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ModernDiD
Getting Started
User Guide
API
Development
Background
Release Notes
Acknowledgements
GitHub
Getting Started
User Guide
API
Development
Background
Release Notes
Acknowledgements
GitHub
Section Navigation
Core estimators
Multi-Period Staggered DiD
moderndid.att_gt
moderndid.aggte
moderndid.MPResult
moderndid.MPResult.count
moderndid.MPResult.index
moderndid.MPResult.G
moderndid.MPResult.aggregate_effects
moderndid.MPResult.alpha
moderndid.MPResult.att_gt
moderndid.MPResult.critical_value
moderndid.MPResult.estimation_params
moderndid.MPResult.groups
moderndid.MPResult.influence_func
moderndid.MPResult.n_units
moderndid.MPResult.se_gt
moderndid.MPResult.times
moderndid.MPResult.vcov_analytical
moderndid.MPResult.wald_pvalue
moderndid.MPResult.wald_stat
moderndid.MPResult.weights_ind
moderndid.AGGTEResult
moderndid.AGGTEResult.count
moderndid.AGGTEResult.index
moderndid.AGGTEResult.aggregation_type
moderndid.AGGTEResult.att_by_event
moderndid.AGGTEResult.balanced_event_threshold
moderndid.AGGTEResult.call_info
moderndid.AGGTEResult.critical_values
moderndid.AGGTEResult.estimation_params
moderndid.AGGTEResult.event_times
moderndid.AGGTEResult.influence_func
moderndid.AGGTEResult.influence_func_overall
moderndid.AGGTEResult.max_event_time
moderndid.AGGTEResult.min_event_time
moderndid.AGGTEResult.overall_att
moderndid.AGGTEResult.overall_se
moderndid.AGGTEResult.se_by_event
moderndid.ATTgtResult
moderndid.ATTgtResult.count
moderndid.ATTgtResult.index
moderndid.ATTgtResult.att
moderndid.ATTgtResult.group
moderndid.ATTgtResult.post
moderndid.ATTgtResult.year
moderndid.ComputeATTgtResult
moderndid.ComputeATTgtResult.count
moderndid.ComputeATTgtResult.index
moderndid.ComputeATTgtResult.attgt_list
moderndid.ComputeATTgtResult.influence_functions
moderndid.MPPretestResult
moderndid.MPPretestResult.count
moderndid.MPPretestResult.index
moderndid.MPPretestResult.cluster_vars
moderndid.MPPretestResult.cvm_boots
moderndid.MPPretestResult.cvm_critval
moderndid.MPPretestResult.cvm_pval
moderndid.MPPretestResult.cvm_stat
moderndid.MPPretestResult.ks_boots
moderndid.MPPretestResult.ks_critval
moderndid.MPPretestResult.ks_pval
moderndid.MPPretestResult.ks_stat
moderndid.MPPretestResult.x_formula
Doubly Robust DiD
moderndid.drdid
moderndid.ipwdid
moderndid.ordid
moderndid.drdid_imp_panel
moderndid.drdid_panel
moderndid.ipw_did_panel
moderndid.std_ipw_did_panel
moderndid.reg_did_panel
moderndid.twfe_did_panel
moderndid.drdid_imp_rc
moderndid.drdid_imp_local_rc
moderndid.drdid_rc
moderndid.drdid_trad_rc
moderndid.ipw_did_rc
moderndid.std_ipw_did_rc
moderndid.reg_did_rc
moderndid.twfe_did_rc
Extensions
Triple DiD
moderndid.ddd
moderndid.agg_ddd
moderndid.ddd_panel
moderndid.ddd_rc
moderndid.ddd_mp
moderndid.ddd_mp_rc
moderndid.DDDMultiPeriodResult
moderndid.DDDMultiPeriodResult.count
moderndid.DDDMultiPeriodResult.index
moderndid.DDDMultiPeriodResult.args
moderndid.DDDMultiPeriodResult.att
moderndid.DDDMultiPeriodResult.glist
moderndid.DDDMultiPeriodResult.groups
moderndid.DDDMultiPeriodResult.inf_func_mat
moderndid.DDDMultiPeriodResult.lci
moderndid.DDDMultiPeriodResult.n
moderndid.DDDMultiPeriodResult.se
moderndid.DDDMultiPeriodResult.times
moderndid.DDDMultiPeriodResult.tlist
moderndid.DDDMultiPeriodResult.uci
moderndid.DDDMultiPeriodResult.unit_groups
moderndid.DDDMultiPeriodRCResult
moderndid.DDDMultiPeriodRCResult.count
moderndid.DDDMultiPeriodRCResult.index
moderndid.DDDMultiPeriodRCResult.args
moderndid.DDDMultiPeriodRCResult.att
moderndid.DDDMultiPeriodRCResult.glist
moderndid.DDDMultiPeriodRCResult.groups
moderndid.DDDMultiPeriodRCResult.inf_func_mat
moderndid.DDDMultiPeriodRCResult.lci
moderndid.DDDMultiPeriodRCResult.n
moderndid.DDDMultiPeriodRCResult.se
moderndid.DDDMultiPeriodRCResult.times
moderndid.DDDMultiPeriodRCResult.tlist
moderndid.DDDMultiPeriodRCResult.uci
moderndid.DDDMultiPeriodRCResult.unit_groups
moderndid.DDDPanelResult
moderndid.DDDPanelResult.count
moderndid.DDDPanelResult.index
moderndid.DDDPanelResult.args
moderndid.DDDPanelResult.att
moderndid.DDDPanelResult.att_inf_func
moderndid.DDDPanelResult.boots
moderndid.DDDPanelResult.did_atts
moderndid.DDDPanelResult.lci
moderndid.DDDPanelResult.se
moderndid.DDDPanelResult.subgroup_counts
moderndid.DDDPanelResult.uci
moderndid.DDDRCResult
moderndid.DDDRCResult.count
moderndid.DDDRCResult.index
moderndid.DDDRCResult.args
moderndid.DDDRCResult.att
moderndid.DDDRCResult.att_inf_func
moderndid.DDDRCResult.boots
moderndid.DDDRCResult.did_atts
moderndid.DDDRCResult.lci
moderndid.DDDRCResult.se
moderndid.DDDRCResult.subgroup_counts
moderndid.DDDRCResult.uci
moderndid.DDDAggResult
moderndid.DDDAggResult.count
moderndid.DDDAggResult.index
moderndid.DDDAggResult.aggregation_type
moderndid.DDDAggResult.args
moderndid.DDDAggResult.att_egt
moderndid.DDDAggResult.crit_val
moderndid.DDDAggResult.egt
moderndid.DDDAggResult.inf_func
moderndid.DDDAggResult.inf_func_overall
moderndid.DDDAggResult.overall_att
moderndid.DDDAggResult.overall_se
moderndid.DDDAggResult.se_egt
Continuous Treatment DiD
moderndid.cont_did
moderndid.npiv
moderndid.npiv_est
moderndid.npiv_choose_j
moderndid.npiv_j
moderndid.npiv_jhat_max
moderndid.compute_cck_ucb
moderndid.compute_ucb
moderndid.prodspline
moderndid.BSpline
moderndid.BSpline.basis
moderndid.BSpline.derivative
moderndid.BSpline.get_boundary_knots
moderndid.BSpline.get_degree
moderndid.BSpline.get_internal_knots
moderndid.BSpline.get_knot_sequence
moderndid.BSpline.get_order
moderndid.BSpline.get_spline_df
moderndid.BSpline.get_x
moderndid.BSpline.get_x_index
moderndid.BSpline.integral
moderndid.BSpline.set_boundary_knots
moderndid.BSpline.set_degree
moderndid.BSpline.set_internal_knots
moderndid.BSpline.set_knot_sequence
moderndid.BSpline.set_order
moderndid.BSpline.set_x
moderndid.BSpline.boundary_knots
moderndid.BSpline.degree
moderndid.BSpline.internal_knots
moderndid.BSpline.knot_sequence
moderndid.BSpline.order
moderndid.BSpline.spline_df
moderndid.BSpline.x
moderndid.BSpline.x_index
moderndid.didcont.NPIVResult
moderndid.didcont.NPIVResult.count
moderndid.didcont.NPIVResult.index
moderndid.didcont.NPIVResult.args
moderndid.didcont.NPIVResult.asy_se
moderndid.didcont.NPIVResult.beta
moderndid.didcont.NPIVResult.cv
moderndid.didcont.NPIVResult.cv_deriv
moderndid.didcont.NPIVResult.deriv
moderndid.didcont.NPIVResult.deriv_asy_se
moderndid.didcont.NPIVResult.h
moderndid.didcont.NPIVResult.h_lower
moderndid.didcont.NPIVResult.h_lower_deriv
moderndid.didcont.NPIVResult.h_upper
moderndid.didcont.NPIVResult.h_upper_deriv
moderndid.didcont.NPIVResult.j_x_degree
moderndid.didcont.NPIVResult.j_x_segments
moderndid.didcont.NPIVResult.k_w_degree
moderndid.didcont.NPIVResult.k_w_segments
moderndid.didcont.NPIVResult.residuals
moderndid.didcont.PTEResult
moderndid.didcont.PTEResult.count
moderndid.didcont.PTEResult.index
moderndid.didcont.PTEResult.att_gt
moderndid.didcont.PTEResult.event_study
moderndid.didcont.PTEResult.overall_att
moderndid.didcont.PTEResult.ptep
moderndid.didcont.PTEAggteResult
moderndid.didcont.PTEAggteResult.count
moderndid.didcont.PTEAggteResult.index
moderndid.didcont.PTEAggteResult.aggregation_type
moderndid.didcont.PTEAggteResult.att_by_event
moderndid.didcont.PTEAggteResult.att_gt_result
moderndid.didcont.PTEAggteResult.balance_event
moderndid.didcont.PTEAggteResult.critical_value
moderndid.didcont.PTEAggteResult.event_times
moderndid.didcont.PTEAggteResult.influence_func
moderndid.didcont.PTEAggteResult.max_event_time
moderndid.didcont.PTEAggteResult.min_event_time
moderndid.didcont.PTEAggteResult.overall_att
moderndid.didcont.PTEAggteResult.overall_se
moderndid.didcont.PTEAggteResult.se_by_event
moderndid.didcont.GroupTimeATTResult
moderndid.didcont.GroupTimeATTResult.G
moderndid.didcont.GroupTimeATTResult.alpha
moderndid.didcont.GroupTimeATTResult.att_gt
moderndid.didcont.GroupTimeATTResult.cband
moderndid.didcont.GroupTimeATTResult.estimation_params
moderndid.didcont.GroupTimeATTResult.extra_gt_returns
moderndid.didcont.GroupTimeATTResult.pte_params
moderndid.didcont.GroupTimeATTResult.se_gt
moderndid.didcont.GroupTimeATTResult.wald_pvalue
moderndid.didcont.GroupTimeATTResult.wald_stat
moderndid.didcont.GroupTimeATTResult.groups
moderndid.didcont.GroupTimeATTResult.times
moderndid.didcont.GroupTimeATTResult.att
moderndid.didcont.GroupTimeATTResult.vcov_analytical
moderndid.didcont.GroupTimeATTResult.se
moderndid.didcont.GroupTimeATTResult.critical_value
moderndid.didcont.GroupTimeATTResult.influence_func
moderndid.didcont.GroupTimeATTResult.n_units
moderndid.didcont.DoseResult
moderndid.didcont.DoseResult.count
moderndid.didcont.DoseResult.index
moderndid.didcont.DoseResult.acrt_d
moderndid.didcont.DoseResult.acrt_d_crit_val
moderndid.didcont.DoseResult.acrt_d_inf_func
moderndid.didcont.DoseResult.acrt_d_se
moderndid.didcont.DoseResult.att_d
moderndid.didcont.DoseResult.att_d_crit_val
moderndid.didcont.DoseResult.att_d_inf_func
moderndid.didcont.DoseResult.att_d_se
moderndid.didcont.DoseResult.dose
moderndid.didcont.DoseResult.overall_acrt
moderndid.didcont.DoseResult.overall_acrt_inf_func
moderndid.didcont.DoseResult.overall_acrt_se
moderndid.didcont.DoseResult.overall_att
moderndid.didcont.DoseResult.overall_att_inf_func
moderndid.didcont.DoseResult.overall_att_se
moderndid.didcont.DoseResult.pte_params
Intertemporal DiD
moderndid.did_multiplegt
moderndid.didinter.variance.compute_clustered_variance
moderndid.didinter.variance.compute_joint_test
moderndid.didinter.container.DIDInterResult
moderndid.didinter.container.DIDInterResult.count
moderndid.didinter.container.DIDInterResult.index
moderndid.didinter.container.DIDInterResult.ate
moderndid.didinter.container.DIDInterResult.ci_level
moderndid.didinter.container.DIDInterResult.effects
moderndid.didinter.container.DIDInterResult.effects_equal_test
moderndid.didinter.container.DIDInterResult.estimation_params
moderndid.didinter.container.DIDInterResult.heterogeneity
moderndid.didinter.container.DIDInterResult.influence_effects
moderndid.didinter.container.DIDInterResult.influence_placebos
moderndid.didinter.container.DIDInterResult.n_never_switchers
moderndid.didinter.container.DIDInterResult.n_switchers
moderndid.didinter.container.DIDInterResult.n_units
moderndid.didinter.container.DIDInterResult.placebo_joint_test
moderndid.didinter.container.DIDInterResult.placebos
moderndid.didinter.container.DIDInterResult.vcov_warnings
moderndid.didinter.container.EffectsResult
moderndid.didinter.container.EffectsResult.count
moderndid.didinter.container.EffectsResult.index
moderndid.didinter.container.EffectsResult.ci_lower
moderndid.didinter.container.EffectsResult.ci_upper
moderndid.didinter.container.EffectsResult.estimates
moderndid.didinter.container.EffectsResult.horizons
moderndid.didinter.container.EffectsResult.n_observations
moderndid.didinter.container.EffectsResult.n_switchers
moderndid.didinter.container.EffectsResult.std_errors
moderndid.didinter.container.PlacebosResult
moderndid.didinter.container.PlacebosResult.count
moderndid.didinter.container.PlacebosResult.index
moderndid.didinter.container.PlacebosResult.ci_lower
moderndid.didinter.container.PlacebosResult.ci_upper
moderndid.didinter.container.PlacebosResult.estimates
moderndid.didinter.container.PlacebosResult.horizons
moderndid.didinter.container.PlacebosResult.n_observations
moderndid.didinter.container.PlacebosResult.n_switchers
moderndid.didinter.container.PlacebosResult.std_errors
moderndid.didinter.container.ATEResult
moderndid.didinter.container.ATEResult.count
moderndid.didinter.container.ATEResult.index
moderndid.didinter.container.ATEResult.ci_lower
moderndid.didinter.container.ATEResult.ci_upper
moderndid.didinter.container.ATEResult.estimate
moderndid.didinter.container.ATEResult.n_observations
moderndid.didinter.container.ATEResult.n_switchers
moderndid.didinter.container.ATEResult.std_error
moderndid.didinter.container.HeterogeneityResult
moderndid.didinter.container.HeterogeneityResult.count
moderndid.didinter.container.HeterogeneityResult.index
moderndid.didinter.container.HeterogeneityResult.ci_lower
moderndid.didinter.container.HeterogeneityResult.ci_upper
moderndid.didinter.container.HeterogeneityResult.covariates
moderndid.didinter.container.HeterogeneityResult.estimates
moderndid.didinter.container.HeterogeneityResult.f_pvalue
moderndid.didinter.container.HeterogeneityResult.horizon
moderndid.didinter.container.HeterogeneityResult.n_obs
moderndid.didinter.container.HeterogeneityResult.std_errors
moderndid.didinter.container.HeterogeneityResult.t_stats
Honest DiD
moderndid.honest_did
moderndid.construct_original_cs
moderndid.create_sensitivity_results_rm
moderndid.create_sensitivity_results_sm
moderndid.compute_arp_ci
moderndid.compute_arp_nuisance_ci
moderndid.compute_least_favorable_cv
moderndid.compute_vlo_vup_dual
moderndid.lp_conditional_test
moderndid.test_in_identified_set
moderndid.test_in_identified_set_flci_hybrid
moderndid.test_in_identified_set_lf_hybrid
moderndid.compute_flci
moderndid.folded_normal_quantile
moderndid.maximize_bias
moderndid.minimize_variance
moderndid.compute_conditional_cs_rm
moderndid.compute_identified_set_rm
moderndid.compute_conditional_cs_rmb
moderndid.compute_identified_set_rmb
moderndid.compute_conditional_cs_rmm
moderndid.compute_identified_set_rmm
moderndid.compute_conditional_cs_sd
moderndid.compute_identified_set_sd
moderndid.compute_conditional_cs_sdb
moderndid.compute_identified_set_sdb
moderndid.compute_conditional_cs_sdm
moderndid.compute_identified_set_sdm
moderndid.compute_conditional_cs_sdrm
moderndid.compute_identified_set_sdrm
moderndid.compute_conditional_cs_sdrmb
moderndid.compute_identified_set_sdrmb
moderndid.compute_conditional_cs_sdrmm
moderndid.compute_identified_set_sdrmm
moderndid.HonestDiDResult
moderndid.HonestDiDResult.count
moderndid.HonestDiDResult.index
moderndid.HonestDiDResult.original_ci
moderndid.HonestDiDResult.robust_ci
moderndid.HonestDiDResult.sensitivity_type
moderndid.OriginalCSResult
moderndid.OriginalCSResult.count
moderndid.OriginalCSResult.index
moderndid.OriginalCSResult.delta
moderndid.OriginalCSResult.lb
moderndid.OriginalCSResult.method
moderndid.OriginalCSResult.ub
moderndid.SensitivityResult
moderndid.SensitivityResult.count
moderndid.SensitivityResult.index
moderndid.SensitivityResult.delta
moderndid.SensitivityResult.lb
moderndid.SensitivityResult.m
moderndid.SensitivityResult.method
moderndid.SensitivityResult.ub
moderndid.FLCIResult
moderndid.FLCIResult.count
moderndid.FLCIResult.index
moderndid.FLCIResult.flci
moderndid.FLCIResult.optimal_half_length
moderndid.FLCIResult.optimal_pre_period_vec
moderndid.FLCIResult.optimal_vec
moderndid.FLCIResult.smoothness_bound
moderndid.FLCIResult.status
moderndid.APRCIResult
moderndid.APRCIResult.count
moderndid.APRCIResult.index
moderndid.APRCIResult.accept_grid
moderndid.APRCIResult.ci_length
moderndid.APRCIResult.ci_lower
moderndid.APRCIResult.ci_upper
moderndid.APRCIResult.status
moderndid.APRCIResult.theta_grid
moderndid.ARPNuisanceCIResult
moderndid.ARPNuisanceCIResult.count
moderndid.ARPNuisanceCIResult.index
moderndid.ARPNuisanceCIResult.accept_grid
moderndid.ARPNuisanceCIResult.ci_lb
moderndid.ARPNuisanceCIResult.ci_ub
moderndid.ARPNuisanceCIResult.length
Utilities
Panel Utilities
moderndid.core.panel.diagnose_panel
moderndid.core.panel.PanelDiagnostics
moderndid.core.panel.PanelDiagnostics.n_units
moderndid.core.panel.PanelDiagnostics.n_periods
moderndid.core.panel.PanelDiagnostics.n_observations
moderndid.core.panel.PanelDiagnostics.is_balanced
moderndid.core.panel.PanelDiagnostics.n_duplicate_unit_time
moderndid.core.panel.PanelDiagnostics.n_unbalanced_units
moderndid.core.panel.PanelDiagnostics.n_gaps
moderndid.core.panel.PanelDiagnostics.n_missing_rows
moderndid.core.panel.PanelDiagnostics.n_single_period_units
moderndid.core.panel.PanelDiagnostics.n_early_treated
moderndid.core.panel.PanelDiagnostics.treatment_time_varying
moderndid.core.panel.PanelDiagnostics.suggestions
moderndid.core.panel.is_balanced_panel
moderndid.core.panel.has_gaps
moderndid.core.panel.scan_gaps
moderndid.core.panel.are_varying
moderndid.core.panel.make_balanced_panel
moderndid.core.panel.fill_panel_gaps
moderndid.core.panel.complete_data
moderndid.core.panel.deduplicate_panel
moderndid.core.panel.get_first_difference
moderndid.core.panel.get_group
moderndid.core.panel.assign_rc_ids
moderndid.core.panel.panel_to_wide
moderndid.core.panel.wide_to_panel
Propensity Score Functions
moderndid.calculate_pscore_ipt
moderndid.aipw_did_panel
moderndid.aipw_did_rc_imp1
moderndid.aipw_did_rc_imp2
moderndid.ipw_rc
Bootstrap Functions
moderndid.mboot
moderndid.mboot_did
moderndid.mboot_twfep_did
moderndid.wboot_drdid_imp_panel
moderndid.wboot_dr_tr_panel
moderndid.wboot_ipw_panel
moderndid.wboot_std_ipw_panel
moderndid.wboot_reg_panel
moderndid.wboot_twfe_panel
moderndid.wboot_drdid_rc1
moderndid.wboot_drdid_rc2
moderndid.wboot_drdid_ipt_rc1
moderndid.wboot_drdid_ipt_rc2
moderndid.wboot_ipw_rc
moderndid.wboot_std_ipw_rc
moderndid.wboot_reg_rc
moderndid.wboot_twfe_rc
Plotting
moderndid.plots.plot_gt
moderndid.plots.plot_event_study
moderndid.plots.plot_agg
moderndid.plots.plot_dose_response
moderndid.plots.plot_multiplegt
moderndid.plots.plot_sensitivity
Result Extraction
moderndid.to_df
moderndid.core.converters.aggteresult_to_polars
moderndid.core.converters.mpresult_to_polars
moderndid.core.converters.dddaggresult_to_polars
moderndid.core.converters.dddmpresult_to_polars
moderndid.core.converters.doseresult_to_polars
moderndid.core.converters.pteresult_to_polars
moderndid.core.converters.honestdid_to_polars
moderndid.core.converters.didinterresult_to_polars
Datasets and Simulation
moderndid.load_mpdta
moderndid.load_nsw
moderndid.load_ehec
moderndid.load_engel
moderndid.load_favara_imbs
moderndid.load_cai2016
moderndid.gen_cont_did_data
moderndid.gen_did_scalable
moderndid.gen_ddd_2periods
moderndid.gen_ddd_mult_periods
moderndid.gen_ddd_scalable
moderndid.gen_simple_ddd_data
API Reference
Continuous Treatment DiD
moderndid.BSpline
moderndid.BSpline.x
moderndid.BSpline.x
#
property
BSpline.
x
#
X values property.
On this page
BSpline.x
