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

MultiDK: A Multiple Descriptor Multiple Kernel Approach for Molecular Discovery and Its Application to Organic Flow Battery Electrolytes.

TL;DR: The MultiDK method improves both the speed and accuracy of molecular property prediction and applies the method to the discovery of electrolyte molecules for aqueous redox flow batteries to obtain more relevant features for machine learning.
Journal ArticleDOI

DeviaTE: Assembly‐free analysis and visualization of mobile genetic element composition

TL;DR: DeviaTE, a tool to analyse and visualize transposable elements abundance using Illumina or Sanger sequencing reads, and shows that naive approaches, which do not consider regions spanned by internal deletions, may substantially underestimate TE abundance.
Posted ContentDOI

Spatial organization of the somatosensory cortex revealed by cyclic smFISH

TL;DR: A cyclic single molecule fluorescence in situ hybridization methodology is developed and the cellular organization of the somatosensory cortex is defined using markers identified by single-cell transcriptomics.
Journal ArticleDOI

Increased temperature causes protein limitation by reducing the efficiency of nitrogen digestion in the ectothermic herbivore Spodoptera exigua

TL;DR: Warming was found to lead to temperature‐induced protein limitation of the S. exigua larvae by increasing metabolic nitrogen demand at the same time as reducing nitrogen digestion efficiency.
Journal ArticleDOI

Transcription Factor CTIP1/ BCL11A Regulates Epidermal Differentiation and Lipid Metabolism During Skin Development

TL;DR: It is demonstrated here that transcription factor COUP-TF-interacting protein 1 (CTIP1/BCL11A; hereafter CTIP1) is highly expressed in the developing murine epidermis and appears to play a role in EPB establishment via direct or indirect regulation of a subset of genes encoding proteins involved in epidermal differentiation and lipid metabolism.
Related Papers (5)