release raiwidgets 0.9.0

v0.9.0

• educational materials
  • add Model Analysis notebook for regression
• new features
  • local importance chart for counterfactual dashboard
  • add multi causal policy support
  • add delete tab dialog and remove inline widget for model assessment dashboard
  • add treatment policy and table to causal analysis dashboard
  • create new custom individual feature importance component
• breaking changes
• bug fixes
  • explicitly pass model task to MimicExplainer in model analyzer
  • validate treatment features in causal manager
  • Model Analysis:
    • sticky layer for cohort and dashboard settings
    • restrict EA tree to 80% width
    • restrict ipykernel<0.6
    • fix flyout title and description
    • fix add button behavior by adding components in the appropriate spot
    • show add button only for components that can render
  • Error Analysis:
    • remove 100k row limit
    • fix zero nodes in tree view
    • fix search functionality in features list
    • fix displayed filter order in tree view to start from root node
    • raise warning for older version of pandas when feature names contain '-'
    • expand number of decimals shown in filter tooltips when values below 0.1
    • fix regression case for 1d heatmap matrix metrics being calculated incorrectly
  • set original data from dropdown for counterfactuals
  • use test data instead of train data for error analysis manager in model analyzer
  • causal analysis to keep all levels in dataframe outputs
  • pin networkx pip package to prevent installation of matplotlib
  • add target_column causal policy gain to UI control
• other
  • unit tests for multiclass classification for causal analysis
  • add validations for input parameters for Model Analysis class
  • add model analysis notebooks to notebook gate
  • add test for causal manager for None categoricals
  • fix example code for model assessment