skills/bioskills/bio-clinical-biostatistics-missing-data-sensitivity/scripts/missing_data_sensitivity.py

• characterise_dropout · function · L27-L50 — def characterise_dropout(df, arm_col='arm', dropout_col='dropout_reason')
• multiple_imputation_logit · function · L56-L121 — def multiple_imputation_logit(df, formula, numeric_cols, n_imputations=20)
• tipping_point_analysis · function · L127-L196 — def tipping_point_analysis(df, formula, outcome_col, arm_col, arm_to_adjust='Active', delta_range=None, n_imputations=20)
• sap_fallback_hierarchy_demo · function · L202-L224 — def sap_fallback_hierarchy_demo()
• simulate_trial_with_dropout · function · L230-L267 — def simulate_trial_with_dropout(n_per_arm=150, dropout_active=0.30, dropout_placebo=0.15, seed=42)