API ReferenceEntry

causal_diagnostic_data

causal_diagnostic_data

Reference details for causal_diagnostic_data in causalis.data_contracts.

`causal_diagnostic_data`

Classes

CUPEDDiagnosticData – Diagnostic data_contracts for CUPED-style (Lin-interacted OLS) adjustment.
DiagnosticData – Base class for all diagnostic data_contracts.
DiffInMeansDiagnosticData – Diagnostic data_contracts for Difference-in-Means model.
MultiUnconfoundednessDiagnosticData – Fields common to all models assuming unconfoundedness with multi_unconfoundedness.
UnconfoundednessDiagnosticData – Fields common to all models assuming unconfoundedness.

`CUPEDDiagnosticData`

Bases: DiagnosticData

Diagnostic data_contracts for CUPED-style (Lin-interacted OLS) adjustment.

`adj_type`

`ate_naive`

`beta_covariates`

`covariate_outcome_corr`

`covariates`

`gamma_interactions`

`r2_adj`

`r2_naive`

`regression_checks`

`se_naive`

`se_reduction_pct_same_cov`

`DiagnosticData`

Bases: BaseModel

Base class for all diagnostic data_contracts.

`model_config`

`DiffInMeansDiagnosticData`

Bases: DiagnosticData

Diagnostic data_contracts for Difference-in-Means model.

`MultiUnconfoundednessDiagnosticData`

Bases: DiagnosticData

Fields common to all models assuming unconfoundedness with multi_unconfoundedness.

`d`

`folds`

`g_hat`

`m_alpha`

`m_hat`

`m_hat_raw`

`normalize_ipw`

`nu2`

`psi`

`psi_b`

`psi_nu2`

`psi_sigma2`

`residual_plot_cache`

`riesz_rep`

`score`

`sensitivity_analysis`

`sigma2`

`trimming_threshold`

`x`

`y`

`UnconfoundednessDiagnosticData`

Bases: DiagnosticData

Fields common to all models assuming unconfoundedness.

`d`

`folds`

`g0_hat`

`g1_hat`

`m_alpha`

`m_hat`

`m_hat_raw`

`normalize_ipw`

`nu2`

`psi`

`psi_b`

`psi_nu2`

`psi_sigma2`

`residual_plot_cache`

`riesz_rep`

`score`

`score_plot_cache`

`sensitivity_analysis`

`sigma2`

`trimming_threshold`

`w`

`w_bar`

`x`

`y`