tsinghua-fib-lab Use Dataset
Overview
Search, download, and inspect datasets from the AgentSociety platform. All operations use the public API -- no authentication required. Always read the README before operating on dataset contents to avoid misinterpretation of column types, units, and semantics.
Use the Python interpreter from .env. See CLAUDE.md for setup.
When to Use
- User needs external datasets for experiments or analysis
- Searching for survey data, agent profiles, or simulation results
- User says "download dataset", "find data", "browse datasets", or "search datasets"
Do NOT use when:
- User wants to create or upload a dataset (use
agentsociety-create-dataset) - User needs to design experiments from scratch (use
experiment-config)
Quick Reference
| Command | Auth | Description |
|---|---|---|
list |
No | List datasets (local default, --all merged, --remote remote only) |
list-installed |
No | Alias for list (backward compat) |
search |
No | Search with --category, --tags, --limit, --skip filters |
info <id> |
No | Show metadata (local + remote merged, warns if outdated) |
readme <id> |
No | Display dataset README |
files <id> |
No | List dataset file tree |
download <id> |
No | Download and extract to datasets/<id>/ |
cat <id> <path> |
No | Read file content from local dataset |
Run commands from the workspace root through .agentsociety/bin/ags.py.
Workflow
digraph use_dataset_flow {
rankdir=LR;
node [shape=box, style=filled, fillcolor="#E8F4FD"];
browse [label="browse or search"];
readme [label="read README"];
download [label="download"];
inspect [label="inspect files"];
update [label="check for updates"];
browse -> readme -> download -> inspect -> update;
}
For listing examples and status value details, see references/listing-guide.md.
For the downloaded metadata.json schema, see references/metadata-format.md.
Common Mistakes
| Mistake | Fix |
|---|---|
| Skipping README before using dataset contents | Always run readme <id> first to understand format, columns, units |
| Not checking for updates (using outdated version) | Run list --all or info <id> to compare local vs remote versions |
| Downloading without reading README first | README describes semantics; downloading without context wastes time |
| Confusing local-only and remote datasets | Use list --all for merged view; status column shows source |
Pipeline Position
Predecessors: create-dataset (for locally created datasets), otherwise none (standalone)
Successors: experiment-config (for experiment setup), analysis (for data analysis)