From 82868be0c56b4c114fb631389f45f7473515514d Mon Sep 17 00:00:00 2001
From: Beck <164545837+validbeck@users.noreply.github.com>
Date: Thu, 15 Jan 2026 09:55:14 -0800
Subject: [PATCH 01/31] Update copyright wording to align with style guide
---
README.md | 2 +-
scripts/copyright.txt | 2 +-
2 files changed, 2 insertions(+), 2 deletions(-)
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/scripts/copyright.txt b/scripts/copyright.txt
index 0fd470ea2..fe58db396 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.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
From 3ba02c821f6713acd821d6e2fa155b9beb2c94af Mon Sep 17 00:00:00 2001
From: Beck <164545837+validbeck@users.noreply.github.com>
Date: Thu, 15 Jan 2026 09:57:29 -0800
Subject: [PATCH 02/31] Updating copyright message
---
validmind/__init__.py | 2 +-
validmind/ai/test_descriptions.py | 2 +-
validmind/ai/utils.py | 2 +-
validmind/api_client.py | 2 +-
validmind/client.py | 2 +-
validmind/client_config.py | 2 +-
validmind/datasets/__init__.py | 2 +-
validmind/datasets/classification/__init__.py | 2 +-
validmind/datasets/classification/customer_churn.py | 2 +-
validmind/datasets/classification/taiwan_credit.py | 2 +-
validmind/datasets/cluster/digits.py | 2 +-
validmind/datasets/credit_risk/__init__.py | 2 +-
validmind/datasets/credit_risk/lending_club.py | 2 +-
validmind/datasets/credit_risk/lending_club_bias.py | 2 +-
validmind/datasets/llm/__init__.py | 2 +-
validmind/datasets/llm/agent_dataset.py | 2 +-
validmind/datasets/llm/rag/__init__.py | 2 +-
validmind/datasets/llm/rag/rfp.py | 2 +-
validmind/datasets/nlp/__init__.py | 2 +-
validmind/datasets/nlp/cnn_dailymail.py | 2 +-
validmind/datasets/nlp/twitter_covid_19.py | 2 +-
validmind/datasets/regression/__init__.py | 2 +-
validmind/datasets/regression/california_housing.py | 2 +-
validmind/datasets/regression/fred.py | 2 +-
validmind/datasets/regression/fred_timeseries.py | 2 +-
.../datasets/regression/generate_california_housing_csv.py | 2 +-
validmind/datasets/regression/lending_club.py | 2 +-
validmind/errors.py | 2 +-
validmind/experimental/agents.py | 2 +-
validmind/html_templates/content_blocks.py | 2 +-
validmind/input_registry.py | 2 +-
validmind/logging.py | 2 +-
validmind/models/__init__.py | 2 +-
validmind/models/foundation.py | 2 +-
validmind/models/function.py | 2 +-
validmind/models/huggingface.py | 2 +-
validmind/models/metadata.py | 2 +-
validmind/models/pipeline.py | 2 +-
validmind/models/pytorch.py | 2 +-
validmind/models/r_model.py | 2 +-
validmind/models/sklearn.py | 2 +-
validmind/scorers/__init__.py | 2 +-
validmind/scorers/classification/AbsoluteError.py | 2 +-
validmind/scorers/classification/BrierScore.py | 2 +-
validmind/scorers/classification/CalibrationError.py | 2 +-
validmind/scorers/classification/ClassBalance.py | 2 +-
validmind/scorers/classification/Confidence.py | 2 +-
validmind/scorers/classification/Correctness.py | 2 +-
validmind/scorers/classification/LogLoss.py | 2 +-
validmind/scorers/classification/OutlierScore.py | 2 +-
validmind/scorers/classification/ProbabilityError.py | 2 +-
validmind/scorers/classification/Uncertainty.py | 2 +-
validmind/scorers/llm/deepeval/AnswerRelevancy.py | 2 +-
validmind/scorers/llm/deepeval/ArgumentCorrectness.py | 2 +-
validmind/scorers/llm/deepeval/Bias.py | 2 +-
validmind/scorers/llm/deepeval/ContextualPrecision.py | 2 +-
validmind/scorers/llm/deepeval/ContextualRecall.py | 2 +-
validmind/scorers/llm/deepeval/ContextualRelevancy.py | 2 +-
validmind/scorers/llm/deepeval/Faithfulness.py | 2 +-
validmind/scorers/llm/deepeval/GEval.py | 2 +-
validmind/scorers/llm/deepeval/Hallucination.py | 2 +-
validmind/scorers/llm/deepeval/PlanAdherence.py | 6 ++++--
validmind/scorers/llm/deepeval/PlanQuality.py | 2 +-
validmind/scorers/llm/deepeval/Summarization.py | 2 +-
validmind/scorers/llm/deepeval/TaskCompletion.py | 2 +-
validmind/scorers/llm/deepeval/ToolCorrectness.py | 2 +-
validmind/scorers/llm/deepeval/__init__.py | 2 +-
validmind/template.py | 2 +-
validmind/test_suites/__init__.py | 2 +-
validmind/test_suites/classifier.py | 2 +-
validmind/test_suites/cluster.py | 2 +-
validmind/test_suites/embeddings.py | 2 +-
validmind/test_suites/llm.py | 2 +-
validmind/test_suites/nlp.py | 2 +-
validmind/test_suites/parameters_optimization.py | 2 +-
validmind/test_suites/regression.py | 2 +-
validmind/test_suites/statsmodels_timeseries.py | 2 +-
validmind/test_suites/summarization.py | 2 +-
validmind/test_suites/tabular_datasets.py | 2 +-
validmind/test_suites/text_data.py | 2 +-
validmind/test_suites/time_series.py | 2 +-
validmind/tests/__init__.py | 2 +-
validmind/tests/__types__.py | 2 +-
validmind/tests/_store.py | 2 +-
validmind/tests/comparison.py | 2 +-
validmind/tests/data_validation/ACFandPACFPlot.py | 2 +-
validmind/tests/data_validation/ADF.py | 2 +-
validmind/tests/data_validation/AutoAR.py | 2 +-
validmind/tests/data_validation/AutoMA.py | 2 +-
validmind/tests/data_validation/AutoStationarity.py | 2 +-
validmind/tests/data_validation/BivariateScatterPlots.py | 2 +-
validmind/tests/data_validation/BoxPierce.py | 2 +-
validmind/tests/data_validation/ChiSquaredFeaturesTable.py | 2 +-
validmind/tests/data_validation/ClassImbalance.py | 2 +-
validmind/tests/data_validation/DatasetDescription.py | 2 +-
validmind/tests/data_validation/DatasetSplit.py | 2 +-
validmind/tests/data_validation/DescriptiveStatistics.py | 2 +-
validmind/tests/data_validation/DickeyFullerGLS.py | 2 +-
validmind/tests/data_validation/Duplicates.py | 2 +-
validmind/tests/data_validation/EngleGrangerCoint.py | 2 +-
.../tests/data_validation/FeatureTargetCorrelationPlot.py | 2 +-
validmind/tests/data_validation/HighCardinality.py | 2 +-
validmind/tests/data_validation/HighPearsonCorrelation.py | 2 +-
validmind/tests/data_validation/IQROutliersBarPlot.py | 2 +-
validmind/tests/data_validation/IQROutliersTable.py | 2 +-
validmind/tests/data_validation/IsolationForestOutliers.py | 2 +-
validmind/tests/data_validation/JarqueBera.py | 2 +-
validmind/tests/data_validation/KPSS.py | 2 +-
validmind/tests/data_validation/LJungBox.py | 2 +-
validmind/tests/data_validation/LaggedCorrelationHeatmap.py | 2 +-
validmind/tests/data_validation/MissingValues.py | 2 +-
validmind/tests/data_validation/MissingValuesBarPlot.py | 2 +-
validmind/tests/data_validation/MutualInformation.py | 2 +-
validmind/tests/data_validation/PearsonCorrelationMatrix.py | 2 +-
validmind/tests/data_validation/PhillipsPerronArch.py | 2 +-
.../tests/data_validation/ProtectedClassesCombination.py | 2 +-
.../tests/data_validation/ProtectedClassesDescription.py | 2 +-
.../tests/data_validation/ProtectedClassesDisparity.py | 2 +-
.../data_validation/ProtectedClassesThresholdOptimizer.py | 2 +-
validmind/tests/data_validation/RollingStatsPlot.py | 2 +-
validmind/tests/data_validation/RunsTest.py | 2 +-
validmind/tests/data_validation/ScatterPlot.py | 2 +-
validmind/tests/data_validation/ScoreBandDefaultRates.py | 2 +-
validmind/tests/data_validation/SeasonalDecompose.py | 2 +-
validmind/tests/data_validation/ShapiroWilk.py | 2 +-
validmind/tests/data_validation/Skewness.py | 2 +-
validmind/tests/data_validation/SpreadPlot.py | 2 +-
.../tests/data_validation/TabularCategoricalBarPlots.py | 2 +-
.../tests/data_validation/TabularDateTimeHistograms.py | 2 +-
validmind/tests/data_validation/TabularDescriptionTables.py | 2 +-
.../tests/data_validation/TabularNumericalHistograms.py | 2 +-
validmind/tests/data_validation/TargetRateBarPlots.py | 2 +-
validmind/tests/data_validation/TimeSeriesDescription.py | 2 +-
.../data_validation/TimeSeriesDescriptiveStatistics.py | 2 +-
validmind/tests/data_validation/TimeSeriesFrequency.py | 2 +-
validmind/tests/data_validation/TimeSeriesHistogram.py | 2 +-
validmind/tests/data_validation/TimeSeriesLinePlot.py | 2 +-
validmind/tests/data_validation/TimeSeriesMissingValues.py | 2 +-
validmind/tests/data_validation/TimeSeriesOutliers.py | 2 +-
validmind/tests/data_validation/TooManyZeroValues.py | 2 +-
validmind/tests/data_validation/UniqueRows.py | 2 +-
validmind/tests/data_validation/WOEBinPlots.py | 2 +-
validmind/tests/data_validation/WOEBinTable.py | 2 +-
validmind/tests/data_validation/ZivotAndrewsArch.py | 2 +-
validmind/tests/data_validation/nlp/CommonWords.py | 2 +-
validmind/tests/data_validation/nlp/Hashtags.py | 2 +-
validmind/tests/data_validation/nlp/LanguageDetection.py | 2 +-
validmind/tests/data_validation/nlp/Mentions.py | 2 +-
.../tests/data_validation/nlp/PolarityAndSubjectivity.py | 2 +-
validmind/tests/data_validation/nlp/Punctuations.py | 2 +-
validmind/tests/data_validation/nlp/Sentiment.py | 2 +-
validmind/tests/data_validation/nlp/StopWords.py | 2 +-
validmind/tests/data_validation/nlp/TextDescription.py | 2 +-
validmind/tests/data_validation/nlp/Toxicity.py | 2 +-
validmind/tests/decorator.py | 2 +-
validmind/tests/load.py | 2 +-
validmind/tests/model_validation/BertScore.py | 2 +-
validmind/tests/model_validation/BleuScore.py | 2 +-
validmind/tests/model_validation/ClusterSizeDistribution.py | 2 +-
validmind/tests/model_validation/ContextualRecall.py | 2 +-
validmind/tests/model_validation/FeaturesAUC.py | 2 +-
validmind/tests/model_validation/MeteorScore.py | 2 +-
validmind/tests/model_validation/ModelMetadata.py | 2 +-
.../tests/model_validation/ModelPredictionResiduals.py | 2 +-
validmind/tests/model_validation/RegardScore.py | 2 +-
validmind/tests/model_validation/RegressionResidualsPlot.py | 2 +-
validmind/tests/model_validation/RougeScore.py | 2 +-
.../tests/model_validation/TimeSeriesPredictionWithCI.py | 2 +-
.../tests/model_validation/TimeSeriesPredictionsPlot.py | 2 +-
.../tests/model_validation/TimeSeriesR2SquareBySegments.py | 2 +-
validmind/tests/model_validation/TokenDisparity.py | 2 +-
validmind/tests/model_validation/ToxicityScore.py | 2 +-
.../model_validation/embeddings/ClusterDistribution.py | 2 +-
.../embeddings/CosineSimilarityComparison.py | 2 +-
.../embeddings/CosineSimilarityDistribution.py | 2 +-
.../model_validation/embeddings/CosineSimilarityHeatmap.py | 2 +-
.../model_validation/embeddings/DescriptiveAnalytics.py | 2 +-
.../embeddings/EmbeddingsVisualization2D.py | 2 +-
.../embeddings/EuclideanDistanceComparison.py | 2 +-
.../model_validation/embeddings/EuclideanDistanceHeatmap.py | 2 +-
.../embeddings/PCAComponentsPairwisePlots.py | 2 +-
.../model_validation/embeddings/StabilityAnalysisKeyword.py | 2 +-
.../embeddings/StabilityAnalysisRandomNoise.py | 2 +-
.../embeddings/StabilityAnalysisSynonyms.py | 2 +-
.../embeddings/StabilityAnalysisTranslation.py | 2 +-
.../embeddings/TSNEComponentsPairwisePlots.py | 2 +-
validmind/tests/model_validation/embeddings/utils.py | 2 +-
validmind/tests/model_validation/ragas/AnswerCorrectness.py | 2 +-
validmind/tests/model_validation/ragas/AspectCritic.py | 2 +-
.../tests/model_validation/ragas/ContextEntityRecall.py | 2 +-
validmind/tests/model_validation/ragas/ContextPrecision.py | 2 +-
.../ragas/ContextPrecisionWithoutReference.py | 2 +-
validmind/tests/model_validation/ragas/ContextRecall.py | 2 +-
validmind/tests/model_validation/ragas/Faithfulness.py | 2 +-
validmind/tests/model_validation/ragas/NoiseSensitivity.py | 2 +-
validmind/tests/model_validation/ragas/ResponseRelevancy.py | 2 +-
.../tests/model_validation/ragas/SemanticSimilarity.py | 2 +-
validmind/tests/model_validation/ragas/utils.py | 2 +-
.../model_validation/sklearn/AdjustedMutualInformation.py | 2 +-
.../tests/model_validation/sklearn/AdjustedRandIndex.py | 2 +-
.../tests/model_validation/sklearn/CalibrationCurve.py | 2 +-
.../tests/model_validation/sklearn/ClassifierPerformance.py | 2 +-
.../sklearn/ClassifierThresholdOptimization.py | 2 +-
.../model_validation/sklearn/ClusterCosineSimilarity.py | 2 +-
.../model_validation/sklearn/ClusterPerformanceMetrics.py | 2 +-
.../tests/model_validation/sklearn/CompletenessScore.py | 2 +-
validmind/tests/model_validation/sklearn/ConfusionMatrix.py | 2 +-
.../tests/model_validation/sklearn/FeatureImportance.py | 2 +-
.../tests/model_validation/sklearn/FowlkesMallowsScore.py | 2 +-
.../tests/model_validation/sklearn/HomogeneityScore.py | 2 +-
.../tests/model_validation/sklearn/HyperParametersTuning.py | 2 +-
.../model_validation/sklearn/KMeansClustersOptimization.py | 2 +-
validmind/tests/model_validation/sklearn/MinimumAccuracy.py | 2 +-
validmind/tests/model_validation/sklearn/MinimumF1Score.py | 2 +-
.../tests/model_validation/sklearn/MinimumROCAUCScore.py | 2 +-
validmind/tests/model_validation/sklearn/ModelParameters.py | 2 +-
.../model_validation/sklearn/ModelsPerformanceComparison.py | 2 +-
.../tests/model_validation/sklearn/OverfitDiagnosis.py | 2 +-
.../sklearn/PermutationFeatureImportance.py | 2 +-
.../model_validation/sklearn/PopulationStabilityIndex.py | 2 +-
.../tests/model_validation/sklearn/PrecisionRecallCurve.py | 2 +-
validmind/tests/model_validation/sklearn/ROCCurve.py | 2 +-
.../tests/model_validation/sklearn/RegressionErrors.py | 2 +-
.../model_validation/sklearn/RegressionErrorsComparison.py | 2 +-
.../tests/model_validation/sklearn/RegressionPerformance.py | 2 +-
.../tests/model_validation/sklearn/RegressionR2Square.py | 2 +-
.../sklearn/RegressionR2SquareComparison.py | 2 +-
.../tests/model_validation/sklearn/RobustnessDiagnosis.py | 2 +-
.../tests/model_validation/sklearn/SHAPGlobalImportance.py | 2 +-
.../model_validation/sklearn/ScoreProbabilityAlignment.py | 2 +-
validmind/tests/model_validation/sklearn/SilhouettePlot.py | 2 +-
.../model_validation/sklearn/TrainingTestDegradation.py | 2 +-
validmind/tests/model_validation/sklearn/VMeasure.py | 2 +-
.../tests/model_validation/sklearn/WeakspotsDiagnosis.py | 2 +-
validmind/tests/model_validation/statsmodels/AutoARIMA.py | 2 +-
.../statsmodels/CumulativePredictionProbabilities.py | 2 +-
.../tests/model_validation/statsmodels/DurbinWatsonTest.py | 2 +-
validmind/tests/model_validation/statsmodels/GINITable.py | 2 +-
.../tests/model_validation/statsmodels/KolmogorovSmirnov.py | 2 +-
validmind/tests/model_validation/statsmodels/Lilliefors.py | 2 +-
.../statsmodels/PredictionProbabilitiesHistogram.py | 2 +-
.../tests/model_validation/statsmodels/RegressionCoeffs.py | 2 +-
.../statsmodels/RegressionFeatureSignificance.py | 2 +-
.../statsmodels/RegressionModelForecastPlot.py | 2 +-
.../statsmodels/RegressionModelForecastPlotLevels.py | 2 +-
.../statsmodels/RegressionModelSensitivityPlot.py | 2 +-
.../model_validation/statsmodels/RegressionModelSummary.py | 2 +-
.../statsmodels/RegressionPermutationFeatureImportance.py | 2 +-
.../model_validation/statsmodels/ScorecardHistogram.py | 2 +-
validmind/tests/model_validation/statsmodels/statsutils.py | 2 +-
validmind/tests/ongoing_monitoring/CalibrationCurveDrift.py | 2 +-
.../tests/ongoing_monitoring/ClassDiscriminationDrift.py | 2 +-
validmind/tests/ongoing_monitoring/ClassImbalanceDrift.py | 2 +-
.../tests/ongoing_monitoring/ClassificationAccuracyDrift.py | 2 +-
validmind/tests/ongoing_monitoring/ConfusionMatrixDrift.py | 2 +-
.../CumulativePredictionProbabilitiesDrift.py | 2 +-
validmind/tests/ongoing_monitoring/FeatureDrift.py | 2 +-
.../tests/ongoing_monitoring/PredictionAcrossEachFeature.py | 2 +-
validmind/tests/ongoing_monitoring/PredictionCorrelation.py | 2 +-
.../PredictionProbabilitiesHistogramDrift.py | 2 +-
.../ongoing_monitoring/PredictionQuantilesAcrossFeatures.py | 2 +-
validmind/tests/ongoing_monitoring/ROCCurveDrift.py | 2 +-
validmind/tests/ongoing_monitoring/ScoreBandsDrift.py | 2 +-
.../tests/ongoing_monitoring/ScorecardHistogramDrift.py | 2 +-
.../ongoing_monitoring/TargetPredictionDistributionPlot.py | 2 +-
validmind/tests/output.py | 2 +-
validmind/tests/plots/BoxPlot.py | 2 +-
validmind/tests/plots/CorrelationHeatmap.py | 2 +-
validmind/tests/plots/HistogramPlot.py | 2 +-
validmind/tests/plots/ViolinPlot.py | 2 +-
validmind/tests/prompt_validation/Bias.py | 2 +-
validmind/tests/prompt_validation/Clarity.py | 2 +-
validmind/tests/prompt_validation/Conciseness.py | 2 +-
validmind/tests/prompt_validation/Delimitation.py | 2 +-
validmind/tests/prompt_validation/NegativeInstruction.py | 2 +-
validmind/tests/prompt_validation/Robustness.py | 2 +-
validmind/tests/prompt_validation/Specificity.py | 2 +-
validmind/tests/prompt_validation/ai_powered_test.py | 2 +-
validmind/tests/run.py | 2 +-
validmind/tests/stats/CorrelationAnalysis.py | 2 +-
validmind/tests/stats/DescriptiveStats.py | 2 +-
validmind/tests/stats/NormalityTests.py | 2 +-
validmind/tests/stats/OutlierDetection.py | 2 +-
validmind/tests/test_providers.py | 2 +-
validmind/tests/utils.py | 2 +-
validmind/unit_metrics/__init__.py | 2 +-
validmind/unit_metrics/classification/Accuracy.py | 2 +-
validmind/unit_metrics/classification/F1.py | 2 +-
validmind/unit_metrics/classification/Precision.py | 2 +-
validmind/unit_metrics/classification/ROC_AUC.py | 2 +-
validmind/unit_metrics/classification/Recall.py | 2 +-
validmind/unit_metrics/regression/AdjustedRSquaredScore.py | 2 +-
validmind/unit_metrics/regression/GiniCoefficient.py | 2 +-
validmind/unit_metrics/regression/HuberLoss.py | 2 +-
.../unit_metrics/regression/KolmogorovSmirnovStatistic.py | 2 +-
validmind/unit_metrics/regression/MeanAbsoluteError.py | 2 +-
.../unit_metrics/regression/MeanAbsolutePercentageError.py | 2 +-
validmind/unit_metrics/regression/MeanBiasDeviation.py | 2 +-
validmind/unit_metrics/regression/MeanSquaredError.py | 2 +-
validmind/unit_metrics/regression/QuantileLoss.py | 2 +-
validmind/unit_metrics/regression/RSquaredScore.py | 2 +-
validmind/unit_metrics/regression/RootMeanSquaredError.py | 2 +-
validmind/utils.py | 2 +-
validmind/vm_models/__init__.py | 2 +-
validmind/vm_models/dataset/__init__.py | 2 +-
validmind/vm_models/dataset/dataset.py | 2 +-
validmind/vm_models/dataset/utils.py | 2 +-
validmind/vm_models/figure.py | 2 +-
validmind/vm_models/html_progress.py | 2 +-
validmind/vm_models/html_renderer.py | 2 +-
validmind/vm_models/input.py | 2 +-
validmind/vm_models/model.py | 2 +-
validmind/vm_models/result/__init__.py | 2 +-
validmind/vm_models/result/pii_filter.py | 2 +-
validmind/vm_models/result/result.py | 2 +-
validmind/vm_models/result/utils.py | 2 +-
validmind/vm_models/test_suite/__init__.py | 2 +-
validmind/vm_models/test_suite/runner.py | 2 +-
validmind/vm_models/test_suite/summary.py | 2 +-
validmind/vm_models/test_suite/test.py | 2 +-
validmind/vm_models/test_suite/test_suite.py | 2 +-
321 files changed, 324 insertions(+), 322 deletions(-)
diff --git a/validmind/__init__.py b/validmind/__init__.py
index 22b42538b..2710d2752 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.
+# 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..f8b6985c7 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.
+# 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..93b13cce5 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.
+# 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..237ae5116 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.
+# 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..ba76a4766 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.
+# 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..90808f103 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.
+# 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..affc19692 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.
+# 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..daf15f7e0 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.
+# 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..34ac1cbba 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.
+# 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..ea100a0e0 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.
+# 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..92a94a336 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.
+# 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..7421df025 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.
+# 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..8a5b72494 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.
+# 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..dc03659e5 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.
+# 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..a960d0356 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.
+# 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..77419d669 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.
+# 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..48d68d384 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.
+# 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..c8cde8539 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.
+# 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..01e1ca8e0 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.
+# 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..2a3039aa1 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.
+# 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..b6bea9047 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.
+# 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..46ea3f3fa 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.
+# 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..88c010ac9 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.
+# 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..7278bbd0f 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.
+# 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..e2527fe77 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.
+# 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..cfcb0620f 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.
+# 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..560261907 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.
+# 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..977a833d7 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.
+# 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..006656bfb 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.
+# 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..c206a32ed 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.
+# 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..fac389c56 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.
+# 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..d20523167 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.
+# 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..c0f256553 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.
+# 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..29651404d 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.
+# 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..7989bbb5e 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.
+# 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..f7c6397b2 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.
+# 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..ad552fafd 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.
+# 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..9ae8ecf6e 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.
+# 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..0fe42d5f8 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.
+# 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..e68dcacbb 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.
+# 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..9a099f6da 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.
+# 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..d6466aea7 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.
+# 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..6e97ff26e 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.
+# 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..1a3181ea7 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.
+# 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..12c02ab54 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.
+# 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..94a408d2d 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.
+# 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..7c00991e5 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.
+# 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..55091ac09 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.
+# 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..b9c056c72 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.
+# 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..49d9e0162 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.
+# 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..3d98e3ba3 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.
+# 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..a1c15f842 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.
+# 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..4b069ca8b 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.
+# 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..0cf956037 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.
+# 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..1b39d076c 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.
+# 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..7ca1717fe 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.
+# 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..03f9c0eb5 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.
+# 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..9c2202bc1 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.
+# 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..2ea80dc80 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.
+# 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..c417641a7 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.
+# 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..5c694d8c9 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.
+# 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..e168f0fb5 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.
+# 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..3b6147ebb 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.
+# 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..bcfc371d7 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.
+# 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..cea20b9dd 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.
+# 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..3c1b70786 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.
+# 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..3662aaf4e 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.
+# 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..e30a81beb 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.
+# 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..648c3e734 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.
+# 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..65a488add 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.
+# 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..342f21aa9 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.
+# 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..217c7d19f 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.
+# 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..87f2380fc 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.
+# 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..cf2d34b03 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.
+# 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..2b12dcbbe 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.
+# 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..c3309b78f 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.
+# 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..e07b7634a 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.
+# 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..222ff11eb 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.
+# 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..fc57196dc 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.
+# 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..d54a2e197 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.
+# 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..bd7aa66b2 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.
+# 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..497cd4779 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.
+# 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..e269f9237 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.
+# 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..0194fe4e8 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.
+# 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..063fca63a 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.
+# 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..4f63bca02 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.
+# 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..c645da048 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.
+# 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..7f98aa263 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.
+# 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..33223a838 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.
+# 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..5a9b896ac 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.
+# 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..92522867c 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.
+# 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..0cdb17282 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.
+# 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..3420bd20a 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.
+# 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..e156ced07 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.
+# 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..277e5173c 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.
+# 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..92846b9fe 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.
+# 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..6057055f3 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.
+# 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..88e74215c 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.
+# 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..acaea5ffa 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.
+# 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..1dba7ef62 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.
+# 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..bd222b7c2 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.
+# 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..8dc08352a 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.
+# 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..ccdb3729a 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.
+# 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..6889cbd28 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.
+# 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..cc5dc69f3 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.
+# 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..51f54d91a 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.
+# 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..640ecc53c 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.
+# 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..d198a9be0 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.
+# 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..694f30f28 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.
+# 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..2a50414cc 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.
+# 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..711908e98 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.
+# 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..b8bb2e82e 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.
+# 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..18fd2cdac 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.
+# 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..0f76bf459 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.
+# 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..3d8d08109 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.
+# 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..da3d32f17 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.
+# 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..1d7dbd527 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.
+# 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..4a9bc5f7c 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.
+# 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..8619dd15e 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.
+# 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..d2cdcc260 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.
+# 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..44d9195dc 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.
+# 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..dc0f971aa 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.
+# 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..12298f8d9 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.
+# 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..2613fb95c 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.
+# 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..2c1dec3a7 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.
+# 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..bbd20b057 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.
+# 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..43c7aa20a 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.
+# 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..135e6005f 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.
+# 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..df6a02c2b 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.
+# 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..fbae699d0 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.
+# 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..e71e2ebb3 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.
+# 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..bebe605b5 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.
+# 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..531517314 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.
+# 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..46ca3191c 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.
+# 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..a2b99ab37 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.
+# 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..768a20572 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.
+# 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..ad6dd7fe9 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.
+# 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..1beca923a 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.
+# 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..f275dcf33 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.
+# 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..cdb534310 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.
+# 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..c5e2f4b2c 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.
+# 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..b949aba13 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.
+# 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..a6aa1190c 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.
+# 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..0fe95a98b 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.
+# 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..4ae0b98ca 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.
+# 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..46545204f 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.
+# 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..5948318b3 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.
+# 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..416620b4c 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.
+# 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..51bebf290 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.
+# 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..b084ccf42 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.
+# 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..69746e5d3 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.
+# 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..c62259770 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.
+# 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..688887df9 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.
+# 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..3b23da7b0 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.
+# 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..b5d0df09c 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.
+# 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..095069a79 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.
+# 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..cc8bdec98 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.
+# 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..3d02ad0a4 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.
+# 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..dd0361cca 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.
+# 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..e4fcf9b8b 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.
+# 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..3185bf16c 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.
+# 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..54108d37d 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.
+# 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..c647d7ba7 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.
+# 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..7afc3a2e4 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.
+# 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..ab6f1cc0c 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.
+# 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..6458a25cf 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.
+# 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..ec557a814 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.
+# 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..cda553252 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.
+# 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..da4fc9ff3 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.
+# 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..f1c9d9666 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.
+# 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..b648e22be 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.
+# 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..308792f00 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.
+# 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..d60c73fa6 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.
+# 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..ccfebca44 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.
+# 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..14cb1d282 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.
+# 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..0cdaa71f3 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.
+# 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..991b5d911 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.
+# 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..71d372957 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.
+# 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..848e8b018 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.
+# 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..472d5b655 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.
+# 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..ab08ecc4d 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.
+# 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..d2bab5f7a 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.
+# 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..b8e2be709 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.
+# 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..1abc65cc6 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.
+# 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..053b2eef9 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.
+# 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..4f949503c 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.
+# 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..597718b90 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.
+# 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..f935e96a6 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.
+# 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..246e5c0e1 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.
+# 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..eaf3396ca 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.
+# 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..5c550495b 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.
+# 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..aabfec718 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.
+# 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..f3e590282 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.
+# 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..3244c8b7c 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.
+# 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..33f844c80 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.
+# 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..0854406e2 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.
+# 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..4224cb46e 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.
+# 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..6ac2e8400 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.
+# 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..c691690f7 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.
+# 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..155baab7c 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.
+# 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..f52b26b60 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.
+# 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..f58f1fd58 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.
+# 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..c5fda4914 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.
+# 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..602fe2bc2 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.
+# 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..4aa6dffdf 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.
+# 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..1e08b8751 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.
+# 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..e20ffe849 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.
+# 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..598b848bf 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.
+# 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..2129a3069 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.
+# 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..0a81ae196 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.
+# 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..46d9c1401 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.
+# 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..b90439be8 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.
+# 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..471b11607 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.
+# 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..732f0e3d7 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.
+# 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..01e34b800 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.
+# 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..93839423f 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.
+# 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..6bbd28326 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.
+# 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..6977f7840 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.
+# 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..3d2df4cd0 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.
+# 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..fa052b06d 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.
+# 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..aafa93381 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.
+# 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..2414a935c 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.
+# 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..b8253408b 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.
+# 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..db2157d47 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.
+# 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..ed5f69677 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.
+# 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..4d82bb511 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.
+# 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..c3f3f692a 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.
+# 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..a9a015183 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.
+# 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..fee2add57 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.
+# 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..f5e4aca77 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.
+# 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..9d048519c 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.
+# 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..af9c087eb 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.
+# 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..9d043ccc3 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.
+# 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..387749c71 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.
+# 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..3c7a21ea3 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.
+# 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..d258fc336 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.
+# 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..e83dcebf1 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.
+# 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..277e51116 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.
+# 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..c043d9575 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.
+# 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..ec9816878 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.
+# 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..2625bbd58 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.
+# 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..a4bf15445 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.
+# 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..03789004e 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.
+# 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..18e10da80 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.
+# 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..110eb7142 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.
+# 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..3539dd679 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.
+# 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..8d0b2eb24 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.
+# 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..98b182dce 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.
+# 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..7d4a409b4 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.
+# 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..f382fb9bb 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.
+# 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..42d031931 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.
+# 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..f7546dd23 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.
+# 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..80f74d1ef 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.
+# 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..834794111 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.
+# 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..7308596c2 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.
+# 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..f9f5c9a1e 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.
+# 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..bc9d16f94 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.
+# 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..9e306f46b 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.
+# 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..b5c61a09d 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.
+# 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..e1323468e 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.
+# 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..13020df49 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.
+# 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..c1ea92672 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.
+# 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..9552e1fb8 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.
+# 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..4761eb3dd 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.
+# 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..24abd65f5 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.
+# 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..3014b2025 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.
+# 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..02c51c36a 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.
+# 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..ec4834250 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.
+# 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..862698525 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.
+# 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..a90908b41 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.
+# 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..9b5ed6b0f 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.
+# 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..b7382e06f 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.
+# 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..c0c737a08 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.
+# 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..83473b4b6 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.
+# 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..882065248 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.
+# 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..3964f1b89 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.
+# 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..c63844d16 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.
+# 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..493f79205 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.
+# 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..1d2087f7d 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.
+# 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..41e5c661d 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.
+# 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..7bba318a7 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.
+# 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..dad4a8abc 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.
+# 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..fc93d4a34 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.
+# 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..c4ac01aa7 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.
+# 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..5db372f8b 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.
+# 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..a4327b473 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.
+# 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..d9e80a4a2 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.
+# 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..4a9237eb1 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.
+# 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..2fb42eb2c 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.
+# 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..133e4dac3 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.
+# 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..70482cd33 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.
+# 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..5506dc892 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.
+# 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..caf475cce 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.
+# 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..531c6cc64 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.
+# 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..6ec5e9d74 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.
+# 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..711a5237a 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.
+# 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..bb4e93f9c 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.
+# 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..2c58fb93a 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.
+# 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..1f38cade0 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.
+# 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..8b09e1df0 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.
+# 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..2be53f798 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.
+# 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..25b8e1e93 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.
+# 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..cba6a303b 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.
+# 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..e7babc338 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.
+# 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..14320cb13 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.
+# 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..90600fdf1 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.
+# 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..3a4593d79 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.
+# 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..52d896e2e 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.
+# 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..d7696dc82 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.
+# 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..6882a744e 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.
+# 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..1805fb76d 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.
+# 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..4cbffb486 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.
+# 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..bcdf44739 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.
+# 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..e466880f7 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.
+# 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..e2cffd1f6 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.
+# 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..1494ab8ab 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.
+# 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..9c1c1ea10 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.
+# 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..da6c8b702 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.
+# 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..c567fb7fe 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.
+# 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..c4d9da682 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.
+# 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..fe80b59da 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.
+# Refer to the LICENSE file in the root of this repository for details.
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
"""
From 34fa60dbaad7d04d1c5dc10badc8ec972305fd3d Mon Sep 17 00:00:00 2001
From: Beck <164545837+validbeck@users.noreply.github.com>
Date: Thu, 15 Jan 2026 10:02:56 -0800
Subject: [PATCH 03/31] Adding notebook copyright template
---
notebooks/templates/copyright.ipynb | 25 +++++++++++++++++++++++++
1 file changed, 25 insertions(+)
create mode 100644 notebooks/templates/copyright.ipynb
diff --git a/notebooks/templates/copyright.ipynb b/notebooks/templates/copyright.ipynb
new file mode 100644
index 000000000..afd5887da
--- /dev/null
+++ b/notebooks/templates/copyright.ipynb
@@ -0,0 +1,25 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "38c5fe72",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "***\n",
+ "\n",
+ "Copyright © 2023-2024 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
+}
From c2bdb44ec95c0bf913684a5c2a87e99d661a9c83 Mon Sep 17 00:00:00 2001
From: Beck <164545837+validbeck@users.noreply.github.com>
Date: Thu, 15 Jan 2026 10:49:49 -0800
Subject: [PATCH 04/31] Updating copyright year
---
notebooks/templates/copyright.ipynb | 2 +-
1 file changed, 1 insertion(+), 1 deletion(-)
diff --git a/notebooks/templates/copyright.ipynb b/notebooks/templates/copyright.ipynb
index afd5887da..a2e5fcd40 100644
--- a/notebooks/templates/copyright.ipynb
+++ b/notebooks/templates/copyright.ipynb
@@ -9,7 +9,7 @@
"\n",
"***\n",
"\n",
- "Copyright © 2023-2024 ValidMind Inc. All rights reserved.
\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"
]
From 78cce9329a242873dc9a0f0548fcc30d39a99725 Mon Sep 17 00:00:00 2001
From: Beck <164545837+validbeck@users.noreply.github.com>
Date: Thu, 15 Jan 2026 10:51:22 -0800
Subject: [PATCH 05/31] Updating Python copyright
---
scripts/copyright.txt | 2 +-
validmind/__init__.py | 2 +-
validmind/ai/test_descriptions.py | 2 +-
validmind/ai/utils.py | 2 +-
validmind/api_client.py | 2 +-
validmind/client.py | 2 +-
validmind/client_config.py | 2 +-
validmind/datasets/__init__.py | 2 +-
validmind/datasets/classification/__init__.py | 2 +-
validmind/datasets/classification/customer_churn.py | 2 +-
validmind/datasets/classification/taiwan_credit.py | 2 +-
validmind/datasets/cluster/digits.py | 2 +-
validmind/datasets/credit_risk/__init__.py | 2 +-
validmind/datasets/credit_risk/lending_club.py | 2 +-
validmind/datasets/credit_risk/lending_club_bias.py | 2 +-
validmind/datasets/llm/__init__.py | 2 +-
validmind/datasets/llm/agent_dataset.py | 2 +-
validmind/datasets/llm/rag/__init__.py | 2 +-
validmind/datasets/llm/rag/rfp.py | 2 +-
validmind/datasets/nlp/__init__.py | 2 +-
validmind/datasets/nlp/cnn_dailymail.py | 2 +-
validmind/datasets/nlp/twitter_covid_19.py | 2 +-
validmind/datasets/regression/__init__.py | 2 +-
validmind/datasets/regression/california_housing.py | 2 +-
validmind/datasets/regression/fred.py | 2 +-
validmind/datasets/regression/fred_timeseries.py | 2 +-
.../datasets/regression/generate_california_housing_csv.py | 2 +-
validmind/datasets/regression/lending_club.py | 2 +-
validmind/errors.py | 2 +-
validmind/experimental/agents.py | 2 +-
validmind/html_templates/content_blocks.py | 2 +-
validmind/input_registry.py | 2 +-
validmind/logging.py | 2 +-
validmind/models/__init__.py | 2 +-
validmind/models/foundation.py | 2 +-
validmind/models/function.py | 2 +-
validmind/models/huggingface.py | 2 +-
validmind/models/metadata.py | 2 +-
validmind/models/pipeline.py | 2 +-
validmind/models/pytorch.py | 2 +-
validmind/models/r_model.py | 2 +-
validmind/models/sklearn.py | 2 +-
validmind/scorers/__init__.py | 2 +-
validmind/scorers/classification/AbsoluteError.py | 2 +-
validmind/scorers/classification/BrierScore.py | 2 +-
validmind/scorers/classification/CalibrationError.py | 2 +-
validmind/scorers/classification/ClassBalance.py | 2 +-
validmind/scorers/classification/Confidence.py | 2 +-
validmind/scorers/classification/Correctness.py | 2 +-
validmind/scorers/classification/LogLoss.py | 2 +-
validmind/scorers/classification/OutlierScore.py | 2 +-
validmind/scorers/classification/ProbabilityError.py | 2 +-
validmind/scorers/classification/Uncertainty.py | 2 +-
validmind/scorers/llm/deepeval/AnswerRelevancy.py | 2 +-
validmind/scorers/llm/deepeval/ArgumentCorrectness.py | 2 +-
validmind/scorers/llm/deepeval/Bias.py | 2 +-
validmind/scorers/llm/deepeval/ContextualPrecision.py | 2 +-
validmind/scorers/llm/deepeval/ContextualRecall.py | 2 +-
validmind/scorers/llm/deepeval/ContextualRelevancy.py | 2 +-
validmind/scorers/llm/deepeval/Faithfulness.py | 2 +-
validmind/scorers/llm/deepeval/GEval.py | 2 +-
validmind/scorers/llm/deepeval/Hallucination.py | 2 +-
validmind/scorers/llm/deepeval/PlanAdherence.py | 2 +-
validmind/scorers/llm/deepeval/PlanQuality.py | 2 +-
validmind/scorers/llm/deepeval/Summarization.py | 2 +-
validmind/scorers/llm/deepeval/TaskCompletion.py | 2 +-
validmind/scorers/llm/deepeval/ToolCorrectness.py | 2 +-
validmind/scorers/llm/deepeval/__init__.py | 2 +-
validmind/template.py | 2 +-
validmind/test_suites/__init__.py | 2 +-
validmind/test_suites/classifier.py | 2 +-
validmind/test_suites/cluster.py | 2 +-
validmind/test_suites/embeddings.py | 2 +-
validmind/test_suites/llm.py | 2 +-
validmind/test_suites/nlp.py | 2 +-
validmind/test_suites/parameters_optimization.py | 2 +-
validmind/test_suites/regression.py | 2 +-
validmind/test_suites/statsmodels_timeseries.py | 2 +-
validmind/test_suites/summarization.py | 2 +-
validmind/test_suites/tabular_datasets.py | 2 +-
validmind/test_suites/text_data.py | 2 +-
validmind/test_suites/time_series.py | 2 +-
validmind/tests/__init__.py | 2 +-
validmind/tests/__types__.py | 2 +-
validmind/tests/_store.py | 2 +-
validmind/tests/comparison.py | 2 +-
validmind/tests/data_validation/ACFandPACFPlot.py | 2 +-
validmind/tests/data_validation/ADF.py | 2 +-
validmind/tests/data_validation/AutoAR.py | 2 +-
validmind/tests/data_validation/AutoMA.py | 2 +-
validmind/tests/data_validation/AutoStationarity.py | 2 +-
validmind/tests/data_validation/BivariateScatterPlots.py | 2 +-
validmind/tests/data_validation/BoxPierce.py | 2 +-
validmind/tests/data_validation/ChiSquaredFeaturesTable.py | 2 +-
validmind/tests/data_validation/ClassImbalance.py | 2 +-
validmind/tests/data_validation/DatasetDescription.py | 2 +-
validmind/tests/data_validation/DatasetSplit.py | 2 +-
validmind/tests/data_validation/DescriptiveStatistics.py | 2 +-
validmind/tests/data_validation/DickeyFullerGLS.py | 2 +-
validmind/tests/data_validation/Duplicates.py | 2 +-
validmind/tests/data_validation/EngleGrangerCoint.py | 2 +-
validmind/tests/data_validation/FeatureTargetCorrelationPlot.py | 2 +-
validmind/tests/data_validation/HighCardinality.py | 2 +-
validmind/tests/data_validation/HighPearsonCorrelation.py | 2 +-
validmind/tests/data_validation/IQROutliersBarPlot.py | 2 +-
validmind/tests/data_validation/IQROutliersTable.py | 2 +-
validmind/tests/data_validation/IsolationForestOutliers.py | 2 +-
validmind/tests/data_validation/JarqueBera.py | 2 +-
validmind/tests/data_validation/KPSS.py | 2 +-
validmind/tests/data_validation/LJungBox.py | 2 +-
validmind/tests/data_validation/LaggedCorrelationHeatmap.py | 2 +-
validmind/tests/data_validation/MissingValues.py | 2 +-
validmind/tests/data_validation/MissingValuesBarPlot.py | 2 +-
validmind/tests/data_validation/MutualInformation.py | 2 +-
validmind/tests/data_validation/PearsonCorrelationMatrix.py | 2 +-
validmind/tests/data_validation/PhillipsPerronArch.py | 2 +-
validmind/tests/data_validation/ProtectedClassesCombination.py | 2 +-
validmind/tests/data_validation/ProtectedClassesDescription.py | 2 +-
validmind/tests/data_validation/ProtectedClassesDisparity.py | 2 +-
.../tests/data_validation/ProtectedClassesThresholdOptimizer.py | 2 +-
validmind/tests/data_validation/RollingStatsPlot.py | 2 +-
validmind/tests/data_validation/RunsTest.py | 2 +-
validmind/tests/data_validation/ScatterPlot.py | 2 +-
validmind/tests/data_validation/ScoreBandDefaultRates.py | 2 +-
validmind/tests/data_validation/SeasonalDecompose.py | 2 +-
validmind/tests/data_validation/ShapiroWilk.py | 2 +-
validmind/tests/data_validation/Skewness.py | 2 +-
validmind/tests/data_validation/SpreadPlot.py | 2 +-
validmind/tests/data_validation/TabularCategoricalBarPlots.py | 2 +-
validmind/tests/data_validation/TabularDateTimeHistograms.py | 2 +-
validmind/tests/data_validation/TabularDescriptionTables.py | 2 +-
validmind/tests/data_validation/TabularNumericalHistograms.py | 2 +-
validmind/tests/data_validation/TargetRateBarPlots.py | 2 +-
validmind/tests/data_validation/TimeSeriesDescription.py | 2 +-
.../tests/data_validation/TimeSeriesDescriptiveStatistics.py | 2 +-
validmind/tests/data_validation/TimeSeriesFrequency.py | 2 +-
validmind/tests/data_validation/TimeSeriesHistogram.py | 2 +-
validmind/tests/data_validation/TimeSeriesLinePlot.py | 2 +-
validmind/tests/data_validation/TimeSeriesMissingValues.py | 2 +-
validmind/tests/data_validation/TimeSeriesOutliers.py | 2 +-
validmind/tests/data_validation/TooManyZeroValues.py | 2 +-
validmind/tests/data_validation/UniqueRows.py | 2 +-
validmind/tests/data_validation/WOEBinPlots.py | 2 +-
validmind/tests/data_validation/WOEBinTable.py | 2 +-
validmind/tests/data_validation/ZivotAndrewsArch.py | 2 +-
validmind/tests/data_validation/nlp/CommonWords.py | 2 +-
validmind/tests/data_validation/nlp/Hashtags.py | 2 +-
validmind/tests/data_validation/nlp/LanguageDetection.py | 2 +-
validmind/tests/data_validation/nlp/Mentions.py | 2 +-
validmind/tests/data_validation/nlp/PolarityAndSubjectivity.py | 2 +-
validmind/tests/data_validation/nlp/Punctuations.py | 2 +-
validmind/tests/data_validation/nlp/Sentiment.py | 2 +-
validmind/tests/data_validation/nlp/StopWords.py | 2 +-
validmind/tests/data_validation/nlp/TextDescription.py | 2 +-
validmind/tests/data_validation/nlp/Toxicity.py | 2 +-
validmind/tests/decorator.py | 2 +-
validmind/tests/load.py | 2 +-
validmind/tests/model_validation/BertScore.py | 2 +-
validmind/tests/model_validation/BleuScore.py | 2 +-
validmind/tests/model_validation/ClusterSizeDistribution.py | 2 +-
validmind/tests/model_validation/ContextualRecall.py | 2 +-
validmind/tests/model_validation/FeaturesAUC.py | 2 +-
validmind/tests/model_validation/MeteorScore.py | 2 +-
validmind/tests/model_validation/ModelMetadata.py | 2 +-
validmind/tests/model_validation/ModelPredictionResiduals.py | 2 +-
validmind/tests/model_validation/RegardScore.py | 2 +-
validmind/tests/model_validation/RegressionResidualsPlot.py | 2 +-
validmind/tests/model_validation/RougeScore.py | 2 +-
validmind/tests/model_validation/TimeSeriesPredictionWithCI.py | 2 +-
validmind/tests/model_validation/TimeSeriesPredictionsPlot.py | 2 +-
.../tests/model_validation/TimeSeriesR2SquareBySegments.py | 2 +-
validmind/tests/model_validation/TokenDisparity.py | 2 +-
validmind/tests/model_validation/ToxicityScore.py | 2 +-
.../tests/model_validation/embeddings/ClusterDistribution.py | 2 +-
.../model_validation/embeddings/CosineSimilarityComparison.py | 2 +-
.../model_validation/embeddings/CosineSimilarityDistribution.py | 2 +-
.../model_validation/embeddings/CosineSimilarityHeatmap.py | 2 +-
.../tests/model_validation/embeddings/DescriptiveAnalytics.py | 2 +-
.../model_validation/embeddings/EmbeddingsVisualization2D.py | 2 +-
.../model_validation/embeddings/EuclideanDistanceComparison.py | 2 +-
.../model_validation/embeddings/EuclideanDistanceHeatmap.py | 2 +-
.../model_validation/embeddings/PCAComponentsPairwisePlots.py | 2 +-
.../model_validation/embeddings/StabilityAnalysisKeyword.py | 2 +-
.../model_validation/embeddings/StabilityAnalysisRandomNoise.py | 2 +-
.../model_validation/embeddings/StabilityAnalysisSynonyms.py | 2 +-
.../model_validation/embeddings/StabilityAnalysisTranslation.py | 2 +-
.../model_validation/embeddings/TSNEComponentsPairwisePlots.py | 2 +-
validmind/tests/model_validation/embeddings/utils.py | 2 +-
validmind/tests/model_validation/ragas/AnswerCorrectness.py | 2 +-
validmind/tests/model_validation/ragas/AspectCritic.py | 2 +-
validmind/tests/model_validation/ragas/ContextEntityRecall.py | 2 +-
validmind/tests/model_validation/ragas/ContextPrecision.py | 2 +-
.../model_validation/ragas/ContextPrecisionWithoutReference.py | 2 +-
validmind/tests/model_validation/ragas/ContextRecall.py | 2 +-
validmind/tests/model_validation/ragas/Faithfulness.py | 2 +-
validmind/tests/model_validation/ragas/NoiseSensitivity.py | 2 +-
validmind/tests/model_validation/ragas/ResponseRelevancy.py | 2 +-
validmind/tests/model_validation/ragas/SemanticSimilarity.py | 2 +-
validmind/tests/model_validation/ragas/utils.py | 2 +-
.../tests/model_validation/sklearn/AdjustedMutualInformation.py | 2 +-
validmind/tests/model_validation/sklearn/AdjustedRandIndex.py | 2 +-
validmind/tests/model_validation/sklearn/CalibrationCurve.py | 2 +-
.../tests/model_validation/sklearn/ClassifierPerformance.py | 2 +-
.../model_validation/sklearn/ClassifierThresholdOptimization.py | 2 +-
.../tests/model_validation/sklearn/ClusterCosineSimilarity.py | 2 +-
.../tests/model_validation/sklearn/ClusterPerformanceMetrics.py | 2 +-
validmind/tests/model_validation/sklearn/CompletenessScore.py | 2 +-
validmind/tests/model_validation/sklearn/ConfusionMatrix.py | 2 +-
validmind/tests/model_validation/sklearn/FeatureImportance.py | 2 +-
validmind/tests/model_validation/sklearn/FowlkesMallowsScore.py | 2 +-
validmind/tests/model_validation/sklearn/HomogeneityScore.py | 2 +-
.../tests/model_validation/sklearn/HyperParametersTuning.py | 2 +-
.../model_validation/sklearn/KMeansClustersOptimization.py | 2 +-
validmind/tests/model_validation/sklearn/MinimumAccuracy.py | 2 +-
validmind/tests/model_validation/sklearn/MinimumF1Score.py | 2 +-
validmind/tests/model_validation/sklearn/MinimumROCAUCScore.py | 2 +-
validmind/tests/model_validation/sklearn/ModelParameters.py | 2 +-
.../model_validation/sklearn/ModelsPerformanceComparison.py | 2 +-
validmind/tests/model_validation/sklearn/OverfitDiagnosis.py | 2 +-
.../model_validation/sklearn/PermutationFeatureImportance.py | 2 +-
.../tests/model_validation/sklearn/PopulationStabilityIndex.py | 2 +-
.../tests/model_validation/sklearn/PrecisionRecallCurve.py | 2 +-
validmind/tests/model_validation/sklearn/ROCCurve.py | 2 +-
validmind/tests/model_validation/sklearn/RegressionErrors.py | 2 +-
.../model_validation/sklearn/RegressionErrorsComparison.py | 2 +-
.../tests/model_validation/sklearn/RegressionPerformance.py | 2 +-
validmind/tests/model_validation/sklearn/RegressionR2Square.py | 2 +-
.../model_validation/sklearn/RegressionR2SquareComparison.py | 2 +-
validmind/tests/model_validation/sklearn/RobustnessDiagnosis.py | 2 +-
.../tests/model_validation/sklearn/SHAPGlobalImportance.py | 2 +-
.../tests/model_validation/sklearn/ScoreProbabilityAlignment.py | 2 +-
validmind/tests/model_validation/sklearn/SilhouettePlot.py | 2 +-
.../tests/model_validation/sklearn/TrainingTestDegradation.py | 2 +-
validmind/tests/model_validation/sklearn/VMeasure.py | 2 +-
validmind/tests/model_validation/sklearn/WeakspotsDiagnosis.py | 2 +-
validmind/tests/model_validation/statsmodels/AutoARIMA.py | 2 +-
.../statsmodels/CumulativePredictionProbabilities.py | 2 +-
.../tests/model_validation/statsmodels/DurbinWatsonTest.py | 2 +-
validmind/tests/model_validation/statsmodels/GINITable.py | 2 +-
.../tests/model_validation/statsmodels/KolmogorovSmirnov.py | 2 +-
validmind/tests/model_validation/statsmodels/Lilliefors.py | 2 +-
.../statsmodels/PredictionProbabilitiesHistogram.py | 2 +-
.../tests/model_validation/statsmodels/RegressionCoeffs.py | 2 +-
.../statsmodels/RegressionFeatureSignificance.py | 2 +-
.../model_validation/statsmodels/RegressionModelForecastPlot.py | 2 +-
.../statsmodels/RegressionModelForecastPlotLevels.py | 2 +-
.../statsmodels/RegressionModelSensitivityPlot.py | 2 +-
.../model_validation/statsmodels/RegressionModelSummary.py | 2 +-
.../statsmodels/RegressionPermutationFeatureImportance.py | 2 +-
.../tests/model_validation/statsmodels/ScorecardHistogram.py | 2 +-
validmind/tests/model_validation/statsmodels/statsutils.py | 2 +-
validmind/tests/ongoing_monitoring/CalibrationCurveDrift.py | 2 +-
validmind/tests/ongoing_monitoring/ClassDiscriminationDrift.py | 2 +-
validmind/tests/ongoing_monitoring/ClassImbalanceDrift.py | 2 +-
.../tests/ongoing_monitoring/ClassificationAccuracyDrift.py | 2 +-
validmind/tests/ongoing_monitoring/ConfusionMatrixDrift.py | 2 +-
.../CumulativePredictionProbabilitiesDrift.py | 2 +-
validmind/tests/ongoing_monitoring/FeatureDrift.py | 2 +-
.../tests/ongoing_monitoring/PredictionAcrossEachFeature.py | 2 +-
validmind/tests/ongoing_monitoring/PredictionCorrelation.py | 2 +-
.../ongoing_monitoring/PredictionProbabilitiesHistogramDrift.py | 2 +-
.../ongoing_monitoring/PredictionQuantilesAcrossFeatures.py | 2 +-
validmind/tests/ongoing_monitoring/ROCCurveDrift.py | 2 +-
validmind/tests/ongoing_monitoring/ScoreBandsDrift.py | 2 +-
validmind/tests/ongoing_monitoring/ScorecardHistogramDrift.py | 2 +-
.../ongoing_monitoring/TargetPredictionDistributionPlot.py | 2 +-
validmind/tests/output.py | 2 +-
validmind/tests/plots/BoxPlot.py | 2 +-
validmind/tests/plots/CorrelationHeatmap.py | 2 +-
validmind/tests/plots/HistogramPlot.py | 2 +-
validmind/tests/plots/ViolinPlot.py | 2 +-
validmind/tests/prompt_validation/Bias.py | 2 +-
validmind/tests/prompt_validation/Clarity.py | 2 +-
validmind/tests/prompt_validation/Conciseness.py | 2 +-
validmind/tests/prompt_validation/Delimitation.py | 2 +-
validmind/tests/prompt_validation/NegativeInstruction.py | 2 +-
validmind/tests/prompt_validation/Robustness.py | 2 +-
validmind/tests/prompt_validation/Specificity.py | 2 +-
validmind/tests/prompt_validation/ai_powered_test.py | 2 +-
validmind/tests/run.py | 2 +-
validmind/tests/stats/CorrelationAnalysis.py | 2 +-
validmind/tests/stats/DescriptiveStats.py | 2 +-
validmind/tests/stats/NormalityTests.py | 2 +-
validmind/tests/stats/OutlierDetection.py | 2 +-
validmind/tests/test_providers.py | 2 +-
validmind/tests/utils.py | 2 +-
validmind/unit_metrics/__init__.py | 2 +-
validmind/unit_metrics/classification/Accuracy.py | 2 +-
validmind/unit_metrics/classification/F1.py | 2 +-
validmind/unit_metrics/classification/Precision.py | 2 +-
validmind/unit_metrics/classification/ROC_AUC.py | 2 +-
validmind/unit_metrics/classification/Recall.py | 2 +-
validmind/unit_metrics/regression/AdjustedRSquaredScore.py | 2 +-
validmind/unit_metrics/regression/GiniCoefficient.py | 2 +-
validmind/unit_metrics/regression/HuberLoss.py | 2 +-
validmind/unit_metrics/regression/KolmogorovSmirnovStatistic.py | 2 +-
validmind/unit_metrics/regression/MeanAbsoluteError.py | 2 +-
.../unit_metrics/regression/MeanAbsolutePercentageError.py | 2 +-
validmind/unit_metrics/regression/MeanBiasDeviation.py | 2 +-
validmind/unit_metrics/regression/MeanSquaredError.py | 2 +-
validmind/unit_metrics/regression/QuantileLoss.py | 2 +-
validmind/unit_metrics/regression/RSquaredScore.py | 2 +-
validmind/unit_metrics/regression/RootMeanSquaredError.py | 2 +-
validmind/utils.py | 2 +-
validmind/vm_models/__init__.py | 2 +-
validmind/vm_models/dataset/__init__.py | 2 +-
validmind/vm_models/dataset/dataset.py | 2 +-
validmind/vm_models/dataset/utils.py | 2 +-
validmind/vm_models/figure.py | 2 +-
validmind/vm_models/html_progress.py | 2 +-
validmind/vm_models/html_renderer.py | 2 +-
validmind/vm_models/input.py | 2 +-
validmind/vm_models/model.py | 2 +-
validmind/vm_models/result/__init__.py | 2 +-
validmind/vm_models/result/pii_filter.py | 2 +-
validmind/vm_models/result/result.py | 2 +-
validmind/vm_models/result/utils.py | 2 +-
validmind/vm_models/test_suite/__init__.py | 2 +-
validmind/vm_models/test_suite/runner.py | 2 +-
validmind/vm_models/test_suite/summary.py | 2 +-
validmind/vm_models/test_suite/test.py | 2 +-
validmind/vm_models/test_suite/test_suite.py | 2 +-
322 files changed, 322 insertions(+), 322 deletions(-)
diff --git a/scripts/copyright.txt b/scripts/copyright.txt
index fe58db396..52d6466e2 100644
--- a/scripts/copyright.txt
+++ b/scripts/copyright.txt
@@ -1,3 +1,3 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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 2710d2752..780a50aa5 100644
--- a/validmind/__init__.py
+++ b/validmind/__init__.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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 f8b6985c7..1a9ac90b6 100644
--- a/validmind/ai/test_descriptions.py
+++ b/validmind/ai/test_descriptions.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/utils.py b/validmind/ai/utils.py
index 93b13cce5..a3241d5b2 100644
--- a/validmind/ai/utils.py
+++ b/validmind/ai/utils.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/api_client.py b/validmind/api_client.py
index 237ae5116..87b00d5f0 100644
--- a/validmind/api_client.py
+++ b/validmind/api_client.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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.py b/validmind/client.py
index ba76a4766..5c5ceff39 100644
--- a/validmind/client.py
+++ b/validmind/client.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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 90808f103..1d3742655 100644
--- a/validmind/client_config.py
+++ b/validmind/client_config.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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 affc19692..17a24d2cc 100644
--- a/validmind/datasets/__init__.py
+++ b/validmind/datasets/__init__.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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 daf15f7e0..616c1d901 100644
--- a/validmind/datasets/classification/__init__.py
+++ b/validmind/datasets/classification/__init__.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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 34ac1cbba..df0041544 100644
--- a/validmind/datasets/classification/customer_churn.py
+++ b/validmind/datasets/classification/customer_churn.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/taiwan_credit.py b/validmind/datasets/classification/taiwan_credit.py
index ea100a0e0..7ea125f37 100644
--- a/validmind/datasets/classification/taiwan_credit.py
+++ b/validmind/datasets/classification/taiwan_credit.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/cluster/digits.py b/validmind/datasets/cluster/digits.py
index 92a94a336..0cb129d3c 100644
--- a/validmind/datasets/cluster/digits.py
+++ b/validmind/datasets/cluster/digits.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/__init__.py b/validmind/datasets/credit_risk/__init__.py
index 7421df025..8ab24e83f 100644
--- a/validmind/datasets/credit_risk/__init__.py
+++ b/validmind/datasets/credit_risk/__init__.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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 8a5b72494..c7fab7713 100644
--- a/validmind/datasets/credit_risk/lending_club.py
+++ b/validmind/datasets/credit_risk/lending_club.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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_bias.py b/validmind/datasets/credit_risk/lending_club_bias.py
index dc03659e5..961fb15dd 100644
--- a/validmind/datasets/credit_risk/lending_club_bias.py
+++ b/validmind/datasets/credit_risk/lending_club_bias.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/__init__.py b/validmind/datasets/llm/__init__.py
index a960d0356..010f1df04 100644
--- a/validmind/datasets/llm/__init__.py
+++ b/validmind/datasets/llm/__init__.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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 77419d669..a3f05ac47 100644
--- a/validmind/datasets/llm/agent_dataset.py
+++ b/validmind/datasets/llm/agent_dataset.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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 48d68d384..d45a41948 100644
--- a/validmind/datasets/llm/rag/__init__.py
+++ b/validmind/datasets/llm/rag/__init__.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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 c8cde8539..82b51cb40 100644
--- a/validmind/datasets/llm/rag/rfp.py
+++ b/validmind/datasets/llm/rag/rfp.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/__init__.py b/validmind/datasets/nlp/__init__.py
index 01e1ca8e0..d8e8f53a7 100644
--- a/validmind/datasets/nlp/__init__.py
+++ b/validmind/datasets/nlp/__init__.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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 2a3039aa1..38406587f 100644
--- a/validmind/datasets/nlp/cnn_dailymail.py
+++ b/validmind/datasets/nlp/cnn_dailymail.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/twitter_covid_19.py b/validmind/datasets/nlp/twitter_covid_19.py
index b6bea9047..79d988c45 100644
--- a/validmind/datasets/nlp/twitter_covid_19.py
+++ b/validmind/datasets/nlp/twitter_covid_19.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/__init__.py b/validmind/datasets/regression/__init__.py
index 46ea3f3fa..dc911490a 100644
--- a/validmind/datasets/regression/__init__.py
+++ b/validmind/datasets/regression/__init__.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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 88c010ac9..7af9f0b24 100644
--- a/validmind/datasets/regression/california_housing.py
+++ b/validmind/datasets/regression/california_housing.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/fred.py b/validmind/datasets/regression/fred.py
index 7278bbd0f..1c2403537 100644
--- a/validmind/datasets/regression/fred.py
+++ b/validmind/datasets/regression/fred.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/fred_timeseries.py b/validmind/datasets/regression/fred_timeseries.py
index e2527fe77..19bff1559 100644
--- a/validmind/datasets/regression/fred_timeseries.py
+++ b/validmind/datasets/regression/fred_timeseries.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/generate_california_housing_csv.py b/validmind/datasets/regression/generate_california_housing_csv.py
index cfcb0620f..19c4d4e73 100644
--- a/validmind/datasets/regression/generate_california_housing_csv.py
+++ b/validmind/datasets/regression/generate_california_housing_csv.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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 560261907..442a0893f 100644
--- a/validmind/datasets/regression/lending_club.py
+++ b/validmind/datasets/regression/lending_club.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/errors.py b/validmind/errors.py
index 977a833d7..4aa905657 100644
--- a/validmind/errors.py
+++ b/validmind/errors.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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 006656bfb..3b52fa1b5 100644
--- a/validmind/experimental/agents.py
+++ b/validmind/experimental/agents.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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 c206a32ed..96067ccac 100644
--- a/validmind/html_templates/content_blocks.py
+++ b/validmind/html_templates/content_blocks.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/input_registry.py b/validmind/input_registry.py
index fac389c56..ce73ba75d 100644
--- a/validmind/input_registry.py
+++ b/validmind/input_registry.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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 d20523167..a12ced727 100644
--- a/validmind/logging.py
+++ b/validmind/logging.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/models/__init__.py b/validmind/models/__init__.py
index c0f256553..f1c157a66 100644
--- a/validmind/models/__init__.py
+++ b/validmind/models/__init__.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/models/foundation.py b/validmind/models/foundation.py
index 29651404d..c1fce1c54 100644
--- a/validmind/models/foundation.py
+++ b/validmind/models/foundation.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/models/function.py b/validmind/models/function.py
index 7989bbb5e..d05e9da00 100644
--- a/validmind/models/function.py
+++ b/validmind/models/function.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/models/huggingface.py b/validmind/models/huggingface.py
index f7c6397b2..a803c3f1a 100644
--- a/validmind/models/huggingface.py
+++ b/validmind/models/huggingface.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/models/metadata.py b/validmind/models/metadata.py
index ad552fafd..3ad8e909a 100644
--- a/validmind/models/metadata.py
+++ b/validmind/models/metadata.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/models/pipeline.py b/validmind/models/pipeline.py
index 9ae8ecf6e..5c13df200 100644
--- a/validmind/models/pipeline.py
+++ b/validmind/models/pipeline.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/models/pytorch.py b/validmind/models/pytorch.py
index 0fe42d5f8..00f5df513 100644
--- a/validmind/models/pytorch.py
+++ b/validmind/models/pytorch.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/models/r_model.py b/validmind/models/r_model.py
index e68dcacbb..377c80bd8 100644
--- a/validmind/models/r_model.py
+++ b/validmind/models/r_model.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/models/sklearn.py b/validmind/models/sklearn.py
index 9a099f6da..7ece1f1b9 100644
--- a/validmind/models/sklearn.py
+++ b/validmind/models/sklearn.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/scorers/__init__.py b/validmind/scorers/__init__.py
index d6466aea7..71519c2a8 100644
--- a/validmind/scorers/__init__.py
+++ b/validmind/scorers/__init__.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/scorers/classification/AbsoluteError.py b/validmind/scorers/classification/AbsoluteError.py
index 6e97ff26e..9644ef5b6 100644
--- a/validmind/scorers/classification/AbsoluteError.py
+++ b/validmind/scorers/classification/AbsoluteError.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/scorers/classification/BrierScore.py b/validmind/scorers/classification/BrierScore.py
index 1a3181ea7..28767ef60 100644
--- a/validmind/scorers/classification/BrierScore.py
+++ b/validmind/scorers/classification/BrierScore.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/scorers/classification/CalibrationError.py b/validmind/scorers/classification/CalibrationError.py
index 12c02ab54..674716b51 100644
--- a/validmind/scorers/classification/CalibrationError.py
+++ b/validmind/scorers/classification/CalibrationError.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/scorers/classification/ClassBalance.py b/validmind/scorers/classification/ClassBalance.py
index 94a408d2d..dc8e6c2cf 100644
--- a/validmind/scorers/classification/ClassBalance.py
+++ b/validmind/scorers/classification/ClassBalance.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/scorers/classification/Confidence.py b/validmind/scorers/classification/Confidence.py
index 7c00991e5..237cdae16 100644
--- a/validmind/scorers/classification/Confidence.py
+++ b/validmind/scorers/classification/Confidence.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/scorers/classification/Correctness.py b/validmind/scorers/classification/Correctness.py
index 55091ac09..d9f920ed4 100644
--- a/validmind/scorers/classification/Correctness.py
+++ b/validmind/scorers/classification/Correctness.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/scorers/classification/LogLoss.py b/validmind/scorers/classification/LogLoss.py
index b9c056c72..88223ccad 100644
--- a/validmind/scorers/classification/LogLoss.py
+++ b/validmind/scorers/classification/LogLoss.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/scorers/classification/OutlierScore.py b/validmind/scorers/classification/OutlierScore.py
index 49d9e0162..2f5055dbd 100644
--- a/validmind/scorers/classification/OutlierScore.py
+++ b/validmind/scorers/classification/OutlierScore.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/scorers/classification/ProbabilityError.py b/validmind/scorers/classification/ProbabilityError.py
index 3d98e3ba3..dc8882ca0 100644
--- a/validmind/scorers/classification/ProbabilityError.py
+++ b/validmind/scorers/classification/ProbabilityError.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/scorers/classification/Uncertainty.py b/validmind/scorers/classification/Uncertainty.py
index a1c15f842..99b8e497b 100644
--- a/validmind/scorers/classification/Uncertainty.py
+++ b/validmind/scorers/classification/Uncertainty.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/scorers/llm/deepeval/AnswerRelevancy.py b/validmind/scorers/llm/deepeval/AnswerRelevancy.py
index 4b069ca8b..22627a3ce 100644
--- a/validmind/scorers/llm/deepeval/AnswerRelevancy.py
+++ b/validmind/scorers/llm/deepeval/AnswerRelevancy.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/scorers/llm/deepeval/ArgumentCorrectness.py b/validmind/scorers/llm/deepeval/ArgumentCorrectness.py
index 0cf956037..5c271deb4 100644
--- a/validmind/scorers/llm/deepeval/ArgumentCorrectness.py
+++ b/validmind/scorers/llm/deepeval/ArgumentCorrectness.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/scorers/llm/deepeval/Bias.py b/validmind/scorers/llm/deepeval/Bias.py
index 1b39d076c..5f43d1a7e 100644
--- a/validmind/scorers/llm/deepeval/Bias.py
+++ b/validmind/scorers/llm/deepeval/Bias.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/scorers/llm/deepeval/ContextualPrecision.py b/validmind/scorers/llm/deepeval/ContextualPrecision.py
index 7ca1717fe..2684fb55c 100644
--- a/validmind/scorers/llm/deepeval/ContextualPrecision.py
+++ b/validmind/scorers/llm/deepeval/ContextualPrecision.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/scorers/llm/deepeval/ContextualRecall.py b/validmind/scorers/llm/deepeval/ContextualRecall.py
index 03f9c0eb5..663cf75bb 100644
--- a/validmind/scorers/llm/deepeval/ContextualRecall.py
+++ b/validmind/scorers/llm/deepeval/ContextualRecall.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/scorers/llm/deepeval/ContextualRelevancy.py b/validmind/scorers/llm/deepeval/ContextualRelevancy.py
index 9c2202bc1..ed8ae0ed1 100644
--- a/validmind/scorers/llm/deepeval/ContextualRelevancy.py
+++ b/validmind/scorers/llm/deepeval/ContextualRelevancy.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/scorers/llm/deepeval/Faithfulness.py b/validmind/scorers/llm/deepeval/Faithfulness.py
index 2ea80dc80..b1705e066 100644
--- a/validmind/scorers/llm/deepeval/Faithfulness.py
+++ b/validmind/scorers/llm/deepeval/Faithfulness.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/scorers/llm/deepeval/GEval.py b/validmind/scorers/llm/deepeval/GEval.py
index c417641a7..5649d372e 100644
--- a/validmind/scorers/llm/deepeval/GEval.py
+++ b/validmind/scorers/llm/deepeval/GEval.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/scorers/llm/deepeval/Hallucination.py b/validmind/scorers/llm/deepeval/Hallucination.py
index 5c694d8c9..2e0936557 100644
--- a/validmind/scorers/llm/deepeval/Hallucination.py
+++ b/validmind/scorers/llm/deepeval/Hallucination.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/scorers/llm/deepeval/PlanAdherence.py b/validmind/scorers/llm/deepeval/PlanAdherence.py
index e168f0fb5..04fb8c30f 100644
--- a/validmind/scorers/llm/deepeval/PlanAdherence.py
+++ b/validmind/scorers/llm/deepeval/PlanAdherence.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/scorers/llm/deepeval/PlanQuality.py b/validmind/scorers/llm/deepeval/PlanQuality.py
index 3b6147ebb..88ca21da3 100644
--- a/validmind/scorers/llm/deepeval/PlanQuality.py
+++ b/validmind/scorers/llm/deepeval/PlanQuality.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/scorers/llm/deepeval/Summarization.py b/validmind/scorers/llm/deepeval/Summarization.py
index bcfc371d7..3d384d10c 100644
--- a/validmind/scorers/llm/deepeval/Summarization.py
+++ b/validmind/scorers/llm/deepeval/Summarization.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/scorers/llm/deepeval/TaskCompletion.py b/validmind/scorers/llm/deepeval/TaskCompletion.py
index cea20b9dd..060cce6a8 100644
--- a/validmind/scorers/llm/deepeval/TaskCompletion.py
+++ b/validmind/scorers/llm/deepeval/TaskCompletion.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/scorers/llm/deepeval/ToolCorrectness.py b/validmind/scorers/llm/deepeval/ToolCorrectness.py
index 3c1b70786..69abe3bf9 100644
--- a/validmind/scorers/llm/deepeval/ToolCorrectness.py
+++ b/validmind/scorers/llm/deepeval/ToolCorrectness.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/scorers/llm/deepeval/__init__.py b/validmind/scorers/llm/deepeval/__init__.py
index 3662aaf4e..4a1de3536 100644
--- a/validmind/scorers/llm/deepeval/__init__.py
+++ b/validmind/scorers/llm/deepeval/__init__.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/template.py b/validmind/template.py
index e30a81beb..8fe191389 100644
--- a/validmind/template.py
+++ b/validmind/template.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/__init__.py b/validmind/test_suites/__init__.py
index 648c3e734..3c4440887 100644
--- a/validmind/test_suites/__init__.py
+++ b/validmind/test_suites/__init__.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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 65a488add..4520a535e 100644
--- a/validmind/test_suites/classifier.py
+++ b/validmind/test_suites/classifier.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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 342f21aa9..d144269c6 100644
--- a/validmind/test_suites/cluster.py
+++ b/validmind/test_suites/cluster.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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 217c7d19f..03f83f21e 100644
--- a/validmind/test_suites/embeddings.py
+++ b/validmind/test_suites/embeddings.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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 87f2380fc..c72a22786 100644
--- a/validmind/test_suites/llm.py
+++ b/validmind/test_suites/llm.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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 cf2d34b03..dd1a73a47 100644
--- a/validmind/test_suites/nlp.py
+++ b/validmind/test_suites/nlp.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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 2b12dcbbe..dd29ddf44 100644
--- a/validmind/test_suites/parameters_optimization.py
+++ b/validmind/test_suites/parameters_optimization.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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 c3309b78f..4da1819c7 100644
--- a/validmind/test_suites/regression.py
+++ b/validmind/test_suites/regression.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/statsmodels_timeseries.py b/validmind/test_suites/statsmodels_timeseries.py
index e07b7634a..92fae39a2 100644
--- a/validmind/test_suites/statsmodels_timeseries.py
+++ b/validmind/test_suites/statsmodels_timeseries.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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 222ff11eb..892118843 100644
--- a/validmind/test_suites/summarization.py
+++ b/validmind/test_suites/summarization.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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 fc57196dc..e56b774ba 100644
--- a/validmind/test_suites/tabular_datasets.py
+++ b/validmind/test_suites/tabular_datasets.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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 d54a2e197..9cecdadd1 100644
--- a/validmind/test_suites/text_data.py
+++ b/validmind/test_suites/text_data.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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 bd7aa66b2..797ceeeb3 100644
--- a/validmind/test_suites/time_series.py
+++ b/validmind/test_suites/time_series.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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 497cd4779..4164ce268 100644
--- a/validmind/tests/__init__.py
+++ b/validmind/tests/__init__.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/__types__.py b/validmind/tests/__types__.py
index e269f9237..74c247209 100644
--- a/validmind/tests/__types__.py
+++ b/validmind/tests/__types__.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/_store.py b/validmind/tests/_store.py
index 0194fe4e8..a214ce5e9 100644
--- a/validmind/tests/_store.py
+++ b/validmind/tests/_store.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/comparison.py b/validmind/tests/comparison.py
index 063fca63a..da5090c37 100644
--- a/validmind/tests/comparison.py
+++ b/validmind/tests/comparison.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/ACFandPACFPlot.py b/validmind/tests/data_validation/ACFandPACFPlot.py
index 4f63bca02..88cc5afcf 100644
--- a/validmind/tests/data_validation/ACFandPACFPlot.py
+++ b/validmind/tests/data_validation/ACFandPACFPlot.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/ADF.py b/validmind/tests/data_validation/ADF.py
index c645da048..789c1f953 100644
--- a/validmind/tests/data_validation/ADF.py
+++ b/validmind/tests/data_validation/ADF.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/AutoAR.py b/validmind/tests/data_validation/AutoAR.py
index 7f98aa263..4d72933c3 100644
--- a/validmind/tests/data_validation/AutoAR.py
+++ b/validmind/tests/data_validation/AutoAR.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/AutoMA.py b/validmind/tests/data_validation/AutoMA.py
index 33223a838..2793aec4f 100644
--- a/validmind/tests/data_validation/AutoMA.py
+++ b/validmind/tests/data_validation/AutoMA.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/AutoStationarity.py b/validmind/tests/data_validation/AutoStationarity.py
index 5a9b896ac..517c85e2c 100644
--- a/validmind/tests/data_validation/AutoStationarity.py
+++ b/validmind/tests/data_validation/AutoStationarity.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/BivariateScatterPlots.py b/validmind/tests/data_validation/BivariateScatterPlots.py
index 92522867c..d35aad36a 100644
--- a/validmind/tests/data_validation/BivariateScatterPlots.py
+++ b/validmind/tests/data_validation/BivariateScatterPlots.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/BoxPierce.py b/validmind/tests/data_validation/BoxPierce.py
index 0cdb17282..f4cf7cb2c 100644
--- a/validmind/tests/data_validation/BoxPierce.py
+++ b/validmind/tests/data_validation/BoxPierce.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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 3420bd20a..d95ec179d 100644
--- a/validmind/tests/data_validation/ChiSquaredFeaturesTable.py
+++ b/validmind/tests/data_validation/ChiSquaredFeaturesTable.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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 e156ced07..74e73b8b0 100644
--- a/validmind/tests/data_validation/ClassImbalance.py
+++ b/validmind/tests/data_validation/ClassImbalance.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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 277e5173c..f10b76650 100644
--- a/validmind/tests/data_validation/DatasetDescription.py
+++ b/validmind/tests/data_validation/DatasetDescription.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/DatasetSplit.py b/validmind/tests/data_validation/DatasetSplit.py
index 92846b9fe..09260bc78 100644
--- a/validmind/tests/data_validation/DatasetSplit.py
+++ b/validmind/tests/data_validation/DatasetSplit.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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 6057055f3..9c9fff938 100644
--- a/validmind/tests/data_validation/DescriptiveStatistics.py
+++ b/validmind/tests/data_validation/DescriptiveStatistics.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/DickeyFullerGLS.py b/validmind/tests/data_validation/DickeyFullerGLS.py
index 88e74215c..e2c9ae5b7 100644
--- a/validmind/tests/data_validation/DickeyFullerGLS.py
+++ b/validmind/tests/data_validation/DickeyFullerGLS.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/Duplicates.py b/validmind/tests/data_validation/Duplicates.py
index acaea5ffa..c366e5e4a 100644
--- a/validmind/tests/data_validation/Duplicates.py
+++ b/validmind/tests/data_validation/Duplicates.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/EngleGrangerCoint.py b/validmind/tests/data_validation/EngleGrangerCoint.py
index 1dba7ef62..e9d6570e8 100644
--- a/validmind/tests/data_validation/EngleGrangerCoint.py
+++ b/validmind/tests/data_validation/EngleGrangerCoint.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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 bd222b7c2..c9daac0c3 100644
--- a/validmind/tests/data_validation/FeatureTargetCorrelationPlot.py
+++ b/validmind/tests/data_validation/FeatureTargetCorrelationPlot.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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 8dc08352a..5a670bf1d 100644
--- a/validmind/tests/data_validation/HighCardinality.py
+++ b/validmind/tests/data_validation/HighCardinality.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/HighPearsonCorrelation.py b/validmind/tests/data_validation/HighPearsonCorrelation.py
index ccdb3729a..bfe563a95 100644
--- a/validmind/tests/data_validation/HighPearsonCorrelation.py
+++ b/validmind/tests/data_validation/HighPearsonCorrelation.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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 6889cbd28..d6bd3eb83 100644
--- a/validmind/tests/data_validation/IQROutliersBarPlot.py
+++ b/validmind/tests/data_validation/IQROutliersBarPlot.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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 cc5dc69f3..b4b6ac432 100644
--- a/validmind/tests/data_validation/IQROutliersTable.py
+++ b/validmind/tests/data_validation/IQROutliersTable.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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 51f54d91a..95921cc2e 100644
--- a/validmind/tests/data_validation/IsolationForestOutliers.py
+++ b/validmind/tests/data_validation/IsolationForestOutliers.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/JarqueBera.py b/validmind/tests/data_validation/JarqueBera.py
index 640ecc53c..0e95efaf1 100644
--- a/validmind/tests/data_validation/JarqueBera.py
+++ b/validmind/tests/data_validation/JarqueBera.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/KPSS.py b/validmind/tests/data_validation/KPSS.py
index d198a9be0..c1faa40f0 100644
--- a/validmind/tests/data_validation/KPSS.py
+++ b/validmind/tests/data_validation/KPSS.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/LJungBox.py b/validmind/tests/data_validation/LJungBox.py
index 694f30f28..64c82299c 100644
--- a/validmind/tests/data_validation/LJungBox.py
+++ b/validmind/tests/data_validation/LJungBox.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/LaggedCorrelationHeatmap.py b/validmind/tests/data_validation/LaggedCorrelationHeatmap.py
index 2a50414cc..073ccc19f 100644
--- a/validmind/tests/data_validation/LaggedCorrelationHeatmap.py
+++ b/validmind/tests/data_validation/LaggedCorrelationHeatmap.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/MissingValues.py b/validmind/tests/data_validation/MissingValues.py
index 711908e98..81db72a36 100644
--- a/validmind/tests/data_validation/MissingValues.py
+++ b/validmind/tests/data_validation/MissingValues.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/MissingValuesBarPlot.py b/validmind/tests/data_validation/MissingValuesBarPlot.py
index b8bb2e82e..f2ca5e7e5 100644
--- a/validmind/tests/data_validation/MissingValuesBarPlot.py
+++ b/validmind/tests/data_validation/MissingValuesBarPlot.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/MutualInformation.py b/validmind/tests/data_validation/MutualInformation.py
index 18fd2cdac..de31f5c3c 100644
--- a/validmind/tests/data_validation/MutualInformation.py
+++ b/validmind/tests/data_validation/MutualInformation.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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 0f76bf459..abfe6243b 100644
--- a/validmind/tests/data_validation/PearsonCorrelationMatrix.py
+++ b/validmind/tests/data_validation/PearsonCorrelationMatrix.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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 3d8d08109..26fcfedaf 100644
--- a/validmind/tests/data_validation/PhillipsPerronArch.py
+++ b/validmind/tests/data_validation/PhillipsPerronArch.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/ProtectedClassesCombination.py b/validmind/tests/data_validation/ProtectedClassesCombination.py
index da3d32f17..9503ce504 100644
--- a/validmind/tests/data_validation/ProtectedClassesCombination.py
+++ b/validmind/tests/data_validation/ProtectedClassesCombination.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/ProtectedClassesDescription.py b/validmind/tests/data_validation/ProtectedClassesDescription.py
index 1d7dbd527..92816a253 100644
--- a/validmind/tests/data_validation/ProtectedClassesDescription.py
+++ b/validmind/tests/data_validation/ProtectedClassesDescription.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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 4a9bc5f7c..b820bd8d3 100644
--- a/validmind/tests/data_validation/ProtectedClassesDisparity.py
+++ b/validmind/tests/data_validation/ProtectedClassesDisparity.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/ProtectedClassesThresholdOptimizer.py b/validmind/tests/data_validation/ProtectedClassesThresholdOptimizer.py
index 8619dd15e..eeb37f391 100644
--- a/validmind/tests/data_validation/ProtectedClassesThresholdOptimizer.py
+++ b/validmind/tests/data_validation/ProtectedClassesThresholdOptimizer.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/RollingStatsPlot.py b/validmind/tests/data_validation/RollingStatsPlot.py
index d2cdcc260..926bb43cc 100644
--- a/validmind/tests/data_validation/RollingStatsPlot.py
+++ b/validmind/tests/data_validation/RollingStatsPlot.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/RunsTest.py b/validmind/tests/data_validation/RunsTest.py
index 44d9195dc..088818b40 100644
--- a/validmind/tests/data_validation/RunsTest.py
+++ b/validmind/tests/data_validation/RunsTest.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/ScatterPlot.py b/validmind/tests/data_validation/ScatterPlot.py
index dc0f971aa..1e66cc693 100644
--- a/validmind/tests/data_validation/ScatterPlot.py
+++ b/validmind/tests/data_validation/ScatterPlot.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/ScoreBandDefaultRates.py b/validmind/tests/data_validation/ScoreBandDefaultRates.py
index 12298f8d9..b6ebfaf8f 100644
--- a/validmind/tests/data_validation/ScoreBandDefaultRates.py
+++ b/validmind/tests/data_validation/ScoreBandDefaultRates.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/SeasonalDecompose.py b/validmind/tests/data_validation/SeasonalDecompose.py
index 2613fb95c..eda30a310 100644
--- a/validmind/tests/data_validation/SeasonalDecompose.py
+++ b/validmind/tests/data_validation/SeasonalDecompose.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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 2c1dec3a7..830c3fa09 100644
--- a/validmind/tests/data_validation/ShapiroWilk.py
+++ b/validmind/tests/data_validation/ShapiroWilk.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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 bbd20b057..5556031b0 100644
--- a/validmind/tests/data_validation/Skewness.py
+++ b/validmind/tests/data_validation/Skewness.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/SpreadPlot.py b/validmind/tests/data_validation/SpreadPlot.py
index 43c7aa20a..08af259f8 100644
--- a/validmind/tests/data_validation/SpreadPlot.py
+++ b/validmind/tests/data_validation/SpreadPlot.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/TabularCategoricalBarPlots.py b/validmind/tests/data_validation/TabularCategoricalBarPlots.py
index 135e6005f..eec7bd1cc 100644
--- a/validmind/tests/data_validation/TabularCategoricalBarPlots.py
+++ b/validmind/tests/data_validation/TabularCategoricalBarPlots.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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 df6a02c2b..7b01d89f4 100644
--- a/validmind/tests/data_validation/TabularDateTimeHistograms.py
+++ b/validmind/tests/data_validation/TabularDateTimeHistograms.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/TabularDescriptionTables.py b/validmind/tests/data_validation/TabularDescriptionTables.py
index fbae699d0..be9ff0c59 100644
--- a/validmind/tests/data_validation/TabularDescriptionTables.py
+++ b/validmind/tests/data_validation/TabularDescriptionTables.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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 e71e2ebb3..2108a7aeb 100644
--- a/validmind/tests/data_validation/TabularNumericalHistograms.py
+++ b/validmind/tests/data_validation/TabularNumericalHistograms.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/TargetRateBarPlots.py b/validmind/tests/data_validation/TargetRateBarPlots.py
index bebe605b5..65abc9a82 100644
--- a/validmind/tests/data_validation/TargetRateBarPlots.py
+++ b/validmind/tests/data_validation/TargetRateBarPlots.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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 531517314..77b3cea59 100644
--- a/validmind/tests/data_validation/TimeSeriesDescription.py
+++ b/validmind/tests/data_validation/TimeSeriesDescription.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/TimeSeriesDescriptiveStatistics.py b/validmind/tests/data_validation/TimeSeriesDescriptiveStatistics.py
index 46ca3191c..5ecb106bd 100644
--- a/validmind/tests/data_validation/TimeSeriesDescriptiveStatistics.py
+++ b/validmind/tests/data_validation/TimeSeriesDescriptiveStatistics.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/TimeSeriesFrequency.py b/validmind/tests/data_validation/TimeSeriesFrequency.py
index a2b99ab37..d8913338f 100644
--- a/validmind/tests/data_validation/TimeSeriesFrequency.py
+++ b/validmind/tests/data_validation/TimeSeriesFrequency.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/TimeSeriesHistogram.py b/validmind/tests/data_validation/TimeSeriesHistogram.py
index 768a20572..f8ff6ec67 100644
--- a/validmind/tests/data_validation/TimeSeriesHistogram.py
+++ b/validmind/tests/data_validation/TimeSeriesHistogram.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/TimeSeriesLinePlot.py b/validmind/tests/data_validation/TimeSeriesLinePlot.py
index ad6dd7fe9..a4ba0b870 100644
--- a/validmind/tests/data_validation/TimeSeriesLinePlot.py
+++ b/validmind/tests/data_validation/TimeSeriesLinePlot.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/TimeSeriesMissingValues.py b/validmind/tests/data_validation/TimeSeriesMissingValues.py
index 1beca923a..c5c27e7c8 100644
--- a/validmind/tests/data_validation/TimeSeriesMissingValues.py
+++ b/validmind/tests/data_validation/TimeSeriesMissingValues.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/TimeSeriesOutliers.py b/validmind/tests/data_validation/TimeSeriesOutliers.py
index f275dcf33..c891bfd99 100644
--- a/validmind/tests/data_validation/TimeSeriesOutliers.py
+++ b/validmind/tests/data_validation/TimeSeriesOutliers.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/TooManyZeroValues.py b/validmind/tests/data_validation/TooManyZeroValues.py
index cdb534310..e8fd939a2 100644
--- a/validmind/tests/data_validation/TooManyZeroValues.py
+++ b/validmind/tests/data_validation/TooManyZeroValues.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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 c5e2f4b2c..0293f3415 100644
--- a/validmind/tests/data_validation/UniqueRows.py
+++ b/validmind/tests/data_validation/UniqueRows.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/WOEBinPlots.py b/validmind/tests/data_validation/WOEBinPlots.py
index b949aba13..4faaeb5ff 100644
--- a/validmind/tests/data_validation/WOEBinPlots.py
+++ b/validmind/tests/data_validation/WOEBinPlots.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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 a6aa1190c..dc85fd0b3 100644
--- a/validmind/tests/data_validation/WOEBinTable.py
+++ b/validmind/tests/data_validation/WOEBinTable.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/ZivotAndrewsArch.py b/validmind/tests/data_validation/ZivotAndrewsArch.py
index 0fe95a98b..ad951dce6 100644
--- a/validmind/tests/data_validation/ZivotAndrewsArch.py
+++ b/validmind/tests/data_validation/ZivotAndrewsArch.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/CommonWords.py b/validmind/tests/data_validation/nlp/CommonWords.py
index 4ae0b98ca..d435c996c 100644
--- a/validmind/tests/data_validation/nlp/CommonWords.py
+++ b/validmind/tests/data_validation/nlp/CommonWords.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/Hashtags.py b/validmind/tests/data_validation/nlp/Hashtags.py
index 46545204f..104c56402 100644
--- a/validmind/tests/data_validation/nlp/Hashtags.py
+++ b/validmind/tests/data_validation/nlp/Hashtags.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/LanguageDetection.py b/validmind/tests/data_validation/nlp/LanguageDetection.py
index 5948318b3..edb08bda0 100644
--- a/validmind/tests/data_validation/nlp/LanguageDetection.py
+++ b/validmind/tests/data_validation/nlp/LanguageDetection.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/Mentions.py b/validmind/tests/data_validation/nlp/Mentions.py
index 416620b4c..1cdb1b710 100644
--- a/validmind/tests/data_validation/nlp/Mentions.py
+++ b/validmind/tests/data_validation/nlp/Mentions.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/PolarityAndSubjectivity.py b/validmind/tests/data_validation/nlp/PolarityAndSubjectivity.py
index 51bebf290..c75762147 100644
--- a/validmind/tests/data_validation/nlp/PolarityAndSubjectivity.py
+++ b/validmind/tests/data_validation/nlp/PolarityAndSubjectivity.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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 b084ccf42..ca3304068 100644
--- a/validmind/tests/data_validation/nlp/Punctuations.py
+++ b/validmind/tests/data_validation/nlp/Punctuations.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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 69746e5d3..7dfbbb6a0 100644
--- a/validmind/tests/data_validation/nlp/Sentiment.py
+++ b/validmind/tests/data_validation/nlp/Sentiment.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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 c62259770..d4fe4a4c0 100644
--- a/validmind/tests/data_validation/nlp/StopWords.py
+++ b/validmind/tests/data_validation/nlp/StopWords.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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 688887df9..0a5c1816b 100644
--- a/validmind/tests/data_validation/nlp/TextDescription.py
+++ b/validmind/tests/data_validation/nlp/TextDescription.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/Toxicity.py b/validmind/tests/data_validation/nlp/Toxicity.py
index 3b23da7b0..5b420b771 100644
--- a/validmind/tests/data_validation/nlp/Toxicity.py
+++ b/validmind/tests/data_validation/nlp/Toxicity.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/decorator.py b/validmind/tests/decorator.py
index b5d0df09c..c9aa6db38 100644
--- a/validmind/tests/decorator.py
+++ b/validmind/tests/decorator.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/load.py b/validmind/tests/load.py
index 095069a79..303ff5443 100644
--- a/validmind/tests/load.py
+++ b/validmind/tests/load.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/BertScore.py b/validmind/tests/model_validation/BertScore.py
index cc8bdec98..b3635f87f 100644
--- a/validmind/tests/model_validation/BertScore.py
+++ b/validmind/tests/model_validation/BertScore.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/BleuScore.py b/validmind/tests/model_validation/BleuScore.py
index 3d02ad0a4..4dc83fbdd 100644
--- a/validmind/tests/model_validation/BleuScore.py
+++ b/validmind/tests/model_validation/BleuScore.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/ClusterSizeDistribution.py b/validmind/tests/model_validation/ClusterSizeDistribution.py
index dd0361cca..6538f4133 100644
--- a/validmind/tests/model_validation/ClusterSizeDistribution.py
+++ b/validmind/tests/model_validation/ClusterSizeDistribution.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/ContextualRecall.py b/validmind/tests/model_validation/ContextualRecall.py
index e4fcf9b8b..b527d7595 100644
--- a/validmind/tests/model_validation/ContextualRecall.py
+++ b/validmind/tests/model_validation/ContextualRecall.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/FeaturesAUC.py b/validmind/tests/model_validation/FeaturesAUC.py
index 3185bf16c..f7a550890 100644
--- a/validmind/tests/model_validation/FeaturesAUC.py
+++ b/validmind/tests/model_validation/FeaturesAUC.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/MeteorScore.py b/validmind/tests/model_validation/MeteorScore.py
index 54108d37d..bfbab07ff 100644
--- a/validmind/tests/model_validation/MeteorScore.py
+++ b/validmind/tests/model_validation/MeteorScore.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/ModelMetadata.py b/validmind/tests/model_validation/ModelMetadata.py
index c647d7ba7..af8577561 100644
--- a/validmind/tests/model_validation/ModelMetadata.py
+++ b/validmind/tests/model_validation/ModelMetadata.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/ModelPredictionResiduals.py b/validmind/tests/model_validation/ModelPredictionResiduals.py
index 7afc3a2e4..04fd4ca96 100644
--- a/validmind/tests/model_validation/ModelPredictionResiduals.py
+++ b/validmind/tests/model_validation/ModelPredictionResiduals.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/RegardScore.py b/validmind/tests/model_validation/RegardScore.py
index ab6f1cc0c..902a9cfc0 100644
--- a/validmind/tests/model_validation/RegardScore.py
+++ b/validmind/tests/model_validation/RegardScore.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/RegressionResidualsPlot.py b/validmind/tests/model_validation/RegressionResidualsPlot.py
index 6458a25cf..2e6db697a 100644
--- a/validmind/tests/model_validation/RegressionResidualsPlot.py
+++ b/validmind/tests/model_validation/RegressionResidualsPlot.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/RougeScore.py b/validmind/tests/model_validation/RougeScore.py
index ec557a814..6859d9526 100644
--- a/validmind/tests/model_validation/RougeScore.py
+++ b/validmind/tests/model_validation/RougeScore.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/TimeSeriesPredictionWithCI.py b/validmind/tests/model_validation/TimeSeriesPredictionWithCI.py
index cda553252..d14997496 100644
--- a/validmind/tests/model_validation/TimeSeriesPredictionWithCI.py
+++ b/validmind/tests/model_validation/TimeSeriesPredictionWithCI.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/TimeSeriesPredictionsPlot.py b/validmind/tests/model_validation/TimeSeriesPredictionsPlot.py
index da4fc9ff3..471ea5b0c 100644
--- a/validmind/tests/model_validation/TimeSeriesPredictionsPlot.py
+++ b/validmind/tests/model_validation/TimeSeriesPredictionsPlot.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/TimeSeriesR2SquareBySegments.py b/validmind/tests/model_validation/TimeSeriesR2SquareBySegments.py
index f1c9d9666..7b03a8560 100644
--- a/validmind/tests/model_validation/TimeSeriesR2SquareBySegments.py
+++ b/validmind/tests/model_validation/TimeSeriesR2SquareBySegments.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/TokenDisparity.py b/validmind/tests/model_validation/TokenDisparity.py
index b648e22be..a6ea6c28a 100644
--- a/validmind/tests/model_validation/TokenDisparity.py
+++ b/validmind/tests/model_validation/TokenDisparity.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/ToxicityScore.py b/validmind/tests/model_validation/ToxicityScore.py
index 308792f00..87adabe6c 100644
--- a/validmind/tests/model_validation/ToxicityScore.py
+++ b/validmind/tests/model_validation/ToxicityScore.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/embeddings/ClusterDistribution.py b/validmind/tests/model_validation/embeddings/ClusterDistribution.py
index d60c73fa6..1986a7f9f 100644
--- a/validmind/tests/model_validation/embeddings/ClusterDistribution.py
+++ b/validmind/tests/model_validation/embeddings/ClusterDistribution.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/embeddings/CosineSimilarityComparison.py b/validmind/tests/model_validation/embeddings/CosineSimilarityComparison.py
index ccfebca44..47a612e00 100644
--- a/validmind/tests/model_validation/embeddings/CosineSimilarityComparison.py
+++ b/validmind/tests/model_validation/embeddings/CosineSimilarityComparison.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/embeddings/CosineSimilarityDistribution.py b/validmind/tests/model_validation/embeddings/CosineSimilarityDistribution.py
index 14cb1d282..ed6279c9b 100644
--- a/validmind/tests/model_validation/embeddings/CosineSimilarityDistribution.py
+++ b/validmind/tests/model_validation/embeddings/CosineSimilarityDistribution.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/embeddings/CosineSimilarityHeatmap.py b/validmind/tests/model_validation/embeddings/CosineSimilarityHeatmap.py
index 0cdaa71f3..240528fdd 100644
--- a/validmind/tests/model_validation/embeddings/CosineSimilarityHeatmap.py
+++ b/validmind/tests/model_validation/embeddings/CosineSimilarityHeatmap.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/embeddings/DescriptiveAnalytics.py b/validmind/tests/model_validation/embeddings/DescriptiveAnalytics.py
index 991b5d911..0895d7174 100644
--- a/validmind/tests/model_validation/embeddings/DescriptiveAnalytics.py
+++ b/validmind/tests/model_validation/embeddings/DescriptiveAnalytics.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/embeddings/EmbeddingsVisualization2D.py b/validmind/tests/model_validation/embeddings/EmbeddingsVisualization2D.py
index 71d372957..2aa1f0ad2 100644
--- a/validmind/tests/model_validation/embeddings/EmbeddingsVisualization2D.py
+++ b/validmind/tests/model_validation/embeddings/EmbeddingsVisualization2D.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/embeddings/EuclideanDistanceComparison.py b/validmind/tests/model_validation/embeddings/EuclideanDistanceComparison.py
index 848e8b018..6d6de1860 100644
--- a/validmind/tests/model_validation/embeddings/EuclideanDistanceComparison.py
+++ b/validmind/tests/model_validation/embeddings/EuclideanDistanceComparison.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/embeddings/EuclideanDistanceHeatmap.py b/validmind/tests/model_validation/embeddings/EuclideanDistanceHeatmap.py
index 472d5b655..20c6f1da7 100644
--- a/validmind/tests/model_validation/embeddings/EuclideanDistanceHeatmap.py
+++ b/validmind/tests/model_validation/embeddings/EuclideanDistanceHeatmap.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/embeddings/PCAComponentsPairwisePlots.py b/validmind/tests/model_validation/embeddings/PCAComponentsPairwisePlots.py
index ab08ecc4d..90ff50920 100644
--- a/validmind/tests/model_validation/embeddings/PCAComponentsPairwisePlots.py
+++ b/validmind/tests/model_validation/embeddings/PCAComponentsPairwisePlots.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/embeddings/StabilityAnalysisKeyword.py b/validmind/tests/model_validation/embeddings/StabilityAnalysisKeyword.py
index d2bab5f7a..d8f2e8501 100644
--- a/validmind/tests/model_validation/embeddings/StabilityAnalysisKeyword.py
+++ b/validmind/tests/model_validation/embeddings/StabilityAnalysisKeyword.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/embeddings/StabilityAnalysisRandomNoise.py b/validmind/tests/model_validation/embeddings/StabilityAnalysisRandomNoise.py
index b8e2be709..92d504d29 100644
--- a/validmind/tests/model_validation/embeddings/StabilityAnalysisRandomNoise.py
+++ b/validmind/tests/model_validation/embeddings/StabilityAnalysisRandomNoise.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/embeddings/StabilityAnalysisSynonyms.py b/validmind/tests/model_validation/embeddings/StabilityAnalysisSynonyms.py
index 1abc65cc6..952b92380 100644
--- a/validmind/tests/model_validation/embeddings/StabilityAnalysisSynonyms.py
+++ b/validmind/tests/model_validation/embeddings/StabilityAnalysisSynonyms.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/embeddings/StabilityAnalysisTranslation.py b/validmind/tests/model_validation/embeddings/StabilityAnalysisTranslation.py
index 053b2eef9..c9d4cf799 100644
--- a/validmind/tests/model_validation/embeddings/StabilityAnalysisTranslation.py
+++ b/validmind/tests/model_validation/embeddings/StabilityAnalysisTranslation.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/embeddings/TSNEComponentsPairwisePlots.py b/validmind/tests/model_validation/embeddings/TSNEComponentsPairwisePlots.py
index 4f949503c..cd0d8cc50 100644
--- a/validmind/tests/model_validation/embeddings/TSNEComponentsPairwisePlots.py
+++ b/validmind/tests/model_validation/embeddings/TSNEComponentsPairwisePlots.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/embeddings/utils.py b/validmind/tests/model_validation/embeddings/utils.py
index 597718b90..bb9e6134f 100644
--- a/validmind/tests/model_validation/embeddings/utils.py
+++ b/validmind/tests/model_validation/embeddings/utils.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/ragas/AnswerCorrectness.py b/validmind/tests/model_validation/ragas/AnswerCorrectness.py
index f935e96a6..cfd145920 100644
--- a/validmind/tests/model_validation/ragas/AnswerCorrectness.py
+++ b/validmind/tests/model_validation/ragas/AnswerCorrectness.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/ragas/AspectCritic.py b/validmind/tests/model_validation/ragas/AspectCritic.py
index 246e5c0e1..176da2eec 100644
--- a/validmind/tests/model_validation/ragas/AspectCritic.py
+++ b/validmind/tests/model_validation/ragas/AspectCritic.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/ragas/ContextEntityRecall.py b/validmind/tests/model_validation/ragas/ContextEntityRecall.py
index eaf3396ca..756954c48 100644
--- a/validmind/tests/model_validation/ragas/ContextEntityRecall.py
+++ b/validmind/tests/model_validation/ragas/ContextEntityRecall.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/ragas/ContextPrecision.py b/validmind/tests/model_validation/ragas/ContextPrecision.py
index 5c550495b..06a355182 100644
--- a/validmind/tests/model_validation/ragas/ContextPrecision.py
+++ b/validmind/tests/model_validation/ragas/ContextPrecision.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/ragas/ContextPrecisionWithoutReference.py b/validmind/tests/model_validation/ragas/ContextPrecisionWithoutReference.py
index aabfec718..04154d1f2 100644
--- a/validmind/tests/model_validation/ragas/ContextPrecisionWithoutReference.py
+++ b/validmind/tests/model_validation/ragas/ContextPrecisionWithoutReference.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/ragas/ContextRecall.py b/validmind/tests/model_validation/ragas/ContextRecall.py
index f3e590282..17272e372 100644
--- a/validmind/tests/model_validation/ragas/ContextRecall.py
+++ b/validmind/tests/model_validation/ragas/ContextRecall.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/ragas/Faithfulness.py b/validmind/tests/model_validation/ragas/Faithfulness.py
index 3244c8b7c..0cdc8d1c1 100644
--- a/validmind/tests/model_validation/ragas/Faithfulness.py
+++ b/validmind/tests/model_validation/ragas/Faithfulness.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/ragas/NoiseSensitivity.py b/validmind/tests/model_validation/ragas/NoiseSensitivity.py
index 33f844c80..56d9a4bb8 100644
--- a/validmind/tests/model_validation/ragas/NoiseSensitivity.py
+++ b/validmind/tests/model_validation/ragas/NoiseSensitivity.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/ragas/ResponseRelevancy.py b/validmind/tests/model_validation/ragas/ResponseRelevancy.py
index 0854406e2..a60a7b8e5 100644
--- a/validmind/tests/model_validation/ragas/ResponseRelevancy.py
+++ b/validmind/tests/model_validation/ragas/ResponseRelevancy.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/ragas/SemanticSimilarity.py b/validmind/tests/model_validation/ragas/SemanticSimilarity.py
index 4224cb46e..aa5c953ef 100644
--- a/validmind/tests/model_validation/ragas/SemanticSimilarity.py
+++ b/validmind/tests/model_validation/ragas/SemanticSimilarity.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/ragas/utils.py b/validmind/tests/model_validation/ragas/utils.py
index 6ac2e8400..b716173b8 100644
--- a/validmind/tests/model_validation/ragas/utils.py
+++ b/validmind/tests/model_validation/ragas/utils.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/AdjustedMutualInformation.py b/validmind/tests/model_validation/sklearn/AdjustedMutualInformation.py
index c691690f7..370f521d9 100644
--- a/validmind/tests/model_validation/sklearn/AdjustedMutualInformation.py
+++ b/validmind/tests/model_validation/sklearn/AdjustedMutualInformation.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/AdjustedRandIndex.py b/validmind/tests/model_validation/sklearn/AdjustedRandIndex.py
index 155baab7c..b6cb3fd8f 100644
--- a/validmind/tests/model_validation/sklearn/AdjustedRandIndex.py
+++ b/validmind/tests/model_validation/sklearn/AdjustedRandIndex.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/CalibrationCurve.py b/validmind/tests/model_validation/sklearn/CalibrationCurve.py
index f52b26b60..fea0211b4 100644
--- a/validmind/tests/model_validation/sklearn/CalibrationCurve.py
+++ b/validmind/tests/model_validation/sklearn/CalibrationCurve.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/ClassifierPerformance.py b/validmind/tests/model_validation/sklearn/ClassifierPerformance.py
index f58f1fd58..e0508076b 100644
--- a/validmind/tests/model_validation/sklearn/ClassifierPerformance.py
+++ b/validmind/tests/model_validation/sklearn/ClassifierPerformance.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/ClassifierThresholdOptimization.py b/validmind/tests/model_validation/sklearn/ClassifierThresholdOptimization.py
index c5fda4914..1d7aa7d1b 100644
--- a/validmind/tests/model_validation/sklearn/ClassifierThresholdOptimization.py
+++ b/validmind/tests/model_validation/sklearn/ClassifierThresholdOptimization.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/ClusterCosineSimilarity.py b/validmind/tests/model_validation/sklearn/ClusterCosineSimilarity.py
index 602fe2bc2..5753b02f5 100644
--- a/validmind/tests/model_validation/sklearn/ClusterCosineSimilarity.py
+++ b/validmind/tests/model_validation/sklearn/ClusterCosineSimilarity.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/ClusterPerformanceMetrics.py b/validmind/tests/model_validation/sklearn/ClusterPerformanceMetrics.py
index 4aa6dffdf..71631f585 100644
--- a/validmind/tests/model_validation/sklearn/ClusterPerformanceMetrics.py
+++ b/validmind/tests/model_validation/sklearn/ClusterPerformanceMetrics.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/CompletenessScore.py b/validmind/tests/model_validation/sklearn/CompletenessScore.py
index 1e08b8751..ceed9cc9e 100644
--- a/validmind/tests/model_validation/sklearn/CompletenessScore.py
+++ b/validmind/tests/model_validation/sklearn/CompletenessScore.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/ConfusionMatrix.py b/validmind/tests/model_validation/sklearn/ConfusionMatrix.py
index e20ffe849..fd57ae9e0 100644
--- a/validmind/tests/model_validation/sklearn/ConfusionMatrix.py
+++ b/validmind/tests/model_validation/sklearn/ConfusionMatrix.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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 598b848bf..91cb32618 100644
--- a/validmind/tests/model_validation/sklearn/FeatureImportance.py
+++ b/validmind/tests/model_validation/sklearn/FeatureImportance.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/FowlkesMallowsScore.py b/validmind/tests/model_validation/sklearn/FowlkesMallowsScore.py
index 2129a3069..e98606242 100644
--- a/validmind/tests/model_validation/sklearn/FowlkesMallowsScore.py
+++ b/validmind/tests/model_validation/sklearn/FowlkesMallowsScore.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/HomogeneityScore.py b/validmind/tests/model_validation/sklearn/HomogeneityScore.py
index 0a81ae196..0e6f8d923 100644
--- a/validmind/tests/model_validation/sklearn/HomogeneityScore.py
+++ b/validmind/tests/model_validation/sklearn/HomogeneityScore.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/HyperParametersTuning.py b/validmind/tests/model_validation/sklearn/HyperParametersTuning.py
index 46d9c1401..502bcc270 100644
--- a/validmind/tests/model_validation/sklearn/HyperParametersTuning.py
+++ b/validmind/tests/model_validation/sklearn/HyperParametersTuning.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/KMeansClustersOptimization.py b/validmind/tests/model_validation/sklearn/KMeansClustersOptimization.py
index b90439be8..f99d1ba9a 100644
--- a/validmind/tests/model_validation/sklearn/KMeansClustersOptimization.py
+++ b/validmind/tests/model_validation/sklearn/KMeansClustersOptimization.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/MinimumAccuracy.py b/validmind/tests/model_validation/sklearn/MinimumAccuracy.py
index 471b11607..f362c8208 100644
--- a/validmind/tests/model_validation/sklearn/MinimumAccuracy.py
+++ b/validmind/tests/model_validation/sklearn/MinimumAccuracy.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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 732f0e3d7..eaeb84bad 100644
--- a/validmind/tests/model_validation/sklearn/MinimumF1Score.py
+++ b/validmind/tests/model_validation/sklearn/MinimumF1Score.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/MinimumROCAUCScore.py b/validmind/tests/model_validation/sklearn/MinimumROCAUCScore.py
index 01e34b800..e382bc702 100644
--- a/validmind/tests/model_validation/sklearn/MinimumROCAUCScore.py
+++ b/validmind/tests/model_validation/sklearn/MinimumROCAUCScore.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/ModelParameters.py b/validmind/tests/model_validation/sklearn/ModelParameters.py
index 93839423f..6a643ebf5 100644
--- a/validmind/tests/model_validation/sklearn/ModelParameters.py
+++ b/validmind/tests/model_validation/sklearn/ModelParameters.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/ModelsPerformanceComparison.py b/validmind/tests/model_validation/sklearn/ModelsPerformanceComparison.py
index 6bbd28326..5405ab7e8 100644
--- a/validmind/tests/model_validation/sklearn/ModelsPerformanceComparison.py
+++ b/validmind/tests/model_validation/sklearn/ModelsPerformanceComparison.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/OverfitDiagnosis.py b/validmind/tests/model_validation/sklearn/OverfitDiagnosis.py
index 6977f7840..ecff1006d 100644
--- a/validmind/tests/model_validation/sklearn/OverfitDiagnosis.py
+++ b/validmind/tests/model_validation/sklearn/OverfitDiagnosis.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/PermutationFeatureImportance.py b/validmind/tests/model_validation/sklearn/PermutationFeatureImportance.py
index 3d2df4cd0..d3b9c2dd7 100644
--- a/validmind/tests/model_validation/sklearn/PermutationFeatureImportance.py
+++ b/validmind/tests/model_validation/sklearn/PermutationFeatureImportance.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/PopulationStabilityIndex.py b/validmind/tests/model_validation/sklearn/PopulationStabilityIndex.py
index fa052b06d..352db3e5d 100644
--- a/validmind/tests/model_validation/sklearn/PopulationStabilityIndex.py
+++ b/validmind/tests/model_validation/sklearn/PopulationStabilityIndex.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/PrecisionRecallCurve.py b/validmind/tests/model_validation/sklearn/PrecisionRecallCurve.py
index aafa93381..321218404 100644
--- a/validmind/tests/model_validation/sklearn/PrecisionRecallCurve.py
+++ b/validmind/tests/model_validation/sklearn/PrecisionRecallCurve.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/ROCCurve.py b/validmind/tests/model_validation/sklearn/ROCCurve.py
index 2414a935c..7f8c99690 100644
--- a/validmind/tests/model_validation/sklearn/ROCCurve.py
+++ b/validmind/tests/model_validation/sklearn/ROCCurve.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/RegressionErrors.py b/validmind/tests/model_validation/sklearn/RegressionErrors.py
index b8253408b..d2218b06a 100644
--- a/validmind/tests/model_validation/sklearn/RegressionErrors.py
+++ b/validmind/tests/model_validation/sklearn/RegressionErrors.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/RegressionErrorsComparison.py b/validmind/tests/model_validation/sklearn/RegressionErrorsComparison.py
index db2157d47..b0f0dc033 100644
--- a/validmind/tests/model_validation/sklearn/RegressionErrorsComparison.py
+++ b/validmind/tests/model_validation/sklearn/RegressionErrorsComparison.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/RegressionPerformance.py b/validmind/tests/model_validation/sklearn/RegressionPerformance.py
index ed5f69677..609c264bf 100644
--- a/validmind/tests/model_validation/sklearn/RegressionPerformance.py
+++ b/validmind/tests/model_validation/sklearn/RegressionPerformance.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/RegressionR2Square.py b/validmind/tests/model_validation/sklearn/RegressionR2Square.py
index 4d82bb511..16bbb6c0a 100644
--- a/validmind/tests/model_validation/sklearn/RegressionR2Square.py
+++ b/validmind/tests/model_validation/sklearn/RegressionR2Square.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/RegressionR2SquareComparison.py b/validmind/tests/model_validation/sklearn/RegressionR2SquareComparison.py
index c3f3f692a..cf69acec6 100644
--- a/validmind/tests/model_validation/sklearn/RegressionR2SquareComparison.py
+++ b/validmind/tests/model_validation/sklearn/RegressionR2SquareComparison.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/RobustnessDiagnosis.py b/validmind/tests/model_validation/sklearn/RobustnessDiagnosis.py
index a9a015183..bbf6d5f73 100644
--- a/validmind/tests/model_validation/sklearn/RobustnessDiagnosis.py
+++ b/validmind/tests/model_validation/sklearn/RobustnessDiagnosis.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/SHAPGlobalImportance.py b/validmind/tests/model_validation/sklearn/SHAPGlobalImportance.py
index fee2add57..6d6ba4936 100644
--- a/validmind/tests/model_validation/sklearn/SHAPGlobalImportance.py
+++ b/validmind/tests/model_validation/sklearn/SHAPGlobalImportance.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/ScoreProbabilityAlignment.py b/validmind/tests/model_validation/sklearn/ScoreProbabilityAlignment.py
index f5e4aca77..144559da1 100644
--- a/validmind/tests/model_validation/sklearn/ScoreProbabilityAlignment.py
+++ b/validmind/tests/model_validation/sklearn/ScoreProbabilityAlignment.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/SilhouettePlot.py b/validmind/tests/model_validation/sklearn/SilhouettePlot.py
index 9d048519c..c933c6338 100644
--- a/validmind/tests/model_validation/sklearn/SilhouettePlot.py
+++ b/validmind/tests/model_validation/sklearn/SilhouettePlot.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/TrainingTestDegradation.py b/validmind/tests/model_validation/sklearn/TrainingTestDegradation.py
index af9c087eb..d20fcf653 100644
--- a/validmind/tests/model_validation/sklearn/TrainingTestDegradation.py
+++ b/validmind/tests/model_validation/sklearn/TrainingTestDegradation.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/VMeasure.py b/validmind/tests/model_validation/sklearn/VMeasure.py
index 9d043ccc3..1ac3ee329 100644
--- a/validmind/tests/model_validation/sklearn/VMeasure.py
+++ b/validmind/tests/model_validation/sklearn/VMeasure.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/WeakspotsDiagnosis.py b/validmind/tests/model_validation/sklearn/WeakspotsDiagnosis.py
index 387749c71..feee4cd7d 100644
--- a/validmind/tests/model_validation/sklearn/WeakspotsDiagnosis.py
+++ b/validmind/tests/model_validation/sklearn/WeakspotsDiagnosis.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/AutoARIMA.py b/validmind/tests/model_validation/statsmodels/AutoARIMA.py
index 3c7a21ea3..df7c14f6f 100644
--- a/validmind/tests/model_validation/statsmodels/AutoARIMA.py
+++ b/validmind/tests/model_validation/statsmodels/AutoARIMA.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/CumulativePredictionProbabilities.py b/validmind/tests/model_validation/statsmodels/CumulativePredictionProbabilities.py
index d258fc336..ab4114103 100644
--- a/validmind/tests/model_validation/statsmodels/CumulativePredictionProbabilities.py
+++ b/validmind/tests/model_validation/statsmodels/CumulativePredictionProbabilities.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/DurbinWatsonTest.py b/validmind/tests/model_validation/statsmodels/DurbinWatsonTest.py
index e83dcebf1..e38d437a1 100644
--- a/validmind/tests/model_validation/statsmodels/DurbinWatsonTest.py
+++ b/validmind/tests/model_validation/statsmodels/DurbinWatsonTest.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/GINITable.py b/validmind/tests/model_validation/statsmodels/GINITable.py
index 277e51116..8b8eea5aa 100644
--- a/validmind/tests/model_validation/statsmodels/GINITable.py
+++ b/validmind/tests/model_validation/statsmodels/GINITable.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/KolmogorovSmirnov.py b/validmind/tests/model_validation/statsmodels/KolmogorovSmirnov.py
index c043d9575..319f97e51 100644
--- a/validmind/tests/model_validation/statsmodels/KolmogorovSmirnov.py
+++ b/validmind/tests/model_validation/statsmodels/KolmogorovSmirnov.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/Lilliefors.py b/validmind/tests/model_validation/statsmodels/Lilliefors.py
index ec9816878..4f491467a 100644
--- a/validmind/tests/model_validation/statsmodels/Lilliefors.py
+++ b/validmind/tests/model_validation/statsmodels/Lilliefors.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/PredictionProbabilitiesHistogram.py b/validmind/tests/model_validation/statsmodels/PredictionProbabilitiesHistogram.py
index 2625bbd58..a7f93d70f 100644
--- a/validmind/tests/model_validation/statsmodels/PredictionProbabilitiesHistogram.py
+++ b/validmind/tests/model_validation/statsmodels/PredictionProbabilitiesHistogram.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/RegressionCoeffs.py b/validmind/tests/model_validation/statsmodels/RegressionCoeffs.py
index a4bf15445..3ecf0cf31 100644
--- a/validmind/tests/model_validation/statsmodels/RegressionCoeffs.py
+++ b/validmind/tests/model_validation/statsmodels/RegressionCoeffs.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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 03789004e..4a202524e 100644
--- a/validmind/tests/model_validation/statsmodels/RegressionFeatureSignificance.py
+++ b/validmind/tests/model_validation/statsmodels/RegressionFeatureSignificance.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/RegressionModelForecastPlot.py b/validmind/tests/model_validation/statsmodels/RegressionModelForecastPlot.py
index 18e10da80..486fd5af1 100644
--- a/validmind/tests/model_validation/statsmodels/RegressionModelForecastPlot.py
+++ b/validmind/tests/model_validation/statsmodels/RegressionModelForecastPlot.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/RegressionModelForecastPlotLevels.py b/validmind/tests/model_validation/statsmodels/RegressionModelForecastPlotLevels.py
index 110eb7142..9af09be48 100644
--- a/validmind/tests/model_validation/statsmodels/RegressionModelForecastPlotLevels.py
+++ b/validmind/tests/model_validation/statsmodels/RegressionModelForecastPlotLevels.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/RegressionModelSensitivityPlot.py b/validmind/tests/model_validation/statsmodels/RegressionModelSensitivityPlot.py
index 3539dd679..e0c949a5a 100644
--- a/validmind/tests/model_validation/statsmodels/RegressionModelSensitivityPlot.py
+++ b/validmind/tests/model_validation/statsmodels/RegressionModelSensitivityPlot.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/RegressionModelSummary.py b/validmind/tests/model_validation/statsmodels/RegressionModelSummary.py
index 8d0b2eb24..c1366219c 100644
--- a/validmind/tests/model_validation/statsmodels/RegressionModelSummary.py
+++ b/validmind/tests/model_validation/statsmodels/RegressionModelSummary.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/RegressionPermutationFeatureImportance.py b/validmind/tests/model_validation/statsmodels/RegressionPermutationFeatureImportance.py
index 98b182dce..7cdd260cf 100644
--- a/validmind/tests/model_validation/statsmodels/RegressionPermutationFeatureImportance.py
+++ b/validmind/tests/model_validation/statsmodels/RegressionPermutationFeatureImportance.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/ScorecardHistogram.py b/validmind/tests/model_validation/statsmodels/ScorecardHistogram.py
index 7d4a409b4..92e824801 100644
--- a/validmind/tests/model_validation/statsmodels/ScorecardHistogram.py
+++ b/validmind/tests/model_validation/statsmodels/ScorecardHistogram.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/statsutils.py b/validmind/tests/model_validation/statsmodels/statsutils.py
index f382fb9bb..18a1de896 100644
--- a/validmind/tests/model_validation/statsmodels/statsutils.py
+++ b/validmind/tests/model_validation/statsmodels/statsutils.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/CalibrationCurveDrift.py b/validmind/tests/ongoing_monitoring/CalibrationCurveDrift.py
index 42d031931..c754b182a 100644
--- a/validmind/tests/ongoing_monitoring/CalibrationCurveDrift.py
+++ b/validmind/tests/ongoing_monitoring/CalibrationCurveDrift.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/ClassDiscriminationDrift.py b/validmind/tests/ongoing_monitoring/ClassDiscriminationDrift.py
index f7546dd23..bbe673c35 100644
--- a/validmind/tests/ongoing_monitoring/ClassDiscriminationDrift.py
+++ b/validmind/tests/ongoing_monitoring/ClassDiscriminationDrift.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/ClassImbalanceDrift.py b/validmind/tests/ongoing_monitoring/ClassImbalanceDrift.py
index 80f74d1ef..1c2e3a39d 100644
--- a/validmind/tests/ongoing_monitoring/ClassImbalanceDrift.py
+++ b/validmind/tests/ongoing_monitoring/ClassImbalanceDrift.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/ClassificationAccuracyDrift.py b/validmind/tests/ongoing_monitoring/ClassificationAccuracyDrift.py
index 834794111..81d2868fc 100644
--- a/validmind/tests/ongoing_monitoring/ClassificationAccuracyDrift.py
+++ b/validmind/tests/ongoing_monitoring/ClassificationAccuracyDrift.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/ConfusionMatrixDrift.py b/validmind/tests/ongoing_monitoring/ConfusionMatrixDrift.py
index 7308596c2..f571ec523 100644
--- a/validmind/tests/ongoing_monitoring/ConfusionMatrixDrift.py
+++ b/validmind/tests/ongoing_monitoring/ConfusionMatrixDrift.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/CumulativePredictionProbabilitiesDrift.py b/validmind/tests/ongoing_monitoring/CumulativePredictionProbabilitiesDrift.py
index f9f5c9a1e..785883c5f 100644
--- a/validmind/tests/ongoing_monitoring/CumulativePredictionProbabilitiesDrift.py
+++ b/validmind/tests/ongoing_monitoring/CumulativePredictionProbabilitiesDrift.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/FeatureDrift.py b/validmind/tests/ongoing_monitoring/FeatureDrift.py
index bc9d16f94..895a6f2a6 100644
--- a/validmind/tests/ongoing_monitoring/FeatureDrift.py
+++ b/validmind/tests/ongoing_monitoring/FeatureDrift.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/PredictionAcrossEachFeature.py b/validmind/tests/ongoing_monitoring/PredictionAcrossEachFeature.py
index 9e306f46b..222c035f3 100644
--- a/validmind/tests/ongoing_monitoring/PredictionAcrossEachFeature.py
+++ b/validmind/tests/ongoing_monitoring/PredictionAcrossEachFeature.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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 b5c61a09d..32215a2b3 100644
--- a/validmind/tests/ongoing_monitoring/PredictionCorrelation.py
+++ b/validmind/tests/ongoing_monitoring/PredictionCorrelation.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/PredictionProbabilitiesHistogramDrift.py b/validmind/tests/ongoing_monitoring/PredictionProbabilitiesHistogramDrift.py
index e1323468e..95f619637 100644
--- a/validmind/tests/ongoing_monitoring/PredictionProbabilitiesHistogramDrift.py
+++ b/validmind/tests/ongoing_monitoring/PredictionProbabilitiesHistogramDrift.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/PredictionQuantilesAcrossFeatures.py b/validmind/tests/ongoing_monitoring/PredictionQuantilesAcrossFeatures.py
index 13020df49..022caaa51 100644
--- a/validmind/tests/ongoing_monitoring/PredictionQuantilesAcrossFeatures.py
+++ b/validmind/tests/ongoing_monitoring/PredictionQuantilesAcrossFeatures.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/ROCCurveDrift.py b/validmind/tests/ongoing_monitoring/ROCCurveDrift.py
index c1ea92672..d66ec7e5e 100644
--- a/validmind/tests/ongoing_monitoring/ROCCurveDrift.py
+++ b/validmind/tests/ongoing_monitoring/ROCCurveDrift.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/ScoreBandsDrift.py b/validmind/tests/ongoing_monitoring/ScoreBandsDrift.py
index 9552e1fb8..568b429e6 100644
--- a/validmind/tests/ongoing_monitoring/ScoreBandsDrift.py
+++ b/validmind/tests/ongoing_monitoring/ScoreBandsDrift.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/ScorecardHistogramDrift.py b/validmind/tests/ongoing_monitoring/ScorecardHistogramDrift.py
index 4761eb3dd..834951f2d 100644
--- a/validmind/tests/ongoing_monitoring/ScorecardHistogramDrift.py
+++ b/validmind/tests/ongoing_monitoring/ScorecardHistogramDrift.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/TargetPredictionDistributionPlot.py b/validmind/tests/ongoing_monitoring/TargetPredictionDistributionPlot.py
index 24abd65f5..048604cb9 100644
--- a/validmind/tests/ongoing_monitoring/TargetPredictionDistributionPlot.py
+++ b/validmind/tests/ongoing_monitoring/TargetPredictionDistributionPlot.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/output.py b/validmind/tests/output.py
index 3014b2025..648d3b98d 100644
--- a/validmind/tests/output.py
+++ b/validmind/tests/output.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/plots/BoxPlot.py b/validmind/tests/plots/BoxPlot.py
index 02c51c36a..402cdaff8 100644
--- a/validmind/tests/plots/BoxPlot.py
+++ b/validmind/tests/plots/BoxPlot.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/plots/CorrelationHeatmap.py b/validmind/tests/plots/CorrelationHeatmap.py
index ec4834250..5897175dd 100644
--- a/validmind/tests/plots/CorrelationHeatmap.py
+++ b/validmind/tests/plots/CorrelationHeatmap.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/plots/HistogramPlot.py b/validmind/tests/plots/HistogramPlot.py
index 862698525..48d69cbeb 100644
--- a/validmind/tests/plots/HistogramPlot.py
+++ b/validmind/tests/plots/HistogramPlot.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/plots/ViolinPlot.py b/validmind/tests/plots/ViolinPlot.py
index a90908b41..aeff2feb5 100644
--- a/validmind/tests/plots/ViolinPlot.py
+++ b/validmind/tests/plots/ViolinPlot.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/prompt_validation/Bias.py b/validmind/tests/prompt_validation/Bias.py
index 9b5ed6b0f..8843d356d 100644
--- a/validmind/tests/prompt_validation/Bias.py
+++ b/validmind/tests/prompt_validation/Bias.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/prompt_validation/Clarity.py b/validmind/tests/prompt_validation/Clarity.py
index b7382e06f..244c041e2 100644
--- a/validmind/tests/prompt_validation/Clarity.py
+++ b/validmind/tests/prompt_validation/Clarity.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/prompt_validation/Conciseness.py b/validmind/tests/prompt_validation/Conciseness.py
index c0c737a08..4e5127b1b 100644
--- a/validmind/tests/prompt_validation/Conciseness.py
+++ b/validmind/tests/prompt_validation/Conciseness.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/prompt_validation/Delimitation.py b/validmind/tests/prompt_validation/Delimitation.py
index 83473b4b6..09c667b45 100644
--- a/validmind/tests/prompt_validation/Delimitation.py
+++ b/validmind/tests/prompt_validation/Delimitation.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/prompt_validation/NegativeInstruction.py b/validmind/tests/prompt_validation/NegativeInstruction.py
index 882065248..6da4bbfdb 100644
--- a/validmind/tests/prompt_validation/NegativeInstruction.py
+++ b/validmind/tests/prompt_validation/NegativeInstruction.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/prompt_validation/Robustness.py b/validmind/tests/prompt_validation/Robustness.py
index 3964f1b89..74d17944a 100644
--- a/validmind/tests/prompt_validation/Robustness.py
+++ b/validmind/tests/prompt_validation/Robustness.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/prompt_validation/Specificity.py b/validmind/tests/prompt_validation/Specificity.py
index c63844d16..363ed44e8 100644
--- a/validmind/tests/prompt_validation/Specificity.py
+++ b/validmind/tests/prompt_validation/Specificity.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/prompt_validation/ai_powered_test.py b/validmind/tests/prompt_validation/ai_powered_test.py
index 493f79205..75380884b 100644
--- a/validmind/tests/prompt_validation/ai_powered_test.py
+++ b/validmind/tests/prompt_validation/ai_powered_test.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/run.py b/validmind/tests/run.py
index 1d2087f7d..7e316c177 100644
--- a/validmind/tests/run.py
+++ b/validmind/tests/run.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/stats/CorrelationAnalysis.py b/validmind/tests/stats/CorrelationAnalysis.py
index 41e5c661d..9e5a98d68 100644
--- a/validmind/tests/stats/CorrelationAnalysis.py
+++ b/validmind/tests/stats/CorrelationAnalysis.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/stats/DescriptiveStats.py b/validmind/tests/stats/DescriptiveStats.py
index 7bba318a7..ec93eee32 100644
--- a/validmind/tests/stats/DescriptiveStats.py
+++ b/validmind/tests/stats/DescriptiveStats.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/stats/NormalityTests.py b/validmind/tests/stats/NormalityTests.py
index dad4a8abc..a9cfcc71c 100644
--- a/validmind/tests/stats/NormalityTests.py
+++ b/validmind/tests/stats/NormalityTests.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/stats/OutlierDetection.py b/validmind/tests/stats/OutlierDetection.py
index fc93d4a34..c884fc594 100644
--- a/validmind/tests/stats/OutlierDetection.py
+++ b/validmind/tests/stats/OutlierDetection.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/test_providers.py b/validmind/tests/test_providers.py
index c4ac01aa7..0972f4ba8 100644
--- a/validmind/tests/test_providers.py
+++ b/validmind/tests/test_providers.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/utils.py b/validmind/tests/utils.py
index 5db372f8b..79459b288 100644
--- a/validmind/tests/utils.py
+++ b/validmind/tests/utils.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/unit_metrics/__init__.py b/validmind/unit_metrics/__init__.py
index a4327b473..102304ce9 100644
--- a/validmind/unit_metrics/__init__.py
+++ b/validmind/unit_metrics/__init__.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/unit_metrics/classification/Accuracy.py b/validmind/unit_metrics/classification/Accuracy.py
index d9e80a4a2..9b8c218ba 100644
--- a/validmind/unit_metrics/classification/Accuracy.py
+++ b/validmind/unit_metrics/classification/Accuracy.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/unit_metrics/classification/F1.py b/validmind/unit_metrics/classification/F1.py
index 4a9237eb1..029cb598d 100644
--- a/validmind/unit_metrics/classification/F1.py
+++ b/validmind/unit_metrics/classification/F1.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/unit_metrics/classification/Precision.py b/validmind/unit_metrics/classification/Precision.py
index 2fb42eb2c..457dc7bd5 100644
--- a/validmind/unit_metrics/classification/Precision.py
+++ b/validmind/unit_metrics/classification/Precision.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/unit_metrics/classification/ROC_AUC.py b/validmind/unit_metrics/classification/ROC_AUC.py
index 133e4dac3..6e8bdafd2 100644
--- a/validmind/unit_metrics/classification/ROC_AUC.py
+++ b/validmind/unit_metrics/classification/ROC_AUC.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/unit_metrics/classification/Recall.py b/validmind/unit_metrics/classification/Recall.py
index 70482cd33..25e992558 100644
--- a/validmind/unit_metrics/classification/Recall.py
+++ b/validmind/unit_metrics/classification/Recall.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/unit_metrics/regression/AdjustedRSquaredScore.py b/validmind/unit_metrics/regression/AdjustedRSquaredScore.py
index 5506dc892..36bf82245 100644
--- a/validmind/unit_metrics/regression/AdjustedRSquaredScore.py
+++ b/validmind/unit_metrics/regression/AdjustedRSquaredScore.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/unit_metrics/regression/GiniCoefficient.py b/validmind/unit_metrics/regression/GiniCoefficient.py
index caf475cce..9e2ec3147 100644
--- a/validmind/unit_metrics/regression/GiniCoefficient.py
+++ b/validmind/unit_metrics/regression/GiniCoefficient.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/unit_metrics/regression/HuberLoss.py b/validmind/unit_metrics/regression/HuberLoss.py
index 531c6cc64..00f967a4f 100644
--- a/validmind/unit_metrics/regression/HuberLoss.py
+++ b/validmind/unit_metrics/regression/HuberLoss.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/unit_metrics/regression/KolmogorovSmirnovStatistic.py b/validmind/unit_metrics/regression/KolmogorovSmirnovStatistic.py
index 6ec5e9d74..0dc4564b3 100644
--- a/validmind/unit_metrics/regression/KolmogorovSmirnovStatistic.py
+++ b/validmind/unit_metrics/regression/KolmogorovSmirnovStatistic.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/unit_metrics/regression/MeanAbsoluteError.py b/validmind/unit_metrics/regression/MeanAbsoluteError.py
index 711a5237a..dda3b17ed 100644
--- a/validmind/unit_metrics/regression/MeanAbsoluteError.py
+++ b/validmind/unit_metrics/regression/MeanAbsoluteError.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/unit_metrics/regression/MeanAbsolutePercentageError.py b/validmind/unit_metrics/regression/MeanAbsolutePercentageError.py
index bb4e93f9c..86099caa2 100644
--- a/validmind/unit_metrics/regression/MeanAbsolutePercentageError.py
+++ b/validmind/unit_metrics/regression/MeanAbsolutePercentageError.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/unit_metrics/regression/MeanBiasDeviation.py b/validmind/unit_metrics/regression/MeanBiasDeviation.py
index 2c58fb93a..86e27e690 100644
--- a/validmind/unit_metrics/regression/MeanBiasDeviation.py
+++ b/validmind/unit_metrics/regression/MeanBiasDeviation.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/unit_metrics/regression/MeanSquaredError.py b/validmind/unit_metrics/regression/MeanSquaredError.py
index 1f38cade0..683c6800d 100644
--- a/validmind/unit_metrics/regression/MeanSquaredError.py
+++ b/validmind/unit_metrics/regression/MeanSquaredError.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/unit_metrics/regression/QuantileLoss.py b/validmind/unit_metrics/regression/QuantileLoss.py
index 8b09e1df0..1e6e3e5d3 100644
--- a/validmind/unit_metrics/regression/QuantileLoss.py
+++ b/validmind/unit_metrics/regression/QuantileLoss.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/unit_metrics/regression/RSquaredScore.py b/validmind/unit_metrics/regression/RSquaredScore.py
index 2be53f798..27aa8da04 100644
--- a/validmind/unit_metrics/regression/RSquaredScore.py
+++ b/validmind/unit_metrics/regression/RSquaredScore.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/unit_metrics/regression/RootMeanSquaredError.py b/validmind/unit_metrics/regression/RootMeanSquaredError.py
index 25b8e1e93..19f31fd73 100644
--- a/validmind/unit_metrics/regression/RootMeanSquaredError.py
+++ b/validmind/unit_metrics/regression/RootMeanSquaredError.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/utils.py b/validmind/utils.py
index cba6a303b..5094e8910 100644
--- a/validmind/utils.py
+++ b/validmind/utils.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/__init__.py b/validmind/vm_models/__init__.py
index e7babc338..612a1ac8f 100644
--- a/validmind/vm_models/__init__.py
+++ b/validmind/vm_models/__init__.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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 14320cb13..71133999e 100644
--- a/validmind/vm_models/dataset/__init__.py
+++ b/validmind/vm_models/dataset/__init__.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/dataset.py b/validmind/vm_models/dataset/dataset.py
index 90600fdf1..c59d37077 100644
--- a/validmind/vm_models/dataset/dataset.py
+++ b/validmind/vm_models/dataset/dataset.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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 3a4593d79..813723524 100644
--- a/validmind/vm_models/dataset/utils.py
+++ b/validmind/vm_models/dataset/utils.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/figure.py b/validmind/vm_models/figure.py
index 52d896e2e..b10717a8e 100644
--- a/validmind/vm_models/figure.py
+++ b/validmind/vm_models/figure.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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 d7696dc82..45b8e3e52 100644
--- a/validmind/vm_models/html_progress.py
+++ b/validmind/vm_models/html_progress.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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 6882a744e..ae2e002f5 100644
--- a/validmind/vm_models/html_renderer.py
+++ b/validmind/vm_models/html_renderer.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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 1805fb76d..f8f68f502 100644
--- a/validmind/vm_models/input.py
+++ b/validmind/vm_models/input.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/model.py b/validmind/vm_models/model.py
index 4cbffb486..debc9c5c3 100644
--- a/validmind/vm_models/model.py
+++ b/validmind/vm_models/model.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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 bcdf44739..3d1a7267a 100644
--- a/validmind/vm_models/result/__init__.py
+++ b/validmind/vm_models/result/__init__.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/pii_filter.py b/validmind/vm_models/result/pii_filter.py
index e466880f7..ce0855ccc 100644
--- a/validmind/vm_models/result/pii_filter.py
+++ b/validmind/vm_models/result/pii_filter.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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 e2cffd1f6..ce7e502f8 100644
--- a/validmind/vm_models/result/result.py
+++ b/validmind/vm_models/result/result.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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 1494ab8ab..9dfbb90e2 100644
--- a/validmind/vm_models/result/utils.py
+++ b/validmind/vm_models/result/utils.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/test_suite/__init__.py b/validmind/vm_models/test_suite/__init__.py
index 9c1c1ea10..ba6f02e11 100644
--- a/validmind/vm_models/test_suite/__init__.py
+++ b/validmind/vm_models/test_suite/__init__.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/test_suite/runner.py b/validmind/vm_models/test_suite/runner.py
index da6c8b702..b15697b8d 100644
--- a/validmind/vm_models/test_suite/runner.py
+++ b/validmind/vm_models/test_suite/runner.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/test_suite/summary.py b/validmind/vm_models/test_suite/summary.py
index c567fb7fe..b1a4c5dc2 100644
--- a/validmind/vm_models/test_suite/summary.py
+++ b/validmind/vm_models/test_suite/summary.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/test_suite/test.py b/validmind/vm_models/test_suite/test.py
index c4d9da682..a9943fe87 100644
--- a/validmind/vm_models/test_suite/test.py
+++ b/validmind/vm_models/test_suite/test.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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/test_suite/test_suite.py b/validmind/vm_models/test_suite/test_suite.py
index fe80b59da..b86a7a7f8 100644
--- a/validmind/vm_models/test_suite/test_suite.py
+++ b/validmind/vm_models/test_suite/test_suite.py
@@ -1,4 +1,4 @@
-# Copyright © 2023-2024 ValidMind Inc. All rights reserved.
+# Copyright © 2023-2026 ValidMind Inc. All 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 cb6b5988a1624bc761dde09d97a58c78484ba37d Mon Sep 17 00:00:00 2001
From: Beck <164545837+validbeck@users.noreply.github.com>
Date: Thu, 15 Jan 2026 10:52:57 -0800
Subject: [PATCH 06/31] notebooks/templates
---
notebooks/templates/e2e-notebook.ipynb | 13 +++++++++++++
1 file changed, 13 insertions(+)
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": {
From 20f5e711e1b31295bc4aa9a5b1fe284a62e0c33e Mon Sep 17 00:00:00 2001
From: Beck <164545837+validbeck@users.noreply.github.com>
Date: Thu, 15 Jan 2026 10:53:52 -0800
Subject: [PATCH 07/31] notebooks/tutorials/model_development
---
.../model_development/1-set_up_validmind.ipynb | 14 ++++++++++++++
.../2-start_development_process.ipynb | 13 +++++++++++++
.../3-integrate_custom_tests.ipynb | 13 +++++++++++++
.../4-finalize_testing_documentation.ipynb | 13 +++++++++++++
4 files changed, 53 insertions(+)
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": {
From 68e0b31670c315f41bbf296b5d82be202fbfec7f Mon Sep 17 00:00:00 2001
From: Beck <164545837+validbeck@users.noreply.github.com>
Date: Thu, 15 Jan 2026 10:54:49 -0800
Subject: [PATCH 08/31] notebooks/tutorials/model_validation
---
.../1-set_up_validmind_for_validation.ipynb | 14 ++++++++++++++
.../2-start_validation_process.ipynb | 13 +++++++++++++
.../3-developing_challenger_model.ipynb | 13 +++++++++++++
.../4-finalize_validation_reporting.ipynb | 13 +++++++++++++
4 files changed, 53 insertions(+)
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": {
From c41dd42d94157db5edce9cc9caf731bade6d9a2d Mon Sep 17 00:00:00 2001
From: Beck <164545837+validbeck@users.noreply.github.com>
Date: Thu, 15 Jan 2026 10:55:53 -0800
Subject: [PATCH 09/31] notebooks/quickstart
---
.../quickstart_model_documentation.ipynb | 14 ++++++++++++++
.../quickstart/quickstart_model_validation.ipynb | 14 ++++++++++++++
2 files changed, 28 insertions(+)
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": {
From 152f1fbf624d401b32be1679de4f3e438c7c92bb Mon Sep 17 00:00:00 2001
From: Beck <164545837+validbeck@users.noreply.github.com>
Date: Thu, 15 Jan 2026 10:56:50 -0800
Subject: [PATCH 10/31] notebooks/how_to/run_tests
---
.../run_tests/1_run_dataset_based_tests.ipynb | 13 +++++++++++++
.../how_to/run_tests/2_run_comparison_tests.ipynb | 13 +++++++++++++
2 files changed, 26 insertions(+)
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": {
From 55bbb1c2294285b34cb982b31833084b51fb6a7e Mon Sep 17 00:00:00 2001
From: Beck <164545837+validbeck@users.noreply.github.com>
Date: Thu, 15 Jan 2026 10:58:49 -0800
Subject: [PATCH 11/31] notebooks/how_to/
---
.../assign_scores_complete_tutorial.ipynb | 13 +++++++++++++
.../how_to/configure_dataset_features.ipynb | 13 +++++++++++++
.../customize_test_result_descriptions.ipynb | 13 +++++++++++++
...t_multiple_results_for_the_same_test.ipynb | 13 +++++++++++++
notebooks/how_to/enable_pii_detection.ipynb | 14 ++++++++++++++
notebooks/how_to/explore_test_suites.ipynb | 19 ++++++++++++++++---
notebooks/how_to/explore_tests.ipynb | 13 +++++++++++++
notebooks/how_to/filter_input_columns.ipynb | 13 +++++++++++++
.../how_to/load_datasets_predictions.ipynb | 13 +++++++++++++
notebooks/how_to/log_metrics_over_time.ipynb | 13 +++++++++++++
.../how_to/run_documentation_sections.ipynb | 13 +++++++++++++
.../run_documentation_tests_with_config.ipynb | 13 +++++++++++++
...tests_that_require_multiple_datasets.ipynb | 13 +++++++++++++
notebooks/how_to/run_unit_metrics.ipynb | 13 +++++++++++++
.../how_to/understand_utilize_rawdata.ipynb | 14 ++++++++++++++
.../how_to/use_dataset_model_objects.ipynb | 13 +++++++++++++
16 files changed, 213 insertions(+), 3 deletions(-)
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_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": {
From e1d0cf583569e1786edfeaadb84534332874a631 Mon Sep 17 00:00:00 2001
From: Beck <164545837+validbeck@users.noreply.github.com>
Date: Thu, 15 Jan 2026 10:59:09 -0800
Subject: [PATCH 12/31] notebooks/code_sharing/clustering
---
.../clustering/quickstart_cluster_demo.ipynb | 13 +++++++++++++
1 file changed, 13 insertions(+)
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": {
From f766a8e7d826217fa2254fef68f8b05937f0917a Mon Sep 17 00:00:00 2001
From: Beck <164545837+validbeck@users.noreply.github.com>
Date: Thu, 15 Jan 2026 10:59:30 -0800
Subject: [PATCH 13/31] notebooks/code_sharing/credit_risk
---
.../assign_prediction_probabilities.ipynb | 13 +++++++++++++
1 file changed, 13 insertions(+)
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": {
From 3a31cf205c802b0d81949c266f3199e70aab7d7b Mon Sep 17 00:00:00 2001
From: Beck <164545837+validbeck@users.noreply.github.com>
Date: Thu, 15 Jan 2026 10:59:59 -0800
Subject: [PATCH 14/31] notebooks/code_sharing/embeddings
---
.../embeddings/quickstart_embeddings_demo.ipynb | 14 ++++++++++++++
1 file changed, 14 insertions(+)
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": {
From d2d71f58a8d9c398b30d6d8632a593ae86b156dc Mon Sep 17 00:00:00 2001
From: Beck <164545837+validbeck@users.noreply.github.com>
Date: Thu, 15 Jan 2026 11:00:39 -0800
Subject: [PATCH 15/31] notebooks/code_sharing/insurance_mortality
---
.../insurance_validation_demo.ipynb | 13 +++++++++++++
.../validmind_insurance_POC.ipynb | 16 +++++++++++-----
2 files changed, 24 insertions(+), 5 deletions(-)
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": {
From 6ed8139dc3f001b6cecc5325371ecf11297f02ca Mon Sep 17 00:00:00 2001
From: Beck <164545837+validbeck@users.noreply.github.com>
Date: Thu, 15 Jan 2026 11:01:46 -0800
Subject: [PATCH 16/31] notebooks/code_sharing/llm
---
notebooks/code_sharing/llm/rag_llamaindex.ipynb | 13 +++++++++++++
.../llm/rag_rfp_answer_generation.ipynb | 13 +++++++++++++
.../llm/rag_rfp_answer_generation_langchain.ipynb | 13 +++++++++++++
.../llm/rag_rfp_question_similarity.ipynb | 13 +++++++++++++
.../llm/rag_vendor_contracts_llamaindex.ipynb | 13 +++++++++++++
.../genai_vendor_contract_agent_usecase_poc.ipynb | 13 +++++++++++++
6 files changed, 78 insertions(+)
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": {
From 61516e543b9033ff3393ef060be0281b57c1b935 Mon Sep 17 00:00:00 2001
From: Beck <164545837+validbeck@users.noreply.github.com>
Date: Thu, 15 Jan 2026 11:02:15 -0800
Subject: [PATCH 17/31] notebooks/code_sharing/market_basket_analysis
---
.../market_basket_analysis/mba_poc.ipynb | 13 +++++++++++++
1 file changed, 13 insertions(+)
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": {
From efce0192c6b305de868e1c4921d02d1bd10b8606 Mon Sep 17 00:00:00 2001
From: Beck <164545837+validbeck@users.noreply.github.com>
Date: Thu, 15 Jan 2026 11:02:59 -0800
Subject: [PATCH 18/31] notebooks/code_sharing/operational_deposit
---
.../operational_deposit_poc.ipynb | 13 +++++++++++++
.../synthetic_data_generation.ipynb | 14 ++++++++++----
2 files changed, 23 insertions(+), 4 deletions(-)
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": {
From 3073a1ceec461790b57c26f6dbe7cb04136d4c88 Mon Sep 17 00:00:00 2001
From: Beck <164545837+validbeck@users.noreply.github.com>
Date: Thu, 15 Jan 2026 11:03:25 -0800
Subject: [PATCH 19/31] notebooks/code_sharing/output_templates
---
.../customizing_tests_with_output_templates.ipynb | 13 +++++++++++++
1 file changed, 13 insertions(+)
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": {
From 6187cb86f925635de31de9937f60736d6d20af47 Mon Sep 17 00:00:00 2001
From: Beck <164545837+validbeck@users.noreply.github.com>
Date: Thu, 15 Jan 2026 11:03:44 -0800
Subject: [PATCH 20/31] notebooks/code_sharing/regression
---
.../regression/regression_unit_metrics.ipynb | 13 +++++++++++++
1 file changed, 13 insertions(+)
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": {
From 7f2d1f9d8c9f560e5345cbe1a54aba0f4827c4ca Mon Sep 17 00:00:00 2001
From: Beck <164545837+validbeck@users.noreply.github.com>
Date: Thu, 15 Jan 2026 11:04:34 -0800
Subject: [PATCH 21/31] notebooks/code_sharing/
---
.../code_sharing/deepeval_integration_demo.ipynb | 13 +++++++++++++
.../geval_deepeval_integration_demo.ipynb | 13 +++++++++++++
notebooks/code_sharing/plots_and_stats_demo.ipynb | 13 +++++++++++++
.../code_sharing/post_processing_functions.ipynb | 13 +++++++++++++
.../test_configuration_updates_demo.ipynb | 13 +++++++++++++
5 files changed, 65 insertions(+)
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/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/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/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": {
From dee8dd7a91876614e8aca6a05fc784445c032b87 Mon Sep 17 00:00:00 2001
From: Beck <164545837+validbeck@users.noreply.github.com>
Date: Thu, 15 Jan 2026 11:04:59 -0800
Subject: [PATCH 22/31] notebooks/code_samples/agents
---
.../langgraph_agent_simple_banking_demo.ipynb | 13 +++++++++++++
1 file changed, 13 insertions(+)
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": {
From 5cacf1ee20744de86dc6d48564087ff0c10fa9c3 Mon Sep 17 00:00:00 2001
From: Beck <164545837+validbeck@users.noreply.github.com>
Date: Thu, 15 Jan 2026 11:05:27 -0800
Subject: [PATCH 23/31] notebooks/code_samples/capital_markets
---
.../quickstart_option_pricing_models.ipynb | 14 ++++++++++++++
...quickstart_option_pricing_models_quantlib.ipynb | 14 ++++++++++++++
2 files changed, 28 insertions(+)
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": {
From ea88c82a3a03836368c631432396ad6cc4c084fc Mon Sep 17 00:00:00 2001
From: Beck <164545837+validbeck@users.noreply.github.com>
Date: Thu, 15 Jan 2026 11:05:41 -0800
Subject: [PATCH 24/31] notebooks/code_samples/code_explainer
---
.../quickstart_code_explainer_demo.ipynb | 13 +++++++++++++
1 file changed, 13 insertions(+)
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": {
From f34b698a3ffbdce4c4ed8714131dafeba6aaf79c Mon Sep 17 00:00:00 2001
From: Beck <164545837+validbeck@users.noreply.github.com>
Date: Thu, 15 Jan 2026 11:06:31 -0800
Subject: [PATCH 25/31] notebooks/code_samples/credit_risk
---
.../application_scorecard_executive.ipynb | 13 +++++++++++++
.../application_scorecard_full_suite.ipynb | 13 +++++++++++++
.../application_scorecard_with_bias.ipynb | 13 +++++++++++++
.../credit_risk/application_scorecard_with_ml.ipynb | 13 +++++++++++++
.../document_excel_application_scorecard.ipynb | 13 +++++++++++++
5 files changed, 65 insertions(+)
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": {
From cbf65843b77dd13deefe33fdc31574bec85e89f5 Mon Sep 17 00:00:00 2001
From: Beck <164545837+validbeck@users.noreply.github.com>
Date: Thu, 15 Jan 2026 11:07:00 -0800
Subject: [PATCH 26/31] notebooks/code_samples/custom_tests
---
.../custom_tests/implement_custom_tests.ipynb | 13 +++++++++++++
.../integrate_external_test_providers.ipynb | 13 +++++++++++++
2 files changed, 26 insertions(+)
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": {
From e3f7f8476b6c7bd201b0cc553a117be409e8552f Mon Sep 17 00:00:00 2001
From: Beck <164545837+validbeck@users.noreply.github.com>
Date: Thu, 15 Jan 2026 11:09:12 -0800
Subject: [PATCH 27/31] notebooks/code_samples/model_validation
---
.../validate_application_scorecard.ipynb | 13 +++++++++++++
1 file changed, 13 insertions(+)
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": {
From a5d281277f171518bf348b51f1e8963b6516c75c Mon Sep 17 00:00:00 2001
From: Beck <164545837+validbeck@users.noreply.github.com>
Date: Thu, 15 Jan 2026 11:10:16 -0800
Subject: [PATCH 28/31] notebooks/code_samples/nlp_and_llm
---
.../foundation_models_integration_demo.ipynb | 13 +++++++++++++
.../foundation_models_summarization_demo.ipynb | 13 +++++++++++++
.../nlp_and_llm/hugging_face_integration_demo.ipynb | 13 +++++++++++++
.../hugging_face_summarization_demo.ipynb | 13 +++++++++++++
.../nlp_and_llm/llm_summarization_demo.ipynb | 13 +++++++++++++
.../nlp_and_llm/prompt_validation_demo.ipynb | 13 +++++++++++++
.../nlp_and_llm/rag_benchmark_demo.ipynb | 13 +++++++++++++
.../nlp_and_llm/rag_documentation_demo.ipynb | 13 +++++++++++++
8 files changed, 104 insertions(+)
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": {
From e8e2a4b52362a3e407e8506ee55976b4064e96f4 Mon Sep 17 00:00:00 2001
From: Beck <164545837+validbeck@users.noreply.github.com>
Date: Thu, 15 Jan 2026 11:10:42 -0800
Subject: [PATCH 29/31] notebooks/code_samples/ongoing_monitoring
---
.../application_scorecard_ongoing_monitoring.ipynb | 13 +++++++++++++
...ickstart_customer_churn_ongoing_monitoring.ipynb | 13 +++++++++++++
2 files changed, 26 insertions(+)
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": {
From 4e09949fb0c344bba23a26f297ad64d6a0bd4c2d Mon Sep 17 00:00:00 2001
From: Beck <164545837+validbeck@users.noreply.github.com>
Date: Thu, 15 Jan 2026 11:11:05 -0800
Subject: [PATCH 30/31] notebooks/code_samples/regression
---
.../quickstart_regression_full_suite.ipynb | 13 +++++++++++++
1 file changed, 13 insertions(+)
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": {
From c014166e623c0fdc5525777ed3b45706649fdb1c Mon Sep 17 00:00:00 2001
From: Beck <164545837+validbeck@users.noreply.github.com>
Date: Thu, 15 Jan 2026 11:11:40 -0800
Subject: [PATCH 31/31] notebooks/code_samples/time_series
---
.../quickstart_time_series_full_suite.ipynb | 13 +++++++++++++
.../quickstart_time_series_high_code.ipynb | 13 +++++++++++++
2 files changed, 26 insertions(+)
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": {