dash · diff

v1.0.0 to v1.0.0

3 added, 4 removed. Audit A to B.

---

- name: dash

description: >

- Use this skill for building interactive analytical web apps with Dash, Plotly components, and production-ready callback architecture.

+ name: dash

version: 1.0.0

- authors:

- - Marie-Lynne Block

tags:

- data-science

- [TODO]

+ metadata:

+ skill-author: 'Marie-Lynne Block'

---

## What this skill does

[TODO] Define the specific workflow this skill standardizes, including default libraries,

quality checks, and expected deliverables.

## When to use it

[TODO] List concrete user intents and trigger phrases that should activate this skill.

## Instructions

1. Clarify the objective, data assumptions, and success metrics.

2. Execute a leakage-safe and reproducible workflow for this skill domain.

3. Validate outputs with diagnostics, edge-case checks, and documented caveats.

## Output format

- A concise plan of action

- Executable code or commands

- Validation summary with assumptions and risks

## Examples

### Example 1 - baseline workflow

**Input:** User asks for help in dash.

**Expected output:** A reproducible, validated workflow using the skill's core tools.

## Notes

- Prefer documented, stable APIs over experimental shortcuts.

- Record assumptions explicitly when data quality or labels are uncertain.