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A denominator-aware survey film with exact counts, rounding and limitations. Retains exact counts next to rounded icons, validates denominator and single-choice rules, and avoids population generalization. The skill produces a source ledger and an editable film project, then renders locally. PopNow can add approved narration, music and finishing after a quote.

Uses PopNow for
Music & voice · Video · Images
Needs
Python 3 · Node.js · FFmpeg · Chrome

The skill is free. Optional AI images, video and sound are quoted for your approval before generation. API-key calls use your separate API balance in USD; generation through ChatGPT or Claude connected via OAuth/MCP uses your website credits.

v1.0.1 · Updated Oct 24, 2026 · 6.3 MB · Use it for personal and client work; please don't resell or share the package.

What you get

  1. Validated task plan and computed metrics

  2. Editable 1080p film project with a complete scene timeline

  3. Source ledger, narration outline and input checksum

  4. Local MP4 render script and repeatable example

Good for

  • Survey Results Video from supplied source material
  • Internal explanations and educational demonstrations
  • A reproducible review before publishing

Not for

  • Live data or screen recording
  • Unverified claims or fabricated evidence
  • Automatic paid generation without approval

How to use it

You say

  • Use the PopNow skill "Survey Results Video" (survey-results-video) for this: Turn the attached verified brief into survey results video. Keep the source ledger and show the limitations.

Then try

  • Check the domain assumptions and flag missing evidence.

  • Prepare a narration pass, showing the quote before generation.

What to have ready

  • A clear question and intended audience
  • Source material and exact values
  • The task-specific brief described in the package

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Questions

What does this workflow check?

Retains exact counts next to rounded icons, validates denominator and single-choice rules, and avoids population generalization.

Which information must I supply?

The brief contains responses [{label, count}], invited, population, fieldwork, mode. A complete illustrative example shows the exact structure.

Can I use it without paid generation?

Yes. Validation, editable graphics and local rendering run with the supplied material. Optional voice, music and finishing need a separate PopNow quote and approval.

Does passing validation verify every claim?

No. It checks the declared structure and calculations. You must review source truth, permissions, visible labels and the rendered film before sharing.