'How Do I Uploading Data Externally in Explainerdashboard
I am trying to upload external data into the dashboard using explainer.set_x_row_func()
and explainer.set_y_func()
. Does anyone know how to do this? Below is how to get around it, I tried it out with the following code.
def: This algorithm runs some basic models and lets the user select the X and y variables.
class ExternalSourceClassifierTests(unittest.TestCase):
model = RandomForestRegressor()
model.fit(X_train, y_train)
X_test.reset_index(drop=False, inplace=True)
X_test.index = X_test.index.astype(str)
X_test1, y_test1 = X_test.iloc[:100], y_test.iloc[:100]
X_test2, y_test2 = X_test.iloc[100:], y_test.iloc[100:]
explainer = RegressionExplainer(model, X_test, y_test)
def index_exists_func(index):
return index in X_test2.index
def index_list_func():
# only returns first 50 indexes
return list(X_test2.index[:50])
def y_func(index):
idx = X_test2.index.get_loc(index)
return y_test2.iloc[[idx]]
def X_func(index):
idx = X_test2.index.get_loc(index)
return X_test2.iloc[[idx]]
print (explainer.set_index_exists_func(index_exists_func))
print(explainer.set_index_list_func(index_list_func))
print(explainer.set_X_row_func(X_func))
print(explainer.set_y_func(y_func))
print(explainer.plot_importances())
and I got the following output:
More info here
I intend to create an upload tab and then upload external data forthwith but I don't know how.
Sources
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Source: Stack Overflow
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