Issue #44 tidied readme

CONTRIBUTING.rst

@@ -10,7 +10,7 @@ We welcome contributions to scikit-surgerytf.
 Reporting bugs and feature requests
 -----------------------------------
 
-Please create a new issue on https://github.com/UCL/scikit-surgerytf/issues/new
+Please create a new issue on https://github.com/SciKit-Surgery/scikit-surgerytf/issues/new
 
 When reporting a bug, please include:
 * The version of scikit-surgerytf you are using
@@ -23,13 +23,13 @@ Fixing bugs or implement features
 
 The easiest way to contribute is to follow these guidelines:
 
-1. Look through the issues on https://github.com/UCL/scikit-surgerytf/issues and assign the relevant issue to yourself. If there is not an existing issue that covers your work, please create one: https://github.com/UCL/scikit-surgerytf/issues/new
+1. Look through the issues on https://github.com/SciKit-Surgery/scikit-surgerytf/issues and assign the relevant issue to yourself. If there is not an existing issue that covers your work, please create one: https://github.com/SciKit-Surgery/scikit-surgerytf/issues/new
 2. Read the design considerations below.
-3. Fork the repository: https://github.com/UCL/scikit-surgerytf/forks/new
+3. Fork the repository: https://github.com/SciKit-Surgery/scikit-surgerytf/forks/new
 4. Create a branch for your changes. The branch name should start with the issue number, followed by hyphen separated words describing the issue. For example: 1-update-contribution-guidelines
 5. Make your changes following the coding guidelines below.
 6. Commit and push your changes to your fork. The commit message should start with `Issue #<issue number>`, for example: "Issue #1: Fixed typo". Commit in small, related chunks. Review each commit and explain its purpose in the commit message.
-7. Submit a merge request: https://github.com/UCL/scikit-surgerytf/merge_requests/new
+7. Submit a merge request: https://github.com/SciKit-Surgery/scikit-surgerytf/merge_requests/new
 
 Design Considerations
 ---------------------

README.rst

@@ -7,6 +7,8 @@ scikit-surgerytf
    :target: https://github.com/UCL/scikit-surgerytf
    :alt: Logo
 
+|
+
 .. image:: https://github.com/UCL/scikit-surgerytf/workflows/.github/workflows/ci.yml/badge.svg
    :target: https://github.com/UCL/scikit-surgerytf/actions
    :alt: GitHub Actions CI status
@@ -19,10 +21,17 @@ scikit-surgerytf
     :target: http://scikit-surgerytf.readthedocs.io/en/latest/?badge=latest
     :alt: Documentation Status
 
+ .. image:: https://img.shields.io/badge/Contributor%20Covenant-2.1-4baaaa.svg
+   :target: CODE_OF_CONDUCT.md
+
+.. image:: https://img.shields.io/twitter/follow/scikit_surgery?style=social
+   :target: https://twitter.com/scikit_surgery?ref_src=twsrc%5Etfw
+   :alt: Follow scikit_surgery on twitter
+
 
 Author: Matt Clarkson
 
-scikit-surgerytf is part of the `SNAPPY`_ software project, developed at the `Wellcome EPSRC Centre for Interventional and Surgical Sciences`_, part of `University College London (UCL)`_.
+scikit-surgerytf is part of the `SciKit-Surgery`_ software project, developed at the `Wellcome EPSRC Centre for Interventional and Surgical Sciences`_, part of `University College London (UCL)`_.
 
 scikit-surgerytf supports Python 3.6+, and tensorflow >= 2.0.0.
 
@@ -130,7 +139,7 @@ You can clone the repository using the following command:
 
 ::
 
-    git clone https://github.com/UCL/scikit-surgerytf
+    git clone https://github.com/SciKit-Surgery/scikit-surgerytf
 
 
 Running tests
@@ -153,7 +162,7 @@ You can pip install directly from the repository as follows:
 
 ::
 
-    pip install git+https://github.com/UCL/scikit-surgerytf
+    pip install git+https://github.com/SciKit-Surgery/scikit-surgerytf
 
 
 
@@ -184,12 +193,12 @@ Supported by `Wellcome`_ and `EPSRC`_.
 
 
 .. _`Wellcome EPSRC Centre for Interventional and Surgical Sciences`: http://www.ucl.ac.uk/weiss
-.. _`source code repository`: https://github.com/UCL/scikit-surgerytf
+.. _`source code repository`: https://github.com/Scikit-Surgery/scikit-surgerytf
 .. _`Documentation`: https://scikit-surgerytf.readthedocs.io
-.. _`SNAPPY`: https://weisslab.cs.ucl.ac.uk/WEISS/PlatformManagement/SNAPPY/wikis/home
+.. _`SciKit-Surgery`: https://github.com/SciKit-Surgery 
 .. _`University College London (UCL)`: http://www.ucl.ac.uk/
 .. _`Wellcome`: https://wellcome.ac.uk/
 .. _`EPSRC`: https://www.epsrc.ac.uk/
-.. _`contributing guidelines`: https://github.com/UCL/scikit-surgerytf/blob/master/CONTRIBUTING.rst
+.. _`contributing guidelines`: https://github.com/SciKit-Surgery/scikit-surgerytf/blob/master/CONTRIBUTING.rst
 .. _`license file`: https://github.com/UCL/scikit-surgerytf/blob/master/LICENSE
-.. _`PythonTemplate`: https://weisslab.cs.ucl.ac.uk/WEISS/SoftwareRepositories/PythonTemplate
+.. _`PythonTemplate`: https://github.com/SciKit-Surgery/PythonTemplate