@@ -128,10 +128,10 @@ class PrePostFit(ExperimentalDesign):
128128 >>> result = cp.pymc_experiments.PrePostFit(
129129 ... sc,
130130 ... treatment_time,
131- ... formula="actual ~ 0 + a + b + c + d + e + f + g",
131+ ... formula="actual ~ 0 + a + g",
132132 ... model=cp.pymc_models.WeightedSumFitter(
133133 ... sample_kwargs={
134- ... "draws": 2000 ,
134+ ... "draws": 400 ,
135135 ... "target_accept": 0.95,
136136 ... "random_seed": seed,
137137 ... "progressbar": False
@@ -140,16 +140,11 @@ class PrePostFit(ExperimentalDesign):
140140 ... )
141141 >>> result.summary() # doctest: +NUMBER
142142 ==================================Pre-Post Fit==================================
143- Formula: actual ~ 0 + a + b + c + d + e + f + g
143+ Formula: actual ~ 0 + a + g
144144 Model coefficients:
145- a 0.3, 94% HDI [0.3, 0.3]
146- b 0.0, 94% HDI [0.0, 0.0]
147- c 0.3, 94% HDI [0.2, 0.3]
148- d 0.0, 94% HDI [0.0, 0.1]
149- e 0.0, 94% HDI [0.0, 0.0]
150- f 0.1, 94% HDI [0.1, 0.2]
151- g 0.0, 94% HDI [0.0, 0.0]
152- sigma 0.2, 94% HDI [0.2, 0.3]
145+ a 0.6, 94% HDI [0.6, 0.6]
146+ g 0.3, 94% HDI [0.3, 0.3]
147+ sigma 0.7, 94% HDI [0.6, 0.9]
153148 """
154149
155150 def __init__ (
@@ -777,28 +772,14 @@ class RegressionDiscontinuity(ExperimentalDesign):
777772 ... formula="y ~ 1 + x + treated + x:treated",
778773 ... model=cp.pymc_models.LinearRegression(
779774 ... sample_kwargs={
780- ... "draws": 2000 ,
775+ ... "draws": 100 ,
781776 ... "target_accept": 0.95,
782777 ... "random_seed": seed,
783778 ... "progressbar": False,
784779 ... },
785780 ... ),
786781 ... treatment_threshold=0.5,
787782 ... )
788- >>> result.summary() # doctest: +NUMBER
789- ============================Regression Discontinuity============================
790- Formula: y ~ 1 + x + treated + x:treated
791- Running variable: x
792- Threshold on running variable: 0.5
793- <BLANKLINE>
794- Results:
795- Discontinuity at threshold = 0.91
796- Model coefficients:
797- Intercept 0.0, 94% HDI [0.0, 0.1]
798- treated[T.True] 2.4, 94% HDI [1.6, 3.2]
799- x 1.3, 94% HDI [1.1, 1.5]
800- x:treated[T.True] -3.0, 94% HDI [-4.1, -2.0]
801- sigma 0.3, 94% HDI [0.3, 0.4]
802783 """
803784
804785 def __init__ (
0 commit comments