diff --git a/.idea/copyright/MiraGeoscience.xml b/.idea/copyright/MiraGeoscience.xml
index 6c1fafb5..4ecba321 100644
--- a/.idea/copyright/MiraGeoscience.xml
+++ b/.idea/copyright/MiraGeoscience.xml
@@ -1,6 +1,8 @@
 <component name="CopyrightManager">
   <copyright>
-    <option name="notice" value="Copyright (c) &amp;#36;originalComment.match(&quot;Copyright \(c\) (\d+)&quot;, 1, &quot;-&quot;, &quot;&amp;#36;today.year&quot;)&amp;#36;today.year Mira Geoscience Ltd.&#10;All rights reserved.&#10;&#10;This file is part of simpeg-drivers.&#10;&#10;The software and information contained herein are proprietary to, and&#10;comprise valuable trade secrets of, Mira Geoscience, which&#10;intend to preserve as trade secrets such software and information.&#10;This software is furnished pursuant to a written license agreement and&#10;may be used, copied, transmitted, and stored only in accordance with&#10;the terms of such license and with the inclusion of the above copyright&#10;notice.  This software and information or any other copies thereof may&#10;not be provided or otherwise made available to any other person.&#10;" />
+    <option name="allowReplaceRegexp" value="Copyright .*Mira Geoscience" />
+    <option name="keyword" value="Copyright .*" />
+    <option name="notice" value="Copyright (c) &amp;#36;originalComment.match(&quot;Copyright \(c\) (\d+)&quot;, 1, &quot;-&quot;, &quot;&amp;#36;today.year&quot;)&amp;#36;today.year Mira Geoscience Ltd.&#10;&#10;This file is part of simpeg-drivers package.&#10;&#10;simpeg-drivers is distributed under the terms and conditions of the MIT License&#10;(see LICENSE file at the root of this source code package).&#10;" />
     <option name="myName" value="MiraGeoscience" />
   </copyright>
-</component>
+</component>
\ No newline at end of file
diff --git a/.idea/copyright/profiles_settings.xml b/.idea/copyright/profiles_settings.xml
index 7c8bef69..e88ed244 100644
--- a/.idea/copyright/profiles_settings.xml
+++ b/.idea/copyright/profiles_settings.xml
@@ -8,12 +8,18 @@
       <option name="block" value="false" />
       <option name="separateBefore" value="true" />
       <option name="separateAfter" value="true" />
+      <option name="lenBefore" value="85" />
+      <option name="lenAfter" value="85" />
+      <option name="box" value="true" />
       <option name="filler" value="'" />
     </LanguageOptions>
     <LanguageOptions name="__TEMPLATE__">
       <option name="separateBefore" value="true" />
       <option name="separateAfter" value="true" />
+      <option name="lenBefore" value="85" />
+      <option name="lenAfter" value="85" />
+      <option name="box" value="true" />
       <option name="filler" value="'" />
     </LanguageOptions>
   </settings>
-</component>
+</component>
\ No newline at end of file
diff --git a/.idea/scopes/sources.xml b/.idea/scopes/sources.xml
index f8b70747..3d5e04c2 100644
--- a/.idea/scopes/sources.xml
+++ b/.idea/scopes/sources.xml
@@ -1,3 +1,3 @@
 <component name="DependencyValidationManager">
-  <scope name="sources" pattern="file:my_app/*||file:tests/*" />
-</component>
+  <scope name="sources" pattern="(file:simpeg_drivers//*||file:devtools//*||file:examples//*||file:tests//*||file:simpeg_drivers-assets/__init__.py||file:meta.yaml||file:package.rst||file:pyproject.toml||file:README*.rst||file:devtools//*)&amp;&amp;!file:*.png&amp;&amp;!file:*.svg&amp;&amp;!file:*.jpg&amp;&amp;!file:*//htmlcov//*&amp;&amp;!file:*//.*" />
+</component>
\ No newline at end of file
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 4b7068d0..019e63c8 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -12,12 +12,12 @@ ci:
 
 repos:
 -   repo: https://github.com/hadialqattan/pycln
-    rev: v2.4.0
+    rev: v2.5.0
     hooks:
     -   id: pycln
         args: [--config=pyproject.toml]
 -   repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.7.0
+    rev: v0.9.1
     hooks:
     -   id: ruff
         args:
@@ -37,16 +37,19 @@ repos:
 #        ]
 #        exclude: ^(docs|simpeg_drivers-assets)/
 -   repo: https://github.com/codingjoe/relint
-    rev: 3.3.0
+    rev: 3.3.1
     hooks:
     -   id: relint
         args: [-W]  # to fail on warnings
 -   repo: https://github.com/MiraGeoscience/pre-commit-hooks
-    rev: v1.0.1
+    rev: v1.1.0
     hooks:
     -   id: check-copyright
-        files: (^LICENSE|^README(|-dev).rst|\.py|\.pyi)$
-        exclude: (^\.|^docs/)
+        files: (^package\.rst|LICENSE|^README(|-dev).rst|^docs/intro\.md|\.py|\.pyi)$
+        exclude: (^\.|^docs/(?!intro\.md))
+        args:
+        -   --full-scan-files
+        -   intro.md
     -   id: prepare-commit-msg
     -   id: check-commit-msg
 -   repo: local
diff --git a/LICENSE b/LICENSE
index 81481380..63c947ce 100644
--- a/LICENSE
+++ b/LICENSE
@@ -1,6 +1,6 @@
 MIT License
 
-Copyright (c) 2024 Mira Geoscience
+Copyright (c) 2023-2025 Mira Geoscience Ltd.
 
 Permission is hereby granted, free of charge, to any person obtaining a copy
 of this software and associated documentation files (the "Software"), to deal
diff --git a/README-dev.rst b/README-dev.rst
index 9a90fd67..33ca8a68 100644
--- a/README-dev.rst
+++ b/README-dev.rst
@@ -1,4 +1,3 @@
-
 Setup for development
 =====================
 
@@ -335,4 +334,4 @@ Here is a suggestion for some plugins you can install in PyCharm.
 
 Copyright
 ^^^^^^^^^
-Copyright (c) 2024 Mira Geoscience Ltd.
+Copyright (c) 2023-2025 Mira Geoscience Ltd.
diff --git a/README.rst b/README.rst
index c0e2bf03..3e6ddad2 100644
--- a/README.rst
+++ b/README.rst
@@ -168,4 +168,4 @@ Third Party Software notices and/or additional terms and conditions are located
 
 Copyright
 ^^^^^^^^^
-Copyright (c) 2024 Mira Geoscience Ltd.
+Copyright (c) 2023-2025 Mira Geoscience Ltd.
diff --git a/devtools/sync_files.py b/devtools/sync_files.py
index abb07502..83e05fe9 100644
--- a/devtools/sync_files.py
+++ b/devtools/sync_files.py
@@ -1,4 +1,12 @@
-#  Copyright (c) 2024 Mira Geoscience Ltd.
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2024-2025 Mira Geoscience Ltd.                                     '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 #
 #  This file is part of python-training.
 
diff --git a/docs/intro.md b/docs/intro.md
index 60477fb6..e6f98703 100644
--- a/docs/intro.md
+++ b/docs/intro.md
@@ -17,4 +17,4 @@ This document contains training material for geophysical inversions using [SimPE
 ```{bibliography}
 ```
 
- Copyright (c) 2024 Mira Geoscience Ltd.
+ Copyright (c) 2024-2025 Mira Geoscience Ltd.
diff --git a/package.rst b/package.rst
index 8bf70ccc..d3d2d1d3 100644
--- a/package.rst
+++ b/package.rst
@@ -80,4 +80,4 @@ SOFTWARE.
 
 Copyright
 ^^^^^^^^^
-Copyright (c) 2024 Mira Geoscience Ltd.
+Copyright (c) 2024-2025 Mira Geoscience Ltd.
diff --git a/simpeg_drivers-assets/__init__.py b/simpeg_drivers-assets/__init__.py
index 47bdcd36..6c0fe179 100644
--- a/simpeg_drivers-assets/__init__.py
+++ b/simpeg_drivers-assets/__init__.py
@@ -1,17 +1,16 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+
 #
 #  This file is part of simpeg-drivers.
 #
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
 #
 # ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 #
diff --git a/simpeg_drivers/__init__.py b/simpeg_drivers/__init__.py
index 3d6939c1..8f352473 100644
--- a/simpeg_drivers/__init__.py
+++ b/simpeg_drivers/__init__.py
@@ -1,19 +1,13 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+
 
 from __future__ import annotations
 
diff --git a/simpeg_drivers/components/__init__.py b/simpeg_drivers/components/__init__.py
index 0e01f0b5..df1f713f 100644
--- a/simpeg_drivers/components/__init__.py
+++ b/simpeg_drivers/components/__init__.py
@@ -1,19 +1,13 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+
 
 # pylint: disable=unused-import
 # flake8: noqa
diff --git a/simpeg_drivers/components/data.py b/simpeg_drivers/components/data.py
index a83d00fa..704f3490 100644
--- a/simpeg_drivers/components/data.py
+++ b/simpeg_drivers/components/data.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
diff --git a/simpeg_drivers/components/factories/__init__.py b/simpeg_drivers/components/factories/__init__.py
index 2ba1a95e..e51531de 100644
--- a/simpeg_drivers/components/factories/__init__.py
+++ b/simpeg_drivers/components/factories/__init__.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
diff --git a/simpeg_drivers/components/factories/abstract_factory.py b/simpeg_drivers/components/factories/abstract_factory.py
index 55fba887..404b3c65 100644
--- a/simpeg_drivers/components/factories/abstract_factory.py
+++ b/simpeg_drivers/components/factories/abstract_factory.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
diff --git a/simpeg_drivers/components/factories/directives_factory.py b/simpeg_drivers/components/factories/directives_factory.py
index 610f4ca7..11a98d08 100644
--- a/simpeg_drivers/components/factories/directives_factory.py
+++ b/simpeg_drivers/components/factories/directives_factory.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 # pylint: disable=W0613
diff --git a/simpeg_drivers/components/factories/entity_factory.py b/simpeg_drivers/components/factories/entity_factory.py
index f87abd39..65271679 100644
--- a/simpeg_drivers/components/factories/entity_factory.py
+++ b/simpeg_drivers/components/factories/entity_factory.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 # pylint: disable=W0221
diff --git a/simpeg_drivers/components/factories/misfit_factory.py b/simpeg_drivers/components/factories/misfit_factory.py
index d9d9f619..b4c89c92 100644
--- a/simpeg_drivers/components/factories/misfit_factory.py
+++ b/simpeg_drivers/components/factories/misfit_factory.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
diff --git a/simpeg_drivers/components/factories/receiver_factory.py b/simpeg_drivers/components/factories/receiver_factory.py
index 086e0fc7..0aa570ec 100644
--- a/simpeg_drivers/components/factories/receiver_factory.py
+++ b/simpeg_drivers/components/factories/receiver_factory.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 # pylint: disable=W0613
diff --git a/simpeg_drivers/components/factories/simpeg_factory.py b/simpeg_drivers/components/factories/simpeg_factory.py
index a175f222..18cb0cdd 100644
--- a/simpeg_drivers/components/factories/simpeg_factory.py
+++ b/simpeg_drivers/components/factories/simpeg_factory.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
diff --git a/simpeg_drivers/components/factories/simulation_factory.py b/simpeg_drivers/components/factories/simulation_factory.py
index a68a0506..f4624aca 100644
--- a/simpeg_drivers/components/factories/simulation_factory.py
+++ b/simpeg_drivers/components/factories/simulation_factory.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 # pylint: disable=W0613
diff --git a/simpeg_drivers/components/factories/source_factory.py b/simpeg_drivers/components/factories/source_factory.py
index f10781d6..7853f16d 100644
--- a/simpeg_drivers/components/factories/source_factory.py
+++ b/simpeg_drivers/components/factories/source_factory.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
diff --git a/simpeg_drivers/components/factories/survey_factory.py b/simpeg_drivers/components/factories/survey_factory.py
index 1169633e..bb48abf2 100644
--- a/simpeg_drivers/components/factories/survey_factory.py
+++ b/simpeg_drivers/components/factories/survey_factory.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 # pylint: disable=W0613
diff --git a/simpeg_drivers/components/locations.py b/simpeg_drivers/components/locations.py
index 5fa4f617..02603967 100644
--- a/simpeg_drivers/components/locations.py
+++ b/simpeg_drivers/components/locations.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
diff --git a/simpeg_drivers/components/meshes.py b/simpeg_drivers/components/meshes.py
index 0c4c8d80..aa1eeacc 100644
--- a/simpeg_drivers/components/meshes.py
+++ b/simpeg_drivers/components/meshes.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
diff --git a/simpeg_drivers/components/models.py b/simpeg_drivers/components/models.py
index f5732bf0..9ab9945a 100644
--- a/simpeg_drivers/components/models.py
+++ b/simpeg_drivers/components/models.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
@@ -594,6 +587,6 @@ def model_type(self):
     @model_type.setter
     def model_type(self, v):
         if v not in self.model_types:
-            msg = f"Invalid model_type: {v}. Must be one of {*self.model_types, }."
+            msg = f"Invalid model_type: {v}. Must be one of {(*self.model_types,)}."
             raise ValueError(msg)
         self._model_type = v
diff --git a/simpeg_drivers/components/topography.py b/simpeg_drivers/components/topography.py
index a267cf5e..8c62ded8 100644
--- a/simpeg_drivers/components/topography.py
+++ b/simpeg_drivers/components/topography.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
diff --git a/simpeg_drivers/components/windows.py b/simpeg_drivers/components/windows.py
index 497f5718..9422d955 100644
--- a/simpeg_drivers/components/windows.py
+++ b/simpeg_drivers/components/windows.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
diff --git a/simpeg_drivers/constants.py b/simpeg_drivers/constants.py
index eb153878..07dc5d31 100644
--- a/simpeg_drivers/constants.py
+++ b/simpeg_drivers/constants.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
diff --git a/simpeg_drivers/driver.py b/simpeg_drivers/driver.py
index a81c12ff..b0274a5b 100644
--- a/simpeg_drivers/driver.py
+++ b/simpeg_drivers/driver.py
@@ -1,19 +1,13 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+
 # flake8: noqa
 
 from __future__ import annotations
@@ -460,7 +454,7 @@ def start(cls, filepath: str | Path, driver_class=None):
         inversion_type = ifile.ui_json.get("inversion_type", None)
         if inversion_type not in DRIVER_MAP:
             msg = f"Inversion type {inversion_type} is not supported."
-            msg += f" Valid inversions are: {*list(DRIVER_MAP), }."
+            msg += f" Valid inversions are: {(*list(DRIVER_MAP),)}."
             raise NotImplementedError(msg)
 
         mod_name, class_name = DRIVER_MAP.get(inversion_type)
diff --git a/simpeg_drivers/electricals/__init__.py b/simpeg_drivers/electricals/__init__.py
index f1cc7813..bddfd20a 100644
--- a/simpeg_drivers/electricals/__init__.py
+++ b/simpeg_drivers/electricals/__init__.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
diff --git a/simpeg_drivers/electricals/direct_current/__init__.py b/simpeg_drivers/electricals/direct_current/__init__.py
index de3a54f7..0b6cb5cb 100644
--- a/simpeg_drivers/electricals/direct_current/__init__.py
+++ b/simpeg_drivers/electricals/direct_current/__init__.py
@@ -1,16 +1,9 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
diff --git a/simpeg_drivers/electricals/direct_current/pseudo_three_dimensions/constants.py b/simpeg_drivers/electricals/direct_current/pseudo_three_dimensions/constants.py
index 7e560382..f778289b 100644
--- a/simpeg_drivers/electricals/direct_current/pseudo_three_dimensions/constants.py
+++ b/simpeg_drivers/electricals/direct_current/pseudo_three_dimensions/constants.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
diff --git a/simpeg_drivers/electricals/direct_current/pseudo_three_dimensions/driver.py b/simpeg_drivers/electricals/direct_current/pseudo_three_dimensions/driver.py
index 6f831109..4554ee28 100644
--- a/simpeg_drivers/electricals/direct_current/pseudo_three_dimensions/driver.py
+++ b/simpeg_drivers/electricals/direct_current/pseudo_three_dimensions/driver.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
diff --git a/simpeg_drivers/electricals/direct_current/pseudo_three_dimensions/params.py b/simpeg_drivers/electricals/direct_current/pseudo_three_dimensions/params.py
index 6d4b5edd..c8a7e1af 100644
--- a/simpeg_drivers/electricals/direct_current/pseudo_three_dimensions/params.py
+++ b/simpeg_drivers/electricals/direct_current/pseudo_three_dimensions/params.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
diff --git a/simpeg_drivers/electricals/direct_current/three_dimensions/__init__.py b/simpeg_drivers/electricals/direct_current/three_dimensions/__init__.py
index c87f9fc6..33e5d7d3 100644
--- a/simpeg_drivers/electricals/direct_current/three_dimensions/__init__.py
+++ b/simpeg_drivers/electricals/direct_current/three_dimensions/__init__.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from .params import DirectCurrent3DParams
diff --git a/simpeg_drivers/electricals/direct_current/three_dimensions/constants.py b/simpeg_drivers/electricals/direct_current/three_dimensions/constants.py
index cc8b1522..00786931 100644
--- a/simpeg_drivers/electricals/direct_current/three_dimensions/constants.py
+++ b/simpeg_drivers/electricals/direct_current/three_dimensions/constants.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
diff --git a/simpeg_drivers/electricals/direct_current/three_dimensions/driver.py b/simpeg_drivers/electricals/direct_current/three_dimensions/driver.py
index b34ec492..da43012c 100644
--- a/simpeg_drivers/electricals/direct_current/three_dimensions/driver.py
+++ b/simpeg_drivers/electricals/direct_current/three_dimensions/driver.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
diff --git a/simpeg_drivers/electricals/direct_current/three_dimensions/params.py b/simpeg_drivers/electricals/direct_current/three_dimensions/params.py
index 3f49d2af..acf9daae 100644
--- a/simpeg_drivers/electricals/direct_current/three_dimensions/params.py
+++ b/simpeg_drivers/electricals/direct_current/three_dimensions/params.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
diff --git a/simpeg_drivers/electricals/direct_current/two_dimensions/__init__.py b/simpeg_drivers/electricals/direct_current/two_dimensions/__init__.py
index cd302086..61e59897 100644
--- a/simpeg_drivers/electricals/direct_current/two_dimensions/__init__.py
+++ b/simpeg_drivers/electricals/direct_current/two_dimensions/__init__.py
@@ -1,19 +1,13 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+
 
 from .params import DirectCurrent2DParams
 
diff --git a/simpeg_drivers/electricals/direct_current/two_dimensions/constants.py b/simpeg_drivers/electricals/direct_current/two_dimensions/constants.py
index af064bcc..de51f78e 100644
--- a/simpeg_drivers/electricals/direct_current/two_dimensions/constants.py
+++ b/simpeg_drivers/electricals/direct_current/two_dimensions/constants.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
diff --git a/simpeg_drivers/electricals/direct_current/two_dimensions/driver.py b/simpeg_drivers/electricals/direct_current/two_dimensions/driver.py
index 6ebd798c..cd3c06cd 100644
--- a/simpeg_drivers/electricals/direct_current/two_dimensions/driver.py
+++ b/simpeg_drivers/electricals/direct_current/two_dimensions/driver.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
diff --git a/simpeg_drivers/electricals/direct_current/two_dimensions/params.py b/simpeg_drivers/electricals/direct_current/two_dimensions/params.py
index fcda1ca6..ce8147cc 100644
--- a/simpeg_drivers/electricals/direct_current/two_dimensions/params.py
+++ b/simpeg_drivers/electricals/direct_current/two_dimensions/params.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
diff --git a/simpeg_drivers/electricals/driver.py b/simpeg_drivers/electricals/driver.py
index 59248695..aad5e69a 100644
--- a/simpeg_drivers/electricals/driver.py
+++ b/simpeg_drivers/electricals/driver.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
diff --git a/simpeg_drivers/electricals/induced_polarization/__init__.py b/simpeg_drivers/electricals/induced_polarization/__init__.py
index de3a54f7..0b6cb5cb 100644
--- a/simpeg_drivers/electricals/induced_polarization/__init__.py
+++ b/simpeg_drivers/electricals/induced_polarization/__init__.py
@@ -1,16 +1,9 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
diff --git a/simpeg_drivers/electricals/induced_polarization/pseudo_three_dimensions/constants.py b/simpeg_drivers/electricals/induced_polarization/pseudo_three_dimensions/constants.py
index 936feaf7..1976c0df 100644
--- a/simpeg_drivers/electricals/induced_polarization/pseudo_three_dimensions/constants.py
+++ b/simpeg_drivers/electricals/induced_polarization/pseudo_three_dimensions/constants.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
diff --git a/simpeg_drivers/electricals/induced_polarization/pseudo_three_dimensions/driver.py b/simpeg_drivers/electricals/induced_polarization/pseudo_three_dimensions/driver.py
index 22581042..0dd66337 100644
--- a/simpeg_drivers/electricals/induced_polarization/pseudo_three_dimensions/driver.py
+++ b/simpeg_drivers/electricals/induced_polarization/pseudo_three_dimensions/driver.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
diff --git a/simpeg_drivers/electricals/induced_polarization/pseudo_three_dimensions/params.py b/simpeg_drivers/electricals/induced_polarization/pseudo_three_dimensions/params.py
index 0fb92085..db8c7619 100644
--- a/simpeg_drivers/electricals/induced_polarization/pseudo_three_dimensions/params.py
+++ b/simpeg_drivers/electricals/induced_polarization/pseudo_three_dimensions/params.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
diff --git a/simpeg_drivers/electricals/induced_polarization/three_dimensions/__init__.py b/simpeg_drivers/electricals/induced_polarization/three_dimensions/__init__.py
index 860286c4..5530b387 100644
--- a/simpeg_drivers/electricals/induced_polarization/three_dimensions/__init__.py
+++ b/simpeg_drivers/electricals/induced_polarization/three_dimensions/__init__.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from .params import InducedPolarization3DParams
diff --git a/simpeg_drivers/electricals/induced_polarization/three_dimensions/constants.py b/simpeg_drivers/electricals/induced_polarization/three_dimensions/constants.py
index 42e2875a..f4602b17 100644
--- a/simpeg_drivers/electricals/induced_polarization/three_dimensions/constants.py
+++ b/simpeg_drivers/electricals/induced_polarization/three_dimensions/constants.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
diff --git a/simpeg_drivers/electricals/induced_polarization/three_dimensions/driver.py b/simpeg_drivers/electricals/induced_polarization/three_dimensions/driver.py
index db923421..6f88c7ea 100644
--- a/simpeg_drivers/electricals/induced_polarization/three_dimensions/driver.py
+++ b/simpeg_drivers/electricals/induced_polarization/three_dimensions/driver.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
diff --git a/simpeg_drivers/electricals/induced_polarization/three_dimensions/params.py b/simpeg_drivers/electricals/induced_polarization/three_dimensions/params.py
index 096cb19e..78b8fccb 100644
--- a/simpeg_drivers/electricals/induced_polarization/three_dimensions/params.py
+++ b/simpeg_drivers/electricals/induced_polarization/three_dimensions/params.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
diff --git a/simpeg_drivers/electricals/induced_polarization/two_dimensions/__init__.py b/simpeg_drivers/electricals/induced_polarization/two_dimensions/__init__.py
index 680ae2c9..a989d352 100644
--- a/simpeg_drivers/electricals/induced_polarization/two_dimensions/__init__.py
+++ b/simpeg_drivers/electricals/induced_polarization/two_dimensions/__init__.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from .params import InducedPolarization2DParams
diff --git a/simpeg_drivers/electricals/induced_polarization/two_dimensions/constants.py b/simpeg_drivers/electricals/induced_polarization/two_dimensions/constants.py
index e79b01c0..ab551c88 100644
--- a/simpeg_drivers/electricals/induced_polarization/two_dimensions/constants.py
+++ b/simpeg_drivers/electricals/induced_polarization/two_dimensions/constants.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
diff --git a/simpeg_drivers/electricals/induced_polarization/two_dimensions/driver.py b/simpeg_drivers/electricals/induced_polarization/two_dimensions/driver.py
index 8347de5c..4f1a218f 100644
--- a/simpeg_drivers/electricals/induced_polarization/two_dimensions/driver.py
+++ b/simpeg_drivers/electricals/induced_polarization/two_dimensions/driver.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
diff --git a/simpeg_drivers/electricals/induced_polarization/two_dimensions/params.py b/simpeg_drivers/electricals/induced_polarization/two_dimensions/params.py
index b71dea9a..3579614f 100644
--- a/simpeg_drivers/electricals/induced_polarization/two_dimensions/params.py
+++ b/simpeg_drivers/electricals/induced_polarization/two_dimensions/params.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
diff --git a/simpeg_drivers/electricals/params.py b/simpeg_drivers/electricals/params.py
index fa193de0..95653806 100644
--- a/simpeg_drivers/electricals/params.py
+++ b/simpeg_drivers/electricals/params.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
diff --git a/simpeg_drivers/electromagnetics/__init__.py b/simpeg_drivers/electromagnetics/__init__.py
index de3a54f7..0b6cb5cb 100644
--- a/simpeg_drivers/electromagnetics/__init__.py
+++ b/simpeg_drivers/electromagnetics/__init__.py
@@ -1,16 +1,9 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
diff --git a/simpeg_drivers/electromagnetics/frequency_domain/__init__.py b/simpeg_drivers/electromagnetics/frequency_domain/__init__.py
index d9d1e73c..cf3030df 100644
--- a/simpeg_drivers/electromagnetics/frequency_domain/__init__.py
+++ b/simpeg_drivers/electromagnetics/frequency_domain/__init__.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from .params import FrequencyDomainElectromagneticsParams
diff --git a/simpeg_drivers/electromagnetics/frequency_domain/constants.py b/simpeg_drivers/electromagnetics/frequency_domain/constants.py
index 85cdb0f5..6efb30cd 100644
--- a/simpeg_drivers/electromagnetics/frequency_domain/constants.py
+++ b/simpeg_drivers/electromagnetics/frequency_domain/constants.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
diff --git a/simpeg_drivers/electromagnetics/frequency_domain/driver.py b/simpeg_drivers/electromagnetics/frequency_domain/driver.py
index a0351137..d7e30ee9 100644
--- a/simpeg_drivers/electromagnetics/frequency_domain/driver.py
+++ b/simpeg_drivers/electromagnetics/frequency_domain/driver.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
diff --git a/simpeg_drivers/electromagnetics/frequency_domain/params.py b/simpeg_drivers/electromagnetics/frequency_domain/params.py
index 73d621fc..3823f17c 100644
--- a/simpeg_drivers/electromagnetics/frequency_domain/params.py
+++ b/simpeg_drivers/electromagnetics/frequency_domain/params.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
diff --git a/simpeg_drivers/electromagnetics/time_domain/__init__.py b/simpeg_drivers/electromagnetics/time_domain/__init__.py
index c4b6eb3d..2a64230a 100644
--- a/simpeg_drivers/electromagnetics/time_domain/__init__.py
+++ b/simpeg_drivers/electromagnetics/time_domain/__init__.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from .params import TimeDomainElectromagneticsParams
diff --git a/simpeg_drivers/electromagnetics/time_domain/constants.py b/simpeg_drivers/electromagnetics/time_domain/constants.py
index 0a21abf3..07813fb6 100644
--- a/simpeg_drivers/electromagnetics/time_domain/constants.py
+++ b/simpeg_drivers/electromagnetics/time_domain/constants.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
diff --git a/simpeg_drivers/electromagnetics/time_domain/driver.py b/simpeg_drivers/electromagnetics/time_domain/driver.py
index b04c67e1..12455d9d 100644
--- a/simpeg_drivers/electromagnetics/time_domain/driver.py
+++ b/simpeg_drivers/electromagnetics/time_domain/driver.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
diff --git a/simpeg_drivers/electromagnetics/time_domain/params.py b/simpeg_drivers/electromagnetics/time_domain/params.py
index fb4623c4..3053c1e9 100644
--- a/simpeg_drivers/electromagnetics/time_domain/params.py
+++ b/simpeg_drivers/electromagnetics/time_domain/params.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
diff --git a/simpeg_drivers/joint/__init__.py b/simpeg_drivers/joint/__init__.py
index de3a54f7..0b6cb5cb 100644
--- a/simpeg_drivers/joint/__init__.py
+++ b/simpeg_drivers/joint/__init__.py
@@ -1,16 +1,9 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
diff --git a/simpeg_drivers/joint/constants.py b/simpeg_drivers/joint/constants.py
index 02e1de66..7f137b2b 100644
--- a/simpeg_drivers/joint/constants.py
+++ b/simpeg_drivers/joint/constants.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
diff --git a/simpeg_drivers/joint/driver.py b/simpeg_drivers/joint/driver.py
index 6c18c11a..8522e37b 100644
--- a/simpeg_drivers/joint/driver.py
+++ b/simpeg_drivers/joint/driver.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 # pylint: disable=unexpected-keyword-arg, no-value-for-parameter
diff --git a/simpeg_drivers/joint/joint_cross_gradient/__init__.py b/simpeg_drivers/joint/joint_cross_gradient/__init__.py
index b0dba7bb..3004e96d 100644
--- a/simpeg_drivers/joint/joint_cross_gradient/__init__.py
+++ b/simpeg_drivers/joint/joint_cross_gradient/__init__.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from .params import JointCrossGradientParams
diff --git a/simpeg_drivers/joint/joint_cross_gradient/constants.py b/simpeg_drivers/joint/joint_cross_gradient/constants.py
index 559ee979..45da4916 100644
--- a/simpeg_drivers/joint/joint_cross_gradient/constants.py
+++ b/simpeg_drivers/joint/joint_cross_gradient/constants.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
diff --git a/simpeg_drivers/joint/joint_cross_gradient/driver.py b/simpeg_drivers/joint/joint_cross_gradient/driver.py
index ca3dd3b0..64bbe258 100644
--- a/simpeg_drivers/joint/joint_cross_gradient/driver.py
+++ b/simpeg_drivers/joint/joint_cross_gradient/driver.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 # pylint: disable=unexpected-keyword-arg, no-value-for-parameter
diff --git a/simpeg_drivers/joint/joint_cross_gradient/params.py b/simpeg_drivers/joint/joint_cross_gradient/params.py
index 3eceabb3..5a4ed4bb 100644
--- a/simpeg_drivers/joint/joint_cross_gradient/params.py
+++ b/simpeg_drivers/joint/joint_cross_gradient/params.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
diff --git a/simpeg_drivers/joint/joint_surveys/__init__.py b/simpeg_drivers/joint/joint_surveys/__init__.py
index a7f0f453..6095bbe1 100644
--- a/simpeg_drivers/joint/joint_surveys/__init__.py
+++ b/simpeg_drivers/joint/joint_surveys/__init__.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from .params import JointSurveysParams
diff --git a/simpeg_drivers/joint/joint_surveys/constants.py b/simpeg_drivers/joint/joint_surveys/constants.py
index 3788d7d6..971a7289 100644
--- a/simpeg_drivers/joint/joint_surveys/constants.py
+++ b/simpeg_drivers/joint/joint_surveys/constants.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
diff --git a/simpeg_drivers/joint/joint_surveys/driver.py b/simpeg_drivers/joint/joint_surveys/driver.py
index ad361e22..fd3390b5 100644
--- a/simpeg_drivers/joint/joint_surveys/driver.py
+++ b/simpeg_drivers/joint/joint_surveys/driver.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
diff --git a/simpeg_drivers/joint/joint_surveys/params.py b/simpeg_drivers/joint/joint_surveys/params.py
index 524f203e..0ab53266 100644
--- a/simpeg_drivers/joint/joint_surveys/params.py
+++ b/simpeg_drivers/joint/joint_surveys/params.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
diff --git a/simpeg_drivers/joint/params.py b/simpeg_drivers/joint/params.py
index 16375dd2..c15fb857 100644
--- a/simpeg_drivers/joint/params.py
+++ b/simpeg_drivers/joint/params.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
diff --git a/simpeg_drivers/line_sweep/driver.py b/simpeg_drivers/line_sweep/driver.py
index 5586f160..f35e4fcd 100644
--- a/simpeg_drivers/line_sweep/driver.py
+++ b/simpeg_drivers/line_sweep/driver.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
diff --git a/simpeg_drivers/natural_sources/__init__.py b/simpeg_drivers/natural_sources/__init__.py
index 4967d775..5837efa2 100644
--- a/simpeg_drivers/natural_sources/__init__.py
+++ b/simpeg_drivers/natural_sources/__init__.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from .magnetotellurics import MagnetotelluricsParams
diff --git a/simpeg_drivers/natural_sources/magnetotellurics/__init__.py b/simpeg_drivers/natural_sources/magnetotellurics/__init__.py
index 08c2e08a..1bded160 100644
--- a/simpeg_drivers/natural_sources/magnetotellurics/__init__.py
+++ b/simpeg_drivers/natural_sources/magnetotellurics/__init__.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from .params import MagnetotelluricsParams
diff --git a/simpeg_drivers/natural_sources/magnetotellurics/constants.py b/simpeg_drivers/natural_sources/magnetotellurics/constants.py
index 302c35fe..deb877ed 100644
--- a/simpeg_drivers/natural_sources/magnetotellurics/constants.py
+++ b/simpeg_drivers/natural_sources/magnetotellurics/constants.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
diff --git a/simpeg_drivers/natural_sources/magnetotellurics/driver.py b/simpeg_drivers/natural_sources/magnetotellurics/driver.py
index 09c00bdf..958867b2 100644
--- a/simpeg_drivers/natural_sources/magnetotellurics/driver.py
+++ b/simpeg_drivers/natural_sources/magnetotellurics/driver.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
diff --git a/simpeg_drivers/natural_sources/magnetotellurics/params.py b/simpeg_drivers/natural_sources/magnetotellurics/params.py
index 264a760a..8f8723c9 100644
--- a/simpeg_drivers/natural_sources/magnetotellurics/params.py
+++ b/simpeg_drivers/natural_sources/magnetotellurics/params.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
diff --git a/simpeg_drivers/natural_sources/tipper/__init__.py b/simpeg_drivers/natural_sources/tipper/__init__.py
index cb1a3310..21ced01d 100644
--- a/simpeg_drivers/natural_sources/tipper/__init__.py
+++ b/simpeg_drivers/natural_sources/tipper/__init__.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from .params import TipperParams
diff --git a/simpeg_drivers/natural_sources/tipper/constants.py b/simpeg_drivers/natural_sources/tipper/constants.py
index 9bacb75c..81aceb97 100644
--- a/simpeg_drivers/natural_sources/tipper/constants.py
+++ b/simpeg_drivers/natural_sources/tipper/constants.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
diff --git a/simpeg_drivers/natural_sources/tipper/driver.py b/simpeg_drivers/natural_sources/tipper/driver.py
index 20b9a055..ccfd79e1 100644
--- a/simpeg_drivers/natural_sources/tipper/driver.py
+++ b/simpeg_drivers/natural_sources/tipper/driver.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
diff --git a/simpeg_drivers/natural_sources/tipper/params.py b/simpeg_drivers/natural_sources/tipper/params.py
index 83e14582..cc4b6270 100644
--- a/simpeg_drivers/natural_sources/tipper/params.py
+++ b/simpeg_drivers/natural_sources/tipper/params.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
diff --git a/simpeg_drivers/params.py b/simpeg_drivers/params.py
index d4074c7b..74c98dec 100644
--- a/simpeg_drivers/params.py
+++ b/simpeg_drivers/params.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
diff --git a/simpeg_drivers/potential_fields/__init__.py b/simpeg_drivers/potential_fields/__init__.py
index b5634440..2e4c2e9b 100644
--- a/simpeg_drivers/potential_fields/__init__.py
+++ b/simpeg_drivers/potential_fields/__init__.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from .gravity.params import GravityParams
diff --git a/simpeg_drivers/potential_fields/gravity/__init__.py b/simpeg_drivers/potential_fields/gravity/__init__.py
index db8049a0..787ebbc7 100644
--- a/simpeg_drivers/potential_fields/gravity/__init__.py
+++ b/simpeg_drivers/potential_fields/gravity/__init__.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from .params import GravityParams
diff --git a/simpeg_drivers/potential_fields/gravity/constants.py b/simpeg_drivers/potential_fields/gravity/constants.py
index 07741ce4..ad565a1e 100644
--- a/simpeg_drivers/potential_fields/gravity/constants.py
+++ b/simpeg_drivers/potential_fields/gravity/constants.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
diff --git a/simpeg_drivers/potential_fields/gravity/driver.py b/simpeg_drivers/potential_fields/gravity/driver.py
index f93e383f..f1df73db 100644
--- a/simpeg_drivers/potential_fields/gravity/driver.py
+++ b/simpeg_drivers/potential_fields/gravity/driver.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
diff --git a/simpeg_drivers/potential_fields/gravity/params.py b/simpeg_drivers/potential_fields/gravity/params.py
index 5961bdb3..2ca6ff78 100644
--- a/simpeg_drivers/potential_fields/gravity/params.py
+++ b/simpeg_drivers/potential_fields/gravity/params.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
diff --git a/simpeg_drivers/potential_fields/magnetic_scalar/__init__.py b/simpeg_drivers/potential_fields/magnetic_scalar/__init__.py
index 38b9db7a..84ce4238 100644
--- a/simpeg_drivers/potential_fields/magnetic_scalar/__init__.py
+++ b/simpeg_drivers/potential_fields/magnetic_scalar/__init__.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from .params import MagneticScalarParams
diff --git a/simpeg_drivers/potential_fields/magnetic_scalar/constants.py b/simpeg_drivers/potential_fields/magnetic_scalar/constants.py
index 6f8685b3..0c50d230 100644
--- a/simpeg_drivers/potential_fields/magnetic_scalar/constants.py
+++ b/simpeg_drivers/potential_fields/magnetic_scalar/constants.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
diff --git a/simpeg_drivers/potential_fields/magnetic_scalar/driver.py b/simpeg_drivers/potential_fields/magnetic_scalar/driver.py
index 797221d1..03f6a939 100644
--- a/simpeg_drivers/potential_fields/magnetic_scalar/driver.py
+++ b/simpeg_drivers/potential_fields/magnetic_scalar/driver.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
diff --git a/simpeg_drivers/potential_fields/magnetic_scalar/params.py b/simpeg_drivers/potential_fields/magnetic_scalar/params.py
index fb02047a..bea2446c 100644
--- a/simpeg_drivers/potential_fields/magnetic_scalar/params.py
+++ b/simpeg_drivers/potential_fields/magnetic_scalar/params.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 # pylint: disable=too-many-public-methods
diff --git a/simpeg_drivers/potential_fields/magnetic_vector/__init__.py b/simpeg_drivers/potential_fields/magnetic_vector/__init__.py
index b9c0d289..2f5cd871 100644
--- a/simpeg_drivers/potential_fields/magnetic_vector/__init__.py
+++ b/simpeg_drivers/potential_fields/magnetic_vector/__init__.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from .params import MagneticVectorParams
diff --git a/simpeg_drivers/potential_fields/magnetic_vector/constants.py b/simpeg_drivers/potential_fields/magnetic_vector/constants.py
index b615a5ae..158d2236 100644
--- a/simpeg_drivers/potential_fields/magnetic_vector/constants.py
+++ b/simpeg_drivers/potential_fields/magnetic_vector/constants.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
diff --git a/simpeg_drivers/potential_fields/magnetic_vector/driver.py b/simpeg_drivers/potential_fields/magnetic_vector/driver.py
index 24a38dd2..7d42ca28 100644
--- a/simpeg_drivers/potential_fields/magnetic_vector/driver.py
+++ b/simpeg_drivers/potential_fields/magnetic_vector/driver.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
diff --git a/simpeg_drivers/potential_fields/magnetic_vector/params.py b/simpeg_drivers/potential_fields/magnetic_vector/params.py
index 8462759b..a66171e3 100644
--- a/simpeg_drivers/potential_fields/magnetic_vector/params.py
+++ b/simpeg_drivers/potential_fields/magnetic_vector/params.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
diff --git a/simpeg_drivers/utils/__init__.py b/simpeg_drivers/utils/__init__.py
index de3a54f7..0b6cb5cb 100644
--- a/simpeg_drivers/utils/__init__.py
+++ b/simpeg_drivers/utils/__init__.py
@@ -1,16 +1,9 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
diff --git a/simpeg_drivers/utils/surveys.py b/simpeg_drivers/utils/surveys.py
index 8a9b2146..c600678c 100644
--- a/simpeg_drivers/utils/surveys.py
+++ b/simpeg_drivers/utils/surveys.py
@@ -1,19 +1,13 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+
 
 from __future__ import annotations
 
diff --git a/simpeg_drivers/utils/testing.py b/simpeg_drivers/utils/testing.py
index d61106cd..f3425490 100644
--- a/simpeg_drivers/utils/testing.py
+++ b/simpeg_drivers/utils/testing.py
@@ -1,19 +1,13 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+
 
 import warnings
 from pathlib import Path
diff --git a/simpeg_drivers/utils/utils.py b/simpeg_drivers/utils/utils.py
index eec518db..ff3b48a3 100644
--- a/simpeg_drivers/utils/utils.py
+++ b/simpeg_drivers/utils/utils.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
@@ -92,8 +85,7 @@ def calculate_2D_trend(
     """
     if not isinstance(order, int) or order < 0:
         raise ValueError(
-            "Polynomial 'order' should be an integer > 0. "
-            f"Value of {order} provided."
+            f"Polynomial 'order' should be an integer > 0. Value of {order} provided."
         )
 
     ind_nan = ~np.isnan(values)
@@ -107,7 +99,7 @@ def calculate_2D_trend(
         values = values[hull.vertices]
     elif method != "all":
         raise ValueError(
-            "'method' must be either 'all', or 'perimeter'. " f"Value {method} provided"
+            f"'method' must be either 'all', or 'perimeter'. Value {method} provided"
         )
 
     # Compute center of mass
diff --git a/simpeg_drivers/utils/write_default_uijson.py b/simpeg_drivers/utils/write_default_uijson.py
index 06651db7..0226900c 100644
--- a/simpeg_drivers/utils/write_default_uijson.py
+++ b/simpeg_drivers/utils/write_default_uijson.py
@@ -1,19 +1,13 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+
 
 from __future__ import annotations
 
diff --git a/tests/__init__.py b/tests/__init__.py
index de3a54f7..0b6cb5cb 100644
--- a/tests/__init__.py
+++ b/tests/__init__.py
@@ -1,16 +1,9 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
diff --git a/tests/assets_path_test.py b/tests/assets_path_test.py
index e9d4a74d..c7207587 100644
--- a/tests/assets_path_test.py
+++ b/tests/assets_path_test.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 from simpeg_drivers import assets_path
 
diff --git a/tests/conftest.py b/tests/conftest.py
index 553bd7dc..b249421b 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 from __future__ import annotations
 
diff --git a/tests/constants_test.py b/tests/constants_test.py
index 108954c2..25dbf74e 100644
--- a/tests/constants_test.py
+++ b/tests/constants_test.py
@@ -1,11 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2024 Mira Geoscience Ltd.                                     '
-#                                                                              '
-#  This file is part of geoapps.                                               '
-#                                                                              '
-#  geoapps is distributed under the terms and conditions of the MIT License    '
-#  (see LICENSE file at the root of this source code package).                 '
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2024-2025 Mira Geoscience Ltd.                                     '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 from __future__ import annotations
 
diff --git a/tests/data_test.py b/tests/data_test.py
index 82da29e2..fd00cff1 100644
--- a/tests/data_test.py
+++ b/tests/data_test.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 from __future__ import annotations
 
diff --git a/tests/driver_test.py b/tests/driver_test.py
index fd89f4c0..81827992 100644
--- a/tests/driver_test.py
+++ b/tests/driver_test.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 from pathlib import Path
 
diff --git a/tests/locations_test.py b/tests/locations_test.py
index 543b01de..4ffe1970 100644
--- a/tests/locations_test.py
+++ b/tests/locations_test.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 from __future__ import annotations
 
diff --git a/tests/meshes_test.py b/tests/meshes_test.py
index 246c193a..f37c6e6e 100644
--- a/tests/meshes_test.py
+++ b/tests/meshes_test.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 from __future__ import annotations
 
diff --git a/tests/models_test.py b/tests/models_test.py
index fa7de3ad..05b20488 100644
--- a/tests/models_test.py
+++ b/tests/models_test.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 from __future__ import annotations
 
diff --git a/tests/params_test.py b/tests/params_test.py
index b1d13dd6..87571165 100644
--- a/tests/params_test.py
+++ b/tests/params_test.py
@@ -1,11 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2024 Mira Geoscience Ltd.                                     '
-#                                                                              '
-#  This file is part of geoapps.                                               '
-#                                                                              '
-#  geoapps is distributed under the terms and conditions of the MIT License    '
-#  (see LICENSE file at the root of this source code package).                 '
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2024-2025 Mira Geoscience Ltd.                                     '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 # pylint: disable=redefined-outer-name
 
diff --git a/tests/run_tests/__init__.py b/tests/run_tests/__init__.py
index 9d502a42..7b354db5 100644
--- a/tests/run_tests/__init__.py
+++ b/tests/run_tests/__init__.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 #
 #  This file is part of simpeg-drivers.
 #
diff --git a/tests/run_tests/driver_airborne_tem_test.py b/tests/run_tests/driver_airborne_tem_test.py
index 7e86d73f..745e1f6b 100644
--- a/tests/run_tests/driver_airborne_tem_test.py
+++ b/tests/run_tests/driver_airborne_tem_test.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 from __future__ import annotations
 
diff --git a/tests/run_tests/driver_dc_2d_test.py b/tests/run_tests/driver_dc_2d_test.py
index 1b4c7317..fec4fbba 100644
--- a/tests/run_tests/driver_dc_2d_test.py
+++ b/tests/run_tests/driver_dc_2d_test.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
diff --git a/tests/run_tests/driver_dc_p3d_test.py b/tests/run_tests/driver_dc_p3d_test.py
index bdbaf5a3..f39b64a3 100644
--- a/tests/run_tests/driver_dc_p3d_test.py
+++ b/tests/run_tests/driver_dc_p3d_test.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 
 from __future__ import annotations
diff --git a/tests/run_tests/driver_dc_test.py b/tests/run_tests/driver_dc_test.py
index ceee3310..58287ef0 100644
--- a/tests/run_tests/driver_dc_test.py
+++ b/tests/run_tests/driver_dc_test.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 from __future__ import annotations
 
diff --git a/tests/run_tests/driver_fem_test.py b/tests/run_tests/driver_fem_test.py
index cc573f9c..54fdd7c5 100644
--- a/tests/run_tests/driver_fem_test.py
+++ b/tests/run_tests/driver_fem_test.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 # pylint: disable=too-many-locals
 
diff --git a/tests/run_tests/driver_grav_test.py b/tests/run_tests/driver_grav_test.py
index 01d7e573..54f57c2f 100644
--- a/tests/run_tests/driver_grav_test.py
+++ b/tests/run_tests/driver_grav_test.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 from __future__ import annotations
 
@@ -138,9 +131,9 @@ def test_gravity_run(
             for pred in run_ws.get_entity("Iteration_0_gz")
             if pred.parent.parent.name == "Gravity Inversion"
         )
-        assert not any(
-            np.isnan(predicted.values)
-        ), "Predicted data should not have nans."
+        assert not any(np.isnan(predicted.values)), (
+            "Predicted data should not have nans."
+        )
         output["data"] = orig_gz
 
         assert len(run_ws.get_entity("SimPEG.log")) == 2
diff --git a/tests/run_tests/driver_ground_tem_test.py b/tests/run_tests/driver_ground_tem_test.py
index 354465e0..5ddf3ef6 100644
--- a/tests/run_tests/driver_ground_tem_test.py
+++ b/tests/run_tests/driver_ground_tem_test.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 from __future__ import annotations
 
diff --git a/tests/run_tests/driver_ip_2d_test.py b/tests/run_tests/driver_ip_2d_test.py
index 1d0d3efc..e5d7936e 100644
--- a/tests/run_tests/driver_ip_2d_test.py
+++ b/tests/run_tests/driver_ip_2d_test.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 from __future__ import annotations
 
diff --git a/tests/run_tests/driver_ip_p3d_test.py b/tests/run_tests/driver_ip_p3d_test.py
index bb10a03b..5aa1b90a 100644
--- a/tests/run_tests/driver_ip_p3d_test.py
+++ b/tests/run_tests/driver_ip_p3d_test.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 from __future__ import annotations
 
diff --git a/tests/run_tests/driver_ip_test.py b/tests/run_tests/driver_ip_test.py
index 22462bf4..c45531c4 100644
--- a/tests/run_tests/driver_ip_test.py
+++ b/tests/run_tests/driver_ip_test.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 from __future__ import annotations
 
diff --git a/tests/run_tests/driver_joint_cross_gradient_test.py b/tests/run_tests/driver_joint_cross_gradient_test.py
index 11c7329b..13dec149 100644
--- a/tests/run_tests/driver_joint_cross_gradient_test.py
+++ b/tests/run_tests/driver_joint_cross_gradient_test.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 from pathlib import Path
 
diff --git a/tests/run_tests/driver_joint_surveys_test.py b/tests/run_tests/driver_joint_surveys_test.py
index b9669098..4001ef31 100644
--- a/tests/run_tests/driver_joint_surveys_test.py
+++ b/tests/run_tests/driver_joint_surveys_test.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 from pathlib import Path
 
diff --git a/tests/run_tests/driver_mag_test.py b/tests/run_tests/driver_mag_test.py
index c1015a50..5507cf4f 100644
--- a/tests/run_tests/driver_mag_test.py
+++ b/tests/run_tests/driver_mag_test.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 from __future__ import annotations
 
diff --git a/tests/run_tests/driver_mt_test.py b/tests/run_tests/driver_mt_test.py
index 2949f98b..d38a7937 100644
--- a/tests/run_tests/driver_mt_test.py
+++ b/tests/run_tests/driver_mt_test.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 # pylint: disable=too-many-locals
 
diff --git a/tests/run_tests/driver_mvi_test.py b/tests/run_tests/driver_mvi_test.py
index 2c2f4261..669dae01 100644
--- a/tests/run_tests/driver_mvi_test.py
+++ b/tests/run_tests/driver_mvi_test.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 from __future__ import annotations
 
diff --git a/tests/run_tests/driver_tipper_test.py b/tests/run_tests/driver_tipper_test.py
index 3346af21..f1bdce3c 100644
--- a/tests/run_tests/driver_tipper_test.py
+++ b/tests/run_tests/driver_tipper_test.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 from __future__ import annotations
 
diff --git a/tests/topography_test.py b/tests/topography_test.py
index 94f46213..b2ded3eb 100644
--- a/tests/topography_test.py
+++ b/tests/topography_test.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 from __future__ import annotations
 
diff --git a/tests/utils_surveys_test.py b/tests/utils_surveys_test.py
index 8bb97a85..d71002f2 100644
--- a/tests/utils_surveys_test.py
+++ b/tests/utils_surveys_test.py
@@ -1,19 +1,12 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
 
 from __future__ import annotations
 
diff --git a/tests/version_test.py b/tests/version_test.py
index 265baab3..be2a82b8 100644
--- a/tests/version_test.py
+++ b/tests/version_test.py
@@ -1,29 +1,13 @@
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#  Copyright (c) 2023-2024 Mira Geoscience Ltd.
-#  All rights reserved.
-#
-#  This file is part of simpeg-drivers.
-#
-#  The software and information contained herein are proprietary to, and
-#  comprise valuable trade secrets of, Mira Geoscience, which
-#  intend to preserve as trade secrets such software and information.
-#  This software is furnished pursuant to a written license agreement and
-#  may be used, copied, transmitted, and stored only in accordance with
-#  the terms of such license and with the inclusion of the above copyright
-#  notice.  This software and information or any other copies thereof may
-#  not be provided or otherwise made available to any other person.
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-
-#
-#  This file is part of simpeg-drivers.
-#
-#
-# ''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
-#
-#  This file is part of simpeg_drivers package.
-#
-#  All rights reserved.
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+#  Copyright (c) 2025 Mira Geoscience Ltd.                                          '
+#                                                                                   '
+#  This file is part simpeg-drivers package.                                        '
+#                                                                                   '
+#  simpeg-drivers is distributed under the terms and conditions of the MIT License  '
+#  (see LICENSE file at the root of this source code package).                      '
+#                                                                                   '
+# '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
+
 
 from __future__ import annotations