diff --git a/RELEASE_NOTES.md b/RELEASE_NOTES.md
index 5dd9c3b..25b19a4 100644
--- a/RELEASE_NOTES.md
+++ b/RELEASE_NOTES.md
@@ -1,6 +1,23 @@
 # Release Notes
 
 
+## Version 0.4.6:
+
+
+### Bug Fixes
+- should now work with the format of shap 0.45 that returns a three dimensional np.array instead of a list of 2-dimensional np.arrays for classifiers
+-
+
+### Improvements
+- Fixed several pandas warning about to be deprecated behaviours
+-
+
+### Other Changes
+-
+-
+
+
+
 ## Version 0.4.4:
 ### Breaking Changes
 - 
diff --git a/explainerdashboard/__init__.py b/explainerdashboard/__init__.py
index aa6e958..a51291d 100644
--- a/explainerdashboard/__init__.py
+++ b/explainerdashboard/__init__.py
@@ -1,4 +1,4 @@
-___version__ = "0.4.5"
+___version__ = "0.4.6"
 
-from .explainers import ClassifierExplainer, RegressionExplainer
-from .dashboards import ExplainerDashboard, ExplainerHub, InlineExplainer
+from .explainers import ClassifierExplainer, RegressionExplainer  # noqa
+from .dashboards import ExplainerDashboard, ExplainerHub, InlineExplainer  # noqa
diff --git a/setup.py b/setup.py
index c6e8d22..e11285c 100644
--- a/setup.py
+++ b/setup.py
@@ -5,7 +5,7 @@
 
 setup(
     name="explainerdashboard",
-    version="0.4.5",
+    version="0.4.6",
     description='Quickly build Explainable AI dashboards that show the inner workings of so-called "blackbox" machine learning models.',
     long_description="""