Merge branch 'develop'

amaiya · May 17, 2022 · 436bc88 · 436bc88
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diff --git a/CHANGELOG.md b/CHANGELOG.md
@@ -6,7 +6,7 @@ Most recent releases are shown at the top. Each release shows:
 - **Changed**: Additional parameters, changes to inputs or outputs, etc
 - **Fixed**: Bug fixes that don't change documented behaviour
 
-## 0.31.1 (TBD)
+## 0.31.1 (2022-05-17)
 
 ### new:
 - N/A

diff --git a/README.md b/README.md
@@ -1,7 +1,5 @@
 ### [Overview](#overview) | [Tutorials](#tutorials) | [Examples](#examples) |  [Installation](#installation) | [FAQ](https://github.com/amaiya/ktrain/blob/master/FAQ.md) | [API Docs](https://amaiya.github.io/ktrain/index.html) |  [How to Cite](#how-to-cite)
-[![PyPI Status](https://badge.fury.io/py/ktrain.svg)](https://badge.fury.io/py/ktrain) [![ktrain python compatibility](https://img.shields.io/pypi/pyversions/ktrain.svg)](https://pypi.python.org/pypi/ktrain) [![license](https://img.shields.io/badge/License-Apache%202.0-blue.svg)](https://github.com/amaiya/ktrain/blob/master/LICENSE) [![Downloads](https://pepy.tech/badge/ktrain)](https://pepy.tech/project/ktrain)
-
-<!--[![Twitter URL](https://img.shields.io/twitter/url/https/twitter.com/ktrain_ai.svg?style=social&label=Follow%20%40ktrain_ai)](https://twitter.com/ktrain_ai)-->
+[![PyPI Status](https://badge.fury.io/py/ktrain.svg)](https://badge.fury.io/py/ktrain) [![ktrain python compatibility](https://img.shields.io/pypi/pyversions/ktrain.svg)](https://pypi.python.org/pypi/ktrain) [![license](https://img.shields.io/badge/License-Apache%202.0-blue.svg)](https://github.com/amaiya/ktrain/blob/master/LICENSE) [![Downloads](https://pepy.tech/badge/ktrain)](https://pepy.tech/project/ktrain)[![Twitter URL](https://img.shields.io/twitter/url/https/twitter.com/ktrain_ai.svg?style=social&label=Follow%20%40ktrain_ai)](https://twitter.com/ktrain_ai)
 
 <p align="center">
 <img src="https://github.com/amaiya/ktrain/raw/master/ktrain_logo_200x100.png" width="200"/>

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