Multi-modal interactive data presentation for agentsociety-analysis — EDA bundle (PyGWalker, Plotly, sortable tables, eda_hub), plotly/altair claim charts, HTML tab surfaces. Use in explore, refine, and produce stages.
SkillScore91Maintained
Automatic
◆Data Analyst pack
Last verified 8/15/2026
What it changes
Passed 17 of 19 test cases with the skill, and 4 of 19 without it.
Without skill23%
With skill91%
Checks it passed that the model alone missed
uses --type eda-hub
mentions .figure-block
names references/eda.md
and 11 more in the full report
15 fixed5 passed either way2 still failing0 broke
Pass-rate lift
+68 pp
Tokens
-48%
Agent turns
0%
Response time
-70%
Model gemini-3.6-flashMeasured 8/15/2026v120 of 22 cases passed with skill · 19 comparable
Tokens, turns and time describe resource use, not a dollar price.
See it in action
One of 14 test cases the skill fixed. Same model, same prompt, with and without the skill.
1 of 14
Prompt
From which Python module path under `agentsociety2` are `export_plotly_html` and `export_pygwalker_html` imported?
What was checked, without and with the skill
Checked
Without skill
With skill
imports from agentsociety2.skills.analysis.chart_export
Missed
Passed
case-22 · gemini-3.6-flash · 8/15/2026 · answers are capped and redacted
What's inside
The instructions your model reads when the skill loads.
SKILL.md37 linessingle file
Interactive Viz (bundled support)
When to use
User wants interactive / diverse data presentation