class
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfigPython Docs
causalis
Reference
Package entry
causalisRoot package overview and namespace mapNamespaces
Submodule
causalis.dgp.panel_data_scm.basebase
Submodule causalis.dgp.panel_data_scm.base with no child pages and 35 documented members.
Classes
Jump directly into the documented classes for this page.
2 items
attribute
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig.n_donorsn_donors
Value: 5
5
Canonical target
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig.n_donors
attribute
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig.n_pre_periodsn_pre_periods
Value: 20
20
Canonical target
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig.n_pre_periods
attribute
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig.n_post_periodsn_post_periods
Value: 10
10
Canonical target
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig.n_post_periods
attribute
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig.time_starttime_start
Value: 1
1
Canonical target
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig.time_start
attribute
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig.time_freqtime_freq
Value: 'M'
‘M’
Canonical target
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig.time_freq
attribute
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig.calendar_startcalendar_start
Value: '2000-01'
‘2000-01’
Canonical target
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig.calendar_start
attribute
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig.treated_unittreated_unit
Value: 'treated'
‘treated’
Canonical target
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig.treated_unit
attribute
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig.donor_prefixdonor_prefix
Value: 'donor_'
‘donor_’
Canonical target
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig.donor_prefix
attribute
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig.random_staterandom_state
Value: 42
42
Canonical target
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig.random_state
attribute
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig.return_panel_datareturn_panel_data
Value: True
True
Canonical target
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig.return_panel_data
attribute
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig.dirichlet_alphadirichlet_alpha
Value: 1.0
1.0
Canonical target
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig.dirichlet_alpha
attribute
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig.rho_commonrho_common
Value: 0.0
0.0
Canonical target
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig.rho_common
attribute
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig.rho_donorrho_donor
Value: 0.0
0.0
Canonical target
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig.rho_donor
attribute
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig.n_latent_factorsn_latent_factors
Value: 0
0
Canonical target
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig.n_latent_factors
attribute
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig.latent_loading_stdlatent_loading_std
Value: 0.35
0.35
Canonical target
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig.latent_loading_std
attribute
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig.rho_latentrho_latent
Value: 0.0
0.0
Canonical target
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig.rho_latent
attribute
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig.rho_prefit_mismatchrho_prefit_mismatch
Value: 0.0
0.0
Canonical target
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig.rho_prefit_mismatch
attribute
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig.outcome_distributionoutcome_distribution
Value: 'gaussian'
‘gaussian’
Canonical target
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig.outcome_distribution
attribute
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig.treatment_effecttreatment_effect
Value: 2.0
2.0
Canonical target
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig.treatment_effect
attribute
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig.treatment_effect_slopetreatment_effect_slope
Value: 0.0
0.0
Canonical target
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig.treatment_effect_slope
attribute
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig.donor_noise_stddonor_noise_std
Value: 0.2
0.2
Canonical target
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig.donor_noise_std
attribute
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig.treated_noise_stdtreated_noise_std
Value: 0.1
0.1
Canonical target
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig.treated_noise_std
attribute
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig.common_factor_stdcommon_factor_std
Value: 0.15
0.15
Canonical target
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig.common_factor_std
attribute
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig.latent_factor_stdlatent_factor_std
Value: 0.2
0.2
Canonical target
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig.latent_factor_std
attribute
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig.prefit_mismatch_stdprefit_mismatch_std
Value: 0.0
0.0
Canonical target
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig.prefit_mismatch_std
attribute
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig.treatment_effect_modetreatment_effect_mode
Value: 'additive'
‘additive’
Canonical target
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig.treatment_effect_mode
attribute
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig.treatment_effect_ratetreatment_effect_rate
Value: 0.12
0.12
Canonical target
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig.treatment_effect_rate
attribute
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig.gamma_shapegamma_shape
Value: 6.0
6.0
Canonical target
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig.gamma_shape
attribute
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig.donor_noise_std_logdonor_noise_std_log
Value: 0.15
0.15
Canonical target
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig.donor_noise_std_log
attribute
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig.common_factor_std_logcommon_factor_std_log
Value: 0.1
0.1
Canonical target
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig.common_factor_std_log
attribute
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig.latent_factor_std_loglatent_factor_std_log
Value: 0.1
0.1
Canonical target
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig.latent_factor_std_log
attribute
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig.prefit_mismatch_std_logprefit_mismatch_std_log
Value: 0.08
0.08
Canonical target
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig.prefit_mismatch_std_log
class
causalis.dgp.panel_data_scm.base.PanelSCMGeneratorPanelSCMGenerator
Low-level panel SCM generator supporting Gaussian, Gamma, and Poisson outcomes.
method
causalis.dgp.panel_data_scm.base.PanelSCMGenerator.generate