Add a scheduler helper that calculates the next due time for a cron-style
schedule expression and surface that value on the dashboard and host detail
pages.
Show the latest run type in host summaries and backup trend tables so
manual and scheduled backups are distinguishable in the Django UI.
Keep the calculation derived from existing ScheduleConfig data without
adding a migration.
Extend derived backup statistics with average daily new data and an
estimated days-until-full forecast based on recent successful real runs.
Show the new forecast metrics on the dashboard and add compact per-run
trend bars on the host detail page so new data and matched link-dest data
are easier to compare at a glance.
Keep the implementation migration-free by deriving everything from the
existing BackupRun result stats payload.
Add a stats summary layer that aggregates recent successful real backup runs
into dashboard and host-level trend metrics.
Show backup-root usage, available space, average new data, average duration,
estimated runs until full, and link-dest savings on the dashboard. Add a host
trend table with recent run duration, file count, new data, matched data, and
snapshot links.
Keep the implementation based on existing run and snapshot stats JSON so the
UI gains useful trend visibility without introducing a schema migration yet.
