Explanation Type#
Explanation Type#
|
A type wrapper for outputs from explanation algorithms. |
Get the explanation wrapped by this type. |
|
Get the explanation wrapped by this type |
|
Return the values associated with the explanation |
|
|
Sets this object's explanation to the new value. |
Apply feature descriptions to explanation and values |
|
|
Updates this objects values, and validates |
Validate that self.explanation is a valid object of type Explanation. |
|
Validate that self.values are valid values for this Explanation. |
DataFrame Explanation Type#
|
A type wrapper for feature-based DataFrame type outputs from explanation algorithms. |
Feature Importance Explanation Type#
A type wrapper for global feature importance FeatureBased type outputs from explanation algorithms. |
Additive Feature Importance Explanation Type#
A type wrapper for additive global feature importance DataFrame type outputs from explanation algorithms. |
Feature Contribution Explanation Type#
A type wrapper for local feature contribution DataFrame type outputs from explanation algorithms. |
Additive Feature Contribution Explanation Type#
A type wrapper for local feature contribution DataFrame type outputs from explanation algorithms. |
Feature Value Based Explanation Type#
A type wrapper for feature value-based DataFrame type outputs from explanation algorithms. |
Partial Dependence Explanation Type#
Decision Tree Explanation Type#
|
A type wrapper for decision-tree based type outputs from explanation algorithms. |
Example Based Explanation Type#
|
A type wrapper for example-based type outputs from explanation algorithms. |
Similar Examples Explanation Type#
A type wrapper for explanations that include most similar rows from the training set. |