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Create estimation validation loop #136

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merged 20 commits into from
May 6, 2020
Merged

Create estimation validation loop #136

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d8f9b35
WIP: Create cross validation study
Tanmay-Kulkarni101 Apr 30, 2020
b4fd146
edit inputs for estimators
Tanmay-Kulkarni101 Apr 30, 2020
e0a801a
add preamble comment
Tanmay-Kulkarni101 Apr 30, 2020
ea9de4d
remove redundant variables
Tanmay-Kulkarni101 Apr 30, 2020
2b6d68d
rename the preprocess_data to preprocess_data_by_treatment
Tanmay-Kulkarni101 May 1, 2020
3829f80
process test and validation with parallel operations
Tanmay-Kulkarni101 May 4, 2020
d145be1
scalable bucket size
Tanmay-Kulkarni101 May 5, 2020
ea05b2e
handle buckets with few data points
Tanmay-Kulkarni101 May 5, 2020
c2c1f2a
replace new_outcome with outcome
Tanmay-Kulkarni101 May 5, 2020
a29de33
standardize the behavior of estimate_dummy_outcome
Tanmay-Kulkarni101 May 5, 2020
02e93c1
standardize function calls
Tanmay-Kulkarni101 May 5, 2020
6c9b45b
remove redundant code
Tanmay-Kulkarni101 May 5, 2020
b782878
add optimization for no estimator pipelines
Tanmay-Kulkarni101 May 5, 2020
9a97936
add simulation loop
Tanmay-Kulkarni101 May 5, 2020
032e9bf
reformat base code to reduce computations
Tanmay-Kulkarni101 May 6, 2020
fefd40a
replace transformations with transformation_list
Tanmay-Kulkarni101 May 6, 2020
9e58815
add docstring to functions
Tanmay-Kulkarni101 May 6, 2020
788b4ab
remove WIP header
Tanmay-Kulkarni101 May 6, 2020
cf2d6b4
adjust tests for new input format
Tanmay-Kulkarni101 May 6, 2020
5ebe530
add tests for binary treatments
Tanmay-Kulkarni101 May 6, 2020
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rename the preprocess_data to preprocess_data_by_treatment
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@Tanmay-Kulkarni101
Tanmay-Kulkarni101 committed May 1, 2020
commit 2b6d68dc4eda6e152280339062ce3cc82e4bf148
4 changes: 2 additions & 2 deletions dowhy/causal_refuters/dummy_outcome_refuter.py
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Expand Up @@ -105,7 +105,7 @@ def refute_estimate(self):
self.logger.info("Refutation over {} simulated datasets".format(self._num_simulations) )
self.logger.info("The transformation passed: {}".format(self._transformations) )

data_chunks = self.data_preprocess()
data_chunks = self.preprocess_data_by_treatment()
estimates = []
for chunk in data_chunks:

Expand Down Expand Up @@ -202,7 +202,7 @@ def refute_estimate(self):

return refute

def data_preprocess(self):
def preprocess_data_by_treatment(self):
data_chunks = []
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assert len(self._treatment_name) == 1, "At present, DoWhy supports a simgle treatment variable"
Expand Down