Data Structures for Statistical Computing in Python
Wes McKinney
- pp 56-61
Reads0
Chats0
TLDR
P pandas is a new library which aims to facilitate working with data sets common to finance, statistics, and other related fields and to provide a set of fundamental building blocks for implementing statistical models.Abstract:
In this paper we are concerned with the practical issues of working with data sets common to finance, statistics, and other related fields. pandas is a new library which aims to facilitate working with these data sets and to provide a set of fundamental building blocks for implementing statistical models. We will discuss specific design issues encountered in the course of developing pandas with relevant examples and some comparisons with the R language. We conclude by discussing possible future directions for statistical computing and data analysis using Python.read more
Citations
More filters
Posted ContentDOI
Variants in SARS-CoV-2 Associated with Mild or Severe Outcome
Jameson D. Voss,Martin Skarzynski,Erin M McAuley,Ezekiel J. Maier,Thomas F. Gibbons,Anthony C. Fries,Richard R Chapleau +6 more
TL;DR: In this paper, the authors download 155,958 severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) genomes from GISAID and evaluated whether variants improved prediction of reported severity beyond age and region.
Journal ArticleDOI
Estimating the Ultraviolet Emission of M dwarfs with Exoplanets from Ca II and H$\alpha$
Katherine Melbourne,Allison Youngblood,Cynthia S. Froning,J. Sebastian Pineda,Evgenya L. Shkolnik,David J. Wilson,Brian E. Wood,Sarbani Basu,Aki Roberge,Joshua E. Schlieder,P. Wilson Cauley,R. O. Parke Loyd,Elisabeth R. Newton,Adam C. Schneider,Nicole Arulanantham,Zachory K. Berta-Thompson,Alexander Brown,Andrea P. Buccino,Eliza M.-R. Kempton,Jeffrey L. Linsky,Sarah E. Logsdon,Pablo J. D. Mauas,Isabella Pagano,Sarah Peacock,Seth Redfield,Sarah Rugheimer,P. Christian Schneider,Dillon Teal,Feng Tian,Dennis Tilipman,Mariela Vieytes +30 more
TL;DR: In this paper, the authors used the largest sample of M dwarf star far and near-UV observations collected by the Hubble Space Telescope COS and STIS spectra to measure line fluxes for the brightest chromospheric and transition region emission lines between 1200-2800 $A$.
Posted ContentDOI
REMoDNaV: Robust Eye-Movement Classification for Dynamic Stimulation
TL;DR: An event classification algorithm—built on an existing velocity-based approach—that is suitable for both static and dynamic stimulation, and is capable of classifying saccades, post-saccadic oscillations, fixations, and smooth pursuit events is presented.
Journal ArticleDOI
Biomaterialomics: Data Science-driven Pathways to develop fourth-Generation Biomaterials.
TL;DR: In this paper , a Data Science-driven approach is envisioned to bring together on a single platform, the computational tools, databases, experimental methods, machine learning, and advanced manufacturing (e.g., 3D printing) to develop the fourth-generation biomaterials and implants, whose clinical performance will be predicted using "digital twins".
Journal ArticleDOI
Search for globular clusters associated with the Milky Way dwarf galaxies using Gaia DR2
TL;DR: In this paper, the authors reported the results of searching for globular clusters (GCs) around 55 satellite dwarf galaxies within the distance of 450 kpc from the Galactic Center except for the Large and Small Magellanic Clouds and the Sagittarius dwarf.
Related Papers (5)
Scikit-learn: Machine Learning in Python
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
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