additional_features
["Rule-based ingestion that drops Total/Overall labels and extracts integer-only frequencies from cells", "Quality checks for missingness (exclude by threshold / listwise deletion) and outlier detection with logging", "Built-in table/chart policies (row% default, totals as counts-only, optional sparse-category merge to ‘Other’)", "Persistent interpretation object + decision engine that distinguishes formatting-only changes vs analysis changes", "Excel-oriented output structure and reproducibilit
example_commands
["Turn this table into a crosstab. Exclude totals, and show counts + row percentages.", "Build a crosstab for Gender (columns) × Satisfaction (rows) and summarize Chi-square + Cramér’s V.", "From this dataframe, produce frequency tables for categorical variables and mean/SD/95% CI for numeric variables.", "Keep the same message, but change formatting only (e.g., 1 decimal place) without recomputing the analysis."]
gpt_id
g-68a0753676348191a32bd69ba57ca410
ideal_use_cases
["Paste a frequency/crosstab table, drop totals, extract counts only, and rebuild a clean crosstab", "Create Gender × Satisfaction crosstabs with significance testing and effect-size summaries", "Generate categorical frequencies, numeric descriptives, and multi-response summaries in one pass", "Operate a standardized reporting pipeline where identical inputs must yield identical outputs (with logs/seed)"]
limitations
["In table-ingestion mode, only standalone integers are treated as counts; percent-only cells may be ignored", "Rows/columns labeled Total/Overall/Grand Total are excluded from analysis by default unless explicitly requested", "Advanced options (codebook ordering, category collapsing strategy, weights, complex survey design) require explicit user instructions"]
target_users
["Research / research operations teams who need fast, standardized survey tabulation", "Analysts and PMs who want consistent, report-ready tables and charts", "Policy and academic researchers who rely on crosstabs and effect-size-oriented interpretation"]