autoprognosis.plugins.explainers package

class ExplainerPlugin(feature_names: list = [])

Bases: object

abstract explain(X: DataFrame) → DataFrame

abstract static name() → str

plot(importances: DataFrame, feature_names: list | None = None) → None

abstract static pretty_name() → str

static type() → str

class Explainers

Bases: PluginLoader

add(name: str, cls: Type) → PluginLoader

get(name: str, *args: Any, **kwargs: Any) → Any

get_type(name: str) → Type

list() → List[str]

list_available() → List[str]

reload() → PluginLoader

types() → List[Type]

Submodules

• autoprognosis.plugins.explainers.base module
  • ExplainerPlugin
    • ExplainerPlugin.explain()
    • ExplainerPlugin.name()
    • ExplainerPlugin.plot()
    • ExplainerPlugin.pretty_name()
    • ExplainerPlugin.type()
• autoprognosis.plugins.explainers.plugin_invase module
  • INVASEPlugin
    • INVASEPlugin.explain()
    • INVASEPlugin.name()
    • INVASEPlugin.plot()
    • INVASEPlugin.pretty_name()
    • INVASEPlugin.type()
  • Masking
    • Masking.forward()
  • bitmask_intervals()
  • bitmasks()
  • invaseBase
    • invaseBase.explain()
  • invaseCV
    • invaseCV.explain()
  • invaseClassifier
    • invaseClassifier.explain()
  • invaseRiskEstimation
    • invaseRiskEstimation.explain()
  • plugin
  • sample()
• autoprognosis.plugins.explainers.plugin_kernel_shap module
  • KernelSHAPPlugin
    • KernelSHAPPlugin.explain()
    • KernelSHAPPlugin.name()
    • KernelSHAPPlugin.plot()
    • KernelSHAPPlugin.pretty_name()
    • KernelSHAPPlugin.type()
  • plugin
• autoprognosis.plugins.explainers.plugin_lime module
• autoprognosis.plugins.explainers.plugin_risk_effect_size module
  • RiskEffectSizePlugin
    • RiskEffectSizePlugin.explain()
    • RiskEffectSizePlugin.name()
    • RiskEffectSizePlugin.plot()
    • RiskEffectSizePlugin.pretty_name()
    • RiskEffectSizePlugin.type()
  • plugin
• autoprognosis.plugins.explainers.plugin_shap_permutation_sampler module
  • ShapPermutationSamplerPlugin
    • ShapPermutationSamplerPlugin.explain()
    • ShapPermutationSamplerPlugin.name()
    • ShapPermutationSamplerPlugin.plot()
    • ShapPermutationSamplerPlugin.pretty_name()
    • ShapPermutationSamplerPlugin.type()
  • plugin
• autoprognosis.plugins.explainers.plugin_symbolic_pursuit module