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Add causal analysis notebook #466

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May 17, 2021
Merged

Add causal analysis notebook #466

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07f2164
add causal analysis notebook
heimengqi May 12, 2021
da1c5bb
Update notebooks/Solutions/Causal Interpretation for Employee Attriti…
heimengqi May 14, 2021
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2 changes: 1 addition & 1 deletion econml/solutions/causal_analysis/_causal_analysis.py
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Expand Up @@ -125,7 +125,7 @@ def _first_stage_reg(X, y, *, automl=True):

def _first_stage_clf(X, y, *, make_regressor=False, automl=True):
if automl:
model = GridSearchCVList([make_pipeline(StandardScaler(), LogisticRegression()),
model = GridSearchCVList([make_pipeline(StandardScaler(), LogisticRegression(max_iter=1000)),
RandomForestClassifier(
n_estimators=100, random_state=123),
GradientBoostingClassifier(random_state=123)],
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2 changes: 1 addition & 1 deletion econml/tests/test_notebooks.py
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Expand Up @@ -9,7 +9,7 @@
import traitlets

_nbdir = os.path.join(os.path.dirname(__file__), '..', '..', 'notebooks')
_nbsubdirs = ['.', 'CustomerScenarios'] # TODO: add AutoML notebooks
_nbsubdirs = ['.', 'CustomerScenarios', 'Solutions'] # TODO: add AutoML notebooks
_notebooks = [
os.path.join(subdir, path) for subdir
in _nbsubdirs for path in os.listdir(os.path.join(_nbdir, subdir)) if
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