Resources

Scientific software · Open data products · Interactive tools · Books and learning

Scientific software

Reusable methods and code for population and mobility research.

debiasR

R package for measuring population coverage bias and adjusting origin–destination flows using deterministic and Bayesian methods. Development version.

Open package site

population coverage bias

debiaspy

Python package for measuring population coverage bias in digital-trace data. Development version; flow adjustment and validation are under development.

Open Python repository

migration composition

R Package CIM

Code and resources for compositional impact of migration analysis in R.

Open website

Open data products

Analysis-ready environmental indicators for linkage to social, health and economic data.

local environmental hazards

CLiVE data products

Climate Local Vulnerability and Exposure: harmonised small-area indicators of temperature, precipitation, PM2.5 and mapped flood hazard. Analysis-ready CSV and GeoPackage datasets; DOIs forthcoming.

Open Imago data catalogue · Read the CLiVE chapter

air pollution exposure

EXHALE data products

UK small-area residential exposure to six air pollutants, with population-weighted and threshold-based measures and demographic and socioeconomic breakdowns. Census-year population: 2021 (Scotland 2022). DOIs forthcoming.

Open Imago data catalogue

Interactive tools and data stories

Explore research findings, population patterns and decision-support tools.

interactive exposure explorer

EXHALE UK Data Explorer

Explore population exposure to environmental hazards. Created by Emiliano Beltran Alipio, Carmen Cabrera, Weiming Huang, Rodgers Iradukunda, Leran Zheng and Francisco Rowe.

Open data explorer

Who is missing from the map?

Making hidden biases visible in population location data from mobile phones — published in Royal Society Open Science.

Open story

interactive story

Iran Conflict and Population Redistribution

Scroll-based narrative on conflict, mobility, and proxy population signals from the Iran sitrep.

Open story

institution finance

155institutions 4growth bands 12metrics

UK University Sustainable Growth

Interactive dashboard ranking 155 UK institutions by sustainable-growth financial performance.

Open dashboard

Books and learning resources

Open reference material, methods and worked examples.

mobile phone data initiatives

Mobile Phone Data Handbook

Open-access UN-CEBD practical manual on designing and implementing mobile phone data initiatives, co-authored by Francisco Rowe.

Read the handbook · Handbook DOI

from imagery to evidence

Book of Imagery

A living, open-access reference book translating imagery into meaningful social and policy measures. Includes CLiVE: Climate Local Vulnerability and Exposure.

Read the book · Book DOI

count distribution

Count Data Modelling

Methods, examples and code for modelling count outcomes.

Open website

probability curve

Binary Logistic Regression

Methods, examples and code for binary outcome modelling.

Open website

tiled map

Census Mapping

Interactive resources and examples for census-based spatial mapping.

Open website