Bump version and changelog v0.23.1

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diff --git a/CHANGES.rst b/CHANGES.rst

index 4be6604ddd..f1529e79bd 100644
--- a/CHANGES.rst
+++ b/CHANGES.rst
@@ -1,3 +1,11 @@
+Changes in synapse v0.23.1 (2017-10-02)
+=======================================
+
+Changes:
+
+* Make 'affinity' package optional, as it is not supported on some platforms
+
+
 Changes in synapse v0.23.0 (2017-10-02)
 =======================================