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
Journal ArticleDOI
AI2D-RST: A multimodal corpus of 1000 primary school science diagrams
Tuomo Hiippala,Malihe Alikhani,Jonas Haverinen,Timo Kalliokoski,Evanfiya Logacheva,Serafina Orekhova,Aino Tuomainen,Matthew Stone,John A. Bateman +8 more
TL;DR: A multi-layer annotation schema that provides a rich description of diagram elements into perceptual units, the connections set up by diagrammatic elements such as arrows and lines, and the discourse relations between diagram elements, which are described using Rhetorical Structure Theory (RST).
Posted ContentDOI
Multimodal phenotypic axes of Parkinson’s disease
Ross D. Markello,Golia Shafiei,Christina Tremblay,Ronald B. Postuma,Alain Dagher,Bratislav Miŝić +5 more
TL;DR: It is shown that multimodal fusion captures inter-dependencies among data modalities that would otherwise be overlooked by field standard techniques like data concatenation, and a compact set of phenotypic axes that span the patient population are identified.
Journal ArticleDOI
West African Summer Monsoon Precipitation Variability as Represented by Reanalysis Datasets
Kwesi Akumenyi Quagraine,Francis Nkrumah,Cornelia Klein,Nana Ama Browne Klutse,Kwesi Twentwewa Quagraine +4 more
TL;DR: In this article, the authors evaluate the summer monsoon monthly rainfall characteristics of five global reanalysis datasets: ERA5, ERA-Interim, JRA-55, MERRA2, and NCEP-R2.
Journal ArticleDOI
GrainSizeTools: a Python script for grain size analysis and paleopiezometry based on grain size
TL;DR: GrainSizeTools is a script for the analysis of grain size data obtained from different sources of 2D image acquisition (optical microscopy, SEM-EBSD) and image analysis.
Journal ArticleDOI
Rotational dynamics reduce interference between sensory and memory representations.
TL;DR: In this paper, the brain mitigates the interference between sensory and memory representations by rotating sensory representations into orthogonal memory representations over time, which is called rotational dynamic memory representation.
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