Clean, standardized data is the foundation of good modeling—but getting there can be a pain. Ionworks now includes robust data processing tools and a new Data Loader to streamline this entire workflow.

Key Features:

• Flexible Ingestion: Load raw data from any cycler format—whether it's on your local machine or in the cloud (e.g., AWS S3).

• Targeted Loading: Select just the parts of the data you need, such as specific step numbers, time ranges, or cycles.

• Quick Visualization: Generate basic plots of the raw or processed data in one command.

• PyBaMM Experiment Generation: Automatically build a PyBaMM Experiment object that reproduces the uploaded data—ideal for model validation or parameter fitting.

This makes it easier than ever to go from raw experimental data to simulation-ready input in minutes—not hours.