rdplotdensity
Plot density discontinuity at the RD cutoff to detect manipulation or sorting in the running variable.
Instructions
Boundary-adaptive density discontinuity plot at the RD cutoff.
Input Schema
| Name | Required | Description | Default |
|---|---|---|---|
| c | No | Cutoff. | |
| h | No | Bandwidth. If None, side-specific Silverman pilot. | |
| p | No | Polynomial order for the CDF regression (p=2 recommended; p=1 is faster but with worse boundary behavior). | |
| x | Yes | Running variable. | |
| ax | No | ax parameter (Optional[Any]). | |
| hist | No | Overlay histogram. | |
| nbins | No | Number of histogram bins per side. | |
| title | No | title parameter (Optional[str]). | |
| detail | No | Payload depth: 'minimal' (~150 tokens) for sub-step calls where only the point estimate is needed; 'standard' (~1K tokens) for diagnostics + coefficient table; 'agent' (~2K tokens, default) adds violations / next_steps / suggested_functions so the LLM can plan its next call without another round-trip. | agent |
| n_grid | No | Grid points per side for the density curve. | |
| figsize | No | figsize parameter (Tuple[float, float]). | |
| ci_level | No | Confidence level for CI bands. | |
| as_handle | No | If true, cache the fitted result on the server and return result_id + result_uri alongside the JSON payload so a subsequent tools/call can chain without re-running. | |
| data_path | Yes | Absolute path or URL to a data file. Supported: .csv / .tsv / .txt (delimited), .parquet / .pq, .feather / .arrow, .xlsx / .xls, .dta (Stata), .json / .jsonl. Schemes: file://, s3://, gs://, https://. | |
| result_id | No | Optional handle to a previously-fitted result (returned by an earlier call when as_handle=true). Tools that operate on a fitted object accept this in place of re-supplying data_path + columns. | |
| data_columns | No | Optional column projection. Parquet/Feather/Stata loaders honour this for fast partial reads. | |
| data_sample_n | No | Optional uniform random subsample size (seed=0, deterministic) — useful on huge panels. |
Output Schema
| Name | Required | Description | Default |
|---|---|---|---|
No arguments | |||