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data trackdata science

Interactive Visualizations

Build D3/Recharts visualizations with AI. Make data tell a story.

35 mins4 practical stepsintermediate Interactive Code Studio Included

Make this practical

Work through each step by writing and testing actual code. Never accept an agent or model output without running the tests and checking the diff.

Hands-on step sequence

Open in Code Studio
  1. 1

    Define concrete inputs, outputs, and constraints before touching the keyboard.

    Hint: Specify error handling and edge cases up front.

    Check: Clear definition of done established.
  2. 2

    Build the minimal viable core and verify with real data.

    Hint: Avoid premature abstraction; get a working pipeline first.

    Check: End-to-end flow verified.
  3. 3

    Write automated checks and tests to guard against regressions.

    Hint: Test the failure paths, not just the happy path.

    Check: Automated verification passing.
  4. 4

    Audit the implementation with Second Opinion before shipping to production.

    Hint: Check for unhandled exceptions, hardcoded credentials, and missing bounds.

    Check: Zero critical audit findings.