moderndid.didcont.PTEAggteResult#

class moderndid.didcont.PTEAggteResult(overall_att: float, overall_se: float, aggregation_type: Literal['overall', 'dynamic', 'group'], event_times: np.ndarray | None = None, att_by_event: np.ndarray | None = None, se_by_event: np.ndarray | None = None, critical_value: float | None = None, influence_func: dict | None = None, min_event_time: int | None = None, max_event_time: int | None = None, balance_event: int | None = None, att_gt_result: object | None = None)[source]#

Bases: NamedTuple

Container for aggregated panel treatment effect parameters.

This class implements the maketables plug-in interface for publication-quality tables. See Publication Tables with maketables.

Attributes:

overall_attfloat

The estimated overall average treatment effect on the treated.

overall_sefloat

Standard error for overall ATT.

aggregation_type{‘overall’, ‘dynamic’, ‘group’}

Type of aggregation performed.

event_timesnumpy.ndarray, optional

Event/group values depending on aggregation type:

For dynamic effects: length of exposure (event time)
For group effects: treatment group indicators

att_by_eventnumpy.ndarray, optional

ATT estimates specific to each event time value.

se_by_eventnumpy.ndarray, optional

Standard errors specific to each event time value.

critical_valuefloat, optional

Critical value for uniform confidence bands.

influence_funcdict, optional

Dictionary containing influence functions:

overall: Overall ATT influence function
by_event: Event-specific influence functions

min_event_timeint, optional

Minimum event time (for dynamic effects).

max_event_timeint, optional

Maximum event time (for dynamic effects).

balance_eventint, optional

Balanced event time threshold.

att_gt_resultobject

Original group-time ATT result object.

Methods

`count`(value, /)	Return number of occurrences of value.
`index`(value[, start, stop])	Return first index of value.

Attributes

`aggregation_type`	Type of aggregation performed.
`att_by_event`	ATT estimates specific to each event time value.
`att_gt_result`	Original group-time ATT result object.
`balance_event`	Balanced event time threshold.
`critical_value`	Critical value for uniform confidence bands.
`event_times`	Event/group values depending on aggregation type.
`influence_func`	Influence functions for overall and event-specific ATTs.
`max_event_time`	Maximum event time.
`min_event_time`	Minimum event time.
`overall_att`	Estimated overall average treatment effect on the treated.
`overall_se`	Standard error for overall ATT.
`se_by_event`	Standard errors specific to each event time value.