outcome_stats

outcome_stats

Outcome shared grouped by treatment for CausalData.

Functions

• outcome_stats – Comprehensive outcome shared grouped by treatment.

outcome_stats

Comprehensive outcome shared grouped by treatment.

Returns a DataFrame with detailed outcome shared for each treatment group, including count, mean, std, min, various percentiles, and max. This function provides comprehensive outcome analysis and returns data_contracts in a clean DataFrame format suitable for reporting.

Parameters

• data (CausalData or MultiCausalData) – The causal dataset containing treatment and outcome variables.

Returns

• DataFrame – DataFrame with treatment groups as index and the following columns:
• count: number of observations in each group
• mean: average outcome value
• std: standard deviation of outcome
• min: minimum outcome value
• p10: 10th percentile
• p25: 25th percentile (Q1)
• median: 50th percentile (median)
• p75: 75th percentile (Q3)
• p90: 90th percentile
• max: maximum outcome value

Examples: