diff --git a/DESCRIPTION b/DESCRIPTION
index b6dfa9d..e9c4a4f 100644
--- a/DESCRIPTION
+++ b/DESCRIPTION
@@ -1,7 +1,7 @@
 Package: treeshap
 Title: Compute SHAP Values for Your Tree-Based Models Using the 'TreeSHAP'
     Algorithm
-Version: 0.3.0.9000
+Version: 0.3.1
 Authors@R: c(
     person("Konrad", "Komisarczyk", email = "komisarczykkonrad@gmail.com", role = "aut"),
     person("Pawel", "Kozminski", email = "pkozminski99@gmail.com", role = "aut"),
diff --git a/NEWS.md b/NEWS.md
index 4580567..bf84012 100644
--- a/NEWS.md
+++ b/NEWS.md
@@ -1,7 +1,5 @@
-# treeshap (development version)
-
 # treeshap 0.3.1 
-* Fixed examples in `lightgbm.unify`.
+* Fixed code examples in `lightgbm.unify`.
 
 # treeshap 0.3.0
 * Fixed `ranger_surv.unify` operation for predictions in form of survival and cumulative hazard functions.