mince is a toolkit for slicing up data into bite-sized dashboards
Project description
mince 🔪🧄🧅
toolkit for slicing up data into bite-sized dashboards
Steps for using mince:
- ingest raw data into standardized format
- define dashboard specification
- serve dashboard
- continually update the data
Building a dashboard
In mince dashboards have 2 components:
- Data: a dict of polars dataframes
- UI Specification: metadata describing the dashboard's UI
Dashboard maintenance
There are many tasks associated with building and maintaining a data dashboard including:
- data collection
- data management
- deployment
- monitoring
mince
aims to automate as many of these tasks as possible
Command Line Interface
The mince
cli aims to automate as many of these tasks as possible
- run dashboard
mince run ... --pdb
- run dashboard with interactive debugger
mince run ... --pdb
- list info about all running dashboards
mince ls
- disk caching of loaded datasets for quick dashboard restarts
- standardized hooks for data collection
mince collect <DASHBOARD>
- cli generator to create a management cli for each dashboard
<DASHBOARD> <SUBCOMMAND> ...
- easily load a dashboard's data into an interactive python session
mince data <DASHBOARD> -i
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