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Add batch container (#91)
* add batch data interface
* add unit tests
* added batch save (and made save more flexible)
* added batch processing tutorial
* deduplicate by making Data just a simplified BatchData
* moved data_changed to after possible fails
* re-add results and n_events to container
* remove filters and results from Python API
* cargo fmt
* move batch processing from howto to tutorial
* add invalidate cache to fix bench with multiple stats
* improve tests