DATASET ANALYTICS¶
Analyzes a tabular dataset using one of six configurable methods (summary statistics, value counts, group-by aggregate, correlation, trend, or outlier detection). Analysis parameters can be supplied as a raw JSON config or generated automatically via a natural-language prompt. Use this worker to perform exploratory data analysis or derive KPIs from any workflow dataset.
When to use¶
Tagged: ai_configuration, analytics, correlation, dataset, eda, group_by, llm_config, outlier_detection.
Inputs¶
| Label | ID | Type | Default | Required | Description |
|---|---|---|---|---|---|
| Dataset | dataset | dataset | — | ✓ | Tabular dataset to analyze, supplied as an array of records (rows); must be non-empty and contain at least one valid row after cleaning. |
| Method | method | select | — | ✓ | Analysis method to apply; choose one of: summary_statistics, value_counts, group_by_aggregate, correlation_analysis, trend_analysis, or outlier_detection. |
| Custom Configs | custom_configs | textarea | — | Optional JSON string containing method-specific configuration parameters (e.g., column names, aggregation functions, thresholds); required when no prompt is provided; leave blank to use AI-generated config instead. | |
| Prompt | prompt | textarea | — | Optional natural-language prompt describing the desired analysis; used to auto-generate method configs via an AI configuration worker when custom_configs is not supplied. |
Outputs¶
| Label | ID | Type | Description |
|---|---|---|---|
| Results | results | string | String-serialised analysis output whose structure depends on the chosen method (e.g., descriptive stats table, correlation matrix, outlier row list); contains an error message string on failure. |
| Status | status | text | JSON-encoded status object with keys success (bool), message (string), original_rows, excluded_rows, and final_rows; indicates whether the analysis completed successfully and summarises dataset cleaning counts. |
Disciplines¶
- ai_ml.llm
- ai_ml.unsupervised.anomaly_detection
- data.dataset.transform
- data.statistics
Runnable example¶
A runnable example is registered for this worker. Open the example workflow on the d3VIEW canvas: /api/workflow/example?id=dataset_analytics
Auto-generated from platform schema. Worker id: dataset_analytics. Schema hash: da8eb166e936. Hand-curated docs in workerexamples/ override this page when present.