scispace - formally typeset
Open AccessProceedings ArticleDOI

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

Content maybe subject to copyright    Report

Citations
More filters
Journal ArticleDOI

The GOGREEN survey: Post-infall environmental quenching fails to predict the observed age difference between quiescent field and cluster galaxies at z>1

TL;DR: In this article, the star formation histories and mass-weighted ages of quiescent galaxies in 11 galaxy clusters and in the field at 1 1 has been driven by different physical processes than those at play at z=0.
Journal ArticleDOI

Vertically Resolved Magma Ocean-Protoatmosphere Evolution: H2, H2O, CO2, CH4, CO, O2, and N2 as Primary Absorbers.

TL;DR: In this paper, a coupled numerical framework that links an evolutionary, vertically resolved model of planetary silicate mantle with a radiative-convective model of the atmosphere is presented.
Journal ArticleDOI

Rhesus and cynomolgus macaque immunoglobulin heavy-chain genotyping yields comprehensive databases of germline VDJ alleles.

TL;DR: In this article, the authors applied the (Ig) gene inference tool IgDiscover and performed extensive Sanger sequencing-based genomic validation to define germline VDJ alleles in these four sub-groups, comprising 45 macaques in total.
Journal ArticleDOI

ESPResSo++ 2.0: Advanced methods for multiscale molecular simulation

TL;DR: Computational tools for multiscale modeling developed and implemented within the ESPResSo++ package are presented, including the latest applications of the adaptive resolution scheme, the hydrodynamic interactions through a lattice Boltzmann solvent coupled to particle-based molecular dynamics, and a heterogeneous spatial domain decomposition.
Journal ArticleDOI

Systematic microsolvation approach with a cluster-continuum scheme and conformational sampling.

TL;DR: In this article, an algorithm for rolling and automated micro-solvation of solutes is presented, which takes conformational sampling and rearrangements in the solvent shell into account.
Related Papers (5)