Pollution
Alejandro Sánchez de Miguel,Jonathan Bennie,Emma J. Rosenfeld,Simon A. Dzurjak,Kevin J. Gaston +4 more
TL;DR: The hidden impact of the transition to solid-state light-emitting diode (LED) technology, which increases emissions at visible wavelengths undetectable to existing satellite sensors, is estimated, suggesting that the true increase in radiance in the visible spectrum may be as high as globally 270% and 400% on specific regions.
References
More filters
Journal Article
Scikit-learn: Machine Learning in Python
Fabian Pedregosa,Gaël Varoquaux,Alexandre Gramfort,Vincent Michel,Bertrand Thirion,Olivier Grisel,Mathieu Blondel,Peter Prettenhofer,Ron Weiss,Vincent Dubourg,Jake Vanderplas,Alexandre Passos,David Cournapeau,Matthieu Brucher,Matthieu Perrot,Edouard Duchesnay +15 more
TL;DR: Scikit-learn is a Python module integrating a wide range of state-of-the-art machine learning algorithms for medium-scale supervised and unsupervised problems, focusing on bringing machine learning to non-specialists using a general-purpose high-level language.
Posted Content
Scikit-learn: Machine Learning in Python
Fabian Pedregosa,Gaël Varoquaux,Alexandre Gramfort,Vincent Michel,Bertrand Thirion,Olivier Grisel,Mathieu Blondel,Andreas Müller,Joel Nothman,Gilles Louppe,Peter Prettenhofer,Ron Weiss,Vincent Dubourg,Jake Vanderplas,Alexandre Passos,David Cournapeau,Matthieu Brucher,Matthieu Perrot,Edouard Duchesnay +18 more
TL;DR: Scikit-learn as mentioned in this paper is a Python module integrating a wide range of state-of-the-art machine learning algorithms for medium-scale supervised and unsupervised problems.
Journal ArticleDOI
Matplotlib: A 2D Graphics Environment
TL;DR: Matplotlib is a 2D graphics package used for Python for application development, interactive scripting, and publication-quality image generation across user interfaces and operating systems.
Journal ArticleDOI
SciPy 1.0--Fundamental Algorithms for Scientific Computing in Python
Pauli Virtanen,Ralf Gommers,Travis E. Oliphant,Matt Haberland,Matt Haberland,Tyler Reddy,David Cournapeau,Evgeni Burovski,Pearu Peterson,Warren Weckesser,Jonathan Bright,Stefan van der Walt,Matthew Brett,Joshua Wilson,K. Jarrod Millman,Nikolay Mayorov,Andrew Nelson,Eric Jones,Robert Kern,Eric B. Larson,CJ Carey,Ilhan Polat,Yu Feng,Eric Moore,Jake Vanderplas,Denis Laxalde,Josef Perktold,Robert Cimrman,Ian Henriksen,Ian Henriksen,E. A. Quintero,Charles R. Harris,Anne M. Archibald,Antônio H. Ribeiro,Fabian Pedregosa,Paul van Mulbregt,SciPy . Contributors +36 more
TL;DR: SciPy as discussed by the authors is an open source scientific computing library for the Python programming language, which includes functionality spanning clustering, Fourier transforms, integration, interpolation, file I/O, linear algebra, image processing, orthogonal distance regression, minimization algorithms, signal processing, sparse matrix handling, computational geometry, and statistics.
Proceedings ArticleDOI
TensorFlow: a system for large-scale machine learning
Martín Abadi,Paul Barham,Jianmin Chen,Zhifeng Chen,Andy Davis,Jeffrey Dean,Matthieu Devin,Sanjay Ghemawat,Geoffrey Irving,Michael Isard,Manjunath Kudlur,Josh Levenberg,Rajat Monga,Sherry Moore,Derek G. Murray,Benoit Steiner,Paul A. Tucker,Vijay K. Vasudevan,Pete Warden,Martin Wicke,Yuan Yu,Xiaoqiang Zheng +21 more
TL;DR: TensorFlow as mentioned in this paper is a machine learning system that operates at large scale and in heterogeneous environments, using dataflow graphs to represent computation, shared state, and the operations that mutate that state.
Related Papers (5)
SciPy 1.0: fundamental algorithms for scientific computing in Python.
Pauli Virtanen,Ralf Gommers,Travis E. Oliphant,Matt Haberland,Matt Haberland,Tyler Reddy,David Cournapeau,Evgeni Burovski,Pearu Peterson,Warren Weckesser,Jonathan Bright,Stefan van der Walt,Matthew Brett,Joshua Wilson,K. Jarrod Millman,Nikolay Mayorov,Andrew Nelson,Eric Jones,Robert Kern,Eric B. Larson,CJ Carey,Ilhan Polat,Yu Feng,Eric Moore,Jake Vanderplas,Denis Laxalde,Josef Perktold,Robert Cimrman,Ian Henriksen,Ian Henriksen,E. A. Quintero,Charles R. Harris,Anne M. Archibald,Antônio H. Ribeiro,Fabian Pedregosa,Paul van Mulbregt,SciPy . Contributors +36 more
Astropy: A community Python package for astronomy
Thomas P. Robitaille,Erik Tollerud,Perry Greenfield,Michael Droettboom,Erik Bray,Tom Aldcroft,Matt Davis,Adam Ginsburg,Adrian M. Price-Whelan,Wolfgang Kerzendorf,A. Conley,Neil H. M. Crighton,Kyle Barbary,Demitri Muna,Henry C. Ferguson,Frédéric Grollier,Madhura Parikh,Prasanth H. Nair,Hans Moritz Günther,Christoph Deil,Julien Woillez,Simon Conseil,Roban Kramer,J. Turner,Leo Singer,R. T. Fox,Benjamin A. Weaver,Victor Zabalza,Zachary I. Edwards,K. Azalee Bostroem,Douglas Burke,Andrew R. Casey,Steven M. Crawford,Nadia Dencheva,Justin Ely,Tim Jenness,Kathleen Labrie,Pey Lian Lim,Francesco Pierfederici,Andrew Pontzen,Andy Ptak,Brian L. Refsdal,Mathieu Servillat,Ole Streicher +43 more