Open Science — beginner tutorial¶
Released in FCC v1.2.1. You are new to FCC and want a gentle introduction to Open Science. This tutorial walks you through the simplest possible end-to-end use of the subsystem with no prerequisites beyond
pip install -e ..
What this subsystem does¶
The Open Science subsystem provides the FAIR (Findability, Accessibility, Interoperability, Reusability) compliance toolkit with quality gates and reproducibility templates for open scientific work.
The implementation lives at src/fcc/governance/open_science.py. It
ships with FCC core (no separate install needed) and is exercised by:
- Notebook 28-31 — see
notebooks/30_open_science_fair_audit.ipynbfor the executable walkthrough - Streamlit demo — see
apps/streamlit/demo_open_science.pyfor the interactive UI - Notebook 32 — the full-stack ecosystem demo wires this subsystem with the other three
Focus persona: OSC — Open Science Champion¶
We anchor this beginner-track tutorial on OSC because that's the persona most relevant to a beginner use of the Open Science subsystem.
from fcc._resources import get_personas_dir
from fcc.personas.registry import PersonaRegistry
registry = PersonaRegistry.from_yaml_directory(get_personas_dir())
persona = registry.get("OSC")
print(persona.name)
print(persona.role_title)
print(persona.riscear.role)
Step 1 — Construct the subsystem¶
The simplest possible use is just constructing the relevant class with default arguments. See the focus notebook for the exact import.
Step 2 — Run one operation¶
Each subsystem has one "headline" operation: bridge events for web-frontend, query a NanoCube for distiller, score a FAIR compliance result for open-science, transform an event into a D3 payload for skyparlour. Notebook 30 walks you through it step by step.
Step 3 — Inspect the result¶
Print the result and read the field names. Each subsystem ships frozen dataclasses with self-documenting field names.
What you learned¶
- The open-science subsystem ships with FCC core
- Default mock mode produces deterministic results for testing
- The notebook is the canonical executable example
Verification¶
Run the focused test suite for this subsystem:
All tests should pass on a clean v1.2.1 install. If they don't, check
that you have the optional deps from the [full] extras group:
Next steps¶
- Notebook walkthrough — same flow in an executable notebook
- Streamlit demo — interactive UI version
- Full-stack ecosystem demo — all four subsystems wired together
src/fcc/governance/open_science.py— the source module- Coverage ratchet — what test coverage this subsystem currently has and where the v1.2.x ratchet plan is heading