Dash

Databricks Notebook Rendering Issue: IPython.lib.display.IFram

Step 1

Set the Environment variables in Databricks cluster

For example :

DASH_REQUEST_PATHNAME_PREFIX=/driver-proxy/o/4080082044612008/1004-091920-cpkidhkx/8888

Workspace ID : 4080082044612008 Cluster ID : 1004-091920-cpkidhkx Port number : 8888

Step 2

Via Databricks notebook install the explainerdashboard

%pip install explainerdashboard

Step 3

Via databricks notebook run the below sample code

from sklearn.ensemble import RandomForestClassifier from explainerdashboard import ClassifierExplainer, ExplainerDashboard from explainerdashboard.datasets import titanic_survive, feature_descriptions

X_train, y_train, X_test, y_test = titanic_survive()

model = RandomForestClassifier(n_estimators=50, max_depth=10).fit(X_train, y_train)

explainer = ClassifierExplainer(model, X_test, y_test, cats=['Deck', 'Embarked'], descriptions=feature_descriptions, labels=['Not survived', 'Survived'])

ExplainerDashboard(explainer, mode = 'dash',

      importances=False,
      model_summary=False,
      contributions=True,
      whatif=False,
      shap_dependence=False,
      shap_interaction=False,
      decision_trees=False).run(8888)

Step 4

Access the dashboard via web url

For example : https://xxxxxx.azuredatabricks.net/driver-proxy/o/4080082044612008/1004-091920-cpkidhkx/8888

Workspace URL : https://xxxxxx.azuredatabricks.net/driver-proxy/o/workspaceID/clusterID/8888