Related Experiment Video
Updated: Oct 15, 2025

Global and Current Research Trends of Single-Cell Sequencing in Cancer: A Bibliometric and Visualization Study
Published on: April 18, 2025
pyResearchInsights-An open-source Python package for scientific text analysis
Sarthak J Shetty1, Vijay Ramesh2
1Center for Ecological Sciences Indian Institute of Science Bengaluru India.
Abstract:
With an increasing number of scientific articles published each year, there is a need to synthesize and obtain insights across ever-growing volumes of literature. Here, we present pyResearchInsights, a novel open-source automated content analysis package that can be used to analyze scientific abstracts within a natural language processing framework.The package collects abstracts from scientific repositories, identifies topics of research discussed in these abstracts, and presents interactive concept maps to visualize these research topics. To showcase the utilities of this package, we present two examples, specific to the field of ecology and conservation biology.First, we demonstrate the end-to-end functionality of the package by presenting topics of research discussed in 1,131 abstracts pertaining to birds of the Tropical Andes. Our results suggest that a large proportion of avian research in this biodiversity hotspot pertains to species distributions, climate change, and plant ecology.Second, we retrieved and analyzed 22,561 abstracts across eight journals in the field of conservation biology to identify twelve global topics of conservation research. Our analysis shows that conservation policy and landscape ecology are focal topics of research. We further examined how these conservation-associated research topics varied across five biodiversity hotspots.Lastly, we compared the utilities of this package with existing tools that carry out automated content analysis, and we show that our open-source package has wider functionality and provides end-to-end utilities that seldom exist across other tools.
Related Concept Videos
Statistical Software for Data Analysis and Clinical Trials
Inductively Coupled Plasma–Mass Spectrometry (ICP–MS): Overview
Regression Analysis
In regression analysis, a regression equation is determined based on the line of best fit– a line that best fits the data points plotted in a graph. This line is also called the regression line. The algebraic equation for the regression line is called the regression equation. It is represented as:
Statistical Analysis: Overview
One of the most commonly used statistical quantifiers is the mean, which is the ratio between the sum of the numerical values of all results and the...
The Replisome
Extraction: Advanced Methods

