diff --git a/README.md b/README.md
index db7336aa9..1c467e9d0 100644
--- a/README.md
+++ b/README.md
@@ -161,7 +161,7 @@ poetry run python scripts/add_test_description.py review validmind/tests/ongoing
## Adding a copyright header
-When adding new files to the project, you can add the ValidMind copyright header to any files that
+When adding new Python files to the project, you can add the ValidMind copyright header to any files that
are missing it by running:
```bash
diff --git a/notebooks/code_samples/agents/langgraph_agent_simple_banking_demo.ipynb b/notebooks/code_samples/agents/langgraph_agent_simple_banking_demo.ipynb
index 426f61184..6f741793a 100644
--- a/notebooks/code_samples/agents/langgraph_agent_simple_banking_demo.ipynb
+++ b/notebooks/code_samples/agents/langgraph_agent_simple_banking_demo.ipynb
@@ -1459,6 +1459,19 @@
"\n",
"Your banking AI agent is now ready to handle real-world banking scenarios while maintaining regulatory compliance and risk management best practices!"
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/code_samples/capital_markets/quickstart_option_pricing_models.ipynb b/notebooks/code_samples/capital_markets/quickstart_option_pricing_models.ipynb
index 78dd8b0df..47e81ac1c 100644
--- a/notebooks/code_samples/capital_markets/quickstart_option_pricing_models.ipynb
+++ b/notebooks/code_samples/capital_markets/quickstart_option_pricing_models.ipynb
@@ -2058,6 +2058,20 @@
"\n",
"Or, visit our [documentation](https://docs.validmind.ai/) to learn more about ValidMind."
]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "adb15089",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/code_samples/capital_markets/quickstart_option_pricing_models_quantlib.ipynb b/notebooks/code_samples/capital_markets/quickstart_option_pricing_models_quantlib.ipynb
index d83acb12e..cf6881d21 100644
--- a/notebooks/code_samples/capital_markets/quickstart_option_pricing_models_quantlib.ipynb
+++ b/notebooks/code_samples/capital_markets/quickstart_option_pricing_models_quantlib.ipynb
@@ -1288,6 +1288,20 @@
"\n",
"Or, visit our [documentation](https://docs.validmind.ai/) to learn more about ValidMind."
]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "cab6911c",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/code_samples/code_explainer/quickstart_code_explainer_demo.ipynb b/notebooks/code_samples/code_explainer/quickstart_code_explainer_demo.ipynb
index 742fb63d7..c770872b6 100644
--- a/notebooks/code_samples/code_explainer/quickstart_code_explainer_demo.ipynb
+++ b/notebooks/code_samples/code_explainer/quickstart_code_explainer_demo.ipynb
@@ -820,6 +820,19 @@
" content_id=\"issues_and_improvements_log\"\n",
")"
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/code_samples/credit_risk/application_scorecard_executive.ipynb b/notebooks/code_samples/credit_risk/application_scorecard_executive.ipynb
index dc1fb6da3..ed848457e 100644
--- a/notebooks/code_samples/credit_risk/application_scorecard_executive.ipynb
+++ b/notebooks/code_samples/credit_risk/application_scorecard_executive.ipynb
@@ -340,6 +340,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/code_samples/credit_risk/application_scorecard_full_suite.ipynb b/notebooks/code_samples/credit_risk/application_scorecard_full_suite.ipynb
index db1a8de58..5e3f04529 100644
--- a/notebooks/code_samples/credit_risk/application_scorecard_full_suite.ipynb
+++ b/notebooks/code_samples/credit_risk/application_scorecard_full_suite.ipynb
@@ -860,6 +860,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/code_samples/credit_risk/application_scorecard_with_bias.ipynb b/notebooks/code_samples/credit_risk/application_scorecard_with_bias.ipynb
index 3a291fc4c..18ad43454 100644
--- a/notebooks/code_samples/credit_risk/application_scorecard_with_bias.ipynb
+++ b/notebooks/code_samples/credit_risk/application_scorecard_with_bias.ipynb
@@ -1505,6 +1505,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/code_samples/credit_risk/application_scorecard_with_ml.ipynb b/notebooks/code_samples/credit_risk/application_scorecard_with_ml.ipynb
index 2bf80c94d..6fdf3d523 100644
--- a/notebooks/code_samples/credit_risk/application_scorecard_with_ml.ipynb
+++ b/notebooks/code_samples/credit_risk/application_scorecard_with_ml.ipynb
@@ -1955,6 +1955,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/code_samples/credit_risk/document_excel_application_scorecard.ipynb b/notebooks/code_samples/credit_risk/document_excel_application_scorecard.ipynb
index 194388692..5602777c2 100644
--- a/notebooks/code_samples/credit_risk/document_excel_application_scorecard.ipynb
+++ b/notebooks/code_samples/credit_risk/document_excel_application_scorecard.ipynb
@@ -964,6 +964,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/code_samples/custom_tests/implement_custom_tests.ipynb b/notebooks/code_samples/custom_tests/implement_custom_tests.ipynb
index 4b2a669f7..8988dcd0a 100644
--- a/notebooks/code_samples/custom_tests/implement_custom_tests.ipynb
+++ b/notebooks/code_samples/custom_tests/implement_custom_tests.ipynb
@@ -1053,6 +1053,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/code_samples/custom_tests/integrate_external_test_providers.ipynb b/notebooks/code_samples/custom_tests/integrate_external_test_providers.ipynb
index 13f6f6a99..b8733b981 100644
--- a/notebooks/code_samples/custom_tests/integrate_external_test_providers.ipynb
+++ b/notebooks/code_samples/custom_tests/integrate_external_test_providers.ipynb
@@ -953,6 +953,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/code_samples/model_validation/validate_application_scorecard.ipynb b/notebooks/code_samples/model_validation/validate_application_scorecard.ipynb
index 64dcfa5f4..c10a0bd97 100644
--- a/notebooks/code_samples/model_validation/validate_application_scorecard.ipynb
+++ b/notebooks/code_samples/model_validation/validate_application_scorecard.ipynb
@@ -1834,6 +1834,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/code_samples/nlp_and_llm/foundation_models_integration_demo.ipynb b/notebooks/code_samples/nlp_and_llm/foundation_models_integration_demo.ipynb
index 087930fc3..3da6b8e3f 100644
--- a/notebooks/code_samples/nlp_and_llm/foundation_models_integration_demo.ipynb
+++ b/notebooks/code_samples/nlp_and_llm/foundation_models_integration_demo.ipynb
@@ -456,6 +456,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/code_samples/nlp_and_llm/foundation_models_summarization_demo.ipynb b/notebooks/code_samples/nlp_and_llm/foundation_models_summarization_demo.ipynb
index 1e03a1ec0..82e910fe5 100644
--- a/notebooks/code_samples/nlp_and_llm/foundation_models_summarization_demo.ipynb
+++ b/notebooks/code_samples/nlp_and_llm/foundation_models_summarization_demo.ipynb
@@ -503,6 +503,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/code_samples/nlp_and_llm/hugging_face_integration_demo.ipynb b/notebooks/code_samples/nlp_and_llm/hugging_face_integration_demo.ipynb
index d08b69512..825a225d5 100644
--- a/notebooks/code_samples/nlp_and_llm/hugging_face_integration_demo.ipynb
+++ b/notebooks/code_samples/nlp_and_llm/hugging_face_integration_demo.ipynb
@@ -440,6 +440,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/code_samples/nlp_and_llm/hugging_face_summarization_demo.ipynb b/notebooks/code_samples/nlp_and_llm/hugging_face_summarization_demo.ipynb
index 1d116403f..8ce761d0e 100644
--- a/notebooks/code_samples/nlp_and_llm/hugging_face_summarization_demo.ipynb
+++ b/notebooks/code_samples/nlp_and_llm/hugging_face_summarization_demo.ipynb
@@ -461,6 +461,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/code_samples/nlp_and_llm/llm_summarization_demo.ipynb b/notebooks/code_samples/nlp_and_llm/llm_summarization_demo.ipynb
index 77c3f77e9..49f979ceb 100644
--- a/notebooks/code_samples/nlp_and_llm/llm_summarization_demo.ipynb
+++ b/notebooks/code_samples/nlp_and_llm/llm_summarization_demo.ipynb
@@ -978,6 +978,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/code_samples/nlp_and_llm/prompt_validation_demo.ipynb b/notebooks/code_samples/nlp_and_llm/prompt_validation_demo.ipynb
index a24ea3ef1..6e355c3ca 100644
--- a/notebooks/code_samples/nlp_and_llm/prompt_validation_demo.ipynb
+++ b/notebooks/code_samples/nlp_and_llm/prompt_validation_demo.ipynb
@@ -511,6 +511,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/code_samples/nlp_and_llm/rag_benchmark_demo.ipynb b/notebooks/code_samples/nlp_and_llm/rag_benchmark_demo.ipynb
index ec22b271f..14ee7cd4a 100644
--- a/notebooks/code_samples/nlp_and_llm/rag_benchmark_demo.ipynb
+++ b/notebooks/code_samples/nlp_and_llm/rag_benchmark_demo.ipynb
@@ -1815,6 +1815,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/code_samples/nlp_and_llm/rag_documentation_demo.ipynb b/notebooks/code_samples/nlp_and_llm/rag_documentation_demo.ipynb
index 05885b68c..4222911e8 100644
--- a/notebooks/code_samples/nlp_and_llm/rag_documentation_demo.ipynb
+++ b/notebooks/code_samples/nlp_and_llm/rag_documentation_demo.ipynb
@@ -1639,6 +1639,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/code_samples/ongoing_monitoring/application_scorecard_ongoing_monitoring.ipynb b/notebooks/code_samples/ongoing_monitoring/application_scorecard_ongoing_monitoring.ipynb
index 951de571f..9763001c0 100644
--- a/notebooks/code_samples/ongoing_monitoring/application_scorecard_ongoing_monitoring.ipynb
+++ b/notebooks/code_samples/ongoing_monitoring/application_scorecard_ongoing_monitoring.ipynb
@@ -1317,6 +1317,19 @@
" \n",
" print(f\"{metric_name:<15}: {value:.4f}\")\n"
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/code_samples/ongoing_monitoring/quickstart_customer_churn_ongoing_monitoring.ipynb b/notebooks/code_samples/ongoing_monitoring/quickstart_customer_churn_ongoing_monitoring.ipynb
index 0d52d9e7f..520058e85 100644
--- a/notebooks/code_samples/ongoing_monitoring/quickstart_customer_churn_ongoing_monitoring.ipynb
+++ b/notebooks/code_samples/ongoing_monitoring/quickstart_customer_churn_ongoing_monitoring.ipynb
@@ -844,6 +844,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/code_samples/regression/quickstart_regression_full_suite.ipynb b/notebooks/code_samples/regression/quickstart_regression_full_suite.ipynb
index 2a7b9605f..8f70b4811 100644
--- a/notebooks/code_samples/regression/quickstart_regression_full_suite.ipynb
+++ b/notebooks/code_samples/regression/quickstart_regression_full_suite.ipynb
@@ -545,6 +545,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/code_samples/time_series/quickstart_time_series_full_suite.ipynb b/notebooks/code_samples/time_series/quickstart_time_series_full_suite.ipynb
index 7ce7a9255..fa8cff0eb 100644
--- a/notebooks/code_samples/time_series/quickstart_time_series_full_suite.ipynb
+++ b/notebooks/code_samples/time_series/quickstart_time_series_full_suite.ipynb
@@ -707,6 +707,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/code_samples/time_series/quickstart_time_series_high_code.ipynb b/notebooks/code_samples/time_series/quickstart_time_series_high_code.ipynb
index 91bea4bae..bc3a55d0c 100644
--- a/notebooks/code_samples/time_series/quickstart_time_series_high_code.ipynb
+++ b/notebooks/code_samples/time_series/quickstart_time_series_high_code.ipynb
@@ -965,6 +965,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/code_sharing/clustering/quickstart_cluster_demo.ipynb b/notebooks/code_sharing/clustering/quickstart_cluster_demo.ipynb
index e55e2f636..e3ca995f2 100644
--- a/notebooks/code_sharing/clustering/quickstart_cluster_demo.ipynb
+++ b/notebooks/code_sharing/clustering/quickstart_cluster_demo.ipynb
@@ -446,6 +446,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/code_sharing/credit_risk/assign_prediction_probabilities.ipynb b/notebooks/code_sharing/credit_risk/assign_prediction_probabilities.ipynb
index 827d3ee67..da201e8f9 100644
--- a/notebooks/code_sharing/credit_risk/assign_prediction_probabilities.ipynb
+++ b/notebooks/code_sharing/credit_risk/assign_prediction_probabilities.ipynb
@@ -734,6 +734,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/code_sharing/deepeval_integration_demo.ipynb b/notebooks/code_sharing/deepeval_integration_demo.ipynb
index 8b1329f5c..478818d71 100644
--- a/notebooks/code_sharing/deepeval_integration_demo.ipynb
+++ b/notebooks/code_sharing/deepeval_integration_demo.ipynb
@@ -1060,6 +1060,19 @@
"\n",
"Start building comprehensive LLM evaluation workflows that combine the power of DeepEval's specialized metrics with ValidMind's structured testing and documentation framework.\n"
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/code_sharing/embeddings/quickstart_embeddings_demo.ipynb b/notebooks/code_sharing/embeddings/quickstart_embeddings_demo.ipynb
index 54afd6fe1..ea30e964d 100644
--- a/notebooks/code_sharing/embeddings/quickstart_embeddings_demo.ipynb
+++ b/notebooks/code_sharing/embeddings/quickstart_embeddings_demo.ipynb
@@ -308,6 +308,20 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "0a827b65",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/code_sharing/geval_deepeval_integration_demo.ipynb b/notebooks/code_sharing/geval_deepeval_integration_demo.ipynb
index 6f73fe2d5..6ba96d172 100644
--- a/notebooks/code_sharing/geval_deepeval_integration_demo.ipynb
+++ b/notebooks/code_sharing/geval_deepeval_integration_demo.ipynb
@@ -482,6 +482,19 @@
"\n",
"Start building comprehensive LLM evaluation workflows that combine the power of DeepEval's specialized metrics with ValidMind's structured testing and documentation framework.\n"
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/code_sharing/insurance_mortality/insurance_validation_demo.ipynb b/notebooks/code_sharing/insurance_mortality/insurance_validation_demo.ipynb
index 3495eba7a..f5650ec2b 100644
--- a/notebooks/code_sharing/insurance_mortality/insurance_validation_demo.ipynb
+++ b/notebooks/code_sharing/insurance_mortality/insurance_validation_demo.ipynb
@@ -499,6 +499,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/code_sharing/insurance_mortality/validmind_insurance_POC.ipynb b/notebooks/code_sharing/insurance_mortality/validmind_insurance_POC.ipynb
index 983c5ba8d..a318bf79e 100644
--- a/notebooks/code_sharing/insurance_mortality/validmind_insurance_POC.ipynb
+++ b/notebooks/code_sharing/insurance_mortality/validmind_insurance_POC.ipynb
@@ -1430,12 +1430,18 @@
]
},
{
- "cell_type": "code",
- "execution_count": null,
- "id": "8893d34e",
+ "cell_type": "markdown",
+ "id": "f7176334",
"metadata": {},
- "outputs": [],
- "source": []
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/code_sharing/llm/rag_llamaindex.ipynb b/notebooks/code_sharing/llm/rag_llamaindex.ipynb
index 0622b56f0..ef2399a36 100644
--- a/notebooks/code_sharing/llm/rag_llamaindex.ipynb
+++ b/notebooks/code_sharing/llm/rag_llamaindex.ipynb
@@ -549,6 +549,19 @@
"# )\n",
"# plot_distribution(result.metric.summary.results[0].data)"
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/code_sharing/llm/rag_rfp_answer_generation.ipynb b/notebooks/code_sharing/llm/rag_rfp_answer_generation.ipynb
index ffd2b9d3e..ca04ef108 100644
--- a/notebooks/code_sharing/llm/rag_rfp_answer_generation.ipynb
+++ b/notebooks/code_sharing/llm/rag_rfp_answer_generation.ipynb
@@ -295,6 +295,19 @@
"source": [
"answer = generate_answer(new_questions[0][\"RFP_Question\"])"
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/code_sharing/llm/rag_rfp_answer_generation_langchain.ipynb b/notebooks/code_sharing/llm/rag_rfp_answer_generation_langchain.ipynb
index 899484191..715c12f08 100644
--- a/notebooks/code_sharing/llm/rag_rfp_answer_generation_langchain.ipynb
+++ b/notebooks/code_sharing/llm/rag_rfp_answer_generation_langchain.ipynb
@@ -802,6 +802,19 @@
"source": [
"rag_evaluation_df"
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/code_sharing/llm/rag_rfp_question_similarity.ipynb b/notebooks/code_sharing/llm/rag_rfp_question_similarity.ipynb
index 02c71272c..302fcf20e 100644
--- a/notebooks/code_sharing/llm/rag_rfp_question_similarity.ipynb
+++ b/notebooks/code_sharing/llm/rag_rfp_question_similarity.ipynb
@@ -1094,6 +1094,19 @@
"# Save to CSV\n",
"ragas_results_df.to_csv('datasets/rag/rag_evaluation_results.csv', index=False)"
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/code_sharing/llm/rag_vendor_contracts_llamaindex.ipynb b/notebooks/code_sharing/llm/rag_vendor_contracts_llamaindex.ipynb
index 666254131..cf4b6e043 100644
--- a/notebooks/code_sharing/llm/rag_vendor_contracts_llamaindex.ipynb
+++ b/notebooks/code_sharing/llm/rag_vendor_contracts_llamaindex.ipynb
@@ -1408,6 +1408,19 @@
")\n",
"plot_distribution(result.metric.summary.results[0].data)"
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/code_sharing/llm/vendor_contract_agent/genai_vendor_contract_agent_usecase_poc.ipynb b/notebooks/code_sharing/llm/vendor_contract_agent/genai_vendor_contract_agent_usecase_poc.ipynb
index 058e0951e..37b809bfd 100644
--- a/notebooks/code_sharing/llm/vendor_contract_agent/genai_vendor_contract_agent_usecase_poc.ipynb
+++ b/notebooks/code_sharing/llm/vendor_contract_agent/genai_vendor_contract_agent_usecase_poc.ipynb
@@ -506,6 +506,19 @@
" params=rag_tests_params,\n",
")"
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/code_sharing/market_basket_analysis/mba_poc.ipynb b/notebooks/code_sharing/market_basket_analysis/mba_poc.ipynb
index edf4f4136..dcab4eb9d 100644
--- a/notebooks/code_sharing/market_basket_analysis/mba_poc.ipynb
+++ b/notebooks/code_sharing/market_basket_analysis/mba_poc.ipynb
@@ -341,6 +341,19 @@
"plt.title('Top 10 Association Rules Graph')\n",
"plt.show()\n"
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/code_sharing/operational_deposit/operational_deposit_poc.ipynb b/notebooks/code_sharing/operational_deposit/operational_deposit_poc.ipynb
index aa30630e6..17b9e05da 100644
--- a/notebooks/code_sharing/operational_deposit/operational_deposit_poc.ipynb
+++ b/notebooks/code_sharing/operational_deposit/operational_deposit_poc.ipynb
@@ -1157,6 +1157,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/code_sharing/operational_deposit/synthetic_data_generation.ipynb b/notebooks/code_sharing/operational_deposit/synthetic_data_generation.ipynb
index 925aff67a..6fd6d7ff7 100644
--- a/notebooks/code_sharing/operational_deposit/synthetic_data_generation.ipynb
+++ b/notebooks/code_sharing/operational_deposit/synthetic_data_generation.ipynb
@@ -163,11 +163,17 @@
]
},
{
- "cell_type": "code",
- "execution_count": null,
+ "cell_type": "markdown",
"metadata": {},
- "outputs": [],
- "source": []
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/code_sharing/output_templates/customizing_tests_with_output_templates.ipynb b/notebooks/code_sharing/output_templates/customizing_tests_with_output_templates.ipynb
index e809f5782..9864e4ff6 100644
--- a/notebooks/code_sharing/output_templates/customizing_tests_with_output_templates.ipynb
+++ b/notebooks/code_sharing/output_templates/customizing_tests_with_output_templates.ipynb
@@ -815,6 +815,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/code_sharing/plots_and_stats_demo.ipynb b/notebooks/code_sharing/plots_and_stats_demo.ipynb
index b41188ae0..33eeaf2d5 100644
--- a/notebooks/code_sharing/plots_and_stats_demo.ipynb
+++ b/notebooks/code_sharing/plots_and_stats_demo.ipynb
@@ -682,6 +682,19 @@
"\n",
"These tests provide a solid foundation for exploratory data analysis, data quality assessment, and statistical validation in any data science workflow.\n"
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/code_sharing/post_processing_functions.ipynb b/notebooks/code_sharing/post_processing_functions.ipynb
index 555a5671a..767ad2a09 100644
--- a/notebooks/code_sharing/post_processing_functions.ipynb
+++ b/notebooks/code_sharing/post_processing_functions.ipynb
@@ -607,6 +607,19 @@
" post_process_fn=create_heatmap,\n",
")"
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/code_sharing/regression/regression_unit_metrics.ipynb b/notebooks/code_sharing/regression/regression_unit_metrics.ipynb
index 35dc8eae2..ba8655a2d 100644
--- a/notebooks/code_sharing/regression/regression_unit_metrics.ipynb
+++ b/notebooks/code_sharing/regression/regression_unit_metrics.ipynb
@@ -758,6 +758,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/code_sharing/test_configuration_updates_demo.ipynb b/notebooks/code_sharing/test_configuration_updates_demo.ipynb
index 8ab4b0b6f..875cffe41 100644
--- a/notebooks/code_sharing/test_configuration_updates_demo.ipynb
+++ b/notebooks/code_sharing/test_configuration_updates_demo.ipynb
@@ -53,6 +53,19 @@
"import yaml\n",
"print(\"Suite Config in YAML: \\n\\n\", yaml.dump(config, default_flow_style=False))"
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/how_to/assign_scores_complete_tutorial.ipynb b/notebooks/how_to/assign_scores_complete_tutorial.ipynb
index 023243a44..f8af3393b 100644
--- a/notebooks/how_to/assign_scores_complete_tutorial.ipynb
+++ b/notebooks/how_to/assign_scores_complete_tutorial.ipynb
@@ -771,6 +771,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/how_to/configure_dataset_features.ipynb b/notebooks/how_to/configure_dataset_features.ipynb
index c8a5fab14..13c9e0896 100644
--- a/notebooks/how_to/configure_dataset_features.ipynb
+++ b/notebooks/how_to/configure_dataset_features.ipynb
@@ -429,6 +429,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/how_to/customize_test_result_descriptions.ipynb b/notebooks/how_to/customize_test_result_descriptions.ipynb
index 6bf6825e8..b81f97488 100644
--- a/notebooks/how_to/customize_test_result_descriptions.ipynb
+++ b/notebooks/how_to/customize_test_result_descriptions.ipynb
@@ -999,6 +999,19 @@
"\n",
"Use `test_description` and `additional_context` parameters to anchor test results descriptions in your specific domain and business context, preventing the LLM from generating generic or inappropriate interpretations. Then use `instructions` to explicitly direct the LLM to ground its analysis in this provided context, such as \"Base all recommendations on the thresholds specified in the additional context section\" or \"Interpret all metrics according to the test description provided.\""
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/how_to/document_multiple_results_for_the_same_test.ipynb b/notebooks/how_to/document_multiple_results_for_the_same_test.ipynb
index c0067b39a..42bc0a805 100644
--- a/notebooks/how_to/document_multiple_results_for_the_same_test.ipynb
+++ b/notebooks/how_to/document_multiple_results_for_the_same_test.ipynb
@@ -580,6 +580,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/how_to/enable_pii_detection.ipynb b/notebooks/how_to/enable_pii_detection.ipynb
index a7e123286..a1dc943c0 100644
--- a/notebooks/how_to/enable_pii_detection.ipynb
+++ b/notebooks/how_to/enable_pii_detection.ipynb
@@ -597,6 +597,20 @@
"\n",
"Or, visit our [documentation](https://docs.validmind.ai/) to learn more about ValidMind."
]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f1e696a9",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/how_to/explore_test_suites.ipynb b/notebooks/how_to/explore_test_suites.ipynb
index cca060b94..3e75eff10 100644
--- a/notebooks/how_to/explore_test_suites.ipynb
+++ b/notebooks/how_to/explore_test_suites.ipynb
@@ -685,13 +685,26 @@
"\n",
"Or, visit our [documentation](https://docs.validmind.ai/) to learn more about ValidMind."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
"kernelspec": {
- "display_name": "Python 3",
+ "display_name": "ValidMind Library",
"language": "python",
- "name": "python3"
+ "name": "validmind"
},
"language_info": {
"codemirror_mode": {
@@ -703,7 +716,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.11.13"
+ "version": "3.10.13"
}
},
"nbformat": 4,
diff --git a/notebooks/how_to/explore_tests.ipynb b/notebooks/how_to/explore_tests.ipynb
index 2ce32b10a..27119aacd 100644
--- a/notebooks/how_to/explore_tests.ipynb
+++ b/notebooks/how_to/explore_tests.ipynb
@@ -4384,6 +4384,19 @@
"\n",
"Or, visit our [documentation](https://docs.validmind.ai/) to learn more about ValidMind.\n"
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/how_to/filter_input_columns.ipynb b/notebooks/how_to/filter_input_columns.ipynb
index 7289ab745..5c8b2ce09 100644
--- a/notebooks/how_to/filter_input_columns.ipynb
+++ b/notebooks/how_to/filter_input_columns.ipynb
@@ -61,6 +61,19 @@
"\n",
"# notice that only the column \"col1\" is shown in the test result"
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/how_to/load_datasets_predictions.ipynb b/notebooks/how_to/load_datasets_predictions.ipynb
index a34fa03c4..c10eb88dc 100644
--- a/notebooks/how_to/load_datasets_predictions.ipynb
+++ b/notebooks/how_to/load_datasets_predictions.ipynb
@@ -1014,6 +1014,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/how_to/log_metrics_over_time.ipynb b/notebooks/how_to/log_metrics_over_time.ipynb
index 831fdde6c..53b3ee6ee 100644
--- a/notebooks/how_to/log_metrics_over_time.ipynb
+++ b/notebooks/how_to/log_metrics_over_time.ipynb
@@ -916,6 +916,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/how_to/run_documentation_sections.ipynb b/notebooks/how_to/run_documentation_sections.ipynb
index 2b653a95b..0cfda9183 100644
--- a/notebooks/how_to/run_documentation_sections.ipynb
+++ b/notebooks/how_to/run_documentation_sections.ipynb
@@ -552,6 +552,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/how_to/run_documentation_tests_with_config.ipynb b/notebooks/how_to/run_documentation_tests_with_config.ipynb
index 2d8d0c439..d93dfa534 100644
--- a/notebooks/how_to/run_documentation_tests_with_config.ipynb
+++ b/notebooks/how_to/run_documentation_tests_with_config.ipynb
@@ -677,6 +677,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/how_to/run_tests/1_run_dataset_based_tests.ipynb b/notebooks/how_to/run_tests/1_run_dataset_based_tests.ipynb
index 480d96006..cbab7460b 100644
--- a/notebooks/how_to/run_tests/1_run_dataset_based_tests.ipynb
+++ b/notebooks/how_to/run_tests/1_run_dataset_based_tests.ipynb
@@ -564,6 +564,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/how_to/run_tests/2_run_comparison_tests.ipynb b/notebooks/how_to/run_tests/2_run_comparison_tests.ipynb
index 0d2691934..7b8d8878e 100644
--- a/notebooks/how_to/run_tests/2_run_comparison_tests.ipynb
+++ b/notebooks/how_to/run_tests/2_run_comparison_tests.ipynb
@@ -748,6 +748,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/how_to/run_tests_that_require_multiple_datasets.ipynb b/notebooks/how_to/run_tests_that_require_multiple_datasets.ipynb
index 40f4a9239..0eeb52e62 100644
--- a/notebooks/how_to/run_tests_that_require_multiple_datasets.ipynb
+++ b/notebooks/how_to/run_tests_that_require_multiple_datasets.ipynb
@@ -529,6 +529,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/how_to/run_unit_metrics.ipynb b/notebooks/how_to/run_unit_metrics.ipynb
index 3bfe9d098..29f367d37 100644
--- a/notebooks/how_to/run_unit_metrics.ipynb
+++ b/notebooks/how_to/run_unit_metrics.ipynb
@@ -753,6 +753,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/how_to/understand_utilize_rawdata.ipynb b/notebooks/how_to/understand_utilize_rawdata.ipynb
index 93d664a7c..a48e602a6 100644
--- a/notebooks/how_to/understand_utilize_rawdata.ipynb
+++ b/notebooks/how_to/understand_utilize_rawdata.ipynb
@@ -699,6 +699,20 @@
"source": [
"result_cm.raw_data.inspect()"
]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "16d292fe",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/how_to/use_dataset_model_objects.ipynb b/notebooks/how_to/use_dataset_model_objects.ipynb
index 0f174db8e..b491ebb41 100644
--- a/notebooks/how_to/use_dataset_model_objects.ipynb
+++ b/notebooks/how_to/use_dataset_model_objects.ipynb
@@ -963,6 +963,19 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/quickstart/quickstart_model_documentation.ipynb b/notebooks/quickstart/quickstart_model_documentation.ipynb
index 483f026f0..75dd43329 100644
--- a/notebooks/quickstart/quickstart_model_documentation.ipynb
+++ b/notebooks/quickstart/quickstart_model_documentation.ipynb
@@ -849,6 +849,20 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "09c906f3",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/quickstart/quickstart_model_validation.ipynb b/notebooks/quickstart/quickstart_model_validation.ipynb
index dcd33da34..f9470bd70 100644
--- a/notebooks/quickstart/quickstart_model_validation.ipynb
+++ b/notebooks/quickstart/quickstart_model_validation.ipynb
@@ -1170,6 +1170,20 @@
"source": [
"You may need to restart your kernel after running the upgrade package for changes to be applied."
]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f33d4214",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/templates/copyright.ipynb b/notebooks/templates/copyright.ipynb
new file mode 100644
index 000000000..a2e5fcd40
--- /dev/null
+++ b/notebooks/templates/copyright.ipynb
@@ -0,0 +1,25 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "38c5fe72",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
+ }
+ ],
+ "metadata": {
+ "language_info": {
+ "name": "python"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/notebooks/templates/e2e-notebook.ipynb b/notebooks/templates/e2e-notebook.ipynb
index adee3320d..1f7b74be9 100644
--- a/notebooks/templates/e2e-notebook.ipynb
+++ b/notebooks/templates/e2e-notebook.ipynb
@@ -261,6 +261,19 @@
"- [ ] If inserted, confirm that the **Documentation template** and **Use case** under `Get your code snippet` from [`install-initialize-validmind.ipynb`](install-initialize-validmind.ipynb) matches your actual requirements.\n",
"- [ ] Go forth and complete that custom sample!"
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/tutorials/model_development/1-set_up_validmind.ipynb b/notebooks/tutorials/model_development/1-set_up_validmind.ipynb
index 604154b04..a42e05c06 100644
--- a/notebooks/tutorials/model_development/1-set_up_validmind.ipynb
+++ b/notebooks/tutorials/model_development/1-set_up_validmind.ipynb
@@ -437,6 +437,20 @@
"\n",
"Now that the ValidMind Library is connected to your model in the ValidMind Library with the correct template applied, we can go ahead and start the model development process: **[2 — Start the model development process](2-start_development_process.ipynb)**"
]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "39c974f0",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/tutorials/model_development/2-start_development_process.ipynb b/notebooks/tutorials/model_development/2-start_development_process.ipynb
index 82e5ec204..c4b19ea85 100644
--- a/notebooks/tutorials/model_development/2-start_development_process.ipynb
+++ b/notebooks/tutorials/model_development/2-start_development_process.ipynb
@@ -986,6 +986,19 @@
"\n",
"Now that you're familiar with the basics of using the ValidMind Library to run and log tests to provide evidence for your model documentation, let's learn how to incorporate your own custom tests into ValidMind: **[3 — Integrate custom tests](3-integrate_custom_tests.ipynb)**"
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/tutorials/model_development/3-integrate_custom_tests.ipynb b/notebooks/tutorials/model_development/3-integrate_custom_tests.ipynb
index 775e6b144..7966f7886 100644
--- a/notebooks/tutorials/model_development/3-integrate_custom_tests.ipynb
+++ b/notebooks/tutorials/model_development/3-integrate_custom_tests.ipynb
@@ -965,6 +965,19 @@
"\n",
"Now that you're proficient at using the ValidMind Library to run and log tests, let's put the last pieces in place to prepare our fully documented sample model for review: **[4 — Finalize testing and documentation](4-finalize_testing_documentation.ipynb)**"
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/tutorials/model_development/4-finalize_testing_documentation.ipynb b/notebooks/tutorials/model_development/4-finalize_testing_documentation.ipynb
index 5aae3b0f3..8e5736665 100644
--- a/notebooks/tutorials/model_development/4-finalize_testing_documentation.ipynb
+++ b/notebooks/tutorials/model_development/4-finalize_testing_documentation.ipynb
@@ -964,6 +964,19 @@
"- [Code samples](https://github.com/validmind/validmind-library/tree/main/notebooks/code_samples)\n",
"- [How-to guides](https://github.com/validmind/validmind-library/tree/main/notebooks/how_to)"
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/tutorials/model_validation/1-set_up_validmind_for_validation.ipynb b/notebooks/tutorials/model_validation/1-set_up_validmind_for_validation.ipynb
index 043bda6df..807d6caf9 100644
--- a/notebooks/tutorials/model_validation/1-set_up_validmind_for_validation.ipynb
+++ b/notebooks/tutorials/model_validation/1-set_up_validmind_for_validation.ipynb
@@ -488,6 +488,20 @@
"\n",
"Now that the ValidMind Library is connected to your model in the ValidMind Library with the correct template applied, we can go ahead and start the model validation process: **[2 — Start the model validation process](2-start_validation_process.ipynb)**"
]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "47e90901",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/tutorials/model_validation/2-start_validation_process.ipynb b/notebooks/tutorials/model_validation/2-start_validation_process.ipynb
index c0bae39f4..e6fb19454 100644
--- a/notebooks/tutorials/model_validation/2-start_validation_process.ipynb
+++ b/notebooks/tutorials/model_validation/2-start_validation_process.ipynb
@@ -859,6 +859,19 @@
"\n",
"Now that you're familiar with the basics of using the ValidMind Library, let's use it to develop a challenger model: **[3 — Developing a potential challenger model](3-developing_challenger_model.ipynb)**"
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/tutorials/model_validation/3-developing_challenger_model.ipynb b/notebooks/tutorials/model_validation/3-developing_challenger_model.ipynb
index 3a2eb89f7..68398c09d 100644
--- a/notebooks/tutorials/model_validation/3-developing_challenger_model.ipynb
+++ b/notebooks/tutorials/model_validation/3-developing_challenger_model.ipynb
@@ -862,6 +862,19 @@
"\n",
"Now that you're familiar with the basics of using the ValidMind Library to run and log validation tests, let's learn how to implement some custom tests and wrap up our validation: **[4 — Finalize validation and reporting](4-finalize_validation_reporting.ipynb)**"
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/notebooks/tutorials/model_validation/4-finalize_validation_reporting.ipynb b/notebooks/tutorials/model_validation/4-finalize_validation_reporting.ipynb
index 933dd673f..c5c5f94ea 100644
--- a/notebooks/tutorials/model_validation/4-finalize_validation_reporting.ipynb
+++ b/notebooks/tutorials/model_validation/4-finalize_validation_reporting.ipynb
@@ -1197,6 +1197,19 @@
"\n",
"Or, visit our [documentation](https://docs.validmind.ai/) to learn more about ValidMind."
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2026 ValidMind Inc. All rights reserved.
\n",
+ "Refer to the [LICENSE file in the root of the GitHub `validmind-library` repository](https://github.com/validmind/validmind-library/blob/main/LICENSE) for details.
\n",
+ "SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial"
+ ]
}
],
"metadata": {
diff --git a/scripts/copyright.txt b/scripts/copyright.txt
index 0fd470ea2..52d6466e2 100644
--- a/scripts/copyright.txt
+++ b/scripts/copyright.txt
@@ -1,3 +1,3 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
diff --git a/validmind/__init__.py b/validmind/__init__.py
index 22b42538b..780a50aa5 100644
--- a/validmind/__init__.py
+++ b/validmind/__init__.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
"""
diff --git a/validmind/ai/test_descriptions.py b/validmind/ai/test_descriptions.py
index d8e0ec0bf..1a9ac90b6 100644
--- a/validmind/ai/test_descriptions.py
+++ b/validmind/ai/test_descriptions.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
import json
diff --git a/validmind/ai/utils.py b/validmind/ai/utils.py
index 8f3405baf..a3241d5b2 100644
--- a/validmind/ai/utils.py
+++ b/validmind/ai/utils.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
import os
diff --git a/validmind/api_client.py b/validmind/api_client.py
index d5722efdb..87b00d5f0 100644
--- a/validmind/api_client.py
+++ b/validmind/api_client.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
"""ValidMind API client
diff --git a/validmind/client.py b/validmind/client.py
index dcdb86386..5c5ceff39 100644
--- a/validmind/client.py
+++ b/validmind/client.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
"""
diff --git a/validmind/client_config.py b/validmind/client_config.py
index df11fb5e0..1d3742655 100644
--- a/validmind/client_config.py
+++ b/validmind/client_config.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
"""
diff --git a/validmind/datasets/__init__.py b/validmind/datasets/__init__.py
index 09c4aafb3..17a24d2cc 100644
--- a/validmind/datasets/__init__.py
+++ b/validmind/datasets/__init__.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
"""
diff --git a/validmind/datasets/classification/__init__.py b/validmind/datasets/classification/__init__.py
index b18241295..616c1d901 100644
--- a/validmind/datasets/classification/__init__.py
+++ b/validmind/datasets/classification/__init__.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
"""
diff --git a/validmind/datasets/classification/customer_churn.py b/validmind/datasets/classification/customer_churn.py
index 3921f0edd..df0041544 100644
--- a/validmind/datasets/classification/customer_churn.py
+++ b/validmind/datasets/classification/customer_churn.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
import os
diff --git a/validmind/datasets/classification/taiwan_credit.py b/validmind/datasets/classification/taiwan_credit.py
index 4043e5982..7ea125f37 100644
--- a/validmind/datasets/classification/taiwan_credit.py
+++ b/validmind/datasets/classification/taiwan_credit.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
import os
diff --git a/validmind/datasets/cluster/digits.py b/validmind/datasets/cluster/digits.py
index d405a5148..0cb129d3c 100644
--- a/validmind/datasets/cluster/digits.py
+++ b/validmind/datasets/cluster/digits.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
import os
diff --git a/validmind/datasets/credit_risk/__init__.py b/validmind/datasets/credit_risk/__init__.py
index 25b445b0b..8ab24e83f 100644
--- a/validmind/datasets/credit_risk/__init__.py
+++ b/validmind/datasets/credit_risk/__init__.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
"""
diff --git a/validmind/datasets/credit_risk/lending_club.py b/validmind/datasets/credit_risk/lending_club.py
index 86762b6d9..c7fab7713 100644
--- a/validmind/datasets/credit_risk/lending_club.py
+++ b/validmind/datasets/credit_risk/lending_club.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
import logging
diff --git a/validmind/datasets/credit_risk/lending_club_bias.py b/validmind/datasets/credit_risk/lending_club_bias.py
index 8f72a9633..961fb15dd 100644
--- a/validmind/datasets/credit_risk/lending_club_bias.py
+++ b/validmind/datasets/credit_risk/lending_club_bias.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
import os
diff --git a/validmind/datasets/llm/__init__.py b/validmind/datasets/llm/__init__.py
index 1e5937374..010f1df04 100644
--- a/validmind/datasets/llm/__init__.py
+++ b/validmind/datasets/llm/__init__.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
"""
diff --git a/validmind/datasets/llm/agent_dataset.py b/validmind/datasets/llm/agent_dataset.py
index e196808be..a3f05ac47 100644
--- a/validmind/datasets/llm/agent_dataset.py
+++ b/validmind/datasets/llm/agent_dataset.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
"""
diff --git a/validmind/datasets/llm/rag/__init__.py b/validmind/datasets/llm/rag/__init__.py
index 3d7de989c..d45a41948 100644
--- a/validmind/datasets/llm/rag/__init__.py
+++ b/validmind/datasets/llm/rag/__init__.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
"""
diff --git a/validmind/datasets/llm/rag/rfp.py b/validmind/datasets/llm/rag/rfp.py
index 21d102146..82b51cb40 100644
--- a/validmind/datasets/llm/rag/rfp.py
+++ b/validmind/datasets/llm/rag/rfp.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
import os
diff --git a/validmind/datasets/nlp/__init__.py b/validmind/datasets/nlp/__init__.py
index 9b467811e..d8e8f53a7 100644
--- a/validmind/datasets/nlp/__init__.py
+++ b/validmind/datasets/nlp/__init__.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
"""
diff --git a/validmind/datasets/nlp/cnn_dailymail.py b/validmind/datasets/nlp/cnn_dailymail.py
index e362fe31c..38406587f 100644
--- a/validmind/datasets/nlp/cnn_dailymail.py
+++ b/validmind/datasets/nlp/cnn_dailymail.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
import os
diff --git a/validmind/datasets/nlp/twitter_covid_19.py b/validmind/datasets/nlp/twitter_covid_19.py
index a9fb6a5aa..79d988c45 100644
--- a/validmind/datasets/nlp/twitter_covid_19.py
+++ b/validmind/datasets/nlp/twitter_covid_19.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
import os
diff --git a/validmind/datasets/regression/__init__.py b/validmind/datasets/regression/__init__.py
index 110fd7199..dc911490a 100644
--- a/validmind/datasets/regression/__init__.py
+++ b/validmind/datasets/regression/__init__.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
"""
diff --git a/validmind/datasets/regression/california_housing.py b/validmind/datasets/regression/california_housing.py
index 0e4d445d4..7af9f0b24 100644
--- a/validmind/datasets/regression/california_housing.py
+++ b/validmind/datasets/regression/california_housing.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
import os
diff --git a/validmind/datasets/regression/fred.py b/validmind/datasets/regression/fred.py
index 6aedade9d..1c2403537 100644
--- a/validmind/datasets/regression/fred.py
+++ b/validmind/datasets/regression/fred.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
import os
diff --git a/validmind/datasets/regression/fred_timeseries.py b/validmind/datasets/regression/fred_timeseries.py
index 54f3dbfd5..19bff1559 100644
--- a/validmind/datasets/regression/fred_timeseries.py
+++ b/validmind/datasets/regression/fred_timeseries.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
import os
diff --git a/validmind/datasets/regression/generate_california_housing_csv.py b/validmind/datasets/regression/generate_california_housing_csv.py
index ab87dbfa3..19c4d4e73 100644
--- a/validmind/datasets/regression/generate_california_housing_csv.py
+++ b/validmind/datasets/regression/generate_california_housing_csv.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
"""
diff --git a/validmind/datasets/regression/lending_club.py b/validmind/datasets/regression/lending_club.py
index 1442a79f3..442a0893f 100644
--- a/validmind/datasets/regression/lending_club.py
+++ b/validmind/datasets/regression/lending_club.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
import os
diff --git a/validmind/errors.py b/validmind/errors.py
index 60556abab..4aa905657 100644
--- a/validmind/errors.py
+++ b/validmind/errors.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
"""
diff --git a/validmind/experimental/agents.py b/validmind/experimental/agents.py
index f5827889a..3b52fa1b5 100644
--- a/validmind/experimental/agents.py
+++ b/validmind/experimental/agents.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
"""
diff --git a/validmind/html_templates/content_blocks.py b/validmind/html_templates/content_blocks.py
index 9adcab4ac..96067ccac 100644
--- a/validmind/html_templates/content_blocks.py
+++ b/validmind/html_templates/content_blocks.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
non_test_content_block_html = """
diff --git a/validmind/input_registry.py b/validmind/input_registry.py
index 5c92ca306..ce73ba75d 100644
--- a/validmind/input_registry.py
+++ b/validmind/input_registry.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
"""
diff --git a/validmind/logging.py b/validmind/logging.py
index 51d145d10..a12ced727 100644
--- a/validmind/logging.py
+++ b/validmind/logging.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
"""ValidMind logging module"""
diff --git a/validmind/models/__init__.py b/validmind/models/__init__.py
index bb235b542..f1c157a66 100644
--- a/validmind/models/__init__.py
+++ b/validmind/models/__init__.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from .foundation import FoundationModel, Prompt
diff --git a/validmind/models/foundation.py b/validmind/models/foundation.py
index 2b4979ecc..c1fce1c54 100644
--- a/validmind/models/foundation.py
+++ b/validmind/models/foundation.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from dataclasses import dataclass
diff --git a/validmind/models/function.py b/validmind/models/function.py
index 5b3e0f40f..d05e9da00 100644
--- a/validmind/models/function.py
+++ b/validmind/models/function.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Any, Dict, List
diff --git a/validmind/models/huggingface.py b/validmind/models/huggingface.py
index fac047c59..a803c3f1a 100644
--- a/validmind/models/huggingface.py
+++ b/validmind/models/huggingface.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from dataclasses import dataclass
diff --git a/validmind/models/metadata.py b/validmind/models/metadata.py
index f060c74a9..3ad8e909a 100644
--- a/validmind/models/metadata.py
+++ b/validmind/models/metadata.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from validmind.errors import MissingOrInvalidModelPredictFnError
diff --git a/validmind/models/pipeline.py b/validmind/models/pipeline.py
index ed0f75064..5c13df200 100644
--- a/validmind/models/pipeline.py
+++ b/validmind/models/pipeline.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from validmind.logging import get_logger
diff --git a/validmind/models/pytorch.py b/validmind/models/pytorch.py
index 858a4d1f7..00f5df513 100644
--- a/validmind/models/pytorch.py
+++ b/validmind/models/pytorch.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from validmind.errors import MissingOrInvalidModelPredictFnError
diff --git a/validmind/models/r_model.py b/validmind/models/r_model.py
index d26a17092..377c80bd8 100644
--- a/validmind/models/r_model.py
+++ b/validmind/models/r_model.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
import numpy as np
diff --git a/validmind/models/sklearn.py b/validmind/models/sklearn.py
index 42cec0a24..7ece1f1b9 100644
--- a/validmind/models/sklearn.py
+++ b/validmind/models/sklearn.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
import pandas as pd
diff --git a/validmind/scorers/__init__.py b/validmind/scorers/__init__.py
index f04cd4ab7..71519c2a8 100644
--- a/validmind/scorers/__init__.py
+++ b/validmind/scorers/__init__.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from validmind.tests._store import test_provider_store
diff --git a/validmind/scorers/classification/AbsoluteError.py b/validmind/scorers/classification/AbsoluteError.py
index 1773a6ad1..9644ef5b6 100644
--- a/validmind/scorers/classification/AbsoluteError.py
+++ b/validmind/scorers/classification/AbsoluteError.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import List
diff --git a/validmind/scorers/classification/BrierScore.py b/validmind/scorers/classification/BrierScore.py
index bb55013ef..28767ef60 100644
--- a/validmind/scorers/classification/BrierScore.py
+++ b/validmind/scorers/classification/BrierScore.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import List
diff --git a/validmind/scorers/classification/CalibrationError.py b/validmind/scorers/classification/CalibrationError.py
index e2963e4c9..674716b51 100644
--- a/validmind/scorers/classification/CalibrationError.py
+++ b/validmind/scorers/classification/CalibrationError.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import List
diff --git a/validmind/scorers/classification/ClassBalance.py b/validmind/scorers/classification/ClassBalance.py
index a5f0febaf..dc8e6c2cf 100644
--- a/validmind/scorers/classification/ClassBalance.py
+++ b/validmind/scorers/classification/ClassBalance.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import List
diff --git a/validmind/scorers/classification/Confidence.py b/validmind/scorers/classification/Confidence.py
index 5722fa614..237cdae16 100644
--- a/validmind/scorers/classification/Confidence.py
+++ b/validmind/scorers/classification/Confidence.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import List
diff --git a/validmind/scorers/classification/Correctness.py b/validmind/scorers/classification/Correctness.py
index 5c9a50876..d9f920ed4 100644
--- a/validmind/scorers/classification/Correctness.py
+++ b/validmind/scorers/classification/Correctness.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import List
diff --git a/validmind/scorers/classification/LogLoss.py b/validmind/scorers/classification/LogLoss.py
index 80811d101..88223ccad 100644
--- a/validmind/scorers/classification/LogLoss.py
+++ b/validmind/scorers/classification/LogLoss.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import List
diff --git a/validmind/scorers/classification/OutlierScore.py b/validmind/scorers/classification/OutlierScore.py
index 2bac59813..2f5055dbd 100644
--- a/validmind/scorers/classification/OutlierScore.py
+++ b/validmind/scorers/classification/OutlierScore.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Any, Dict, List
diff --git a/validmind/scorers/classification/ProbabilityError.py b/validmind/scorers/classification/ProbabilityError.py
index 6a918a93f..dc8882ca0 100644
--- a/validmind/scorers/classification/ProbabilityError.py
+++ b/validmind/scorers/classification/ProbabilityError.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import List
diff --git a/validmind/scorers/classification/Uncertainty.py b/validmind/scorers/classification/Uncertainty.py
index c0f3ebe5f..99b8e497b 100644
--- a/validmind/scorers/classification/Uncertainty.py
+++ b/validmind/scorers/classification/Uncertainty.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import List
diff --git a/validmind/scorers/llm/deepeval/AnswerRelevancy.py b/validmind/scorers/llm/deepeval/AnswerRelevancy.py
index fd827f2bc..22627a3ce 100644
--- a/validmind/scorers/llm/deepeval/AnswerRelevancy.py
+++ b/validmind/scorers/llm/deepeval/AnswerRelevancy.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Any, Dict, List
diff --git a/validmind/scorers/llm/deepeval/ArgumentCorrectness.py b/validmind/scorers/llm/deepeval/ArgumentCorrectness.py
index 00bc78fd0..5c271deb4 100644
--- a/validmind/scorers/llm/deepeval/ArgumentCorrectness.py
+++ b/validmind/scorers/llm/deepeval/ArgumentCorrectness.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Any, Dict, List
diff --git a/validmind/scorers/llm/deepeval/Bias.py b/validmind/scorers/llm/deepeval/Bias.py
index 0f2b99a17..5f43d1a7e 100644
--- a/validmind/scorers/llm/deepeval/Bias.py
+++ b/validmind/scorers/llm/deepeval/Bias.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Any, Dict, List
diff --git a/validmind/scorers/llm/deepeval/ContextualPrecision.py b/validmind/scorers/llm/deepeval/ContextualPrecision.py
index 8c86d9528..2684fb55c 100644
--- a/validmind/scorers/llm/deepeval/ContextualPrecision.py
+++ b/validmind/scorers/llm/deepeval/ContextualPrecision.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Any, Dict, List
diff --git a/validmind/scorers/llm/deepeval/ContextualRecall.py b/validmind/scorers/llm/deepeval/ContextualRecall.py
index 14dde0282..663cf75bb 100644
--- a/validmind/scorers/llm/deepeval/ContextualRecall.py
+++ b/validmind/scorers/llm/deepeval/ContextualRecall.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Any, Dict, List
diff --git a/validmind/scorers/llm/deepeval/ContextualRelevancy.py b/validmind/scorers/llm/deepeval/ContextualRelevancy.py
index e56185308..ed8ae0ed1 100644
--- a/validmind/scorers/llm/deepeval/ContextualRelevancy.py
+++ b/validmind/scorers/llm/deepeval/ContextualRelevancy.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Any, Dict, List
diff --git a/validmind/scorers/llm/deepeval/Faithfulness.py b/validmind/scorers/llm/deepeval/Faithfulness.py
index eb1c051c0..b1705e066 100644
--- a/validmind/scorers/llm/deepeval/Faithfulness.py
+++ b/validmind/scorers/llm/deepeval/Faithfulness.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Any, Dict, List
diff --git a/validmind/scorers/llm/deepeval/GEval.py b/validmind/scorers/llm/deepeval/GEval.py
index de8d7e0ba..5649d372e 100644
--- a/validmind/scorers/llm/deepeval/GEval.py
+++ b/validmind/scorers/llm/deepeval/GEval.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Any, Dict, List
diff --git a/validmind/scorers/llm/deepeval/Hallucination.py b/validmind/scorers/llm/deepeval/Hallucination.py
index ace0f37b6..2e0936557 100644
--- a/validmind/scorers/llm/deepeval/Hallucination.py
+++ b/validmind/scorers/llm/deepeval/Hallucination.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Any, Dict, List
diff --git a/validmind/scorers/llm/deepeval/PlanAdherence.py b/validmind/scorers/llm/deepeval/PlanAdherence.py
index 0335a6fdd..04fb8c30f 100644
--- a/validmind/scorers/llm/deepeval/PlanAdherence.py
+++ b/validmind/scorers/llm/deepeval/PlanAdherence.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Any, Dict, List
@@ -27,7 +27,9 @@
@scorer()
-@tags("llm", "PlanAdherence", "deepeval", "agent_evaluation", "reasoning_layer", "agentic")
+@tags(
+ "llm", "PlanAdherence", "deepeval", "agent_evaluation", "reasoning_layer", "agentic"
+)
@tasks("llm")
def PlanAdherence(
dataset: VMDataset,
diff --git a/validmind/scorers/llm/deepeval/PlanQuality.py b/validmind/scorers/llm/deepeval/PlanQuality.py
index f9b674640..88ca21da3 100644
--- a/validmind/scorers/llm/deepeval/PlanQuality.py
+++ b/validmind/scorers/llm/deepeval/PlanQuality.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Any, Dict, List
diff --git a/validmind/scorers/llm/deepeval/Summarization.py b/validmind/scorers/llm/deepeval/Summarization.py
index 809d038e6..3d384d10c 100644
--- a/validmind/scorers/llm/deepeval/Summarization.py
+++ b/validmind/scorers/llm/deepeval/Summarization.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Any, Dict, List, Optional
diff --git a/validmind/scorers/llm/deepeval/TaskCompletion.py b/validmind/scorers/llm/deepeval/TaskCompletion.py
index 70a2c490e..060cce6a8 100644
--- a/validmind/scorers/llm/deepeval/TaskCompletion.py
+++ b/validmind/scorers/llm/deepeval/TaskCompletion.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Any, Dict, List
diff --git a/validmind/scorers/llm/deepeval/ToolCorrectness.py b/validmind/scorers/llm/deepeval/ToolCorrectness.py
index dac8610f4..69abe3bf9 100644
--- a/validmind/scorers/llm/deepeval/ToolCorrectness.py
+++ b/validmind/scorers/llm/deepeval/ToolCorrectness.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Any, Dict, List
diff --git a/validmind/scorers/llm/deepeval/__init__.py b/validmind/scorers/llm/deepeval/__init__.py
index 416b57e0c..4a1de3536 100644
--- a/validmind/scorers/llm/deepeval/__init__.py
+++ b/validmind/scorers/llm/deepeval/__init__.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Any, Dict, List
diff --git a/validmind/template.py b/validmind/template.py
index ea5edd4df..8fe191389 100644
--- a/validmind/template.py
+++ b/validmind/template.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
import uuid
diff --git a/validmind/test_suites/__init__.py b/validmind/test_suites/__init__.py
index cd09d3968..3c4440887 100644
--- a/validmind/test_suites/__init__.py
+++ b/validmind/test_suites/__init__.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
"""
diff --git a/validmind/test_suites/classifier.py b/validmind/test_suites/classifier.py
index b272e5b14..4520a535e 100644
--- a/validmind/test_suites/classifier.py
+++ b/validmind/test_suites/classifier.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
"""
diff --git a/validmind/test_suites/cluster.py b/validmind/test_suites/cluster.py
index 2ffeb2e01..d144269c6 100644
--- a/validmind/test_suites/cluster.py
+++ b/validmind/test_suites/cluster.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
"""
diff --git a/validmind/test_suites/embeddings.py b/validmind/test_suites/embeddings.py
index c8649abee..03f83f21e 100644
--- a/validmind/test_suites/embeddings.py
+++ b/validmind/test_suites/embeddings.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
"""
diff --git a/validmind/test_suites/llm.py b/validmind/test_suites/llm.py
index bcb4030ea..c72a22786 100644
--- a/validmind/test_suites/llm.py
+++ b/validmind/test_suites/llm.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
"""
diff --git a/validmind/test_suites/nlp.py b/validmind/test_suites/nlp.py
index 403727029..dd1a73a47 100644
--- a/validmind/test_suites/nlp.py
+++ b/validmind/test_suites/nlp.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
"""
diff --git a/validmind/test_suites/parameters_optimization.py b/validmind/test_suites/parameters_optimization.py
index c80a58465..dd29ddf44 100644
--- a/validmind/test_suites/parameters_optimization.py
+++ b/validmind/test_suites/parameters_optimization.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
"""
diff --git a/validmind/test_suites/regression.py b/validmind/test_suites/regression.py
index 2d515d457..4da1819c7 100644
--- a/validmind/test_suites/regression.py
+++ b/validmind/test_suites/regression.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from validmind.vm_models import TestSuite
diff --git a/validmind/test_suites/statsmodels_timeseries.py b/validmind/test_suites/statsmodels_timeseries.py
index 569ddcea8..92fae39a2 100644
--- a/validmind/test_suites/statsmodels_timeseries.py
+++ b/validmind/test_suites/statsmodels_timeseries.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
"""
diff --git a/validmind/test_suites/summarization.py b/validmind/test_suites/summarization.py
index 2bc975c3a..892118843 100644
--- a/validmind/test_suites/summarization.py
+++ b/validmind/test_suites/summarization.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
"""
diff --git a/validmind/test_suites/tabular_datasets.py b/validmind/test_suites/tabular_datasets.py
index 4f7f7eb80..e56b774ba 100644
--- a/validmind/test_suites/tabular_datasets.py
+++ b/validmind/test_suites/tabular_datasets.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
"""
diff --git a/validmind/test_suites/text_data.py b/validmind/test_suites/text_data.py
index 470c2d99b..9cecdadd1 100644
--- a/validmind/test_suites/text_data.py
+++ b/validmind/test_suites/text_data.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
"""
diff --git a/validmind/test_suites/time_series.py b/validmind/test_suites/time_series.py
index fa98939c2..797ceeeb3 100644
--- a/validmind/test_suites/time_series.py
+++ b/validmind/test_suites/time_series.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
"""
diff --git a/validmind/tests/__init__.py b/validmind/tests/__init__.py
index ae4fb385b..4164ce268 100644
--- a/validmind/tests/__init__.py
+++ b/validmind/tests/__init__.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
"""ValidMind Tests Module"""
diff --git a/validmind/tests/__types__.py b/validmind/tests/__types__.py
index 3979aa58c..74c247209 100644
--- a/validmind/tests/__types__.py
+++ b/validmind/tests/__types__.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
"""Literal types for test IDs.
diff --git a/validmind/tests/_store.py b/validmind/tests/_store.py
index ae6fb9273..a214ce5e9 100644
--- a/validmind/tests/_store.py
+++ b/validmind/tests/_store.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
"""Module for storing loaded tests and test providers"""
diff --git a/validmind/tests/comparison.py b/validmind/tests/comparison.py
index d1d167047..da5090c37 100644
--- a/validmind/tests/comparison.py
+++ b/validmind/tests/comparison.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from itertools import product
diff --git a/validmind/tests/data_validation/ACFandPACFPlot.py b/validmind/tests/data_validation/ACFandPACFPlot.py
index 5f5d6f397..88cc5afcf 100644
--- a/validmind/tests/data_validation/ACFandPACFPlot.py
+++ b/validmind/tests/data_validation/ACFandPACFPlot.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Tuple
diff --git a/validmind/tests/data_validation/ADF.py b/validmind/tests/data_validation/ADF.py
index 493556e0e..789c1f953 100644
--- a/validmind/tests/data_validation/ADF.py
+++ b/validmind/tests/data_validation/ADF.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Dict
diff --git a/validmind/tests/data_validation/AutoAR.py b/validmind/tests/data_validation/AutoAR.py
index 860c0a40e..4d72933c3 100644
--- a/validmind/tests/data_validation/AutoAR.py
+++ b/validmind/tests/data_validation/AutoAR.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Dict
diff --git a/validmind/tests/data_validation/AutoMA.py b/validmind/tests/data_validation/AutoMA.py
index 5898da1cc..2793aec4f 100644
--- a/validmind/tests/data_validation/AutoMA.py
+++ b/validmind/tests/data_validation/AutoMA.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Dict, Tuple
diff --git a/validmind/tests/data_validation/AutoStationarity.py b/validmind/tests/data_validation/AutoStationarity.py
index a3bef7aad..517c85e2c 100644
--- a/validmind/tests/data_validation/AutoStationarity.py
+++ b/validmind/tests/data_validation/AutoStationarity.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Dict
diff --git a/validmind/tests/data_validation/BivariateScatterPlots.py b/validmind/tests/data_validation/BivariateScatterPlots.py
index af3deb117..d35aad36a 100644
--- a/validmind/tests/data_validation/BivariateScatterPlots.py
+++ b/validmind/tests/data_validation/BivariateScatterPlots.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
import itertools
diff --git a/validmind/tests/data_validation/BoxPierce.py b/validmind/tests/data_validation/BoxPierce.py
index 035b2ee8a..f4cf7cb2c 100644
--- a/validmind/tests/data_validation/BoxPierce.py
+++ b/validmind/tests/data_validation/BoxPierce.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
diff --git a/validmind/tests/data_validation/ChiSquaredFeaturesTable.py b/validmind/tests/data_validation/ChiSquaredFeaturesTable.py
index e3251a9e4..d95ec179d 100644
--- a/validmind/tests/data_validation/ChiSquaredFeaturesTable.py
+++ b/validmind/tests/data_validation/ChiSquaredFeaturesTable.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
diff --git a/validmind/tests/data_validation/ClassImbalance.py b/validmind/tests/data_validation/ClassImbalance.py
index f85a99ea1..74e73b8b0 100644
--- a/validmind/tests/data_validation/ClassImbalance.py
+++ b/validmind/tests/data_validation/ClassImbalance.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
"""
diff --git a/validmind/tests/data_validation/DatasetDescription.py b/validmind/tests/data_validation/DatasetDescription.py
index 5b40a46a6..f10b76650 100644
--- a/validmind/tests/data_validation/DatasetDescription.py
+++ b/validmind/tests/data_validation/DatasetDescription.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
import re
diff --git a/validmind/tests/data_validation/DatasetSplit.py b/validmind/tests/data_validation/DatasetSplit.py
index d4c103c63..09260bc78 100644
--- a/validmind/tests/data_validation/DatasetSplit.py
+++ b/validmind/tests/data_validation/DatasetSplit.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
diff --git a/validmind/tests/data_validation/DescriptiveStatistics.py b/validmind/tests/data_validation/DescriptiveStatistics.py
index b64bfe138..9c9fff938 100644
--- a/validmind/tests/data_validation/DescriptiveStatistics.py
+++ b/validmind/tests/data_validation/DescriptiveStatistics.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Any, Dict
diff --git a/validmind/tests/data_validation/DickeyFullerGLS.py b/validmind/tests/data_validation/DickeyFullerGLS.py
index 10342dc64..e2c9ae5b7 100644
--- a/validmind/tests/data_validation/DickeyFullerGLS.py
+++ b/validmind/tests/data_validation/DickeyFullerGLS.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Any, Dict, Tuple
diff --git a/validmind/tests/data_validation/Duplicates.py b/validmind/tests/data_validation/Duplicates.py
index 8d2d1f0e3..c366e5e4a 100644
--- a/validmind/tests/data_validation/Duplicates.py
+++ b/validmind/tests/data_validation/Duplicates.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Any, Dict, Tuple
diff --git a/validmind/tests/data_validation/EngleGrangerCoint.py b/validmind/tests/data_validation/EngleGrangerCoint.py
index e43c6a2b7..e9d6570e8 100644
--- a/validmind/tests/data_validation/EngleGrangerCoint.py
+++ b/validmind/tests/data_validation/EngleGrangerCoint.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
diff --git a/validmind/tests/data_validation/FeatureTargetCorrelationPlot.py b/validmind/tests/data_validation/FeatureTargetCorrelationPlot.py
index bef6ed546..c9daac0c3 100644
--- a/validmind/tests/data_validation/FeatureTargetCorrelationPlot.py
+++ b/validmind/tests/data_validation/FeatureTargetCorrelationPlot.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
diff --git a/validmind/tests/data_validation/HighCardinality.py b/validmind/tests/data_validation/HighCardinality.py
index 9faa5129d..5a670bf1d 100644
--- a/validmind/tests/data_validation/HighCardinality.py
+++ b/validmind/tests/data_validation/HighCardinality.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Any, Dict, List, Tuple
diff --git a/validmind/tests/data_validation/HighPearsonCorrelation.py b/validmind/tests/data_validation/HighPearsonCorrelation.py
index 375662433..bfe563a95 100644
--- a/validmind/tests/data_validation/HighPearsonCorrelation.py
+++ b/validmind/tests/data_validation/HighPearsonCorrelation.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
diff --git a/validmind/tests/data_validation/IQROutliersBarPlot.py b/validmind/tests/data_validation/IQROutliersBarPlot.py
index 7576fbc1b..d6bd3eb83 100644
--- a/validmind/tests/data_validation/IQROutliersBarPlot.py
+++ b/validmind/tests/data_validation/IQROutliersBarPlot.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
diff --git a/validmind/tests/data_validation/IQROutliersTable.py b/validmind/tests/data_validation/IQROutliersTable.py
index ce802eae3..b4b6ac432 100644
--- a/validmind/tests/data_validation/IQROutliersTable.py
+++ b/validmind/tests/data_validation/IQROutliersTable.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
diff --git a/validmind/tests/data_validation/IsolationForestOutliers.py b/validmind/tests/data_validation/IsolationForestOutliers.py
index 76475e7d9..95921cc2e 100644
--- a/validmind/tests/data_validation/IsolationForestOutliers.py
+++ b/validmind/tests/data_validation/IsolationForestOutliers.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
import itertools
diff --git a/validmind/tests/data_validation/JarqueBera.py b/validmind/tests/data_validation/JarqueBera.py
index 78888fd9d..0e95efaf1 100644
--- a/validmind/tests/data_validation/JarqueBera.py
+++ b/validmind/tests/data_validation/JarqueBera.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Tuple
diff --git a/validmind/tests/data_validation/KPSS.py b/validmind/tests/data_validation/KPSS.py
index 6dcb0134f..c1faa40f0 100644
--- a/validmind/tests/data_validation/KPSS.py
+++ b/validmind/tests/data_validation/KPSS.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Any, Dict
diff --git a/validmind/tests/data_validation/LJungBox.py b/validmind/tests/data_validation/LJungBox.py
index 7abccf45b..64c82299c 100644
--- a/validmind/tests/data_validation/LJungBox.py
+++ b/validmind/tests/data_validation/LJungBox.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Tuple
diff --git a/validmind/tests/data_validation/LaggedCorrelationHeatmap.py b/validmind/tests/data_validation/LaggedCorrelationHeatmap.py
index b1539c02c..073ccc19f 100644
--- a/validmind/tests/data_validation/LaggedCorrelationHeatmap.py
+++ b/validmind/tests/data_validation/LaggedCorrelationHeatmap.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Tuple
diff --git a/validmind/tests/data_validation/MissingValues.py b/validmind/tests/data_validation/MissingValues.py
index 0c8aac33e..81db72a36 100644
--- a/validmind/tests/data_validation/MissingValues.py
+++ b/validmind/tests/data_validation/MissingValues.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Any, Dict, List, Tuple
diff --git a/validmind/tests/data_validation/MissingValuesBarPlot.py b/validmind/tests/data_validation/MissingValuesBarPlot.py
index dcc5f8b00..f2ca5e7e5 100644
--- a/validmind/tests/data_validation/MissingValuesBarPlot.py
+++ b/validmind/tests/data_validation/MissingValuesBarPlot.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Tuple
diff --git a/validmind/tests/data_validation/MutualInformation.py b/validmind/tests/data_validation/MutualInformation.py
index d7f3d2e69..de31f5c3c 100644
--- a/validmind/tests/data_validation/MutualInformation.py
+++ b/validmind/tests/data_validation/MutualInformation.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
diff --git a/validmind/tests/data_validation/PearsonCorrelationMatrix.py b/validmind/tests/data_validation/PearsonCorrelationMatrix.py
index ee162534c..abfe6243b 100644
--- a/validmind/tests/data_validation/PearsonCorrelationMatrix.py
+++ b/validmind/tests/data_validation/PearsonCorrelationMatrix.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
diff --git a/validmind/tests/data_validation/PhillipsPerronArch.py b/validmind/tests/data_validation/PhillipsPerronArch.py
index 90da19324..26fcfedaf 100644
--- a/validmind/tests/data_validation/PhillipsPerronArch.py
+++ b/validmind/tests/data_validation/PhillipsPerronArch.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Any, Dict
diff --git a/validmind/tests/data_validation/ProtectedClassesCombination.py b/validmind/tests/data_validation/ProtectedClassesCombination.py
index f6e651e87..9503ce504 100644
--- a/validmind/tests/data_validation/ProtectedClassesCombination.py
+++ b/validmind/tests/data_validation/ProtectedClassesCombination.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
import sys
diff --git a/validmind/tests/data_validation/ProtectedClassesDescription.py b/validmind/tests/data_validation/ProtectedClassesDescription.py
index 1912878d3..92816a253 100644
--- a/validmind/tests/data_validation/ProtectedClassesDescription.py
+++ b/validmind/tests/data_validation/ProtectedClassesDescription.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
diff --git a/validmind/tests/data_validation/ProtectedClassesDisparity.py b/validmind/tests/data_validation/ProtectedClassesDisparity.py
index 1d3a9f0d6..b820bd8d3 100644
--- a/validmind/tests/data_validation/ProtectedClassesDisparity.py
+++ b/validmind/tests/data_validation/ProtectedClassesDisparity.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
import io
diff --git a/validmind/tests/data_validation/ProtectedClassesThresholdOptimizer.py b/validmind/tests/data_validation/ProtectedClassesThresholdOptimizer.py
index 5783e691c..eeb37f391 100644
--- a/validmind/tests/data_validation/ProtectedClassesThresholdOptimizer.py
+++ b/validmind/tests/data_validation/ProtectedClassesThresholdOptimizer.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
import json
diff --git a/validmind/tests/data_validation/RollingStatsPlot.py b/validmind/tests/data_validation/RollingStatsPlot.py
index 34d73291a..926bb43cc 100644
--- a/validmind/tests/data_validation/RollingStatsPlot.py
+++ b/validmind/tests/data_validation/RollingStatsPlot.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Tuple
diff --git a/validmind/tests/data_validation/RunsTest.py b/validmind/tests/data_validation/RunsTest.py
index 227b49b04..088818b40 100644
--- a/validmind/tests/data_validation/RunsTest.py
+++ b/validmind/tests/data_validation/RunsTest.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
import pandas as pd
diff --git a/validmind/tests/data_validation/ScatterPlot.py b/validmind/tests/data_validation/ScatterPlot.py
index 899ef8f5d..1e66cc693 100644
--- a/validmind/tests/data_validation/ScatterPlot.py
+++ b/validmind/tests/data_validation/ScatterPlot.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
import matplotlib.figure
diff --git a/validmind/tests/data_validation/ScoreBandDefaultRates.py b/validmind/tests/data_validation/ScoreBandDefaultRates.py
index 796728ebb..b6ebfaf8f 100644
--- a/validmind/tests/data_validation/ScoreBandDefaultRates.py
+++ b/validmind/tests/data_validation/ScoreBandDefaultRates.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Tuple
diff --git a/validmind/tests/data_validation/SeasonalDecompose.py b/validmind/tests/data_validation/SeasonalDecompose.py
index 24e652bd1..eda30a310 100644
--- a/validmind/tests/data_validation/SeasonalDecompose.py
+++ b/validmind/tests/data_validation/SeasonalDecompose.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
diff --git a/validmind/tests/data_validation/ShapiroWilk.py b/validmind/tests/data_validation/ShapiroWilk.py
index a87b6e551..830c3fa09 100644
--- a/validmind/tests/data_validation/ShapiroWilk.py
+++ b/validmind/tests/data_validation/ShapiroWilk.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
diff --git a/validmind/tests/data_validation/Skewness.py b/validmind/tests/data_validation/Skewness.py
index b255393ec..5556031b0 100644
--- a/validmind/tests/data_validation/Skewness.py
+++ b/validmind/tests/data_validation/Skewness.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Any, Dict, List, Tuple
diff --git a/validmind/tests/data_validation/SpreadPlot.py b/validmind/tests/data_validation/SpreadPlot.py
index a43e0a507..08af259f8 100644
--- a/validmind/tests/data_validation/SpreadPlot.py
+++ b/validmind/tests/data_validation/SpreadPlot.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Tuple
diff --git a/validmind/tests/data_validation/TabularCategoricalBarPlots.py b/validmind/tests/data_validation/TabularCategoricalBarPlots.py
index d52257b73..eec7bd1cc 100644
--- a/validmind/tests/data_validation/TabularCategoricalBarPlots.py
+++ b/validmind/tests/data_validation/TabularCategoricalBarPlots.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
diff --git a/validmind/tests/data_validation/TabularDateTimeHistograms.py b/validmind/tests/data_validation/TabularDateTimeHistograms.py
index b4774e889..7b01d89f4 100644
--- a/validmind/tests/data_validation/TabularDateTimeHistograms.py
+++ b/validmind/tests/data_validation/TabularDateTimeHistograms.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Tuple
diff --git a/validmind/tests/data_validation/TabularDescriptionTables.py b/validmind/tests/data_validation/TabularDescriptionTables.py
index 266bf1bf9..be9ff0c59 100644
--- a/validmind/tests/data_validation/TabularDescriptionTables.py
+++ b/validmind/tests/data_validation/TabularDescriptionTables.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
diff --git a/validmind/tests/data_validation/TabularNumericalHistograms.py b/validmind/tests/data_validation/TabularNumericalHistograms.py
index 2121a9ed6..2108a7aeb 100644
--- a/validmind/tests/data_validation/TabularNumericalHistograms.py
+++ b/validmind/tests/data_validation/TabularNumericalHistograms.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Tuple
diff --git a/validmind/tests/data_validation/TargetRateBarPlots.py b/validmind/tests/data_validation/TargetRateBarPlots.py
index 5b860dc3d..65abc9a82 100644
--- a/validmind/tests/data_validation/TargetRateBarPlots.py
+++ b/validmind/tests/data_validation/TargetRateBarPlots.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
diff --git a/validmind/tests/data_validation/TimeSeriesDescription.py b/validmind/tests/data_validation/TimeSeriesDescription.py
index 0dc5e2c2d..77b3cea59 100644
--- a/validmind/tests/data_validation/TimeSeriesDescription.py
+++ b/validmind/tests/data_validation/TimeSeriesDescription.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
import pandas as pd
diff --git a/validmind/tests/data_validation/TimeSeriesDescriptiveStatistics.py b/validmind/tests/data_validation/TimeSeriesDescriptiveStatistics.py
index 3f30ee8ac..5ecb106bd 100644
--- a/validmind/tests/data_validation/TimeSeriesDescriptiveStatistics.py
+++ b/validmind/tests/data_validation/TimeSeriesDescriptiveStatistics.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
import pandas as pd
diff --git a/validmind/tests/data_validation/TimeSeriesFrequency.py b/validmind/tests/data_validation/TimeSeriesFrequency.py
index 5c26ef82a..d8913338f 100644
--- a/validmind/tests/data_validation/TimeSeriesFrequency.py
+++ b/validmind/tests/data_validation/TimeSeriesFrequency.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Any, Dict, List, Tuple
diff --git a/validmind/tests/data_validation/TimeSeriesHistogram.py b/validmind/tests/data_validation/TimeSeriesHistogram.py
index 7a304357c..f8ff6ec67 100644
--- a/validmind/tests/data_validation/TimeSeriesHistogram.py
+++ b/validmind/tests/data_validation/TimeSeriesHistogram.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Tuple
diff --git a/validmind/tests/data_validation/TimeSeriesLinePlot.py b/validmind/tests/data_validation/TimeSeriesLinePlot.py
index 16f30d6ac..a4ba0b870 100644
--- a/validmind/tests/data_validation/TimeSeriesLinePlot.py
+++ b/validmind/tests/data_validation/TimeSeriesLinePlot.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Tuple
diff --git a/validmind/tests/data_validation/TimeSeriesMissingValues.py b/validmind/tests/data_validation/TimeSeriesMissingValues.py
index b12a41bf2..c5c27e7c8 100644
--- a/validmind/tests/data_validation/TimeSeriesMissingValues.py
+++ b/validmind/tests/data_validation/TimeSeriesMissingValues.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Any, Dict, List, Tuple
diff --git a/validmind/tests/data_validation/TimeSeriesOutliers.py b/validmind/tests/data_validation/TimeSeriesOutliers.py
index 6718c4a18..c891bfd99 100644
--- a/validmind/tests/data_validation/TimeSeriesOutliers.py
+++ b/validmind/tests/data_validation/TimeSeriesOutliers.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import List, Tuple
diff --git a/validmind/tests/data_validation/TooManyZeroValues.py b/validmind/tests/data_validation/TooManyZeroValues.py
index 98ae90974..e8fd939a2 100644
--- a/validmind/tests/data_validation/TooManyZeroValues.py
+++ b/validmind/tests/data_validation/TooManyZeroValues.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
diff --git a/validmind/tests/data_validation/UniqueRows.py b/validmind/tests/data_validation/UniqueRows.py
index ac60ff0f3..0293f3415 100644
--- a/validmind/tests/data_validation/UniqueRows.py
+++ b/validmind/tests/data_validation/UniqueRows.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Any, Dict, List, Tuple
diff --git a/validmind/tests/data_validation/WOEBinPlots.py b/validmind/tests/data_validation/WOEBinPlots.py
index c6b45b9f1..4faaeb5ff 100644
--- a/validmind/tests/data_validation/WOEBinPlots.py
+++ b/validmind/tests/data_validation/WOEBinPlots.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
diff --git a/validmind/tests/data_validation/WOEBinTable.py b/validmind/tests/data_validation/WOEBinTable.py
index f6cce70bb..dc85fd0b3 100644
--- a/validmind/tests/data_validation/WOEBinTable.py
+++ b/validmind/tests/data_validation/WOEBinTable.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Dict, Tuple
diff --git a/validmind/tests/data_validation/ZivotAndrewsArch.py b/validmind/tests/data_validation/ZivotAndrewsArch.py
index ee5634bac..ad951dce6 100644
--- a/validmind/tests/data_validation/ZivotAndrewsArch.py
+++ b/validmind/tests/data_validation/ZivotAndrewsArch.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Any, Dict, Tuple
diff --git a/validmind/tests/data_validation/nlp/CommonWords.py b/validmind/tests/data_validation/nlp/CommonWords.py
index 6a34927d4..d435c996c 100644
--- a/validmind/tests/data_validation/nlp/CommonWords.py
+++ b/validmind/tests/data_validation/nlp/CommonWords.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from collections import Counter
diff --git a/validmind/tests/data_validation/nlp/Hashtags.py b/validmind/tests/data_validation/nlp/Hashtags.py
index 3e49462ef..104c56402 100644
--- a/validmind/tests/data_validation/nlp/Hashtags.py
+++ b/validmind/tests/data_validation/nlp/Hashtags.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
import re
diff --git a/validmind/tests/data_validation/nlp/LanguageDetection.py b/validmind/tests/data_validation/nlp/LanguageDetection.py
index 9180f24fe..edb08bda0 100644
--- a/validmind/tests/data_validation/nlp/LanguageDetection.py
+++ b/validmind/tests/data_validation/nlp/LanguageDetection.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Tuple
diff --git a/validmind/tests/data_validation/nlp/Mentions.py b/validmind/tests/data_validation/nlp/Mentions.py
index 18cdf8a8f..1cdb1b710 100644
--- a/validmind/tests/data_validation/nlp/Mentions.py
+++ b/validmind/tests/data_validation/nlp/Mentions.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
import re
diff --git a/validmind/tests/data_validation/nlp/PolarityAndSubjectivity.py b/validmind/tests/data_validation/nlp/PolarityAndSubjectivity.py
index 9042f5709..c75762147 100644
--- a/validmind/tests/data_validation/nlp/PolarityAndSubjectivity.py
+++ b/validmind/tests/data_validation/nlp/PolarityAndSubjectivity.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
diff --git a/validmind/tests/data_validation/nlp/Punctuations.py b/validmind/tests/data_validation/nlp/Punctuations.py
index 392c107f8..ca3304068 100644
--- a/validmind/tests/data_validation/nlp/Punctuations.py
+++ b/validmind/tests/data_validation/nlp/Punctuations.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
"""
diff --git a/validmind/tests/data_validation/nlp/Sentiment.py b/validmind/tests/data_validation/nlp/Sentiment.py
index 5e07ce2e2..7dfbbb6a0 100644
--- a/validmind/tests/data_validation/nlp/Sentiment.py
+++ b/validmind/tests/data_validation/nlp/Sentiment.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
diff --git a/validmind/tests/data_validation/nlp/StopWords.py b/validmind/tests/data_validation/nlp/StopWords.py
index 8e0b872b8..d4fe4a4c0 100644
--- a/validmind/tests/data_validation/nlp/StopWords.py
+++ b/validmind/tests/data_validation/nlp/StopWords.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
"""
diff --git a/validmind/tests/data_validation/nlp/TextDescription.py b/validmind/tests/data_validation/nlp/TextDescription.py
index e463f8e05..0a5c1816b 100644
--- a/validmind/tests/data_validation/nlp/TextDescription.py
+++ b/validmind/tests/data_validation/nlp/TextDescription.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
import string
diff --git a/validmind/tests/data_validation/nlp/Toxicity.py b/validmind/tests/data_validation/nlp/Toxicity.py
index e618a1ae7..5b420b771 100644
--- a/validmind/tests/data_validation/nlp/Toxicity.py
+++ b/validmind/tests/data_validation/nlp/Toxicity.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Tuple
diff --git a/validmind/tests/decorator.py b/validmind/tests/decorator.py
index 45ef65077..c9aa6db38 100644
--- a/validmind/tests/decorator.py
+++ b/validmind/tests/decorator.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
"""Decorators for creating and registering tests with the ValidMind Library."""
diff --git a/validmind/tests/load.py b/validmind/tests/load.py
index af3018905..303ff5443 100644
--- a/validmind/tests/load.py
+++ b/validmind/tests/load.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
"""Module for listing and loading tests."""
diff --git a/validmind/tests/model_validation/BertScore.py b/validmind/tests/model_validation/BertScore.py
index 2d381aacf..b3635f87f 100644
--- a/validmind/tests/model_validation/BertScore.py
+++ b/validmind/tests/model_validation/BertScore.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Tuple
diff --git a/validmind/tests/model_validation/BleuScore.py b/validmind/tests/model_validation/BleuScore.py
index 2d6716710..4dc83fbdd 100644
--- a/validmind/tests/model_validation/BleuScore.py
+++ b/validmind/tests/model_validation/BleuScore.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Tuple
diff --git a/validmind/tests/model_validation/ClusterSizeDistribution.py b/validmind/tests/model_validation/ClusterSizeDistribution.py
index 7bb1443a4..6538f4133 100644
--- a/validmind/tests/model_validation/ClusterSizeDistribution.py
+++ b/validmind/tests/model_validation/ClusterSizeDistribution.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Tuple
diff --git a/validmind/tests/model_validation/ContextualRecall.py b/validmind/tests/model_validation/ContextualRecall.py
index 5137f9e5e..b527d7595 100644
--- a/validmind/tests/model_validation/ContextualRecall.py
+++ b/validmind/tests/model_validation/ContextualRecall.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Tuple
diff --git a/validmind/tests/model_validation/FeaturesAUC.py b/validmind/tests/model_validation/FeaturesAUC.py
index 403c7a938..f7a550890 100644
--- a/validmind/tests/model_validation/FeaturesAUC.py
+++ b/validmind/tests/model_validation/FeaturesAUC.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Tuple
diff --git a/validmind/tests/model_validation/MeteorScore.py b/validmind/tests/model_validation/MeteorScore.py
index 2501d4b93..bfbab07ff 100644
--- a/validmind/tests/model_validation/MeteorScore.py
+++ b/validmind/tests/model_validation/MeteorScore.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Tuple
diff --git a/validmind/tests/model_validation/ModelMetadata.py b/validmind/tests/model_validation/ModelMetadata.py
index 11082684c..af8577561 100644
--- a/validmind/tests/model_validation/ModelMetadata.py
+++ b/validmind/tests/model_validation/ModelMetadata.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
import pandas as pd
diff --git a/validmind/tests/model_validation/ModelPredictionResiduals.py b/validmind/tests/model_validation/ModelPredictionResiduals.py
index 4a2295b36..04fd4ca96 100644
--- a/validmind/tests/model_validation/ModelPredictionResiduals.py
+++ b/validmind/tests/model_validation/ModelPredictionResiduals.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Optional, Tuple
diff --git a/validmind/tests/model_validation/RegardScore.py b/validmind/tests/model_validation/RegardScore.py
index cbb648786..902a9cfc0 100644
--- a/validmind/tests/model_validation/RegardScore.py
+++ b/validmind/tests/model_validation/RegardScore.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Tuple
diff --git a/validmind/tests/model_validation/RegressionResidualsPlot.py b/validmind/tests/model_validation/RegressionResidualsPlot.py
index f8afbf43a..2e6db697a 100644
--- a/validmind/tests/model_validation/RegressionResidualsPlot.py
+++ b/validmind/tests/model_validation/RegressionResidualsPlot.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Tuple
diff --git a/validmind/tests/model_validation/RougeScore.py b/validmind/tests/model_validation/RougeScore.py
index c5016c615..6859d9526 100644
--- a/validmind/tests/model_validation/RougeScore.py
+++ b/validmind/tests/model_validation/RougeScore.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Tuple
diff --git a/validmind/tests/model_validation/TimeSeriesPredictionWithCI.py b/validmind/tests/model_validation/TimeSeriesPredictionWithCI.py
index f079cfa88..d14997496 100644
--- a/validmind/tests/model_validation/TimeSeriesPredictionWithCI.py
+++ b/validmind/tests/model_validation/TimeSeriesPredictionWithCI.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Tuple
diff --git a/validmind/tests/model_validation/TimeSeriesPredictionsPlot.py b/validmind/tests/model_validation/TimeSeriesPredictionsPlot.py
index d6260b8c8..471ea5b0c 100644
--- a/validmind/tests/model_validation/TimeSeriesPredictionsPlot.py
+++ b/validmind/tests/model_validation/TimeSeriesPredictionsPlot.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Tuple
diff --git a/validmind/tests/model_validation/TimeSeriesR2SquareBySegments.py b/validmind/tests/model_validation/TimeSeriesR2SquareBySegments.py
index 740c5e3cb..7b03a8560 100644
--- a/validmind/tests/model_validation/TimeSeriesR2SquareBySegments.py
+++ b/validmind/tests/model_validation/TimeSeriesR2SquareBySegments.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Optional, Tuple
diff --git a/validmind/tests/model_validation/TokenDisparity.py b/validmind/tests/model_validation/TokenDisparity.py
index 7d9709340..a6ea6c28a 100644
--- a/validmind/tests/model_validation/TokenDisparity.py
+++ b/validmind/tests/model_validation/TokenDisparity.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Tuple
diff --git a/validmind/tests/model_validation/ToxicityScore.py b/validmind/tests/model_validation/ToxicityScore.py
index 0ff059ed4..87adabe6c 100644
--- a/validmind/tests/model_validation/ToxicityScore.py
+++ b/validmind/tests/model_validation/ToxicityScore.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Tuple
diff --git a/validmind/tests/model_validation/embeddings/ClusterDistribution.py b/validmind/tests/model_validation/embeddings/ClusterDistribution.py
index 107a9dc83..1986a7f9f 100644
--- a/validmind/tests/model_validation/embeddings/ClusterDistribution.py
+++ b/validmind/tests/model_validation/embeddings/ClusterDistribution.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Tuple
diff --git a/validmind/tests/model_validation/embeddings/CosineSimilarityComparison.py b/validmind/tests/model_validation/embeddings/CosineSimilarityComparison.py
index c04cb4ed8..47a612e00 100644
--- a/validmind/tests/model_validation/embeddings/CosineSimilarityComparison.py
+++ b/validmind/tests/model_validation/embeddings/CosineSimilarityComparison.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from itertools import combinations
diff --git a/validmind/tests/model_validation/embeddings/CosineSimilarityDistribution.py b/validmind/tests/model_validation/embeddings/CosineSimilarityDistribution.py
index f0e26f1e6..ed6279c9b 100644
--- a/validmind/tests/model_validation/embeddings/CosineSimilarityDistribution.py
+++ b/validmind/tests/model_validation/embeddings/CosineSimilarityDistribution.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Tuple
diff --git a/validmind/tests/model_validation/embeddings/CosineSimilarityHeatmap.py b/validmind/tests/model_validation/embeddings/CosineSimilarityHeatmap.py
index 383b5c7ec..240528fdd 100644
--- a/validmind/tests/model_validation/embeddings/CosineSimilarityHeatmap.py
+++ b/validmind/tests/model_validation/embeddings/CosineSimilarityHeatmap.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Tuple
diff --git a/validmind/tests/model_validation/embeddings/DescriptiveAnalytics.py b/validmind/tests/model_validation/embeddings/DescriptiveAnalytics.py
index ea551955b..0895d7174 100644
--- a/validmind/tests/model_validation/embeddings/DescriptiveAnalytics.py
+++ b/validmind/tests/model_validation/embeddings/DescriptiveAnalytics.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Tuple
diff --git a/validmind/tests/model_validation/embeddings/EmbeddingsVisualization2D.py b/validmind/tests/model_validation/embeddings/EmbeddingsVisualization2D.py
index 89dee1bc6..2aa1f0ad2 100644
--- a/validmind/tests/model_validation/embeddings/EmbeddingsVisualization2D.py
+++ b/validmind/tests/model_validation/embeddings/EmbeddingsVisualization2D.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Tuple, Union
diff --git a/validmind/tests/model_validation/embeddings/EuclideanDistanceComparison.py b/validmind/tests/model_validation/embeddings/EuclideanDistanceComparison.py
index 2d272990d..6d6de1860 100644
--- a/validmind/tests/model_validation/embeddings/EuclideanDistanceComparison.py
+++ b/validmind/tests/model_validation/embeddings/EuclideanDistanceComparison.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from itertools import combinations
diff --git a/validmind/tests/model_validation/embeddings/EuclideanDistanceHeatmap.py b/validmind/tests/model_validation/embeddings/EuclideanDistanceHeatmap.py
index 49352ed2f..20c6f1da7 100644
--- a/validmind/tests/model_validation/embeddings/EuclideanDistanceHeatmap.py
+++ b/validmind/tests/model_validation/embeddings/EuclideanDistanceHeatmap.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Tuple
diff --git a/validmind/tests/model_validation/embeddings/PCAComponentsPairwisePlots.py b/validmind/tests/model_validation/embeddings/PCAComponentsPairwisePlots.py
index 9138e5403..90ff50920 100644
--- a/validmind/tests/model_validation/embeddings/PCAComponentsPairwisePlots.py
+++ b/validmind/tests/model_validation/embeddings/PCAComponentsPairwisePlots.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
import itertools
diff --git a/validmind/tests/model_validation/embeddings/StabilityAnalysisKeyword.py b/validmind/tests/model_validation/embeddings/StabilityAnalysisKeyword.py
index 34cc47218..d8f2e8501 100644
--- a/validmind/tests/model_validation/embeddings/StabilityAnalysisKeyword.py
+++ b/validmind/tests/model_validation/embeddings/StabilityAnalysisKeyword.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
import re
diff --git a/validmind/tests/model_validation/embeddings/StabilityAnalysisRandomNoise.py b/validmind/tests/model_validation/embeddings/StabilityAnalysisRandomNoise.py
index 8b3103b0d..92d504d29 100644
--- a/validmind/tests/model_validation/embeddings/StabilityAnalysisRandomNoise.py
+++ b/validmind/tests/model_validation/embeddings/StabilityAnalysisRandomNoise.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
import random
diff --git a/validmind/tests/model_validation/embeddings/StabilityAnalysisSynonyms.py b/validmind/tests/model_validation/embeddings/StabilityAnalysisSynonyms.py
index 5b4c822a2..952b92380 100644
--- a/validmind/tests/model_validation/embeddings/StabilityAnalysisSynonyms.py
+++ b/validmind/tests/model_validation/embeddings/StabilityAnalysisSynonyms.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
import random
diff --git a/validmind/tests/model_validation/embeddings/StabilityAnalysisTranslation.py b/validmind/tests/model_validation/embeddings/StabilityAnalysisTranslation.py
index 877572a11..c9d4cf799 100644
--- a/validmind/tests/model_validation/embeddings/StabilityAnalysisTranslation.py
+++ b/validmind/tests/model_validation/embeddings/StabilityAnalysisTranslation.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Tuple
diff --git a/validmind/tests/model_validation/embeddings/TSNEComponentsPairwisePlots.py b/validmind/tests/model_validation/embeddings/TSNEComponentsPairwisePlots.py
index 3f830a9ad..cd0d8cc50 100644
--- a/validmind/tests/model_validation/embeddings/TSNEComponentsPairwisePlots.py
+++ b/validmind/tests/model_validation/embeddings/TSNEComponentsPairwisePlots.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
import itertools
diff --git a/validmind/tests/model_validation/embeddings/utils.py b/validmind/tests/model_validation/embeddings/utils.py
index eb9a0466b..bb9e6134f 100644
--- a/validmind/tests/model_validation/embeddings/utils.py
+++ b/validmind/tests/model_validation/embeddings/utils.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
import numpy as np
diff --git a/validmind/tests/model_validation/ragas/AnswerCorrectness.py b/validmind/tests/model_validation/ragas/AnswerCorrectness.py
index fa96df436..cfd145920 100644
--- a/validmind/tests/model_validation/ragas/AnswerCorrectness.py
+++ b/validmind/tests/model_validation/ragas/AnswerCorrectness.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
import warnings
diff --git a/validmind/tests/model_validation/ragas/AspectCritic.py b/validmind/tests/model_validation/ragas/AspectCritic.py
index eb800ad07..176da2eec 100644
--- a/validmind/tests/model_validation/ragas/AspectCritic.py
+++ b/validmind/tests/model_validation/ragas/AspectCritic.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
import warnings
diff --git a/validmind/tests/model_validation/ragas/ContextEntityRecall.py b/validmind/tests/model_validation/ragas/ContextEntityRecall.py
index 31c395212..756954c48 100644
--- a/validmind/tests/model_validation/ragas/ContextEntityRecall.py
+++ b/validmind/tests/model_validation/ragas/ContextEntityRecall.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
import warnings
diff --git a/validmind/tests/model_validation/ragas/ContextPrecision.py b/validmind/tests/model_validation/ragas/ContextPrecision.py
index bb7dae2f3..06a355182 100644
--- a/validmind/tests/model_validation/ragas/ContextPrecision.py
+++ b/validmind/tests/model_validation/ragas/ContextPrecision.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
import warnings
diff --git a/validmind/tests/model_validation/ragas/ContextPrecisionWithoutReference.py b/validmind/tests/model_validation/ragas/ContextPrecisionWithoutReference.py
index 789218e4e..04154d1f2 100644
--- a/validmind/tests/model_validation/ragas/ContextPrecisionWithoutReference.py
+++ b/validmind/tests/model_validation/ragas/ContextPrecisionWithoutReference.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
import warnings
diff --git a/validmind/tests/model_validation/ragas/ContextRecall.py b/validmind/tests/model_validation/ragas/ContextRecall.py
index 7d5e6bcff..17272e372 100644
--- a/validmind/tests/model_validation/ragas/ContextRecall.py
+++ b/validmind/tests/model_validation/ragas/ContextRecall.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
import warnings
diff --git a/validmind/tests/model_validation/ragas/Faithfulness.py b/validmind/tests/model_validation/ragas/Faithfulness.py
index 26e2cbf0e..0cdc8d1c1 100644
--- a/validmind/tests/model_validation/ragas/Faithfulness.py
+++ b/validmind/tests/model_validation/ragas/Faithfulness.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
import warnings
diff --git a/validmind/tests/model_validation/ragas/NoiseSensitivity.py b/validmind/tests/model_validation/ragas/NoiseSensitivity.py
index a6dd510d9..56d9a4bb8 100644
--- a/validmind/tests/model_validation/ragas/NoiseSensitivity.py
+++ b/validmind/tests/model_validation/ragas/NoiseSensitivity.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
import warnings
diff --git a/validmind/tests/model_validation/ragas/ResponseRelevancy.py b/validmind/tests/model_validation/ragas/ResponseRelevancy.py
index ddc9b09e5..a60a7b8e5 100644
--- a/validmind/tests/model_validation/ragas/ResponseRelevancy.py
+++ b/validmind/tests/model_validation/ragas/ResponseRelevancy.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
import warnings
diff --git a/validmind/tests/model_validation/ragas/SemanticSimilarity.py b/validmind/tests/model_validation/ragas/SemanticSimilarity.py
index 81ffe9588..aa5c953ef 100644
--- a/validmind/tests/model_validation/ragas/SemanticSimilarity.py
+++ b/validmind/tests/model_validation/ragas/SemanticSimilarity.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
import warnings
diff --git a/validmind/tests/model_validation/ragas/utils.py b/validmind/tests/model_validation/ragas/utils.py
index b6dfca6ad..b716173b8 100644
--- a/validmind/tests/model_validation/ragas/utils.py
+++ b/validmind/tests/model_validation/ragas/utils.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from validmind.ai.utils import get_judge_config
diff --git a/validmind/tests/model_validation/sklearn/AdjustedMutualInformation.py b/validmind/tests/model_validation/sklearn/AdjustedMutualInformation.py
index cc5838d1f..370f521d9 100644
--- a/validmind/tests/model_validation/sklearn/AdjustedMutualInformation.py
+++ b/validmind/tests/model_validation/sklearn/AdjustedMutualInformation.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Dict, List, Tuple
diff --git a/validmind/tests/model_validation/sklearn/AdjustedRandIndex.py b/validmind/tests/model_validation/sklearn/AdjustedRandIndex.py
index 572a17687..b6cb3fd8f 100644
--- a/validmind/tests/model_validation/sklearn/AdjustedRandIndex.py
+++ b/validmind/tests/model_validation/sklearn/AdjustedRandIndex.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Dict, List, Tuple
diff --git a/validmind/tests/model_validation/sklearn/CalibrationCurve.py b/validmind/tests/model_validation/sklearn/CalibrationCurve.py
index 52fbda934..fea0211b4 100644
--- a/validmind/tests/model_validation/sklearn/CalibrationCurve.py
+++ b/validmind/tests/model_validation/sklearn/CalibrationCurve.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Tuple
diff --git a/validmind/tests/model_validation/sklearn/ClassifierPerformance.py b/validmind/tests/model_validation/sklearn/ClassifierPerformance.py
index 6a4af3ca3..e0508076b 100644
--- a/validmind/tests/model_validation/sklearn/ClassifierPerformance.py
+++ b/validmind/tests/model_validation/sklearn/ClassifierPerformance.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Dict, List
diff --git a/validmind/tests/model_validation/sklearn/ClassifierThresholdOptimization.py b/validmind/tests/model_validation/sklearn/ClassifierThresholdOptimization.py
index 73edf7044..1d7aa7d1b 100644
--- a/validmind/tests/model_validation/sklearn/ClassifierThresholdOptimization.py
+++ b/validmind/tests/model_validation/sklearn/ClassifierThresholdOptimization.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Dict, List, Optional, Union
diff --git a/validmind/tests/model_validation/sklearn/ClusterCosineSimilarity.py b/validmind/tests/model_validation/sklearn/ClusterCosineSimilarity.py
index 22e3e618d..5753b02f5 100644
--- a/validmind/tests/model_validation/sklearn/ClusterCosineSimilarity.py
+++ b/validmind/tests/model_validation/sklearn/ClusterCosineSimilarity.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Dict, List, Tuple
diff --git a/validmind/tests/model_validation/sklearn/ClusterPerformanceMetrics.py b/validmind/tests/model_validation/sklearn/ClusterPerformanceMetrics.py
index 6c8c74dee..71631f585 100644
--- a/validmind/tests/model_validation/sklearn/ClusterPerformanceMetrics.py
+++ b/validmind/tests/model_validation/sklearn/ClusterPerformanceMetrics.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Dict, List, Tuple
diff --git a/validmind/tests/model_validation/sklearn/CompletenessScore.py b/validmind/tests/model_validation/sklearn/CompletenessScore.py
index 190582e3a..ceed9cc9e 100644
--- a/validmind/tests/model_validation/sklearn/CompletenessScore.py
+++ b/validmind/tests/model_validation/sklearn/CompletenessScore.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Dict, List, Tuple
diff --git a/validmind/tests/model_validation/sklearn/ConfusionMatrix.py b/validmind/tests/model_validation/sklearn/ConfusionMatrix.py
index 281cb0108..fd57ae9e0 100644
--- a/validmind/tests/model_validation/sklearn/ConfusionMatrix.py
+++ b/validmind/tests/model_validation/sklearn/ConfusionMatrix.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
diff --git a/validmind/tests/model_validation/sklearn/FeatureImportance.py b/validmind/tests/model_validation/sklearn/FeatureImportance.py
index 4dff302f4..91cb32618 100644
--- a/validmind/tests/model_validation/sklearn/FeatureImportance.py
+++ b/validmind/tests/model_validation/sklearn/FeatureImportance.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Tuple
diff --git a/validmind/tests/model_validation/sklearn/FowlkesMallowsScore.py b/validmind/tests/model_validation/sklearn/FowlkesMallowsScore.py
index 485c3f028..e98606242 100644
--- a/validmind/tests/model_validation/sklearn/FowlkesMallowsScore.py
+++ b/validmind/tests/model_validation/sklearn/FowlkesMallowsScore.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Dict, List, Tuple
diff --git a/validmind/tests/model_validation/sklearn/HomogeneityScore.py b/validmind/tests/model_validation/sklearn/HomogeneityScore.py
index 31442cf68..0e6f8d923 100644
--- a/validmind/tests/model_validation/sklearn/HomogeneityScore.py
+++ b/validmind/tests/model_validation/sklearn/HomogeneityScore.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Dict, List, Tuple
diff --git a/validmind/tests/model_validation/sklearn/HyperParametersTuning.py b/validmind/tests/model_validation/sklearn/HyperParametersTuning.py
index 0b93decd9..502bcc270 100644
--- a/validmind/tests/model_validation/sklearn/HyperParametersTuning.py
+++ b/validmind/tests/model_validation/sklearn/HyperParametersTuning.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Dict, List, Tuple, Union
diff --git a/validmind/tests/model_validation/sklearn/KMeansClustersOptimization.py b/validmind/tests/model_validation/sklearn/KMeansClustersOptimization.py
index a05044f74..f99d1ba9a 100644
--- a/validmind/tests/model_validation/sklearn/KMeansClustersOptimization.py
+++ b/validmind/tests/model_validation/sklearn/KMeansClustersOptimization.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import List, Optional, Tuple
diff --git a/validmind/tests/model_validation/sklearn/MinimumAccuracy.py b/validmind/tests/model_validation/sklearn/MinimumAccuracy.py
index 16a87542e..f362c8208 100644
--- a/validmind/tests/model_validation/sklearn/MinimumAccuracy.py
+++ b/validmind/tests/model_validation/sklearn/MinimumAccuracy.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Dict, List, Tuple
diff --git a/validmind/tests/model_validation/sklearn/MinimumF1Score.py b/validmind/tests/model_validation/sklearn/MinimumF1Score.py
index 1494fdaa8..eaeb84bad 100644
--- a/validmind/tests/model_validation/sklearn/MinimumF1Score.py
+++ b/validmind/tests/model_validation/sklearn/MinimumF1Score.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Dict, List, Tuple
diff --git a/validmind/tests/model_validation/sklearn/MinimumROCAUCScore.py b/validmind/tests/model_validation/sklearn/MinimumROCAUCScore.py
index f37a50f17..e382bc702 100644
--- a/validmind/tests/model_validation/sklearn/MinimumROCAUCScore.py
+++ b/validmind/tests/model_validation/sklearn/MinimumROCAUCScore.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Dict, List, Tuple
diff --git a/validmind/tests/model_validation/sklearn/ModelParameters.py b/validmind/tests/model_validation/sklearn/ModelParameters.py
index 789361381..6a643ebf5 100644
--- a/validmind/tests/model_validation/sklearn/ModelParameters.py
+++ b/validmind/tests/model_validation/sklearn/ModelParameters.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import List, Optional
diff --git a/validmind/tests/model_validation/sklearn/ModelsPerformanceComparison.py b/validmind/tests/model_validation/sklearn/ModelsPerformanceComparison.py
index 69d524a6e..5405ab7e8 100644
--- a/validmind/tests/model_validation/sklearn/ModelsPerformanceComparison.py
+++ b/validmind/tests/model_validation/sklearn/ModelsPerformanceComparison.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Dict, List
diff --git a/validmind/tests/model_validation/sklearn/OverfitDiagnosis.py b/validmind/tests/model_validation/sklearn/OverfitDiagnosis.py
index 02d573716..ecff1006d 100644
--- a/validmind/tests/model_validation/sklearn/OverfitDiagnosis.py
+++ b/validmind/tests/model_validation/sklearn/OverfitDiagnosis.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Dict, List, Tuple
diff --git a/validmind/tests/model_validation/sklearn/PermutationFeatureImportance.py b/validmind/tests/model_validation/sklearn/PermutationFeatureImportance.py
index 87ef2daa1..d3b9c2dd7 100644
--- a/validmind/tests/model_validation/sklearn/PermutationFeatureImportance.py
+++ b/validmind/tests/model_validation/sklearn/PermutationFeatureImportance.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Optional, Tuple
diff --git a/validmind/tests/model_validation/sklearn/PopulationStabilityIndex.py b/validmind/tests/model_validation/sklearn/PopulationStabilityIndex.py
index bc8daa94e..352db3e5d 100644
--- a/validmind/tests/model_validation/sklearn/PopulationStabilityIndex.py
+++ b/validmind/tests/model_validation/sklearn/PopulationStabilityIndex.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Dict, List, Tuple
diff --git a/validmind/tests/model_validation/sklearn/PrecisionRecallCurve.py b/validmind/tests/model_validation/sklearn/PrecisionRecallCurve.py
index d40167c92..321218404 100644
--- a/validmind/tests/model_validation/sklearn/PrecisionRecallCurve.py
+++ b/validmind/tests/model_validation/sklearn/PrecisionRecallCurve.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Tuple
diff --git a/validmind/tests/model_validation/sklearn/ROCCurve.py b/validmind/tests/model_validation/sklearn/ROCCurve.py
index 47b25df03..7f8c99690 100644
--- a/validmind/tests/model_validation/sklearn/ROCCurve.py
+++ b/validmind/tests/model_validation/sklearn/ROCCurve.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Tuple
diff --git a/validmind/tests/model_validation/sklearn/RegressionErrors.py b/validmind/tests/model_validation/sklearn/RegressionErrors.py
index a3610243a..d2218b06a 100644
--- a/validmind/tests/model_validation/sklearn/RegressionErrors.py
+++ b/validmind/tests/model_validation/sklearn/RegressionErrors.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Tuple
diff --git a/validmind/tests/model_validation/sklearn/RegressionErrorsComparison.py b/validmind/tests/model_validation/sklearn/RegressionErrorsComparison.py
index be7dd8b74..b0f0dc033 100644
--- a/validmind/tests/model_validation/sklearn/RegressionErrorsComparison.py
+++ b/validmind/tests/model_validation/sklearn/RegressionErrorsComparison.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import List
diff --git a/validmind/tests/model_validation/sklearn/RegressionPerformance.py b/validmind/tests/model_validation/sklearn/RegressionPerformance.py
index 67fea3fee..609c264bf 100644
--- a/validmind/tests/model_validation/sklearn/RegressionPerformance.py
+++ b/validmind/tests/model_validation/sklearn/RegressionPerformance.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Dict, List, Tuple
diff --git a/validmind/tests/model_validation/sklearn/RegressionR2Square.py b/validmind/tests/model_validation/sklearn/RegressionR2Square.py
index 62fb65a9b..16bbb6c0a 100644
--- a/validmind/tests/model_validation/sklearn/RegressionR2Square.py
+++ b/validmind/tests/model_validation/sklearn/RegressionR2Square.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Tuple
diff --git a/validmind/tests/model_validation/sklearn/RegressionR2SquareComparison.py b/validmind/tests/model_validation/sklearn/RegressionR2SquareComparison.py
index 03679c47a..cf69acec6 100644
--- a/validmind/tests/model_validation/sklearn/RegressionR2SquareComparison.py
+++ b/validmind/tests/model_validation/sklearn/RegressionR2SquareComparison.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import List
diff --git a/validmind/tests/model_validation/sklearn/RobustnessDiagnosis.py b/validmind/tests/model_validation/sklearn/RobustnessDiagnosis.py
index b29cc2f41..bbf6d5f73 100644
--- a/validmind/tests/model_validation/sklearn/RobustnessDiagnosis.py
+++ b/validmind/tests/model_validation/sklearn/RobustnessDiagnosis.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from collections import defaultdict
diff --git a/validmind/tests/model_validation/sklearn/SHAPGlobalImportance.py b/validmind/tests/model_validation/sklearn/SHAPGlobalImportance.py
index f5e751c8c..6d6ba4936 100644
--- a/validmind/tests/model_validation/sklearn/SHAPGlobalImportance.py
+++ b/validmind/tests/model_validation/sklearn/SHAPGlobalImportance.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
import warnings
diff --git a/validmind/tests/model_validation/sklearn/ScoreProbabilityAlignment.py b/validmind/tests/model_validation/sklearn/ScoreProbabilityAlignment.py
index 452c1ed48..144559da1 100644
--- a/validmind/tests/model_validation/sklearn/ScoreProbabilityAlignment.py
+++ b/validmind/tests/model_validation/sklearn/ScoreProbabilityAlignment.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Tuple
diff --git a/validmind/tests/model_validation/sklearn/SilhouettePlot.py b/validmind/tests/model_validation/sklearn/SilhouettePlot.py
index 55273f0f1..c933c6338 100644
--- a/validmind/tests/model_validation/sklearn/SilhouettePlot.py
+++ b/validmind/tests/model_validation/sklearn/SilhouettePlot.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Dict, Tuple
diff --git a/validmind/tests/model_validation/sklearn/TrainingTestDegradation.py b/validmind/tests/model_validation/sklearn/TrainingTestDegradation.py
index ef03816f9..d20fcf653 100644
--- a/validmind/tests/model_validation/sklearn/TrainingTestDegradation.py
+++ b/validmind/tests/model_validation/sklearn/TrainingTestDegradation.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Dict, List, Tuple
diff --git a/validmind/tests/model_validation/sklearn/VMeasure.py b/validmind/tests/model_validation/sklearn/VMeasure.py
index b51f8d656..1ac3ee329 100644
--- a/validmind/tests/model_validation/sklearn/VMeasure.py
+++ b/validmind/tests/model_validation/sklearn/VMeasure.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Dict, List, Tuple
diff --git a/validmind/tests/model_validation/sklearn/WeakspotsDiagnosis.py b/validmind/tests/model_validation/sklearn/WeakspotsDiagnosis.py
index 1eacf1c37..feee4cd7d 100644
--- a/validmind/tests/model_validation/sklearn/WeakspotsDiagnosis.py
+++ b/validmind/tests/model_validation/sklearn/WeakspotsDiagnosis.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Callable, Dict, List, Optional, Tuple
diff --git a/validmind/tests/model_validation/statsmodels/AutoARIMA.py b/validmind/tests/model_validation/statsmodels/AutoARIMA.py
index e63c70b87..df7c14f6f 100644
--- a/validmind/tests/model_validation/statsmodels/AutoARIMA.py
+++ b/validmind/tests/model_validation/statsmodels/AutoARIMA.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Dict, List
diff --git a/validmind/tests/model_validation/statsmodels/CumulativePredictionProbabilities.py b/validmind/tests/model_validation/statsmodels/CumulativePredictionProbabilities.py
index 27e251c48..ab4114103 100644
--- a/validmind/tests/model_validation/statsmodels/CumulativePredictionProbabilities.py
+++ b/validmind/tests/model_validation/statsmodels/CumulativePredictionProbabilities.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Tuple
diff --git a/validmind/tests/model_validation/statsmodels/DurbinWatsonTest.py b/validmind/tests/model_validation/statsmodels/DurbinWatsonTest.py
index a2de47609..e38d437a1 100644
--- a/validmind/tests/model_validation/statsmodels/DurbinWatsonTest.py
+++ b/validmind/tests/model_validation/statsmodels/DurbinWatsonTest.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import List, Tuple
diff --git a/validmind/tests/model_validation/statsmodels/GINITable.py b/validmind/tests/model_validation/statsmodels/GINITable.py
index 54ab86a47..8b8eea5aa 100644
--- a/validmind/tests/model_validation/statsmodels/GINITable.py
+++ b/validmind/tests/model_validation/statsmodels/GINITable.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Tuple
diff --git a/validmind/tests/model_validation/statsmodels/KolmogorovSmirnov.py b/validmind/tests/model_validation/statsmodels/KolmogorovSmirnov.py
index 46d94c82d..319f97e51 100644
--- a/validmind/tests/model_validation/statsmodels/KolmogorovSmirnov.py
+++ b/validmind/tests/model_validation/statsmodels/KolmogorovSmirnov.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Dict, List, Tuple
diff --git a/validmind/tests/model_validation/statsmodels/Lilliefors.py b/validmind/tests/model_validation/statsmodels/Lilliefors.py
index b7c3744b5..4f491467a 100644
--- a/validmind/tests/model_validation/statsmodels/Lilliefors.py
+++ b/validmind/tests/model_validation/statsmodels/Lilliefors.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Dict, List
diff --git a/validmind/tests/model_validation/statsmodels/PredictionProbabilitiesHistogram.py b/validmind/tests/model_validation/statsmodels/PredictionProbabilitiesHistogram.py
index f7fbb952c..a7f93d70f 100644
--- a/validmind/tests/model_validation/statsmodels/PredictionProbabilitiesHistogram.py
+++ b/validmind/tests/model_validation/statsmodels/PredictionProbabilitiesHistogram.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Tuple
diff --git a/validmind/tests/model_validation/statsmodels/RegressionCoeffs.py b/validmind/tests/model_validation/statsmodels/RegressionCoeffs.py
index 0f354671b..3ecf0cf31 100644
--- a/validmind/tests/model_validation/statsmodels/RegressionCoeffs.py
+++ b/validmind/tests/model_validation/statsmodels/RegressionCoeffs.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
diff --git a/validmind/tests/model_validation/statsmodels/RegressionFeatureSignificance.py b/validmind/tests/model_validation/statsmodels/RegressionFeatureSignificance.py
index 28b326712..4a202524e 100644
--- a/validmind/tests/model_validation/statsmodels/RegressionFeatureSignificance.py
+++ b/validmind/tests/model_validation/statsmodels/RegressionFeatureSignificance.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Tuple
diff --git a/validmind/tests/model_validation/statsmodels/RegressionModelForecastPlot.py b/validmind/tests/model_validation/statsmodels/RegressionModelForecastPlot.py
index 1290447f7..486fd5af1 100644
--- a/validmind/tests/model_validation/statsmodels/RegressionModelForecastPlot.py
+++ b/validmind/tests/model_validation/statsmodels/RegressionModelForecastPlot.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Optional, Tuple
diff --git a/validmind/tests/model_validation/statsmodels/RegressionModelForecastPlotLevels.py b/validmind/tests/model_validation/statsmodels/RegressionModelForecastPlotLevels.py
index 24afb4a3e..9af09be48 100644
--- a/validmind/tests/model_validation/statsmodels/RegressionModelForecastPlotLevels.py
+++ b/validmind/tests/model_validation/statsmodels/RegressionModelForecastPlotLevels.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Tuple
diff --git a/validmind/tests/model_validation/statsmodels/RegressionModelSensitivityPlot.py b/validmind/tests/model_validation/statsmodels/RegressionModelSensitivityPlot.py
index cd16e6f55..e0c949a5a 100644
--- a/validmind/tests/model_validation/statsmodels/RegressionModelSensitivityPlot.py
+++ b/validmind/tests/model_validation/statsmodels/RegressionModelSensitivityPlot.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import List, Tuple, Union
diff --git a/validmind/tests/model_validation/statsmodels/RegressionModelSummary.py b/validmind/tests/model_validation/statsmodels/RegressionModelSummary.py
index 2d40d06f6..c1366219c 100644
--- a/validmind/tests/model_validation/statsmodels/RegressionModelSummary.py
+++ b/validmind/tests/model_validation/statsmodels/RegressionModelSummary.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Dict, List, Tuple
diff --git a/validmind/tests/model_validation/statsmodels/RegressionPermutationFeatureImportance.py b/validmind/tests/model_validation/statsmodels/RegressionPermutationFeatureImportance.py
index 27b66ba5e..7cdd260cf 100644
--- a/validmind/tests/model_validation/statsmodels/RegressionPermutationFeatureImportance.py
+++ b/validmind/tests/model_validation/statsmodels/RegressionPermutationFeatureImportance.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Tuple
diff --git a/validmind/tests/model_validation/statsmodels/ScorecardHistogram.py b/validmind/tests/model_validation/statsmodels/ScorecardHistogram.py
index 0352a8028..92e824801 100644
--- a/validmind/tests/model_validation/statsmodels/ScorecardHistogram.py
+++ b/validmind/tests/model_validation/statsmodels/ScorecardHistogram.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
import plotly.graph_objects as go
diff --git a/validmind/tests/model_validation/statsmodels/statsutils.py b/validmind/tests/model_validation/statsmodels/statsutils.py
index 6d59e8e9f..18a1de896 100644
--- a/validmind/tests/model_validation/statsmodels/statsutils.py
+++ b/validmind/tests/model_validation/statsmodels/statsutils.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
import numpy as np
diff --git a/validmind/tests/ongoing_monitoring/CalibrationCurveDrift.py b/validmind/tests/ongoing_monitoring/CalibrationCurveDrift.py
index 2acc551f9..c754b182a 100644
--- a/validmind/tests/ongoing_monitoring/CalibrationCurveDrift.py
+++ b/validmind/tests/ongoing_monitoring/CalibrationCurveDrift.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Dict, List, Tuple
diff --git a/validmind/tests/ongoing_monitoring/ClassDiscriminationDrift.py b/validmind/tests/ongoing_monitoring/ClassDiscriminationDrift.py
index 496df6223..bbe673c35 100644
--- a/validmind/tests/ongoing_monitoring/ClassDiscriminationDrift.py
+++ b/validmind/tests/ongoing_monitoring/ClassDiscriminationDrift.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Dict, List, Tuple
diff --git a/validmind/tests/ongoing_monitoring/ClassImbalanceDrift.py b/validmind/tests/ongoing_monitoring/ClassImbalanceDrift.py
index 042738911..1c2e3a39d 100644
--- a/validmind/tests/ongoing_monitoring/ClassImbalanceDrift.py
+++ b/validmind/tests/ongoing_monitoring/ClassImbalanceDrift.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Dict, List, Tuple
diff --git a/validmind/tests/ongoing_monitoring/ClassificationAccuracyDrift.py b/validmind/tests/ongoing_monitoring/ClassificationAccuracyDrift.py
index 37ec3e670..81d2868fc 100644
--- a/validmind/tests/ongoing_monitoring/ClassificationAccuracyDrift.py
+++ b/validmind/tests/ongoing_monitoring/ClassificationAccuracyDrift.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Dict, List, Tuple
diff --git a/validmind/tests/ongoing_monitoring/ConfusionMatrixDrift.py b/validmind/tests/ongoing_monitoring/ConfusionMatrixDrift.py
index c905555e9..f571ec523 100644
--- a/validmind/tests/ongoing_monitoring/ConfusionMatrixDrift.py
+++ b/validmind/tests/ongoing_monitoring/ConfusionMatrixDrift.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Dict, List, Tuple
diff --git a/validmind/tests/ongoing_monitoring/CumulativePredictionProbabilitiesDrift.py b/validmind/tests/ongoing_monitoring/CumulativePredictionProbabilitiesDrift.py
index 1b03a0b81..785883c5f 100644
--- a/validmind/tests/ongoing_monitoring/CumulativePredictionProbabilitiesDrift.py
+++ b/validmind/tests/ongoing_monitoring/CumulativePredictionProbabilitiesDrift.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import List, Tuple
diff --git a/validmind/tests/ongoing_monitoring/FeatureDrift.py b/validmind/tests/ongoing_monitoring/FeatureDrift.py
index 9df0cf17f..895a6f2a6 100644
--- a/validmind/tests/ongoing_monitoring/FeatureDrift.py
+++ b/validmind/tests/ongoing_monitoring/FeatureDrift.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Dict, List, Tuple
diff --git a/validmind/tests/ongoing_monitoring/PredictionAcrossEachFeature.py b/validmind/tests/ongoing_monitoring/PredictionAcrossEachFeature.py
index c3c79169d..222c035f3 100644
--- a/validmind/tests/ongoing_monitoring/PredictionAcrossEachFeature.py
+++ b/validmind/tests/ongoing_monitoring/PredictionAcrossEachFeature.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
diff --git a/validmind/tests/ongoing_monitoring/PredictionCorrelation.py b/validmind/tests/ongoing_monitoring/PredictionCorrelation.py
index 937bb92ab..32215a2b3 100644
--- a/validmind/tests/ongoing_monitoring/PredictionCorrelation.py
+++ b/validmind/tests/ongoing_monitoring/PredictionCorrelation.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Dict, List, Tuple
diff --git a/validmind/tests/ongoing_monitoring/PredictionProbabilitiesHistogramDrift.py b/validmind/tests/ongoing_monitoring/PredictionProbabilitiesHistogramDrift.py
index 3a4a34252..95f619637 100644
--- a/validmind/tests/ongoing_monitoring/PredictionProbabilitiesHistogramDrift.py
+++ b/validmind/tests/ongoing_monitoring/PredictionProbabilitiesHistogramDrift.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Dict, List, Tuple
diff --git a/validmind/tests/ongoing_monitoring/PredictionQuantilesAcrossFeatures.py b/validmind/tests/ongoing_monitoring/PredictionQuantilesAcrossFeatures.py
index c40c71f93..022caaa51 100644
--- a/validmind/tests/ongoing_monitoring/PredictionQuantilesAcrossFeatures.py
+++ b/validmind/tests/ongoing_monitoring/PredictionQuantilesAcrossFeatures.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import List, Tuple
diff --git a/validmind/tests/ongoing_monitoring/ROCCurveDrift.py b/validmind/tests/ongoing_monitoring/ROCCurveDrift.py
index d76cb9e65..d66ec7e5e 100644
--- a/validmind/tests/ongoing_monitoring/ROCCurveDrift.py
+++ b/validmind/tests/ongoing_monitoring/ROCCurveDrift.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import List, Tuple
diff --git a/validmind/tests/ongoing_monitoring/ScoreBandsDrift.py b/validmind/tests/ongoing_monitoring/ScoreBandsDrift.py
index 9678d8f9d..568b429e6 100644
--- a/validmind/tests/ongoing_monitoring/ScoreBandsDrift.py
+++ b/validmind/tests/ongoing_monitoring/ScoreBandsDrift.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Dict, List, Tuple
diff --git a/validmind/tests/ongoing_monitoring/ScorecardHistogramDrift.py b/validmind/tests/ongoing_monitoring/ScorecardHistogramDrift.py
index 9dd0979c9..834951f2d 100644
--- a/validmind/tests/ongoing_monitoring/ScorecardHistogramDrift.py
+++ b/validmind/tests/ongoing_monitoring/ScorecardHistogramDrift.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Dict, List, Tuple
diff --git a/validmind/tests/ongoing_monitoring/TargetPredictionDistributionPlot.py b/validmind/tests/ongoing_monitoring/TargetPredictionDistributionPlot.py
index 6c3106944..048604cb9 100644
--- a/validmind/tests/ongoing_monitoring/TargetPredictionDistributionPlot.py
+++ b/validmind/tests/ongoing_monitoring/TargetPredictionDistributionPlot.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Dict, List, Tuple
diff --git a/validmind/tests/output.py b/validmind/tests/output.py
index 2837de9ca..648d3b98d 100644
--- a/validmind/tests/output.py
+++ b/validmind/tests/output.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from abc import ABC, abstractmethod
diff --git a/validmind/tests/plots/BoxPlot.py b/validmind/tests/plots/BoxPlot.py
index 8dac44dd4..402cdaff8 100644
--- a/validmind/tests/plots/BoxPlot.py
+++ b/validmind/tests/plots/BoxPlot.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import List, Optional
diff --git a/validmind/tests/plots/CorrelationHeatmap.py b/validmind/tests/plots/CorrelationHeatmap.py
index c37bb894e..5897175dd 100644
--- a/validmind/tests/plots/CorrelationHeatmap.py
+++ b/validmind/tests/plots/CorrelationHeatmap.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import List, Optional
diff --git a/validmind/tests/plots/HistogramPlot.py b/validmind/tests/plots/HistogramPlot.py
index bbec6a1aa..48d69cbeb 100644
--- a/validmind/tests/plots/HistogramPlot.py
+++ b/validmind/tests/plots/HistogramPlot.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import List, Optional, Union
diff --git a/validmind/tests/plots/ViolinPlot.py b/validmind/tests/plots/ViolinPlot.py
index c05215a79..aeff2feb5 100644
--- a/validmind/tests/plots/ViolinPlot.py
+++ b/validmind/tests/plots/ViolinPlot.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import List, Optional
diff --git a/validmind/tests/prompt_validation/Bias.py b/validmind/tests/prompt_validation/Bias.py
index 80d5ed401..8843d356d 100644
--- a/validmind/tests/prompt_validation/Bias.py
+++ b/validmind/tests/prompt_validation/Bias.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Any, Dict, List, Tuple
diff --git a/validmind/tests/prompt_validation/Clarity.py b/validmind/tests/prompt_validation/Clarity.py
index a55f8819a..244c041e2 100644
--- a/validmind/tests/prompt_validation/Clarity.py
+++ b/validmind/tests/prompt_validation/Clarity.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Any, Dict, List, Tuple
diff --git a/validmind/tests/prompt_validation/Conciseness.py b/validmind/tests/prompt_validation/Conciseness.py
index 7822375d9..4e5127b1b 100644
--- a/validmind/tests/prompt_validation/Conciseness.py
+++ b/validmind/tests/prompt_validation/Conciseness.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Any, Dict, List, Tuple
diff --git a/validmind/tests/prompt_validation/Delimitation.py b/validmind/tests/prompt_validation/Delimitation.py
index a702e57a6..09c667b45 100644
--- a/validmind/tests/prompt_validation/Delimitation.py
+++ b/validmind/tests/prompt_validation/Delimitation.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Any, Dict, List, Tuple
diff --git a/validmind/tests/prompt_validation/NegativeInstruction.py b/validmind/tests/prompt_validation/NegativeInstruction.py
index 8b66f3fa6..6da4bbfdb 100644
--- a/validmind/tests/prompt_validation/NegativeInstruction.py
+++ b/validmind/tests/prompt_validation/NegativeInstruction.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Any, Dict, List, Tuple
diff --git a/validmind/tests/prompt_validation/Robustness.py b/validmind/tests/prompt_validation/Robustness.py
index 09533c5a3..74d17944a 100644
--- a/validmind/tests/prompt_validation/Robustness.py
+++ b/validmind/tests/prompt_validation/Robustness.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Any, Dict, List, Tuple
diff --git a/validmind/tests/prompt_validation/Specificity.py b/validmind/tests/prompt_validation/Specificity.py
index 54d54b197..363ed44e8 100644
--- a/validmind/tests/prompt_validation/Specificity.py
+++ b/validmind/tests/prompt_validation/Specificity.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Any, Dict, List, Tuple
diff --git a/validmind/tests/prompt_validation/ai_powered_test.py b/validmind/tests/prompt_validation/ai_powered_test.py
index 03ce32cfa..75380884b 100644
--- a/validmind/tests/prompt_validation/ai_powered_test.py
+++ b/validmind/tests/prompt_validation/ai_powered_test.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
import re
diff --git a/validmind/tests/run.py b/validmind/tests/run.py
index bd688affb..7e316c177 100644
--- a/validmind/tests/run.py
+++ b/validmind/tests/run.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
import platform
diff --git a/validmind/tests/stats/CorrelationAnalysis.py b/validmind/tests/stats/CorrelationAnalysis.py
index d9ae5f8ce..9e5a98d68 100644
--- a/validmind/tests/stats/CorrelationAnalysis.py
+++ b/validmind/tests/stats/CorrelationAnalysis.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Any, Dict, List, Optional
diff --git a/validmind/tests/stats/DescriptiveStats.py b/validmind/tests/stats/DescriptiveStats.py
index 983080df2..ec93eee32 100644
--- a/validmind/tests/stats/DescriptiveStats.py
+++ b/validmind/tests/stats/DescriptiveStats.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Any, Dict, List, Optional
diff --git a/validmind/tests/stats/NormalityTests.py b/validmind/tests/stats/NormalityTests.py
index 060aa1cd4..a9cfcc71c 100644
--- a/validmind/tests/stats/NormalityTests.py
+++ b/validmind/tests/stats/NormalityTests.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Any, Dict, List, Optional
diff --git a/validmind/tests/stats/OutlierDetection.py b/validmind/tests/stats/OutlierDetection.py
index 48b7c2b6e..c884fc594 100644
--- a/validmind/tests/stats/OutlierDetection.py
+++ b/validmind/tests/stats/OutlierDetection.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Any, Dict, List, Optional
diff --git a/validmind/tests/test_providers.py b/validmind/tests/test_providers.py
index d6ee1e119..0972f4ba8 100644
--- a/validmind/tests/test_providers.py
+++ b/validmind/tests/test_providers.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
import importlib.util
diff --git a/validmind/tests/utils.py b/validmind/tests/utils.py
index 7ef416071..79459b288 100644
--- a/validmind/tests/utils.py
+++ b/validmind/tests/utils.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
"""Test Module Utils"""
diff --git a/validmind/unit_metrics/__init__.py b/validmind/unit_metrics/__init__.py
index 8ef360291..102304ce9 100644
--- a/validmind/unit_metrics/__init__.py
+++ b/validmind/unit_metrics/__init__.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from validmind.tests._store import test_provider_store
diff --git a/validmind/unit_metrics/classification/Accuracy.py b/validmind/unit_metrics/classification/Accuracy.py
index a341c99f7..9b8c218ba 100644
--- a/validmind/unit_metrics/classification/Accuracy.py
+++ b/validmind/unit_metrics/classification/Accuracy.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from sklearn.metrics import accuracy_score
diff --git a/validmind/unit_metrics/classification/F1.py b/validmind/unit_metrics/classification/F1.py
index ea302571a..029cb598d 100644
--- a/validmind/unit_metrics/classification/F1.py
+++ b/validmind/unit_metrics/classification/F1.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from sklearn.metrics import f1_score
diff --git a/validmind/unit_metrics/classification/Precision.py b/validmind/unit_metrics/classification/Precision.py
index 3523d080d..457dc7bd5 100644
--- a/validmind/unit_metrics/classification/Precision.py
+++ b/validmind/unit_metrics/classification/Precision.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from sklearn.metrics import precision_score
diff --git a/validmind/unit_metrics/classification/ROC_AUC.py b/validmind/unit_metrics/classification/ROC_AUC.py
index 1abdb07b5..6e8bdafd2 100644
--- a/validmind/unit_metrics/classification/ROC_AUC.py
+++ b/validmind/unit_metrics/classification/ROC_AUC.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from numpy import unique
diff --git a/validmind/unit_metrics/classification/Recall.py b/validmind/unit_metrics/classification/Recall.py
index 6f88e4e05..25e992558 100644
--- a/validmind/unit_metrics/classification/Recall.py
+++ b/validmind/unit_metrics/classification/Recall.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from sklearn.metrics import recall_score
diff --git a/validmind/unit_metrics/regression/AdjustedRSquaredScore.py b/validmind/unit_metrics/regression/AdjustedRSquaredScore.py
index ef0507254..36bf82245 100644
--- a/validmind/unit_metrics/regression/AdjustedRSquaredScore.py
+++ b/validmind/unit_metrics/regression/AdjustedRSquaredScore.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from sklearn.metrics import r2_score as _r2_score
diff --git a/validmind/unit_metrics/regression/GiniCoefficient.py b/validmind/unit_metrics/regression/GiniCoefficient.py
index a40a58c22..9e2ec3147 100644
--- a/validmind/unit_metrics/regression/GiniCoefficient.py
+++ b/validmind/unit_metrics/regression/GiniCoefficient.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
import numpy as np
diff --git a/validmind/unit_metrics/regression/HuberLoss.py b/validmind/unit_metrics/regression/HuberLoss.py
index 8db2d2864..00f967a4f 100644
--- a/validmind/unit_metrics/regression/HuberLoss.py
+++ b/validmind/unit_metrics/regression/HuberLoss.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
import numpy as np
diff --git a/validmind/unit_metrics/regression/KolmogorovSmirnovStatistic.py b/validmind/unit_metrics/regression/KolmogorovSmirnovStatistic.py
index 817ae4f72..0dc4564b3 100644
--- a/validmind/unit_metrics/regression/KolmogorovSmirnovStatistic.py
+++ b/validmind/unit_metrics/regression/KolmogorovSmirnovStatistic.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
import numpy as np
diff --git a/validmind/unit_metrics/regression/MeanAbsoluteError.py b/validmind/unit_metrics/regression/MeanAbsoluteError.py
index 94aac7972..dda3b17ed 100644
--- a/validmind/unit_metrics/regression/MeanAbsoluteError.py
+++ b/validmind/unit_metrics/regression/MeanAbsoluteError.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from sklearn.metrics import mean_absolute_error as _mean_absolute_error
diff --git a/validmind/unit_metrics/regression/MeanAbsolutePercentageError.py b/validmind/unit_metrics/regression/MeanAbsolutePercentageError.py
index e6703c3ab..86099caa2 100644
--- a/validmind/unit_metrics/regression/MeanAbsolutePercentageError.py
+++ b/validmind/unit_metrics/regression/MeanAbsolutePercentageError.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
import numpy as np
diff --git a/validmind/unit_metrics/regression/MeanBiasDeviation.py b/validmind/unit_metrics/regression/MeanBiasDeviation.py
index 446e9b620..86e27e690 100644
--- a/validmind/unit_metrics/regression/MeanBiasDeviation.py
+++ b/validmind/unit_metrics/regression/MeanBiasDeviation.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
import numpy as np
diff --git a/validmind/unit_metrics/regression/MeanSquaredError.py b/validmind/unit_metrics/regression/MeanSquaredError.py
index b4943b95a..683c6800d 100644
--- a/validmind/unit_metrics/regression/MeanSquaredError.py
+++ b/validmind/unit_metrics/regression/MeanSquaredError.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from sklearn.metrics import mean_squared_error
diff --git a/validmind/unit_metrics/regression/QuantileLoss.py b/validmind/unit_metrics/regression/QuantileLoss.py
index 0c2b86826..1e6e3e5d3 100644
--- a/validmind/unit_metrics/regression/QuantileLoss.py
+++ b/validmind/unit_metrics/regression/QuantileLoss.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
import numpy as np
diff --git a/validmind/unit_metrics/regression/RSquaredScore.py b/validmind/unit_metrics/regression/RSquaredScore.py
index 1d53212ae..27aa8da04 100644
--- a/validmind/unit_metrics/regression/RSquaredScore.py
+++ b/validmind/unit_metrics/regression/RSquaredScore.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from sklearn.metrics import r2_score
diff --git a/validmind/unit_metrics/regression/RootMeanSquaredError.py b/validmind/unit_metrics/regression/RootMeanSquaredError.py
index 2e7be6c6a..19f31fd73 100644
--- a/validmind/unit_metrics/regression/RootMeanSquaredError.py
+++ b/validmind/unit_metrics/regression/RootMeanSquaredError.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
import numpy as np
diff --git a/validmind/utils.py b/validmind/utils.py
index a114e7b04..5094e8910 100644
--- a/validmind/utils.py
+++ b/validmind/utils.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
import asyncio
diff --git a/validmind/vm_models/__init__.py b/validmind/vm_models/__init__.py
index afa7d1a6d..612a1ac8f 100644
--- a/validmind/vm_models/__init__.py
+++ b/validmind/vm_models/__init__.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
"""
diff --git a/validmind/vm_models/dataset/__init__.py b/validmind/vm_models/dataset/__init__.py
index 5a0f29fa2..71133999e 100644
--- a/validmind/vm_models/dataset/__init__.py
+++ b/validmind/vm_models/dataset/__init__.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from .dataset import DataFrameDataset, PolarsDataset, TorchDataset, VMDataset
diff --git a/validmind/vm_models/dataset/dataset.py b/validmind/vm_models/dataset/dataset.py
index e277cbae5..c59d37077 100644
--- a/validmind/vm_models/dataset/dataset.py
+++ b/validmind/vm_models/dataset/dataset.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
"""
diff --git a/validmind/vm_models/dataset/utils.py b/validmind/vm_models/dataset/utils.py
index 65ec40c86..813723524 100644
--- a/validmind/vm_models/dataset/utils.py
+++ b/validmind/vm_models/dataset/utils.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from dataclasses import dataclass, field
diff --git a/validmind/vm_models/figure.py b/validmind/vm_models/figure.py
index 692c78a7c..b10717a8e 100644
--- a/validmind/vm_models/figure.py
+++ b/validmind/vm_models/figure.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
"""
diff --git a/validmind/vm_models/html_progress.py b/validmind/vm_models/html_progress.py
index 3e95e0595..45b8e3e52 100644
--- a/validmind/vm_models/html_progress.py
+++ b/validmind/vm_models/html_progress.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
"""
diff --git a/validmind/vm_models/html_renderer.py b/validmind/vm_models/html_renderer.py
index 4ace01814..ae2e002f5 100644
--- a/validmind/vm_models/html_renderer.py
+++ b/validmind/vm_models/html_renderer.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
"""
diff --git a/validmind/vm_models/input.py b/validmind/vm_models/input.py
index a4cac67c7..f8f68f502 100644
--- a/validmind/vm_models/input.py
+++ b/validmind/vm_models/input.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
"""Base class for ValidMind Input types"""
diff --git a/validmind/vm_models/model.py b/validmind/vm_models/model.py
index d49b783a9..debc9c5c3 100644
--- a/validmind/vm_models/model.py
+++ b/validmind/vm_models/model.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
"""
diff --git a/validmind/vm_models/result/__init__.py b/validmind/vm_models/result/__init__.py
index a092c4da9..3d1a7267a 100644
--- a/validmind/vm_models/result/__init__.py
+++ b/validmind/vm_models/result/__init__.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from .result import (
diff --git a/validmind/vm_models/result/pii_filter.py b/validmind/vm_models/result/pii_filter.py
index 23807a5e1..ce0855ccc 100644
--- a/validmind/vm_models/result/pii_filter.py
+++ b/validmind/vm_models/result/pii_filter.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
"""
diff --git a/validmind/vm_models/result/result.py b/validmind/vm_models/result/result.py
index 76b51bd36..ce7e502f8 100644
--- a/validmind/vm_models/result/result.py
+++ b/validmind/vm_models/result/result.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
"""
diff --git a/validmind/vm_models/result/utils.py b/validmind/vm_models/result/utils.py
index e064e8e5f..9dfbb90e2 100644
--- a/validmind/vm_models/result/utils.py
+++ b/validmind/vm_models/result/utils.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
import os
diff --git a/validmind/vm_models/test_suite/__init__.py b/validmind/vm_models/test_suite/__init__.py
index 01ca0de60..ba6f02e11 100644
--- a/validmind/vm_models/test_suite/__init__.py
+++ b/validmind/vm_models/test_suite/__init__.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
"""Test suite module."""
diff --git a/validmind/vm_models/test_suite/runner.py b/validmind/vm_models/test_suite/runner.py
index 4da5cdd2b..b15697b8d 100644
--- a/validmind/vm_models/test_suite/runner.py
+++ b/validmind/vm_models/test_suite/runner.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
import asyncio
diff --git a/validmind/vm_models/test_suite/summary.py b/validmind/vm_models/test_suite/summary.py
index 3e2c3af1e..b1a4c5dc2 100644
--- a/validmind/vm_models/test_suite/summary.py
+++ b/validmind/vm_models/test_suite/summary.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from dataclasses import dataclass
diff --git a/validmind/vm_models/test_suite/test.py b/validmind/vm_models/test_suite/test.py
index 2c4687230..a9943fe87 100644
--- a/validmind/vm_models/test_suite/test.py
+++ b/validmind/vm_models/test_suite/test.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
from typing import Any, Dict, Union
diff --git a/validmind/vm_models/test_suite/test_suite.py b/validmind/vm_models/test_suite/test_suite.py
index f3f9ed98a..b86a7a7f8 100644
--- a/validmind/vm_models/test_suite/test_suite.py
+++ b/validmind/vm_models/test_suite/test_suite.py
@@ -1,5 +1,5 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
-# See the LICENSE file in the root of this repository for details.
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
"""