Improving public health outcomes through collaborative modeling
community Data Standards Software About
Use the hubverse data standards and software to:
- Collaborate with modelers around the world
- Share insights in real time
- Inform critical decisions with robust and validated model outputs
Get started with a gentle introduction to modeling hubs.
Data Standards
The core of the hubverse are the robust and flexible data standards that allow administrators to write structured guidelines for tabular model output submissions that can be easily validated, ensembled, and visualized.
Software
hubverse software is written in R and provides tools for all phases in the life cycle of a hub.
- set up and manage a hub with hubAdmin
- validate model submissions with hubValidations
- fetch model and target data with hubData
- ensemble models with hubEnsembles
- evaluate model performance with hubEvals
- visualize forecasts with hubViz
- … and more!
All of these packages are available at the hubverse R-Universe
Testimonials
West Nile Virus Forecasting Hub
We wanted to launch the first West Nile Virus Forecasting Challenge in the state of California to support existing efforts in reducing disease prevalence. The hubverse tools have been a crucial component in our setup as they allow for standard submission formats and validations, which encourage participation and collaborations from external teams.
— Dr. Héctor M. Sánchez C
(California Department of Public Health)
Organizations using the hubverse
Do you have a hub, but it’s not listed? Tell us about your hub!
