diff --git a/latest/_autosummary/baybe.acquisition.acqfs.ExpectedImprovement.html b/latest/_autosummary/baybe.acquisition.acqfs.ExpectedImprovement.html
index 9826c90558..cc95fc0126 100644
--- a/latest/_autosummary/baybe.acquisition.acqfs.ExpectedImprovement.html
+++ b/latest/_autosummary/baybe.acquisition.acqfs.ExpectedImprovement.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
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diff --git a/latest/_autosummary/baybe.acquisition.acqfs.LogExpectedImprovement.html b/latest/_autosummary/baybe.acquisition.acqfs.LogExpectedImprovement.html
index 5312837f64..4273da62db 100644
--- a/latest/_autosummary/baybe.acquisition.acqfs.LogExpectedImprovement.html
+++ b/latest/_autosummary/baybe.acquisition.acqfs.LogExpectedImprovement.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.acquisition.acqfs.PosteriorMean.html b/latest/_autosummary/baybe.acquisition.acqfs.PosteriorMean.html
index ee12a7dd6f..2d80486c5c 100644
--- a/latest/_autosummary/baybe.acquisition.acqfs.PosteriorMean.html
+++ b/latest/_autosummary/baybe.acquisition.acqfs.PosteriorMean.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
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 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.acquisition.acqfs.PosteriorStandardDeviation.html b/latest/_autosummary/baybe.acquisition.acqfs.PosteriorStandardDeviation.html
index fbe796164e..1fd7d7a7ea 100644
--- a/latest/_autosummary/baybe.acquisition.acqfs.PosteriorStandardDeviation.html
+++ b/latest/_autosummary/baybe.acquisition.acqfs.PosteriorStandardDeviation.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.acquisition.acqfs.ProbabilityOfImprovement.html b/latest/_autosummary/baybe.acquisition.acqfs.ProbabilityOfImprovement.html
index a4d386b357..f0f1e7e018 100644
--- a/latest/_autosummary/baybe.acquisition.acqfs.ProbabilityOfImprovement.html
+++ b/latest/_autosummary/baybe.acquisition.acqfs.ProbabilityOfImprovement.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.acquisition.acqfs.UpperConfidenceBound.html b/latest/_autosummary/baybe.acquisition.acqfs.UpperConfidenceBound.html
index 129ab6c2ce..85b933e8d2 100644
--- a/latest/_autosummary/baybe.acquisition.acqfs.UpperConfidenceBound.html
+++ b/latest/_autosummary/baybe.acquisition.acqfs.UpperConfidenceBound.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.acquisition.acqfs.html b/latest/_autosummary/baybe.acquisition.acqfs.html
index 227f5e9e58..8610e1377b 100644
--- a/latest/_autosummary/baybe.acquisition.acqfs.html
+++ b/latest/_autosummary/baybe.acquisition.acqfs.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.acquisition.acqfs.qExpectedImprovement.html b/latest/_autosummary/baybe.acquisition.acqfs.qExpectedImprovement.html
index 427dac060c..10bc20039b 100644
--- a/latest/_autosummary/baybe.acquisition.acqfs.qExpectedImprovement.html
+++ b/latest/_autosummary/baybe.acquisition.acqfs.qExpectedImprovement.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.acquisition.acqfs.qKnowledgeGradient.html b/latest/_autosummary/baybe.acquisition.acqfs.qKnowledgeGradient.html
index 67615fdb78..1ea8dfb585 100644
--- a/latest/_autosummary/baybe.acquisition.acqfs.qKnowledgeGradient.html
+++ b/latest/_autosummary/baybe.acquisition.acqfs.qKnowledgeGradient.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.acquisition.acqfs.qLogExpectedImprovement.html b/latest/_autosummary/baybe.acquisition.acqfs.qLogExpectedImprovement.html
index 260af600f3..4cc79f4132 100644
--- a/latest/_autosummary/baybe.acquisition.acqfs.qLogExpectedImprovement.html
+++ b/latest/_autosummary/baybe.acquisition.acqfs.qLogExpectedImprovement.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.acquisition.acqfs.qLogNoisyExpectedImprovement.html b/latest/_autosummary/baybe.acquisition.acqfs.qLogNoisyExpectedImprovement.html
index efa45b8ce2..117d79598d 100644
--- a/latest/_autosummary/baybe.acquisition.acqfs.qLogNoisyExpectedImprovement.html
+++ b/latest/_autosummary/baybe.acquisition.acqfs.qLogNoisyExpectedImprovement.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.acquisition.acqfs.qNegIntegratedPosteriorVariance.html b/latest/_autosummary/baybe.acquisition.acqfs.qNegIntegratedPosteriorVariance.html
index cf85a5dd3d..cdd296b449 100644
--- a/latest/_autosummary/baybe.acquisition.acqfs.qNegIntegratedPosteriorVariance.html
+++ b/latest/_autosummary/baybe.acquisition.acqfs.qNegIntegratedPosteriorVariance.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.acquisition.acqfs.qNoisyExpectedImprovement.html b/latest/_autosummary/baybe.acquisition.acqfs.qNoisyExpectedImprovement.html
index eeb51c2761..432d791996 100644
--- a/latest/_autosummary/baybe.acquisition.acqfs.qNoisyExpectedImprovement.html
+++ b/latest/_autosummary/baybe.acquisition.acqfs.qNoisyExpectedImprovement.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.acquisition.acqfs.qProbabilityOfImprovement.html b/latest/_autosummary/baybe.acquisition.acqfs.qProbabilityOfImprovement.html
index 24336e1e8d..b78f670d98 100644
--- a/latest/_autosummary/baybe.acquisition.acqfs.qProbabilityOfImprovement.html
+++ b/latest/_autosummary/baybe.acquisition.acqfs.qProbabilityOfImprovement.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.acquisition.acqfs.qSimpleRegret.html b/latest/_autosummary/baybe.acquisition.acqfs.qSimpleRegret.html
index 352b16760d..18a118591a 100644
--- a/latest/_autosummary/baybe.acquisition.acqfs.qSimpleRegret.html
+++ b/latest/_autosummary/baybe.acquisition.acqfs.qSimpleRegret.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.acquisition.acqfs.qThompsonSampling.html b/latest/_autosummary/baybe.acquisition.acqfs.qThompsonSampling.html
index 77cfaf8e4a..4770f61e00 100644
--- a/latest/_autosummary/baybe.acquisition.acqfs.qThompsonSampling.html
+++ b/latest/_autosummary/baybe.acquisition.acqfs.qThompsonSampling.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.acquisition.acqfs.qUpperConfidenceBound.html b/latest/_autosummary/baybe.acquisition.acqfs.qUpperConfidenceBound.html
index a0049266fd..ffd6cb6d88 100644
--- a/latest/_autosummary/baybe.acquisition.acqfs.qUpperConfidenceBound.html
+++ b/latest/_autosummary/baybe.acquisition.acqfs.qUpperConfidenceBound.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.acquisition.base.AcquisitionFunction.html b/latest/_autosummary/baybe.acquisition.base.AcquisitionFunction.html
index 8c5407eeca..254a7e6afe 100644
--- a/latest/_autosummary/baybe.acquisition.base.AcquisitionFunction.html
+++ b/latest/_autosummary/baybe.acquisition.base.AcquisitionFunction.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.acquisition.base.html b/latest/_autosummary/baybe.acquisition.base.html
index ef36610935..db6d9b68cb 100644
--- a/latest/_autosummary/baybe.acquisition.base.html
+++ b/latest/_autosummary/baybe.acquisition.base.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.acquisition.html b/latest/_autosummary/baybe.acquisition.html
index 5c33e99caa..e4f181baaf 100644
--- a/latest/_autosummary/baybe.acquisition.html
+++ b/latest/_autosummary/baybe.acquisition.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.acquisition.partial.PartialAcquisitionFunction.html b/latest/_autosummary/baybe.acquisition.partial.PartialAcquisitionFunction.html
index e1b2b45433..b0e35fe905 100644
--- a/latest/_autosummary/baybe.acquisition.partial.PartialAcquisitionFunction.html
+++ b/latest/_autosummary/baybe.acquisition.partial.PartialAcquisitionFunction.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.acquisition.partial.html b/latest/_autosummary/baybe.acquisition.partial.html
index 8b45cdfaeb..5a455a3f30 100644
--- a/latest/_autosummary/baybe.acquisition.partial.html
+++ b/latest/_autosummary/baybe.acquisition.partial.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.acquisition.utils.convert_acqf.html b/latest/_autosummary/baybe.acquisition.utils.convert_acqf.html
index 9df6027df8..1133046fc5 100644
--- a/latest/_autosummary/baybe.acquisition.utils.convert_acqf.html
+++ b/latest/_autosummary/baybe.acquisition.utils.convert_acqf.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.acquisition.utils.html b/latest/_autosummary/baybe.acquisition.utils.html
index 97aa00d865..3c96fce03a 100644
--- a/latest/_autosummary/baybe.acquisition.utils.html
+++ b/latest/_autosummary/baybe.acquisition.utils.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.acquisition.utils.str_to_acqf.html b/latest/_autosummary/baybe.acquisition.utils.str_to_acqf.html
index ef51758809..e70f6efd01 100644
--- a/latest/_autosummary/baybe.acquisition.utils.str_to_acqf.html
+++ b/latest/_autosummary/baybe.acquisition.utils.str_to_acqf.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.campaign.Campaign.html b/latest/_autosummary/baybe.campaign.Campaign.html
index 6bee2e2909..df37a8ec4f 100644
--- a/latest/_autosummary/baybe.campaign.Campaign.html
+++ b/latest/_autosummary/baybe.campaign.Campaign.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.campaign.html b/latest/_autosummary/baybe.campaign.html
index d93913d5d4..f8f00b14a3 100644
--- a/latest/_autosummary/baybe.campaign.html
+++ b/latest/_autosummary/baybe.campaign.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.constraints.base.CardinalityConstraint.html b/latest/_autosummary/baybe.constraints.base.CardinalityConstraint.html
index d010e0d12b..3c35967c03 100644
--- a/latest/_autosummary/baybe.constraints.base.CardinalityConstraint.html
+++ b/latest/_autosummary/baybe.constraints.base.CardinalityConstraint.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.constraints.base.Constraint.html b/latest/_autosummary/baybe.constraints.base.Constraint.html
index 69505902bc..52264d227d 100644
--- a/latest/_autosummary/baybe.constraints.base.Constraint.html
+++ b/latest/_autosummary/baybe.constraints.base.Constraint.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.constraints.base.ContinuousConstraint.html b/latest/_autosummary/baybe.constraints.base.ContinuousConstraint.html
index 9e5bb3dbd9..3a3fe59921 100644
--- a/latest/_autosummary/baybe.constraints.base.ContinuousConstraint.html
+++ b/latest/_autosummary/baybe.constraints.base.ContinuousConstraint.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.constraints.base.ContinuousNonlinearConstraint.html b/latest/_autosummary/baybe.constraints.base.ContinuousNonlinearConstraint.html
index b07b5ca197..bb4b2f136f 100644
--- a/latest/_autosummary/baybe.constraints.base.ContinuousNonlinearConstraint.html
+++ b/latest/_autosummary/baybe.constraints.base.ContinuousNonlinearConstraint.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.constraints.base.DiscreteConstraint.html b/latest/_autosummary/baybe.constraints.base.DiscreteConstraint.html
index cae0441d37..5e8bde04db 100644
--- a/latest/_autosummary/baybe.constraints.base.DiscreteConstraint.html
+++ b/latest/_autosummary/baybe.constraints.base.DiscreteConstraint.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.constraints.base.html b/latest/_autosummary/baybe.constraints.base.html
index 7272d20871..f040083910 100644
--- a/latest/_autosummary/baybe.constraints.base.html
+++ b/latest/_autosummary/baybe.constraints.base.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.constraints.conditions.Condition.html b/latest/_autosummary/baybe.constraints.conditions.Condition.html
index 0661727698..82bbbb21d9 100644
--- a/latest/_autosummary/baybe.constraints.conditions.Condition.html
+++ b/latest/_autosummary/baybe.constraints.conditions.Condition.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.constraints.conditions.SubSelectionCondition.html b/latest/_autosummary/baybe.constraints.conditions.SubSelectionCondition.html
index 2ad3d0676f..58794bdcf0 100644
--- a/latest/_autosummary/baybe.constraints.conditions.SubSelectionCondition.html
+++ b/latest/_autosummary/baybe.constraints.conditions.SubSelectionCondition.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.constraints.conditions.ThresholdCondition.html b/latest/_autosummary/baybe.constraints.conditions.ThresholdCondition.html
index f21be617dd..7736a2ef1c 100644
--- a/latest/_autosummary/baybe.constraints.conditions.ThresholdCondition.html
+++ b/latest/_autosummary/baybe.constraints.conditions.ThresholdCondition.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.constraints.conditions.html b/latest/_autosummary/baybe.constraints.conditions.html
index ef81c278e7..9f519be8b0 100644
--- a/latest/_autosummary/baybe.constraints.conditions.html
+++ b/latest/_autosummary/baybe.constraints.conditions.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
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diff --git a/latest/_autosummary/baybe.constraints.continuous.ContinuousCardinalityConstraint.html b/latest/_autosummary/baybe.constraints.continuous.ContinuousCardinalityConstraint.html
index 08ed75145b..9fadf727b2 100644
--- a/latest/_autosummary/baybe.constraints.continuous.ContinuousCardinalityConstraint.html
+++ b/latest/_autosummary/baybe.constraints.continuous.ContinuousCardinalityConstraint.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
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 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.constraints.continuous.ContinuousLinearConstraint.html b/latest/_autosummary/baybe.constraints.continuous.ContinuousLinearConstraint.html
index e90b795f2f..0110dda329 100644
--- a/latest/_autosummary/baybe.constraints.continuous.ContinuousLinearConstraint.html
+++ b/latest/_autosummary/baybe.constraints.continuous.ContinuousLinearConstraint.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
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diff --git a/latest/_autosummary/baybe.constraints.continuous.html b/latest/_autosummary/baybe.constraints.continuous.html
index 2823b8769a..fde496b925 100644
--- a/latest/_autosummary/baybe.constraints.continuous.html
+++ b/latest/_autosummary/baybe.constraints.continuous.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.constraints.deprecation.ContinuousLinearEqualityConstraint.html b/latest/_autosummary/baybe.constraints.deprecation.ContinuousLinearEqualityConstraint.html
index 6dec93df90..2798ebf3ab 100644
--- a/latest/_autosummary/baybe.constraints.deprecation.ContinuousLinearEqualityConstraint.html
+++ b/latest/_autosummary/baybe.constraints.deprecation.ContinuousLinearEqualityConstraint.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.constraints.deprecation.ContinuousLinearInequalityConstraint.html b/latest/_autosummary/baybe.constraints.deprecation.ContinuousLinearInequalityConstraint.html
index 3440902500..0c5f863e0c 100644
--- a/latest/_autosummary/baybe.constraints.deprecation.ContinuousLinearInequalityConstraint.html
+++ b/latest/_autosummary/baybe.constraints.deprecation.ContinuousLinearInequalityConstraint.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.constraints.deprecation.html b/latest/_autosummary/baybe.constraints.deprecation.html
index e98929fc1c..74ba37f342 100644
--- a/latest/_autosummary/baybe.constraints.deprecation.html
+++ b/latest/_autosummary/baybe.constraints.deprecation.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.constraints.deprecation.structure_constraints.html b/latest/_autosummary/baybe.constraints.deprecation.structure_constraints.html
index 8741fcd72a..16987cc451 100644
--- a/latest/_autosummary/baybe.constraints.deprecation.structure_constraints.html
+++ b/latest/_autosummary/baybe.constraints.deprecation.structure_constraints.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
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diff --git a/latest/_autosummary/baybe.constraints.discrete.DiscreteCardinalityConstraint.html b/latest/_autosummary/baybe.constraints.discrete.DiscreteCardinalityConstraint.html
index 87658c5aac..d0ad086cb6 100644
--- a/latest/_autosummary/baybe.constraints.discrete.DiscreteCardinalityConstraint.html
+++ b/latest/_autosummary/baybe.constraints.discrete.DiscreteCardinalityConstraint.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
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diff --git a/latest/_autosummary/baybe.constraints.discrete.DiscreteCustomConstraint.html b/latest/_autosummary/baybe.constraints.discrete.DiscreteCustomConstraint.html
index acaa0a1059..10fe9e2542 100644
--- a/latest/_autosummary/baybe.constraints.discrete.DiscreteCustomConstraint.html
+++ b/latest/_autosummary/baybe.constraints.discrete.DiscreteCustomConstraint.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
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diff --git a/latest/_autosummary/baybe.constraints.discrete.DiscreteDependenciesConstraint.html b/latest/_autosummary/baybe.constraints.discrete.DiscreteDependenciesConstraint.html
index e54b7f93f9..1aadec4813 100644
--- a/latest/_autosummary/baybe.constraints.discrete.DiscreteDependenciesConstraint.html
+++ b/latest/_autosummary/baybe.constraints.discrete.DiscreteDependenciesConstraint.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
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diff --git a/latest/_autosummary/baybe.constraints.discrete.DiscreteExcludeConstraint.html b/latest/_autosummary/baybe.constraints.discrete.DiscreteExcludeConstraint.html
index 79c15a1af9..b939125e34 100644
--- a/latest/_autosummary/baybe.constraints.discrete.DiscreteExcludeConstraint.html
+++ b/latest/_autosummary/baybe.constraints.discrete.DiscreteExcludeConstraint.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.constraints.discrete.DiscreteLinkedParametersConstraint.html b/latest/_autosummary/baybe.constraints.discrete.DiscreteLinkedParametersConstraint.html
index 311be1b5db..3277e9e1a3 100644
--- a/latest/_autosummary/baybe.constraints.discrete.DiscreteLinkedParametersConstraint.html
+++ b/latest/_autosummary/baybe.constraints.discrete.DiscreteLinkedParametersConstraint.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.constraints.discrete.DiscreteNoLabelDuplicatesConstraint.html b/latest/_autosummary/baybe.constraints.discrete.DiscreteNoLabelDuplicatesConstraint.html
index 5166e7ae02..55e1248d36 100644
--- a/latest/_autosummary/baybe.constraints.discrete.DiscreteNoLabelDuplicatesConstraint.html
+++ b/latest/_autosummary/baybe.constraints.discrete.DiscreteNoLabelDuplicatesConstraint.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.constraints.discrete.DiscretePermutationInvarianceConstraint.html b/latest/_autosummary/baybe.constraints.discrete.DiscretePermutationInvarianceConstraint.html
index 507932cb28..be3b37cd8b 100644
--- a/latest/_autosummary/baybe.constraints.discrete.DiscretePermutationInvarianceConstraint.html
+++ b/latest/_autosummary/baybe.constraints.discrete.DiscretePermutationInvarianceConstraint.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.constraints.discrete.DiscreteProductConstraint.html b/latest/_autosummary/baybe.constraints.discrete.DiscreteProductConstraint.html
index b93f31b47d..ed8205f0cc 100644
--- a/latest/_autosummary/baybe.constraints.discrete.DiscreteProductConstraint.html
+++ b/latest/_autosummary/baybe.constraints.discrete.DiscreteProductConstraint.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.constraints.discrete.DiscreteSumConstraint.html b/latest/_autosummary/baybe.constraints.discrete.DiscreteSumConstraint.html
index f64a3a98d8..b63d31170f 100644
--- a/latest/_autosummary/baybe.constraints.discrete.DiscreteSumConstraint.html
+++ b/latest/_autosummary/baybe.constraints.discrete.DiscreteSumConstraint.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.constraints.discrete.html b/latest/_autosummary/baybe.constraints.discrete.html
index b2bd98633e..b974bb1e6a 100644
--- a/latest/_autosummary/baybe.constraints.discrete.html
+++ b/latest/_autosummary/baybe.constraints.discrete.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.constraints.html b/latest/_autosummary/baybe.constraints.html
index 94d5c8070e..af8d7446f0 100644
--- a/latest/_autosummary/baybe.constraints.html
+++ b/latest/_autosummary/baybe.constraints.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.constraints.validation.html b/latest/_autosummary/baybe.constraints.validation.html
index d6adeec6cc..a6a6c8a226 100644
--- a/latest/_autosummary/baybe.constraints.validation.html
+++ b/latest/_autosummary/baybe.constraints.validation.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.constraints.validation.validate_cardinality_constraints_are_nonoverlapping.html b/latest/_autosummary/baybe.constraints.validation.validate_cardinality_constraints_are_nonoverlapping.html
index 94895895f8..db89ac6c20 100644
--- a/latest/_autosummary/baybe.constraints.validation.validate_cardinality_constraints_are_nonoverlapping.html
+++ b/latest/_autosummary/baybe.constraints.validation.validate_cardinality_constraints_are_nonoverlapping.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.constraints.validation.validate_constraints.html b/latest/_autosummary/baybe.constraints.validation.validate_constraints.html
index 9fc909292f..10d492a90a 100644
--- a/latest/_autosummary/baybe.constraints.validation.validate_constraints.html
+++ b/latest/_autosummary/baybe.constraints.validation.validate_constraints.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.exceptions.DeprecationError.html b/latest/_autosummary/baybe.exceptions.DeprecationError.html
index 171d409c9c..ae3ca7c653 100644
--- a/latest/_autosummary/baybe.exceptions.DeprecationError.html
+++ b/latest/_autosummary/baybe.exceptions.DeprecationError.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.exceptions.EmptySearchSpaceError.html b/latest/_autosummary/baybe.exceptions.EmptySearchSpaceError.html
index 293b421d33..8888864e71 100644
--- a/latest/_autosummary/baybe.exceptions.EmptySearchSpaceError.html
+++ b/latest/_autosummary/baybe.exceptions.EmptySearchSpaceError.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.exceptions.IncompatibilityError.html b/latest/_autosummary/baybe.exceptions.IncompatibilityError.html
index 18849711a8..b89f9f2717 100644
--- a/latest/_autosummary/baybe.exceptions.IncompatibilityError.html
+++ b/latest/_autosummary/baybe.exceptions.IncompatibilityError.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.exceptions.IncompatibleAcquisitionFunctionError.html b/latest/_autosummary/baybe.exceptions.IncompatibleAcquisitionFunctionError.html
index b69892d0e3..dc13b62115 100644
--- a/latest/_autosummary/baybe.exceptions.IncompatibleAcquisitionFunctionError.html
+++ b/latest/_autosummary/baybe.exceptions.IncompatibleAcquisitionFunctionError.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.exceptions.IncompatibleArgumentError.html b/latest/_autosummary/baybe.exceptions.IncompatibleArgumentError.html
index a5e7f18348..5d59d579ec 100644
--- a/latest/_autosummary/baybe.exceptions.IncompatibleArgumentError.html
+++ b/latest/_autosummary/baybe.exceptions.IncompatibleArgumentError.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.exceptions.IncompatibleExplainerError.html b/latest/_autosummary/baybe.exceptions.IncompatibleExplainerError.html
index e9976d9289..3f4b2c112b 100644
--- a/latest/_autosummary/baybe.exceptions.IncompatibleExplainerError.html
+++ b/latest/_autosummary/baybe.exceptions.IncompatibleExplainerError.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.exceptions.IncompatibleSearchSpaceError.html b/latest/_autosummary/baybe.exceptions.IncompatibleSearchSpaceError.html
index f5813f1168..5d8d5498f4 100644
--- a/latest/_autosummary/baybe.exceptions.IncompatibleSearchSpaceError.html
+++ b/latest/_autosummary/baybe.exceptions.IncompatibleSearchSpaceError.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.exceptions.InvalidSurrogateModelError.html b/latest/_autosummary/baybe.exceptions.InvalidSurrogateModelError.html
index dee7313a8a..596bcbbc98 100644
--- a/latest/_autosummary/baybe.exceptions.InvalidSurrogateModelError.html
+++ b/latest/_autosummary/baybe.exceptions.InvalidSurrogateModelError.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.exceptions.InvalidTargetValueError.html b/latest/_autosummary/baybe.exceptions.InvalidTargetValueError.html
index cc9f7f30b9..7062bfcb08 100644
--- a/latest/_autosummary/baybe.exceptions.InvalidTargetValueError.html
+++ b/latest/_autosummary/baybe.exceptions.InvalidTargetValueError.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.exceptions.ModelNotTrainedError.html b/latest/_autosummary/baybe.exceptions.ModelNotTrainedError.html
index 6d150ef240..04b9dd549a 100644
--- a/latest/_autosummary/baybe.exceptions.ModelNotTrainedError.html
+++ b/latest/_autosummary/baybe.exceptions.ModelNotTrainedError.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.exceptions.NoMCAcquisitionFunctionError.html b/latest/_autosummary/baybe.exceptions.NoMCAcquisitionFunctionError.html
index 75e917bb58..b17a3a666a 100644
--- a/latest/_autosummary/baybe.exceptions.NoMCAcquisitionFunctionError.html
+++ b/latest/_autosummary/baybe.exceptions.NoMCAcquisitionFunctionError.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.exceptions.NoRecommendersLeftError.html b/latest/_autosummary/baybe.exceptions.NoRecommendersLeftError.html
index ff7fb326f2..ce141d9a87 100644
--- a/latest/_autosummary/baybe.exceptions.NoRecommendersLeftError.html
+++ b/latest/_autosummary/baybe.exceptions.NoRecommendersLeftError.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.exceptions.NotEnoughPointsLeftError.html b/latest/_autosummary/baybe.exceptions.NotEnoughPointsLeftError.html
index 001ef2eee9..91ff11e5a7 100644
--- a/latest/_autosummary/baybe.exceptions.NotEnoughPointsLeftError.html
+++ b/latest/_autosummary/baybe.exceptions.NotEnoughPointsLeftError.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.exceptions.NothingToSimulateError.html b/latest/_autosummary/baybe.exceptions.NothingToSimulateError.html
index 194164f1a7..68c4dbd058 100644
--- a/latest/_autosummary/baybe.exceptions.NothingToSimulateError.html
+++ b/latest/_autosummary/baybe.exceptions.NothingToSimulateError.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.exceptions.NumericalUnderflowError.html b/latest/_autosummary/baybe.exceptions.NumericalUnderflowError.html
index e706dddf5a..08bb462ebd 100644
--- a/latest/_autosummary/baybe.exceptions.NumericalUnderflowError.html
+++ b/latest/_autosummary/baybe.exceptions.NumericalUnderflowError.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
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 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.exceptions.OptionalImportError.html b/latest/_autosummary/baybe.exceptions.OptionalImportError.html
index d33c32a853..cd9ac95594 100644
--- a/latest/_autosummary/baybe.exceptions.OptionalImportError.html
+++ b/latest/_autosummary/baybe.exceptions.OptionalImportError.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.exceptions.UnidentifiedSubclassError.html b/latest/_autosummary/baybe.exceptions.UnidentifiedSubclassError.html
index b6fe1a9358..d7129a7617 100644
--- a/latest/_autosummary/baybe.exceptions.UnidentifiedSubclassError.html
+++ b/latest/_autosummary/baybe.exceptions.UnidentifiedSubclassError.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.exceptions.UnmatchedAttributeError.html b/latest/_autosummary/baybe.exceptions.UnmatchedAttributeError.html
index 946b57ee40..40209776c2 100644
--- a/latest/_autosummary/baybe.exceptions.UnmatchedAttributeError.html
+++ b/latest/_autosummary/baybe.exceptions.UnmatchedAttributeError.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.exceptions.UnusedObjectWarning.html b/latest/_autosummary/baybe.exceptions.UnusedObjectWarning.html
index 0e9ebbba45..5487c5d188 100644
--- a/latest/_autosummary/baybe.exceptions.UnusedObjectWarning.html
+++ b/latest/_autosummary/baybe.exceptions.UnusedObjectWarning.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.exceptions.html b/latest/_autosummary/baybe.exceptions.html
index 9eb49a9017..1becc17372 100644
--- a/latest/_autosummary/baybe.exceptions.html
+++ b/latest/_autosummary/baybe.exceptions.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.html b/latest/_autosummary/baybe.html
index d3633566f4..7cb6631346 100644
--- a/latest/_autosummary/baybe.html
+++ b/latest/_autosummary/baybe.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.insights.html b/latest/_autosummary/baybe.insights.html
index ee0880825f..8084934767 100644
--- a/latest/_autosummary/baybe.insights.html
+++ b/latest/_autosummary/baybe.insights.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
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diff --git a/latest/_autosummary/baybe.insights.shap.EXPLAINERS.html b/latest/_autosummary/baybe.insights.shap.EXPLAINERS.html
new file mode 100644
index 0000000000..4682230a5b
--- /dev/null
+++ b/latest/_autosummary/baybe.insights.shap.EXPLAINERS.html
@@ -0,0 +1,1100 @@
+<!doctype html>
+<html class="no-js" lang="en" data-content_root="../">
+  <head><meta charset="utf-8"/>
+    <meta name="viewport" content="width=device-width,initial-scale=1"/>
+    <meta name="color-scheme" content="light dark"><meta name="viewport" content="width=device-width, initial-scale=1" />
+<link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="baybe.insights.shap.SHAP_PLOTS" href="baybe.insights.shap.SHAP_PLOTS.html" /><link rel="prev" title="baybe.insights.shap.NON_SHAP_EXPLAINERS" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html" />
+
+    <link rel="shortcut icon" href="../_static/favicon.ico"/><!-- Generated with Sphinx 8.1.3 and Furo 2024.08.06 -->
+        <title>baybe.insights.shap.EXPLAINERS - BayBE documentation</title>
+      <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=a746c00c" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/furo.css?v=354aac6f" />
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+    <link rel="stylesheet" type="text/css" href="../_static/styles/furo-extensions.css?v=302659d7" />
+    <link rel="stylesheet" type="text/css" href="../_static/custom.css?v=259b2e4a" />
+    
+    
+
+
+<style>
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+  --color-brand-secondary: black;
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+  --color-sidebar-search-background--focus: #0f69af;
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+</style></head>
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+  <symbol id="svg-moon-with-sun" viewBox="0 0 24 24">
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+    <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" fill="none" stroke="currentColor"
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+<li class="toctree-l2"><a class="reference internal" href="../userguide/getting_recommendations.html">Getting Recommendations</a></li>
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+          <section id="baybe-insights-shap-explainers">
+<h1>baybe.insights.shap.EXPLAINERS<a class="headerlink" href="#baybe-insights-shap-explainers" title="Link to this heading">¶</a></h1>
+<dl class="py data">
+<dt class="sig sig-object py" id="baybe.insights.shap.EXPLAINERS">
+<span class="sig-prename descclassname"><span class="pre">baybe.insights.shap.</span></span><span class="sig-name descname"><span class="pre">EXPLAINERS</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">{'AdditiveExplainer',</span> <span class="pre">'ExactExplainer',</span> <span class="pre">'KernelExplainer',</span> <span class="pre">'LimeTabular',</span> <span class="pre">'Maple',</span> <span class="pre">'PartitionExplainer',</span> <span class="pre">'PermutationExplainer'}</span></em><a class="headerlink" href="#baybe.insights.shap.EXPLAINERS" title="Link to this definition">¶</a></dt>
+<dd><p>Supported explainer types for <a class="reference internal" href="baybe.insights.shap.SHAPInsight.html#baybe.insights.shap.SHAPInsight" title="baybe.insights.shap.SHAPInsight"><code class="xref py py-class docutils literal notranslate"><span class="pre">baybe.insights.shap.SHAPInsight</span></code></a></p>
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diff --git a/latest/_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html b/latest/_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html
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+        <article role="main" id="furo-main-content">
+          <section id="baybe-insights-shap-non-shap-explainers">
+<h1>baybe.insights.shap.NON_SHAP_EXPLAINERS<a class="headerlink" href="#baybe-insights-shap-non-shap-explainers" title="Link to this heading">¶</a></h1>
+<dl class="py data">
+<dt class="sig sig-object py" id="baybe.insights.shap.NON_SHAP_EXPLAINERS">
+<span class="sig-prename descclassname"><span class="pre">baybe.insights.shap.</span></span><span class="sig-name descname"><span class="pre">NON_SHAP_EXPLAINERS</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">{'LimeTabular',</span> <span class="pre">'Maple'}</span></em><a class="headerlink" href="#baybe.insights.shap.NON_SHAP_EXPLAINERS" title="Link to this definition">¶</a></dt>
+<dd><p>Supported non-SHAP explainer types for <a class="reference internal" href="baybe.insights.shap.SHAPInsight.html#baybe.insights.shap.SHAPInsight" title="baybe.insights.shap.SHAPInsight"><code class="xref py py-class docutils literal notranslate"><span class="pre">baybe.insights.shap.SHAPInsight</span></code></a></p>
+</dd></dl>
+
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+
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+          <div class="toc-tree">
+            <ul>
+<li><a class="reference internal" href="#">baybe.insights.shap.NON_SHAP_EXPLAINERS</a><ul>
+<li><a class="reference internal" href="#baybe.insights.shap.NON_SHAP_EXPLAINERS"><code class="docutils literal notranslate"><span class="pre">NON_SHAP_EXPLAINERS</span></code></a></li>
+</ul>
+</li>
+</ul>
+
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+      
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diff --git a/latest/_autosummary/baybe.insights.shap.SHAPInsight.html b/latest/_autosummary/baybe.insights.shap.SHAPInsight.html
index 0c58ee7c69..3b9599f49c 100644
--- a/latest/_autosummary/baybe.insights.shap.SHAPInsight.html
+++ b/latest/_autosummary/baybe.insights.shap.SHAPInsight.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 current has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4 current current-page"><a class="current reference internal" href="#">SHAPInsight</a></li>
@@ -1057,7 +1062,7 @@ <h1>SHAPInsight<a class="headerlink" href="#shapinsight" title="Link to this hea
 </div>
 <dl class="py method">
 <dt class="sig sig-object py" id="baybe.insights.shap.SHAPInsight.__init__">
-<span class="sig-name descname"><span class="pre">__init__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">explainer</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Explainer</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">background_data</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.html#pandas.DataFrame" title="(in pandas v2.2.3)"><span class="pre">DataFrame</span></a></span></em><span class="sig-paren">)</span><a class="headerlink" href="#baybe.insights.shap.SHAPInsight.__init__" title="Link to this definition">¶</a></dt>
+<span class="sig-name descname"><span class="pre">__init__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">explainer</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://shap.readthedocs.io/en/latest/generated/shap.Explainer.html#shap.Explainer" title="(in SHAP vlatest)"><span class="pre">Explainer</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">background_data</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.html#pandas.DataFrame" title="(in pandas v2.2.3)"><span class="pre">DataFrame</span></a></span></em><span class="sig-paren">)</span><a class="headerlink" href="#baybe.insights.shap.SHAPInsight.__init__" title="Link to this definition">¶</a></dt>
 <dd><p>Method generated by attrs for class SHAPInsight.</p>
 <p>For details on the parameters, see <strong>Public attributes and properties</strong>.</p>
 <dl class="field-list simple">
@@ -1074,7 +1079,7 @@ <h1>SHAPInsight<a class="headerlink" href="#shapinsight" title="Link to this hea
 By default, the background data set of the explainer is used.</p>
 </dd>
 <dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><span class="sphinx_autodoc_typehints-type"><code class="xref py py-class docutils literal notranslate"><span class="pre">Explanation</span></code></span></p>
+<dd class="field-even"><p><span class="sphinx_autodoc_typehints-type"><a class="reference external" href="https://shap.readthedocs.io/en/latest/generated/shap.Explanation.html#shap.Explanation" title="(in SHAP vlatest)"><code class="xref py py-class docutils literal notranslate"><span class="pre">Explanation</span></code></a></span></p>
 </dd>
 <dt class="field-odd">Returns<span class="colon">:</span></dt>
 <dd class="field-odd"><p>The computed Shapley explanation.</p>
@@ -1088,14 +1093,14 @@ <h1>SHAPInsight<a class="headerlink" href="#shapinsight" title="Link to this hea
 
 <dl class="py method">
 <dt class="sig sig-object py" id="baybe.insights.shap.SHAPInsight.from_campaign">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_campaign</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">campaign</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="baybe.campaign.Campaign.html#baybe.campaign.Campaign" title="baybe.campaign.Campaign"><span class="pre">Campaign</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">explainer_cls</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#type" title="(in Python v3.13)"><span class="pre">type</span></a><span class="p"><span class="pre">[</span></span><span class="pre">Explainer</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'KernelExplainer'</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_comp_rep</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/baybe/insights/shap.html#SHAPInsight.from_campaign"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#baybe.insights.shap.SHAPInsight.from_campaign" title="Link to this definition">¶</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_campaign</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">campaign</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="baybe.campaign.Campaign.html#baybe.campaign.Campaign" title="baybe.campaign.Campaign"><span class="pre">Campaign</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">explainer_cls</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#type" title="(in Python v3.13)"><span class="pre">type</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://shap.readthedocs.io/en/latest/generated/shap.Explainer.html#shap.Explainer" title="(in SHAP vlatest)"><span class="pre">Explainer</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'KernelExplainer'</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_comp_rep</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/baybe/insights/shap.html#SHAPInsight.from_campaign"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#baybe.insights.shap.SHAPInsight.from_campaign" title="Link to this definition">¶</a></dt>
 <dd><p>Create a SHAP insight from a campaign.</p>
 <p>Uses the measurements of the campaign as background data.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><span class="target" id="baybe.insights.shap.SHAPInsight.from_campaign.params.campaign"></span><strong>campaign</strong> (<span class="sphinx_autodoc_typehints-type"><a class="reference internal" href="baybe.campaign.Campaign.html#baybe.campaign.Campaign" title="baybe.campaign.Campaign"><code class="xref py py-class docutils literal notranslate"><span class="pre">Campaign</span></code></a></span>) – A campaign using a surrogate-based recommender.</p></li>
-<li><p><span class="target" id="baybe.insights.shap.SHAPInsight.from_campaign.params.explainer_cls"></span><strong>explainer_cls</strong> (<span class="sphinx_autodoc_typehints-type"><a class="reference external" href="https://docs.python.org/3/library/functions.html#type" title="(in Python v3.13)"><code class="xref py py-class docutils literal notranslate"><span class="pre">type</span></code></a>[<code class="xref py py-class docutils literal notranslate"><span class="pre">Explainer</span></code>] | <a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><code class="xref py py-class docutils literal notranslate"><span class="pre">str</span></code></a></span>) – See <a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html#baybe.insights.shap.make_explainer_for_surrogate" title="baybe.insights.shap.make_explainer_for_surrogate"><code class="xref py py-func docutils literal notranslate"><span class="pre">make_explainer_for_surrogate()</span></code></a>.</p></li>
+<li><p><span class="target" id="baybe.insights.shap.SHAPInsight.from_campaign.params.explainer_cls"></span><strong>explainer_cls</strong> (<span class="sphinx_autodoc_typehints-type"><a class="reference external" href="https://docs.python.org/3/library/functions.html#type" title="(in Python v3.13)"><code class="xref py py-class docutils literal notranslate"><span class="pre">type</span></code></a>[<a class="reference external" href="https://shap.readthedocs.io/en/latest/generated/shap.Explainer.html#shap.Explainer" title="(in SHAP vlatest)"><code class="xref py py-class docutils literal notranslate"><span class="pre">Explainer</span></code></a>] | <a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><code class="xref py py-class docutils literal notranslate"><span class="pre">str</span></code></a></span>) – See <a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html#baybe.insights.shap.make_explainer_for_surrogate" title="baybe.insights.shap.make_explainer_for_surrogate"><code class="xref py py-func docutils literal notranslate"><span class="pre">make_explainer_for_surrogate()</span></code></a>.</p></li>
 <li><p><span class="target" id="baybe.insights.shap.SHAPInsight.from_campaign.params.use_comp_rep"></span><strong>use_comp_rep</strong> (<span class="sphinx_autodoc_typehints-type"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><code class="xref py py-class docutils literal notranslate"><span class="pre">bool</span></code></a></span>) – See <a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html#baybe.insights.shap.make_explainer_for_surrogate" title="baybe.insights.shap.make_explainer_for_surrogate"><code class="xref py py-func docutils literal notranslate"><span class="pre">make_explainer_for_surrogate()</span></code></a>.</p></li>
 </ul>
 </dd>
@@ -1113,7 +1118,7 @@ <h1>SHAPInsight<a class="headerlink" href="#shapinsight" title="Link to this hea
 
 <dl class="py method">
 <dt class="sig sig-object py" id="baybe.insights.shap.SHAPInsight.from_recommender">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_recommender</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">recommender</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="baybe.recommenders.base.RecommenderProtocol.html#baybe.recommenders.base.RecommenderProtocol" title="baybe.recommenders.base.RecommenderProtocol"><span class="pre">RecommenderProtocol</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">searchspace</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="baybe.searchspace.core.SearchSpace.html#baybe.searchspace.core.SearchSpace" title="baybe.searchspace.core.SearchSpace"><span class="pre">SearchSpace</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">objective</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="baybe.objectives.base.Objective.html#baybe.objectives.base.Objective" title="baybe.objectives.base.Objective"><span class="pre">Objective</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">measurements</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.html#pandas.DataFrame" title="(in pandas v2.2.3)"><span class="pre">DataFrame</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">explainer_cls</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#type" title="(in Python v3.13)"><span class="pre">type</span></a><span class="p"><span class="pre">[</span></span><span class="pre">Explainer</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'KernelExplainer'</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_comp_rep</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/baybe/insights/shap.html#SHAPInsight.from_recommender"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#baybe.insights.shap.SHAPInsight.from_recommender" title="Link to this definition">¶</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_recommender</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">recommender</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="baybe.recommenders.base.RecommenderProtocol.html#baybe.recommenders.base.RecommenderProtocol" title="baybe.recommenders.base.RecommenderProtocol"><span class="pre">RecommenderProtocol</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">searchspace</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="baybe.searchspace.core.SearchSpace.html#baybe.searchspace.core.SearchSpace" title="baybe.searchspace.core.SearchSpace"><span class="pre">SearchSpace</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">objective</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="baybe.objectives.base.Objective.html#baybe.objectives.base.Objective" title="baybe.objectives.base.Objective"><span class="pre">Objective</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">measurements</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.html#pandas.DataFrame" title="(in pandas v2.2.3)"><span class="pre">DataFrame</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">explainer_cls</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#type" title="(in Python v3.13)"><span class="pre">type</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://shap.readthedocs.io/en/latest/generated/shap.Explainer.html#shap.Explainer" title="(in SHAP vlatest)"><span class="pre">Explainer</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'KernelExplainer'</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_comp_rep</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/baybe/insights/shap.html#SHAPInsight.from_recommender"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#baybe.insights.shap.SHAPInsight.from_recommender" title="Link to this definition">¶</a></dt>
 <dd><p>Create a SHAP insight from a recommender.</p>
 <p>Uses the provided measurements to train the surrogate and as background data for
 the explainer.</p>
@@ -1124,7 +1129,7 @@ <h1>SHAPInsight<a class="headerlink" href="#shapinsight" title="Link to this hea
 <li><p><span class="target" id="baybe.insights.shap.SHAPInsight.from_recommender.params.searchspace"></span><strong>searchspace</strong> (<span class="sphinx_autodoc_typehints-type"><a class="reference internal" href="baybe.searchspace.core.SearchSpace.html#baybe.searchspace.core.SearchSpace" title="baybe.searchspace.core.SearchSpace"><code class="xref py py-class docutils literal notranslate"><span class="pre">SearchSpace</span></code></a></span>) – The searchspace for the recommender.</p></li>
 <li><p><span class="target" id="baybe.insights.shap.SHAPInsight.from_recommender.params.objective"></span><strong>objective</strong> (<span class="sphinx_autodoc_typehints-type"><a class="reference internal" href="baybe.objectives.base.Objective.html#baybe.objectives.base.Objective" title="baybe.objectives.base.Objective"><code class="xref py py-class docutils literal notranslate"><span class="pre">Objective</span></code></a></span>) – The objective for the recommender.</p></li>
 <li><p><span class="target" id="baybe.insights.shap.SHAPInsight.from_recommender.params.measurements"></span><strong>measurements</strong> (<span class="sphinx_autodoc_typehints-type"><a class="reference external" href="https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.html#pandas.DataFrame" title="(in pandas v2.2.3)"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a></span>) – The measurements for training the surrogate and the explainer.</p></li>
-<li><p><span class="target" id="baybe.insights.shap.SHAPInsight.from_recommender.params.explainer_cls"></span><strong>explainer_cls</strong> (<span class="sphinx_autodoc_typehints-type"><a class="reference external" href="https://docs.python.org/3/library/functions.html#type" title="(in Python v3.13)"><code class="xref py py-class docutils literal notranslate"><span class="pre">type</span></code></a>[<code class="xref py py-class docutils literal notranslate"><span class="pre">Explainer</span></code>] | <a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><code class="xref py py-class docutils literal notranslate"><span class="pre">str</span></code></a></span>) – See <a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html#baybe.insights.shap.make_explainer_for_surrogate" title="baybe.insights.shap.make_explainer_for_surrogate"><code class="xref py py-func docutils literal notranslate"><span class="pre">make_explainer_for_surrogate()</span></code></a>.</p></li>
+<li><p><span class="target" id="baybe.insights.shap.SHAPInsight.from_recommender.params.explainer_cls"></span><strong>explainer_cls</strong> (<span class="sphinx_autodoc_typehints-type"><a class="reference external" href="https://docs.python.org/3/library/functions.html#type" title="(in Python v3.13)"><code class="xref py py-class docutils literal notranslate"><span class="pre">type</span></code></a>[<a class="reference external" href="https://shap.readthedocs.io/en/latest/generated/shap.Explainer.html#shap.Explainer" title="(in SHAP vlatest)"><code class="xref py py-class docutils literal notranslate"><span class="pre">Explainer</span></code></a>] | <a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><code class="xref py py-class docutils literal notranslate"><span class="pre">str</span></code></a></span>) – See <a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html#baybe.insights.shap.make_explainer_for_surrogate" title="baybe.insights.shap.make_explainer_for_surrogate"><code class="xref py py-func docutils literal notranslate"><span class="pre">make_explainer_for_surrogate()</span></code></a>.</p></li>
 <li><p><span class="target" id="baybe.insights.shap.SHAPInsight.from_recommender.params.use_comp_rep"></span><strong>use_comp_rep</strong> (<span class="sphinx_autodoc_typehints-type"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><code class="xref py py-class docutils literal notranslate"><span class="pre">bool</span></code></a></span>) – See <a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html#baybe.insights.shap.make_explainer_for_surrogate" title="baybe.insights.shap.make_explainer_for_surrogate"><code class="xref py py-func docutils literal notranslate"><span class="pre">make_explainer_for_surrogate()</span></code></a>.</p></li>
 </ul>
 </dd>
@@ -1142,7 +1147,7 @@ <h1>SHAPInsight<a class="headerlink" href="#shapinsight" title="Link to this hea
 
 <dl class="py method">
 <dt class="sig sig-object py" id="baybe.insights.shap.SHAPInsight.from_surrogate">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_surrogate</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">surrogate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="baybe.surrogates.base.SurrogateProtocol.html#baybe.surrogates.base.SurrogateProtocol" title="baybe.surrogates.base.SurrogateProtocol"><span class="pre">SurrogateProtocol</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">data</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.html#pandas.DataFrame" title="(in pandas v2.2.3)"><span class="pre">DataFrame</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">explainer_cls</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#type" title="(in Python v3.13)"><span class="pre">type</span></a><span class="p"><span class="pre">[</span></span><span class="pre">Explainer</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'KernelExplainer'</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_comp_rep</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/baybe/insights/shap.html#SHAPInsight.from_surrogate"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#baybe.insights.shap.SHAPInsight.from_surrogate" title="Link to this definition">¶</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_surrogate</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">surrogate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="baybe.surrogates.base.SurrogateProtocol.html#baybe.surrogates.base.SurrogateProtocol" title="baybe.surrogates.base.SurrogateProtocol"><span class="pre">SurrogateProtocol</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">data</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.html#pandas.DataFrame" title="(in pandas v2.2.3)"><span class="pre">DataFrame</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">explainer_cls</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#type" title="(in Python v3.13)"><span class="pre">type</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://shap.readthedocs.io/en/latest/generated/shap.Explainer.html#shap.Explainer" title="(in SHAP vlatest)"><span class="pre">Explainer</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'KernelExplainer'</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_comp_rep</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/baybe/insights/shap.html#SHAPInsight.from_surrogate"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#baybe.insights.shap.SHAPInsight.from_surrogate" title="Link to this definition">¶</a></dt>
 <dd><p>Create a SHAP insight from a surrogate.</p>
 <p>For details, see <a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html#baybe.insights.shap.make_explainer_for_surrogate" title="baybe.insights.shap.make_explainer_for_surrogate"><code class="xref py py-func docutils literal notranslate"><span class="pre">make_explainer_for_surrogate()</span></code></a>.</p>
 <dl class="field-list simple">
@@ -1185,7 +1190,7 @@ <h1>SHAPInsight<a class="headerlink" href="#shapinsight" title="Link to this hea
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="baybe.insights.shap.SHAPInsight.explainer">
-<span class="sig-name descname"><span class="pre">explainer</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><code class="xref py py-class docutils literal notranslate"><span class="pre">Explainer</span></code></em><a class="headerlink" href="#baybe.insights.shap.SHAPInsight.explainer" title="Link to this definition">¶</a></dt>
+<span class="sig-name descname"><span class="pre">explainer</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://shap.readthedocs.io/en/latest/generated/shap.Explainer.html#shap.Explainer" title="(in SHAP vlatest)"><code class="xref py py-class docutils literal notranslate"><span class="pre">Explainer</span></code></a></em><a class="headerlink" href="#baybe.insights.shap.SHAPInsight.explainer" title="Link to this definition">¶</a></dt>
 <dd><p>The explainer instance.</p>
 </dd></dl>
 
diff --git a/latest/_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html b/latest/_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html
new file mode 100644
index 0000000000..35912b1342
--- /dev/null
+++ b/latest/_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html
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+    <meta name="color-scheme" content="light dark"><meta name="viewport" content="width=device-width, initial-scale=1" />
+<link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="baybe.insights.shap.NON_SHAP_EXPLAINERS" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html" /><link rel="prev" title="baybe.insights.shap" href="baybe.insights.shap.html" />
+
+    <link rel="shortcut icon" href="../_static/favicon.ico"/><!-- Generated with Sphinx 8.1.3 and Furo 2024.08.06 -->
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+    <link rel="stylesheet" type="text/css" href="../_static/custom.css?v=259b2e4a" />
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+
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+
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+          <section id="baybe-insights-shap-shap-explainers">
+<h1>baybe.insights.shap.SHAP_EXPLAINERS<a class="headerlink" href="#baybe-insights-shap-shap-explainers" title="Link to this heading">¶</a></h1>
+<dl class="py data">
+<dt class="sig sig-object py" id="baybe.insights.shap.SHAP_EXPLAINERS">
+<span class="sig-prename descclassname"><span class="pre">baybe.insights.shap.</span></span><span class="sig-name descname"><span class="pre">SHAP_EXPLAINERS</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">{'AdditiveExplainer',</span> <span class="pre">'ExactExplainer',</span> <span class="pre">'KernelExplainer',</span> <span class="pre">'PartitionExplainer',</span> <span class="pre">'PermutationExplainer'}</span></em><a class="headerlink" href="#baybe.insights.shap.SHAP_EXPLAINERS" title="Link to this definition">¶</a></dt>
+<dd><p>Supported SHAP explainer types for <a class="reference internal" href="baybe.insights.shap.SHAPInsight.html#baybe.insights.shap.SHAPInsight" title="baybe.insights.shap.SHAPInsight"><code class="xref py py-class docutils literal notranslate"><span class="pre">baybe.insights.shap.SHAPInsight</span></code></a></p>
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+          <section id="baybe-insights-shap-shap-plots">
+<h1>baybe.insights.shap.SHAP_PLOTS<a class="headerlink" href="#baybe-insights-shap-shap-plots" title="Link to this heading">¶</a></h1>
+<dl class="py data">
+<dt class="sig sig-object py" id="baybe.insights.shap.SHAP_PLOTS">
+<span class="sig-prename descclassname"><span class="pre">baybe.insights.shap.</span></span><span class="sig-name descname"><span class="pre">SHAP_PLOTS</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">{'bar',</span> <span class="pre">'beeswarm',</span> <span class="pre">'force',</span> <span class="pre">'heatmap',</span> <span class="pre">'scatter'}</span></em><a class="headerlink" href="#baybe.insights.shap.SHAP_PLOTS" title="Link to this definition">¶</a></dt>
+<dd><p>Supported plot types for <a class="reference internal" href="baybe.insights.shap.SHAPInsight.html#baybe.insights.shap.SHAPInsight.plot" title="baybe.insights.shap.SHAPInsight.plot"><code class="xref py py-meth docutils literal notranslate"><span class="pre">baybe.insights.shap.SHAPInsight.plot()</span></code></a></p>
+</dd></dl>
+
+</section>
+
+        </article>
+      </div>
+      <footer>
+        
+        <div class="related-pages">
+          <a class="next-page" href="baybe.insights.shap.is_shap_explainer.html">
+              <div class="page-info">
+                <div class="context">
+                  <span>Next</span>
+                </div>
+                <div class="title">baybe.insights.shap.is_shap_explainer</div>
+              </div>
+              <svg class="furo-related-icon"><use href="#svg-arrow-right"></use></svg>
+            </a>
+          <a class="prev-page" href="baybe.insights.shap.EXPLAINERS.html">
+              <svg class="furo-related-icon"><use href="#svg-arrow-right"></use></svg>
+              <div class="page-info">
+                <div class="context">
+                  <span>Previous</span>
+                </div>
+                
+                <div class="title">baybe.insights.shap.EXPLAINERS</div>
+                
+              </div>
+            </a>
+        </div>
+        <div class="bottom-of-page">
+          <div class="left-details">
+            <div class="copyright">
+                Copyright &#169; 2022-2025 Merck KGaA, Darmstadt, Germany and/or its affiliates. All rights reserved.
+            </div>
+            Made with <a href="https://www.sphinx-doc.org/">Sphinx</a> and <a class="muted-link" href="https://pradyunsg.me">@pradyunsg</a>'s
+            
+            <a href="https://github.com/pradyunsg/furo">Furo</a>
+            
+          </div>
+          <div class="right-details">
+            
+          </div>
+        </div>
+        
+      </footer>
+    </div>
+    <aside class="toc-drawer">
+      
+      
+      <div class="toc-sticky toc-scroll">
+        <div class="toc-title-container">
+          <span class="toc-title">
+            On this page
+          </span>
+        </div>
+        <div class="toc-tree-container">
+          <div class="toc-tree">
+            <ul>
+<li><a class="reference internal" href="#">baybe.insights.shap.SHAP_PLOTS</a><ul>
+<li><a class="reference internal" href="#baybe.insights.shap.SHAP_PLOTS"><code class="docutils literal notranslate"><span class="pre">SHAP_PLOTS</span></code></a></li>
+</ul>
+</li>
+</ul>
+
+          </div>
+        </div>
+      </div>
+      
+      
+    </aside>
+  </div>
+</div><script src="../_static/documentation_options.js?v=5929fcd5"></script>
+    <script src="../_static/doctools.js?v=9bcbadda"></script>
+    <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
+    <script src="../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
+    <script src="../_static/copybutton.js?v=f281be69"></script>
+    <script src="../_static/design-tabs.js?v=f930bc37"></script>
+    </body>
+</html>
\ No newline at end of file
diff --git a/latest/_autosummary/baybe.insights.shap.html b/latest/_autosummary/baybe.insights.shap.html
index 70ebfd5c26..318779d5cb 100644
--- a/latest/_autosummary/baybe.insights.shap.html
+++ b/latest/_autosummary/baybe.insights.shap.html
@@ -3,7 +3,7 @@
   <head><meta charset="utf-8"/>
     <meta name="viewport" content="width=device-width,initial-scale=1"/>
     <meta name="color-scheme" content="light dark"><meta name="viewport" content="width=device-width, initial-scale=1" />
-<link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="baybe.insights.shap.is_shap_explainer" href="baybe.insights.shap.is_shap_explainer.html" /><link rel="prev" title="baybe.insights" href="baybe.insights.html" />
+<link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="baybe.insights.shap.SHAP_EXPLAINERS" href="baybe.insights.shap.SHAP_EXPLAINERS.html" /><link rel="prev" title="baybe.insights" href="baybe.insights.html" />
 
     <link rel="shortcut icon" href="../_static/favicon.ico"/><!-- Generated with Sphinx 8.1.3 and Furo 2024.08.06 -->
         <title>baybe.insights.shap - BayBE documentation</title>
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 current has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
 <li class="toctree-l3 current has-children current-page"><a class="current reference internal" href="#">baybe.insights.shap</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
@@ -1009,6 +1014,25 @@
           <section id="module-baybe.insights.shap">
 <span id="baybe-insights-shap"></span><h1>baybe.insights.shap<a class="headerlink" href="#module-baybe.insights.shap" title="Link to this heading">¶</a></h1>
 <p>SHAP insights.</p>
+<p class="rubric">Module Attributes</p>
+<div class="table-wrapper autosummary longtable docutils container">
+<table class="autosummary longtable docutils align-default">
+<tbody>
+<tr class="row-odd"><td><p><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html#baybe.insights.shap.SHAP_EXPLAINERS" title="baybe.insights.shap.SHAP_EXPLAINERS"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SHAP_EXPLAINERS</span></code></a></p></td>
+<td><p>Supported SHAP explainer types for <a class="reference internal" href="baybe.insights.shap.SHAPInsight.html#baybe.insights.shap.SHAPInsight" title="baybe.insights.shap.SHAPInsight"><code class="xref py py-class docutils literal notranslate"><span class="pre">baybe.insights.shap.SHAPInsight</span></code></a></p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html#baybe.insights.shap.NON_SHAP_EXPLAINERS" title="baybe.insights.shap.NON_SHAP_EXPLAINERS"><code class="xref py py-obj docutils literal notranslate"><span class="pre">NON_SHAP_EXPLAINERS</span></code></a></p></td>
+<td><p>Supported non-SHAP explainer types for <a class="reference internal" href="baybe.insights.shap.SHAPInsight.html#baybe.insights.shap.SHAPInsight" title="baybe.insights.shap.SHAPInsight"><code class="xref py py-class docutils literal notranslate"><span class="pre">baybe.insights.shap.SHAPInsight</span></code></a></p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html#baybe.insights.shap.EXPLAINERS" title="baybe.insights.shap.EXPLAINERS"><code class="xref py py-obj docutils literal notranslate"><span class="pre">EXPLAINERS</span></code></a></p></td>
+<td><p>Supported explainer types for <a class="reference internal" href="baybe.insights.shap.SHAPInsight.html#baybe.insights.shap.SHAPInsight" title="baybe.insights.shap.SHAPInsight"><code class="xref py py-class docutils literal notranslate"><span class="pre">baybe.insights.shap.SHAPInsight</span></code></a></p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html#baybe.insights.shap.SHAP_PLOTS" title="baybe.insights.shap.SHAP_PLOTS"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SHAP_PLOTS</span></code></a></p></td>
+<td><p>Supported plot types for <a class="reference internal" href="baybe.insights.shap.SHAPInsight.html#baybe.insights.shap.SHAPInsight.plot" title="baybe.insights.shap.SHAPInsight.plot"><code class="xref py py-meth docutils literal notranslate"><span class="pre">baybe.insights.shap.SHAPInsight.plot()</span></code></a></p></td>
+</tr>
+</tbody>
+</table>
+</div>
 <p class="rubric">Functions</p>
 <div class="table-wrapper autosummary longtable docutils container">
 <table class="autosummary longtable docutils align-default">
@@ -1039,12 +1063,12 @@
       <footer>
         
         <div class="related-pages">
-          <a class="next-page" href="baybe.insights.shap.is_shap_explainer.html">
+          <a class="next-page" href="baybe.insights.shap.SHAP_EXPLAINERS.html">
               <div class="page-info">
                 <div class="context">
                   <span>Next</span>
                 </div>
-                <div class="title">baybe.insights.shap.is_shap_explainer</div>
+                <div class="title">baybe.insights.shap.SHAP_EXPLAINERS</div>
               </div>
               <svg class="furo-related-icon"><use href="#svg-arrow-right"></use></svg>
             </a>
diff --git a/latest/_autosummary/baybe.insights.shap.is_shap_explainer.html b/latest/_autosummary/baybe.insights.shap.is_shap_explainer.html
index d457997791..2a794243dd 100644
--- a/latest/_autosummary/baybe.insights.shap.is_shap_explainer.html
+++ b/latest/_autosummary/baybe.insights.shap.is_shap_explainer.html
@@ -3,7 +3,7 @@
   <head><meta charset="utf-8"/>
     <meta name="viewport" content="width=device-width,initial-scale=1"/>
     <meta name="color-scheme" content="light dark"><meta name="viewport" content="width=device-width, initial-scale=1" />
-<link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="baybe.insights.shap.make_explainer_for_surrogate" href="baybe.insights.shap.make_explainer_for_surrogate.html" /><link rel="prev" title="baybe.insights.shap" href="baybe.insights.shap.html" />
+<link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="baybe.insights.shap.make_explainer_for_surrogate" href="baybe.insights.shap.make_explainer_for_surrogate.html" /><link rel="prev" title="baybe.insights.shap.SHAP_PLOTS" href="baybe.insights.shap.SHAP_PLOTS.html" />
 
     <link rel="shortcut icon" href="../_static/favicon.ico"/><!-- Generated with Sphinx 8.1.3 and Furo 2024.08.06 -->
         <title>baybe.insights.shap.is_shap_explainer - BayBE documentation</title>
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 current has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
 <li class="toctree-l3 current has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4 current current-page"><a class="current reference internal" href="#">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
@@ -1010,7 +1015,7 @@
 <h1>baybe.insights.shap.is_shap_explainer<a class="headerlink" href="#baybe-insights-shap-is-shap-explainer" title="Link to this heading">¶</a></h1>
 <dl class="py function">
 <dt class="sig sig-object py" id="baybe.insights.shap.is_shap_explainer">
-<span class="sig-prename descclassname"><span class="pre">baybe.insights.shap.</span></span><span class="sig-name descname"><span class="pre">is_shap_explainer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">explainer</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Explainer</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/baybe/insights/shap.html#is_shap_explainer"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#baybe.insights.shap.is_shap_explainer" title="Link to this definition">¶</a></dt>
+<span class="sig-prename descclassname"><span class="pre">baybe.insights.shap.</span></span><span class="sig-name descname"><span class="pre">is_shap_explainer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">explainer</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://shap.readthedocs.io/en/latest/generated/shap.Explainer.html#shap.Explainer" title="(in SHAP vlatest)"><span class="pre">Explainer</span></a></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/baybe/insights/shap.html#is_shap_explainer"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#baybe.insights.shap.is_shap_explainer" title="Link to this definition">¶</a></dt>
 <dd><p>Indicate if the given explainer is a SHAP explainer or not (e.g. MAPLE, LIME).</p>
 <dl class="field-list simple">
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
@@ -1035,14 +1040,14 @@ <h1>baybe.insights.shap.is_shap_explainer<a class="headerlink" href="#baybe-insi
               </div>
               <svg class="furo-related-icon"><use href="#svg-arrow-right"></use></svg>
             </a>
-          <a class="prev-page" href="baybe.insights.shap.html">
+          <a class="prev-page" href="baybe.insights.shap.SHAP_PLOTS.html">
               <svg class="furo-related-icon"><use href="#svg-arrow-right"></use></svg>
               <div class="page-info">
                 <div class="context">
                   <span>Previous</span>
                 </div>
                 
-                <div class="title">baybe.insights.shap</div>
+                <div class="title">baybe.insights.shap.SHAP_PLOTS</div>
                 
               </div>
             </a>
diff --git a/latest/_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html b/latest/_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html
index c46ee5760e..4dba28e4e7 100644
--- a/latest/_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html
+++ b/latest/_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 current has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
 <li class="toctree-l3 current has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4 current current-page"><a class="current reference internal" href="#">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
@@ -1010,20 +1015,20 @@
 <h1>baybe.insights.shap.make_explainer_for_surrogate<a class="headerlink" href="#baybe-insights-shap-make-explainer-for-surrogate" title="Link to this heading">¶</a></h1>
 <dl class="py function">
 <dt class="sig sig-object py" id="baybe.insights.shap.make_explainer_for_surrogate">
-<span class="sig-prename descclassname"><span class="pre">baybe.insights.shap.</span></span><span class="sig-name descname"><span class="pre">make_explainer_for_surrogate</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">surrogate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="baybe.surrogates.base.Surrogate.html#baybe.surrogates.base.Surrogate" title="baybe.surrogates.base.Surrogate"><span class="pre">Surrogate</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">data</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.html#pandas.DataFrame" title="(in pandas v2.2.3)"><span class="pre">DataFrame</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">explainer_cls</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#type" title="(in Python v3.13)"><span class="pre">type</span></a><span class="p"><span class="pre">[</span></span><span class="pre">Explainer</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'KernelExplainer'</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_comp_rep</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/baybe/insights/shap.html#make_explainer_for_surrogate"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#baybe.insights.shap.make_explainer_for_surrogate" title="Link to this definition">¶</a></dt>
+<span class="sig-prename descclassname"><span class="pre">baybe.insights.shap.</span></span><span class="sig-name descname"><span class="pre">make_explainer_for_surrogate</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">surrogate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="baybe.surrogates.base.Surrogate.html#baybe.surrogates.base.Surrogate" title="baybe.surrogates.base.Surrogate"><span class="pre">Surrogate</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">data</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.html#pandas.DataFrame" title="(in pandas v2.2.3)"><span class="pre">DataFrame</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">explainer_cls</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#type" title="(in Python v3.13)"><span class="pre">type</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://shap.readthedocs.io/en/latest/generated/shap.Explainer.html#shap.Explainer" title="(in SHAP vlatest)"><span class="pre">Explainer</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'KernelExplainer'</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_comp_rep</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/baybe/insights/shap.html#make_explainer_for_surrogate"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#baybe.insights.shap.make_explainer_for_surrogate" title="Link to this definition">¶</a></dt>
 <dd><p>Create a SHAP explainer for a given surrogate model.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><span class="target" id="baybe.insights.shap.make_explainer_for_surrogate.params.surrogate"></span><strong>surrogate</strong> (<span class="sphinx_autodoc_typehints-type"><a class="reference internal" href="baybe.surrogates.base.Surrogate.html#baybe.surrogates.base.Surrogate" title="baybe.surrogates.base.Surrogate"><code class="xref py py-class docutils literal notranslate"><span class="pre">Surrogate</span></code></a></span>) – The surrogate model to be explained.</p></li>
 <li><p><span class="target" id="baybe.insights.shap.make_explainer_for_surrogate.params.data"></span><strong>data</strong> (<span class="sphinx_autodoc_typehints-type"><a class="reference external" href="https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.html#pandas.DataFrame" title="(in pandas v2.2.3)"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a></span>) – The background data set.</p></li>
-<li><p><span class="target" id="baybe.insights.shap.make_explainer_for_surrogate.params.explainer_cls"></span><strong>explainer_cls</strong> (<span class="sphinx_autodoc_typehints-type"><a class="reference external" href="https://docs.python.org/3/library/functions.html#type" title="(in Python v3.13)"><code class="xref py py-class docutils literal notranslate"><span class="pre">type</span></code></a>[<code class="xref py py-class docutils literal notranslate"><span class="pre">Explainer</span></code>] | <a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><code class="xref py py-class docutils literal notranslate"><span class="pre">str</span></code></a></span>) – The SHAP explainer class for generating the explanation.</p></li>
+<li><p><span class="target" id="baybe.insights.shap.make_explainer_for_surrogate.params.explainer_cls"></span><strong>explainer_cls</strong> (<span class="sphinx_autodoc_typehints-type"><a class="reference external" href="https://docs.python.org/3/library/functions.html#type" title="(in Python v3.13)"><code class="xref py py-class docutils literal notranslate"><span class="pre">type</span></code></a>[<a class="reference external" href="https://shap.readthedocs.io/en/latest/generated/shap.Explainer.html#shap.Explainer" title="(in SHAP vlatest)"><code class="xref py py-class docutils literal notranslate"><span class="pre">Explainer</span></code></a>] | <a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><code class="xref py py-class docutils literal notranslate"><span class="pre">str</span></code></a></span>) – The SHAP explainer class for generating the explanation.</p></li>
 <li><p><span class="target" id="baybe.insights.shap.make_explainer_for_surrogate.params.use_comp_rep"></span><strong>use_comp_rep</strong> (<span class="sphinx_autodoc_typehints-type"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><code class="xref py py-class docutils literal notranslate"><span class="pre">bool</span></code></a></span>) – Boolean flag specifying whether to explain the model’s
 experimental or computational representation.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><span class="sphinx_autodoc_typehints-type"><code class="xref py py-class docutils literal notranslate"><span class="pre">Explainer</span></code></span></p>
+<dd class="field-even"><p><span class="sphinx_autodoc_typehints-type"><a class="reference external" href="https://shap.readthedocs.io/en/latest/generated/shap.Explainer.html#shap.Explainer" title="(in SHAP vlatest)"><code class="xref py py-class docutils literal notranslate"><span class="pre">Explainer</span></code></a></span></p>
 </dd>
 <dt class="field-odd">Returns<span class="colon">:</span></dt>
 <dd class="field-odd"><p>The created explainer object.</p>
diff --git a/latest/_autosummary/baybe.kernels.base.BasicKernel.html b/latest/_autosummary/baybe.kernels.base.BasicKernel.html
index c69225a9d9..b957a37b9e 100644
--- a/latest/_autosummary/baybe.kernels.base.BasicKernel.html
+++ b/latest/_autosummary/baybe.kernels.base.BasicKernel.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.kernels.base.CompositeKernel.html b/latest/_autosummary/baybe.kernels.base.CompositeKernel.html
index 5dad83aab3..f726980ed2 100644
--- a/latest/_autosummary/baybe.kernels.base.CompositeKernel.html
+++ b/latest/_autosummary/baybe.kernels.base.CompositeKernel.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.kernels.base.Kernel.html b/latest/_autosummary/baybe.kernels.base.Kernel.html
index b09c2de00a..6c14688f4a 100644
--- a/latest/_autosummary/baybe.kernels.base.Kernel.html
+++ b/latest/_autosummary/baybe.kernels.base.Kernel.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.kernels.base.html b/latest/_autosummary/baybe.kernels.base.html
index 36e2640c6f..68e9cf1ee6 100644
--- a/latest/_autosummary/baybe.kernels.base.html
+++ b/latest/_autosummary/baybe.kernels.base.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.kernels.basic.LinearKernel.html b/latest/_autosummary/baybe.kernels.basic.LinearKernel.html
index 0841aeb6c0..c5905796c3 100644
--- a/latest/_autosummary/baybe.kernels.basic.LinearKernel.html
+++ b/latest/_autosummary/baybe.kernels.basic.LinearKernel.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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diff --git a/latest/_autosummary/baybe.kernels.basic.MaternKernel.html b/latest/_autosummary/baybe.kernels.basic.MaternKernel.html
index 5b6c25c7e6..aefd27aecf 100644
--- a/latest/_autosummary/baybe.kernels.basic.MaternKernel.html
+++ b/latest/_autosummary/baybe.kernels.basic.MaternKernel.html
@@ -282,6 +282,7 @@
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+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
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@@ -474,6 +475,10 @@
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diff --git a/latest/_autosummary/baybe.kernels.basic.PeriodicKernel.html b/latest/_autosummary/baybe.kernels.basic.PeriodicKernel.html
index a59028f1ac..3a9cd798b4 100644
--- a/latest/_autosummary/baybe.kernels.basic.PeriodicKernel.html
+++ b/latest/_autosummary/baybe.kernels.basic.PeriodicKernel.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
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diff --git a/latest/_autosummary/baybe.kernels.basic.PiecewisePolynomialKernel.html b/latest/_autosummary/baybe.kernels.basic.PiecewisePolynomialKernel.html
index c0d7d40714..8239e81d90 100644
--- a/latest/_autosummary/baybe.kernels.basic.PiecewisePolynomialKernel.html
+++ b/latest/_autosummary/baybe.kernels.basic.PiecewisePolynomialKernel.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
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diff --git a/latest/_autosummary/baybe.kernels.basic.PolynomialKernel.html b/latest/_autosummary/baybe.kernels.basic.PolynomialKernel.html
index 1a2f0a6545..b649af8fba 100644
--- a/latest/_autosummary/baybe.kernels.basic.PolynomialKernel.html
+++ b/latest/_autosummary/baybe.kernels.basic.PolynomialKernel.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
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diff --git a/latest/_autosummary/baybe.kernels.basic.RBFKernel.html b/latest/_autosummary/baybe.kernels.basic.RBFKernel.html
index 8cd707bde3..755d27a2ad 100644
--- a/latest/_autosummary/baybe.kernels.basic.RBFKernel.html
+++ b/latest/_autosummary/baybe.kernels.basic.RBFKernel.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
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diff --git a/latest/_autosummary/baybe.kernels.basic.RFFKernel.html b/latest/_autosummary/baybe.kernels.basic.RFFKernel.html
index 3483abc288..3f1002ec05 100644
--- a/latest/_autosummary/baybe.kernels.basic.RFFKernel.html
+++ b/latest/_autosummary/baybe.kernels.basic.RFFKernel.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.kernels.basic.RQKernel.html b/latest/_autosummary/baybe.kernels.basic.RQKernel.html
index e8af2b0036..514e0702dd 100644
--- a/latest/_autosummary/baybe.kernels.basic.RQKernel.html
+++ b/latest/_autosummary/baybe.kernels.basic.RQKernel.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.kernels.basic.html b/latest/_autosummary/baybe.kernels.basic.html
index 823a8fc1e4..98756ce081 100644
--- a/latest/_autosummary/baybe.kernels.basic.html
+++ b/latest/_autosummary/baybe.kernels.basic.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.kernels.composite.AdditiveKernel.html b/latest/_autosummary/baybe.kernels.composite.AdditiveKernel.html
index e144920069..2e0b0f8389 100644
--- a/latest/_autosummary/baybe.kernels.composite.AdditiveKernel.html
+++ b/latest/_autosummary/baybe.kernels.composite.AdditiveKernel.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.kernels.composite.ProductKernel.html b/latest/_autosummary/baybe.kernels.composite.ProductKernel.html
index f67ce4ebf8..c5a2837c7a 100644
--- a/latest/_autosummary/baybe.kernels.composite.ProductKernel.html
+++ b/latest/_autosummary/baybe.kernels.composite.ProductKernel.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.kernels.composite.ScaleKernel.html b/latest/_autosummary/baybe.kernels.composite.ScaleKernel.html
index 9ff6cc69fd..c1c2ac5ca1 100644
--- a/latest/_autosummary/baybe.kernels.composite.ScaleKernel.html
+++ b/latest/_autosummary/baybe.kernels.composite.ScaleKernel.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.kernels.composite.html b/latest/_autosummary/baybe.kernels.composite.html
index e55241a678..952fecf651 100644
--- a/latest/_autosummary/baybe.kernels.composite.html
+++ b/latest/_autosummary/baybe.kernels.composite.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.kernels.html b/latest/_autosummary/baybe.kernels.html
index 477c80145a..8e67917bfd 100644
--- a/latest/_autosummary/baybe.kernels.html
+++ b/latest/_autosummary/baybe.kernels.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.objective.Objective.html b/latest/_autosummary/baybe.objective.Objective.html
index a3ec7a1852..02f50b7086 100644
--- a/latest/_autosummary/baybe.objective.Objective.html
+++ b/latest/_autosummary/baybe.objective.Objective.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.objective.html b/latest/_autosummary/baybe.objective.html
index 1113583aab..e0548a513f 100644
--- a/latest/_autosummary/baybe.objective.html
+++ b/latest/_autosummary/baybe.objective.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
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 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.objectives.base.Objective.html b/latest/_autosummary/baybe.objectives.base.Objective.html
index 049a60e211..3daf08bb0d 100644
--- a/latest/_autosummary/baybe.objectives.base.Objective.html
+++ b/latest/_autosummary/baybe.objectives.base.Objective.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
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 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.objectives.base.html b/latest/_autosummary/baybe.objectives.base.html
index df8b552445..80325f1f8d 100644
--- a/latest/_autosummary/baybe.objectives.base.html
+++ b/latest/_autosummary/baybe.objectives.base.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.objectives.base.to_objective.html b/latest/_autosummary/baybe.objectives.base.to_objective.html
index 1f24cb9599..4e2b86d96f 100644
--- a/latest/_autosummary/baybe.objectives.base.to_objective.html
+++ b/latest/_autosummary/baybe.objectives.base.to_objective.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.objectives.deprecation.html b/latest/_autosummary/baybe.objectives.deprecation.html
index 5767d6214a..80e9b03359 100644
--- a/latest/_autosummary/baybe.objectives.deprecation.html
+++ b/latest/_autosummary/baybe.objectives.deprecation.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.objectives.deprecation.structure_objective.html b/latest/_autosummary/baybe.objectives.deprecation.structure_objective.html
index d4c4a028f5..1faad376c6 100644
--- a/latest/_autosummary/baybe.objectives.deprecation.structure_objective.html
+++ b/latest/_autosummary/baybe.objectives.deprecation.structure_objective.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.objectives.desirability.DesirabilityObjective.html b/latest/_autosummary/baybe.objectives.desirability.DesirabilityObjective.html
index e97d55f85f..f06f5032c4 100644
--- a/latest/_autosummary/baybe.objectives.desirability.DesirabilityObjective.html
+++ b/latest/_autosummary/baybe.objectives.desirability.DesirabilityObjective.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.objectives.desirability.html b/latest/_autosummary/baybe.objectives.desirability.html
index bba67a4900..373fc877c2 100644
--- a/latest/_autosummary/baybe.objectives.desirability.html
+++ b/latest/_autosummary/baybe.objectives.desirability.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.objectives.desirability.scalarize.html b/latest/_autosummary/baybe.objectives.desirability.scalarize.html
index 2df6c41a29..d7aca3987f 100644
--- a/latest/_autosummary/baybe.objectives.desirability.scalarize.html
+++ b/latest/_autosummary/baybe.objectives.desirability.scalarize.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.objectives.enum.Scalarizer.html b/latest/_autosummary/baybe.objectives.enum.Scalarizer.html
index d259b4c793..45fca08e93 100644
--- a/latest/_autosummary/baybe.objectives.enum.Scalarizer.html
+++ b/latest/_autosummary/baybe.objectives.enum.Scalarizer.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.objectives.enum.html b/latest/_autosummary/baybe.objectives.enum.html
index 74c8e20d4c..7db9d7ae2e 100644
--- a/latest/_autosummary/baybe.objectives.enum.html
+++ b/latest/_autosummary/baybe.objectives.enum.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.objectives.html b/latest/_autosummary/baybe.objectives.html
index b55117d657..d89dcd8fa3 100644
--- a/latest/_autosummary/baybe.objectives.html
+++ b/latest/_autosummary/baybe.objectives.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.objectives.single.SingleTargetObjective.html b/latest/_autosummary/baybe.objectives.single.SingleTargetObjective.html
index 3977483838..19253195a4 100644
--- a/latest/_autosummary/baybe.objectives.single.SingleTargetObjective.html
+++ b/latest/_autosummary/baybe.objectives.single.SingleTargetObjective.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.objectives.single.html b/latest/_autosummary/baybe.objectives.single.html
index 93a445a9c7..e72cc9310f 100644
--- a/latest/_autosummary/baybe.objectives.single.html
+++ b/latest/_autosummary/baybe.objectives.single.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.parameters.base.ContinuousParameter.html b/latest/_autosummary/baybe.parameters.base.ContinuousParameter.html
index 0bb57c5aa8..36d57c2d77 100644
--- a/latest/_autosummary/baybe.parameters.base.ContinuousParameter.html
+++ b/latest/_autosummary/baybe.parameters.base.ContinuousParameter.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
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diff --git a/latest/_autosummary/baybe.parameters.base.DiscreteParameter.html b/latest/_autosummary/baybe.parameters.base.DiscreteParameter.html
index c39d68645c..de03a78096 100644
--- a/latest/_autosummary/baybe.parameters.base.DiscreteParameter.html
+++ b/latest/_autosummary/baybe.parameters.base.DiscreteParameter.html
@@ -282,6 +282,7 @@
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 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
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@@ -474,6 +475,10 @@
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diff --git a/latest/_autosummary/baybe.parameters.base.Parameter.html b/latest/_autosummary/baybe.parameters.base.Parameter.html
index 7f89b469c9..cb653c26bb 100644
--- a/latest/_autosummary/baybe.parameters.base.Parameter.html
+++ b/latest/_autosummary/baybe.parameters.base.Parameter.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
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diff --git a/latest/_autosummary/baybe.parameters.base.html b/latest/_autosummary/baybe.parameters.base.html
index 41aa9980cd..dcefba9a15 100644
--- a/latest/_autosummary/baybe.parameters.base.html
+++ b/latest/_autosummary/baybe.parameters.base.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
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diff --git a/latest/_autosummary/baybe.parameters.categorical.CategoricalParameter.html b/latest/_autosummary/baybe.parameters.categorical.CategoricalParameter.html
index b36c74251e..906047b90c 100644
--- a/latest/_autosummary/baybe.parameters.categorical.CategoricalParameter.html
+++ b/latest/_autosummary/baybe.parameters.categorical.CategoricalParameter.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
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diff --git a/latest/_autosummary/baybe.parameters.categorical.TaskParameter.html b/latest/_autosummary/baybe.parameters.categorical.TaskParameter.html
index 74e0bdc2f1..c412f75c54 100644
--- a/latest/_autosummary/baybe.parameters.categorical.TaskParameter.html
+++ b/latest/_autosummary/baybe.parameters.categorical.TaskParameter.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
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diff --git a/latest/_autosummary/baybe.parameters.categorical.html b/latest/_autosummary/baybe.parameters.categorical.html
index a50de37bfc..95d8b3bc0d 100644
--- a/latest/_autosummary/baybe.parameters.categorical.html
+++ b/latest/_autosummary/baybe.parameters.categorical.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
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diff --git a/latest/_autosummary/baybe.parameters.custom.CustomDiscreteParameter.html b/latest/_autosummary/baybe.parameters.custom.CustomDiscreteParameter.html
index ecf5f38215..3dbbbe294f 100644
--- a/latest/_autosummary/baybe.parameters.custom.CustomDiscreteParameter.html
+++ b/latest/_autosummary/baybe.parameters.custom.CustomDiscreteParameter.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
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diff --git a/latest/_autosummary/baybe.parameters.custom.html b/latest/_autosummary/baybe.parameters.custom.html
index d088d330b9..c5254c4ab2 100644
--- a/latest/_autosummary/baybe.parameters.custom.html
+++ b/latest/_autosummary/baybe.parameters.custom.html
@@ -282,6 +282,7 @@
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 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
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diff --git a/latest/_autosummary/baybe.parameters.enum.CategoricalEncoding.html b/latest/_autosummary/baybe.parameters.enum.CategoricalEncoding.html
index 3776dde90b..da2c74dc53 100644
--- a/latest/_autosummary/baybe.parameters.enum.CategoricalEncoding.html
+++ b/latest/_autosummary/baybe.parameters.enum.CategoricalEncoding.html
@@ -282,6 +282,7 @@
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 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
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diff --git a/latest/_autosummary/baybe.parameters.enum.CustomEncoding.html b/latest/_autosummary/baybe.parameters.enum.CustomEncoding.html
index 52a287a742..e4f54bc949 100644
--- a/latest/_autosummary/baybe.parameters.enum.CustomEncoding.html
+++ b/latest/_autosummary/baybe.parameters.enum.CustomEncoding.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
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diff --git a/latest/_autosummary/baybe.parameters.enum.ParameterEncoding.html b/latest/_autosummary/baybe.parameters.enum.ParameterEncoding.html
index 8e34d80545..7c1ccc424d 100644
--- a/latest/_autosummary/baybe.parameters.enum.ParameterEncoding.html
+++ b/latest/_autosummary/baybe.parameters.enum.ParameterEncoding.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
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diff --git a/latest/_autosummary/baybe.parameters.enum.SubstanceEncoding.html b/latest/_autosummary/baybe.parameters.enum.SubstanceEncoding.html
index 707138b064..635af246e7 100644
--- a/latest/_autosummary/baybe.parameters.enum.SubstanceEncoding.html
+++ b/latest/_autosummary/baybe.parameters.enum.SubstanceEncoding.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.parameters.enum.html b/latest/_autosummary/baybe.parameters.enum.html
index a402ed1700..55bbd9dd00 100644
--- a/latest/_autosummary/baybe.parameters.enum.html
+++ b/latest/_autosummary/baybe.parameters.enum.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
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diff --git a/latest/_autosummary/baybe.parameters.html b/latest/_autosummary/baybe.parameters.html
index dbd8532005..394bc4bad5 100644
--- a/latest/_autosummary/baybe.parameters.html
+++ b/latest/_autosummary/baybe.parameters.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
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diff --git a/latest/_autosummary/baybe.parameters.numerical.NumericalContinuousParameter.html b/latest/_autosummary/baybe.parameters.numerical.NumericalContinuousParameter.html
index fd67a520c8..ffac905cd1 100644
--- a/latest/_autosummary/baybe.parameters.numerical.NumericalContinuousParameter.html
+++ b/latest/_autosummary/baybe.parameters.numerical.NumericalContinuousParameter.html
@@ -282,6 +282,7 @@
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diff --git a/latest/_autosummary/baybe.parameters.numerical.NumericalDiscreteParameter.html b/latest/_autosummary/baybe.parameters.numerical.NumericalDiscreteParameter.html
index cec797288a..28031ebc6f 100644
--- a/latest/_autosummary/baybe.parameters.numerical.NumericalDiscreteParameter.html
+++ b/latest/_autosummary/baybe.parameters.numerical.NumericalDiscreteParameter.html
@@ -282,6 +282,7 @@
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+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
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diff --git a/latest/_autosummary/baybe.parameters.numerical.html b/latest/_autosummary/baybe.parameters.numerical.html
index f2f30e37e7..63e6076d08 100644
--- a/latest/_autosummary/baybe.parameters.numerical.html
+++ b/latest/_autosummary/baybe.parameters.numerical.html
@@ -282,6 +282,7 @@
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+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
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diff --git a/latest/_autosummary/baybe.parameters.substance.Smiles.html b/latest/_autosummary/baybe.parameters.substance.Smiles.html
index 068e96af13..6519ad6592 100644
--- a/latest/_autosummary/baybe.parameters.substance.Smiles.html
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@@ -282,6 +282,7 @@
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+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
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diff --git a/latest/_autosummary/baybe.parameters.substance.SubstanceParameter.html b/latest/_autosummary/baybe.parameters.substance.SubstanceParameter.html
index cc231a7978..b0327db1a4 100644
--- a/latest/_autosummary/baybe.parameters.substance.SubstanceParameter.html
+++ b/latest/_autosummary/baybe.parameters.substance.SubstanceParameter.html
@@ -282,6 +282,7 @@
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+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
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diff --git a/latest/_autosummary/baybe.parameters.substance.html b/latest/_autosummary/baybe.parameters.substance.html
index 25cdfdc3d7..7f5650014a 100644
--- a/latest/_autosummary/baybe.parameters.substance.html
+++ b/latest/_autosummary/baybe.parameters.substance.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
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+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
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diff --git a/latest/_autosummary/baybe.parameters.utils.get_parameters_from_dataframe.html b/latest/_autosummary/baybe.parameters.utils.get_parameters_from_dataframe.html
index b2dbcea814..e23b7d6ad3 100644
--- a/latest/_autosummary/baybe.parameters.utils.get_parameters_from_dataframe.html
+++ b/latest/_autosummary/baybe.parameters.utils.get_parameters_from_dataframe.html
@@ -282,6 +282,7 @@
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+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
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@@ -474,6 +475,10 @@
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
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diff --git a/latest/_autosummary/baybe.parameters.utils.html b/latest/_autosummary/baybe.parameters.utils.html
index 2a5e114598..dc40060082 100644
--- a/latest/_autosummary/baybe.parameters.utils.html
+++ b/latest/_autosummary/baybe.parameters.utils.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
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+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.parameters.utils.sort_parameters.html b/latest/_autosummary/baybe.parameters.utils.sort_parameters.html
index b328a6a2bd..2bb2a3066d 100644
--- a/latest/_autosummary/baybe.parameters.utils.sort_parameters.html
+++ b/latest/_autosummary/baybe.parameters.utils.sort_parameters.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.parameters.validation.html b/latest/_autosummary/baybe.parameters.validation.html
index 8f37264ebd..f257b8ef8c 100644
--- a/latest/_autosummary/baybe.parameters.validation.html
+++ b/latest/_autosummary/baybe.parameters.validation.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.parameters.validation.validate_decorrelation.html b/latest/_autosummary/baybe.parameters.validation.validate_decorrelation.html
index 77ec17c081..bd2f17b309 100644
--- a/latest/_autosummary/baybe.parameters.validation.validate_decorrelation.html
+++ b/latest/_autosummary/baybe.parameters.validation.validate_decorrelation.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.parameters.validation.validate_is_finite.html b/latest/_autosummary/baybe.parameters.validation.validate_is_finite.html
index 23e8a8decd..7753ff445f 100644
--- a/latest/_autosummary/baybe.parameters.validation.validate_is_finite.html
+++ b/latest/_autosummary/baybe.parameters.validation.validate_is_finite.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.parameters.validation.validate_unique_values.html b/latest/_autosummary/baybe.parameters.validation.validate_unique_values.html
index 72ed084f79..bf3d8d9336 100644
--- a/latest/_autosummary/baybe.parameters.validation.validate_unique_values.html
+++ b/latest/_autosummary/baybe.parameters.validation.validate_unique_values.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.priors.base.Prior.html b/latest/_autosummary/baybe.priors.base.Prior.html
index 172f1f492a..6a2e165479 100644
--- a/latest/_autosummary/baybe.priors.base.Prior.html
+++ b/latest/_autosummary/baybe.priors.base.Prior.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.priors.base.html b/latest/_autosummary/baybe.priors.base.html
index 337b6bab5e..db3ea1648b 100644
--- a/latest/_autosummary/baybe.priors.base.html
+++ b/latest/_autosummary/baybe.priors.base.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.priors.basic.BetaPrior.html b/latest/_autosummary/baybe.priors.basic.BetaPrior.html
index 31043ace67..bdd1034b59 100644
--- a/latest/_autosummary/baybe.priors.basic.BetaPrior.html
+++ b/latest/_autosummary/baybe.priors.basic.BetaPrior.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.priors.basic.GammaPrior.html b/latest/_autosummary/baybe.priors.basic.GammaPrior.html
index 77a47bd619..7554f65ac5 100644
--- a/latest/_autosummary/baybe.priors.basic.GammaPrior.html
+++ b/latest/_autosummary/baybe.priors.basic.GammaPrior.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.priors.basic.HalfCauchyPrior.html b/latest/_autosummary/baybe.priors.basic.HalfCauchyPrior.html
index d7d5443e1e..8f774ae807 100644
--- a/latest/_autosummary/baybe.priors.basic.HalfCauchyPrior.html
+++ b/latest/_autosummary/baybe.priors.basic.HalfCauchyPrior.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.priors.basic.HalfNormalPrior.html b/latest/_autosummary/baybe.priors.basic.HalfNormalPrior.html
index 558d3341b5..f9f97f5c1e 100644
--- a/latest/_autosummary/baybe.priors.basic.HalfNormalPrior.html
+++ b/latest/_autosummary/baybe.priors.basic.HalfNormalPrior.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.priors.basic.LogNormalPrior.html b/latest/_autosummary/baybe.priors.basic.LogNormalPrior.html
index 7645bdf271..89c5636fc5 100644
--- a/latest/_autosummary/baybe.priors.basic.LogNormalPrior.html
+++ b/latest/_autosummary/baybe.priors.basic.LogNormalPrior.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.priors.basic.NormalPrior.html b/latest/_autosummary/baybe.priors.basic.NormalPrior.html
index dcf56002bc..36a617467b 100644
--- a/latest/_autosummary/baybe.priors.basic.NormalPrior.html
+++ b/latest/_autosummary/baybe.priors.basic.NormalPrior.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.priors.basic.SmoothedBoxPrior.html b/latest/_autosummary/baybe.priors.basic.SmoothedBoxPrior.html
index aabba22437..2a0b2c8d86 100644
--- a/latest/_autosummary/baybe.priors.basic.SmoothedBoxPrior.html
+++ b/latest/_autosummary/baybe.priors.basic.SmoothedBoxPrior.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.priors.basic.html b/latest/_autosummary/baybe.priors.basic.html
index fbb427b912..d68ed2e13d 100644
--- a/latest/_autosummary/baybe.priors.basic.html
+++ b/latest/_autosummary/baybe.priors.basic.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
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 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.priors.html b/latest/_autosummary/baybe.priors.html
index 86f1ce3361..146d601bc1 100644
--- a/latest/_autosummary/baybe.priors.html
+++ b/latest/_autosummary/baybe.priors.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
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 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.recommenders.base.RecommenderProtocol.html b/latest/_autosummary/baybe.recommenders.base.RecommenderProtocol.html
index 449a7f00fd..494e9d23e0 100644
--- a/latest/_autosummary/baybe.recommenders.base.RecommenderProtocol.html
+++ b/latest/_autosummary/baybe.recommenders.base.RecommenderProtocol.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.recommenders.base.html b/latest/_autosummary/baybe.recommenders.base.html
index b985bf6311..4b83695112 100644
--- a/latest/_autosummary/baybe.recommenders.base.html
+++ b/latest/_autosummary/baybe.recommenders.base.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.recommenders.html b/latest/_autosummary/baybe.recommenders.html
index 2cd19cb10b..2163d75f48 100644
--- a/latest/_autosummary/baybe.recommenders.html
+++ b/latest/_autosummary/baybe.recommenders.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.recommenders.meta.base.MetaRecommender.html b/latest/_autosummary/baybe.recommenders.meta.base.MetaRecommender.html
index 1eb7467e1c..e7cd28e7a5 100644
--- a/latest/_autosummary/baybe.recommenders.meta.base.MetaRecommender.html
+++ b/latest/_autosummary/baybe.recommenders.meta.base.MetaRecommender.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.recommenders.meta.base.html b/latest/_autosummary/baybe.recommenders.meta.base.html
index dabcbe0739..ebc2f25374 100644
--- a/latest/_autosummary/baybe.recommenders.meta.base.html
+++ b/latest/_autosummary/baybe.recommenders.meta.base.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.recommenders.meta.html b/latest/_autosummary/baybe.recommenders.meta.html
index e2c7081b56..2e936e8f53 100644
--- a/latest/_autosummary/baybe.recommenders.meta.html
+++ b/latest/_autosummary/baybe.recommenders.meta.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.recommenders.meta.sequential.BaseSequentialMetaRecommender.html b/latest/_autosummary/baybe.recommenders.meta.sequential.BaseSequentialMetaRecommender.html
index 7bc3689f18..bf5866611c 100644
--- a/latest/_autosummary/baybe.recommenders.meta.sequential.BaseSequentialMetaRecommender.html
+++ b/latest/_autosummary/baybe.recommenders.meta.sequential.BaseSequentialMetaRecommender.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.recommenders.meta.sequential.SequentialMetaRecommender.html b/latest/_autosummary/baybe.recommenders.meta.sequential.SequentialMetaRecommender.html
index de067de815..a712c4f108 100644
--- a/latest/_autosummary/baybe.recommenders.meta.sequential.SequentialMetaRecommender.html
+++ b/latest/_autosummary/baybe.recommenders.meta.sequential.SequentialMetaRecommender.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.recommenders.meta.sequential.StreamingSequentialMetaRecommender.html b/latest/_autosummary/baybe.recommenders.meta.sequential.StreamingSequentialMetaRecommender.html
index 79cdd58be7..93775d2671 100644
--- a/latest/_autosummary/baybe.recommenders.meta.sequential.StreamingSequentialMetaRecommender.html
+++ b/latest/_autosummary/baybe.recommenders.meta.sequential.StreamingSequentialMetaRecommender.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.recommenders.meta.sequential.TwoPhaseMetaRecommender.html b/latest/_autosummary/baybe.recommenders.meta.sequential.TwoPhaseMetaRecommender.html
index 606c92a260..b523146d09 100644
--- a/latest/_autosummary/baybe.recommenders.meta.sequential.TwoPhaseMetaRecommender.html
+++ b/latest/_autosummary/baybe.recommenders.meta.sequential.TwoPhaseMetaRecommender.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.recommenders.meta.sequential.html b/latest/_autosummary/baybe.recommenders.meta.sequential.html
index cc20627425..8043e6702f 100644
--- a/latest/_autosummary/baybe.recommenders.meta.sequential.html
+++ b/latest/_autosummary/baybe.recommenders.meta.sequential.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.recommenders.naive.NaiveHybridSpaceRecommender.html b/latest/_autosummary/baybe.recommenders.naive.NaiveHybridSpaceRecommender.html
index f643c3178f..f20cc1b1f5 100644
--- a/latest/_autosummary/baybe.recommenders.naive.NaiveHybridSpaceRecommender.html
+++ b/latest/_autosummary/baybe.recommenders.naive.NaiveHybridSpaceRecommender.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.recommenders.naive.html b/latest/_autosummary/baybe.recommenders.naive.html
index 37139f28b2..3052c3c0ee 100644
--- a/latest/_autosummary/baybe.recommenders.naive.html
+++ b/latest/_autosummary/baybe.recommenders.naive.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.recommenders.pure.base.PureRecommender.html b/latest/_autosummary/baybe.recommenders.pure.base.PureRecommender.html
index 226e4102a0..b60895c8c4 100644
--- a/latest/_autosummary/baybe.recommenders.pure.base.PureRecommender.html
+++ b/latest/_autosummary/baybe.recommenders.pure.base.PureRecommender.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.recommenders.pure.base.html b/latest/_autosummary/baybe.recommenders.pure.base.html
index 06f7ffac76..92a604567a 100644
--- a/latest/_autosummary/baybe.recommenders.pure.base.html
+++ b/latest/_autosummary/baybe.recommenders.pure.base.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.recommenders.pure.bayesian.base.BayesianRecommender.html b/latest/_autosummary/baybe.recommenders.pure.bayesian.base.BayesianRecommender.html
index 6b1994e86a..e75575bbaf 100644
--- a/latest/_autosummary/baybe.recommenders.pure.bayesian.base.BayesianRecommender.html
+++ b/latest/_autosummary/baybe.recommenders.pure.bayesian.base.BayesianRecommender.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.recommenders.pure.bayesian.base.html b/latest/_autosummary/baybe.recommenders.pure.bayesian.base.html
index 780133a0f9..c681316ef5 100644
--- a/latest/_autosummary/baybe.recommenders.pure.bayesian.base.html
+++ b/latest/_autosummary/baybe.recommenders.pure.bayesian.base.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.recommenders.pure.bayesian.botorch.BotorchRecommender.html b/latest/_autosummary/baybe.recommenders.pure.bayesian.botorch.BotorchRecommender.html
index 855eb40529..9417da1bd0 100644
--- a/latest/_autosummary/baybe.recommenders.pure.bayesian.botorch.BotorchRecommender.html
+++ b/latest/_autosummary/baybe.recommenders.pure.bayesian.botorch.BotorchRecommender.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.recommenders.pure.bayesian.botorch.html b/latest/_autosummary/baybe.recommenders.pure.bayesian.botorch.html
index 246134e993..f021c53c27 100644
--- a/latest/_autosummary/baybe.recommenders.pure.bayesian.botorch.html
+++ b/latest/_autosummary/baybe.recommenders.pure.bayesian.botorch.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.recommenders.pure.bayesian.html b/latest/_autosummary/baybe.recommenders.pure.bayesian.html
index 6fdbf860c2..51a351d17e 100644
--- a/latest/_autosummary/baybe.recommenders.pure.bayesian.html
+++ b/latest/_autosummary/baybe.recommenders.pure.bayesian.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.recommenders.pure.bayesian.sequential_greedy.SequentialGreedyRecommender.html b/latest/_autosummary/baybe.recommenders.pure.bayesian.sequential_greedy.SequentialGreedyRecommender.html
index c5abf735e3..ddc1b0fc98 100644
--- a/latest/_autosummary/baybe.recommenders.pure.bayesian.sequential_greedy.SequentialGreedyRecommender.html
+++ b/latest/_autosummary/baybe.recommenders.pure.bayesian.sequential_greedy.SequentialGreedyRecommender.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.recommenders.pure.bayesian.sequential_greedy.html b/latest/_autosummary/baybe.recommenders.pure.bayesian.sequential_greedy.html
index c58a1e1e17..4abd7092e2 100644
--- a/latest/_autosummary/baybe.recommenders.pure.bayesian.sequential_greedy.html
+++ b/latest/_autosummary/baybe.recommenders.pure.bayesian.sequential_greedy.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.recommenders.pure.html b/latest/_autosummary/baybe.recommenders.pure.html
index 6284e3b62e..1a2a01c15c 100644
--- a/latest/_autosummary/baybe.recommenders.pure.html
+++ b/latest/_autosummary/baybe.recommenders.pure.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.recommenders.pure.nonpredictive.base.NonPredictiveRecommender.html b/latest/_autosummary/baybe.recommenders.pure.nonpredictive.base.NonPredictiveRecommender.html
index dc3bdecbaa..d4d40321ce 100644
--- a/latest/_autosummary/baybe.recommenders.pure.nonpredictive.base.NonPredictiveRecommender.html
+++ b/latest/_autosummary/baybe.recommenders.pure.nonpredictive.base.NonPredictiveRecommender.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.recommenders.pure.nonpredictive.base.html b/latest/_autosummary/baybe.recommenders.pure.nonpredictive.base.html
index 9f1fe75284..d05faea1d6 100644
--- a/latest/_autosummary/baybe.recommenders.pure.nonpredictive.base.html
+++ b/latest/_autosummary/baybe.recommenders.pure.nonpredictive.base.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.recommenders.pure.nonpredictive.clustering.GaussianMixtureClusteringRecommender.html b/latest/_autosummary/baybe.recommenders.pure.nonpredictive.clustering.GaussianMixtureClusteringRecommender.html
index cc1b520c79..ebca833bbd 100644
--- a/latest/_autosummary/baybe.recommenders.pure.nonpredictive.clustering.GaussianMixtureClusteringRecommender.html
+++ b/latest/_autosummary/baybe.recommenders.pure.nonpredictive.clustering.GaussianMixtureClusteringRecommender.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.recommenders.pure.nonpredictive.clustering.KMeansClusteringRecommender.html b/latest/_autosummary/baybe.recommenders.pure.nonpredictive.clustering.KMeansClusteringRecommender.html
index 9500e6ed13..017acbc099 100644
--- a/latest/_autosummary/baybe.recommenders.pure.nonpredictive.clustering.KMeansClusteringRecommender.html
+++ b/latest/_autosummary/baybe.recommenders.pure.nonpredictive.clustering.KMeansClusteringRecommender.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.recommenders.pure.nonpredictive.clustering.PAMClusteringRecommender.html b/latest/_autosummary/baybe.recommenders.pure.nonpredictive.clustering.PAMClusteringRecommender.html
index b35c65167a..0552c0c9c9 100644
--- a/latest/_autosummary/baybe.recommenders.pure.nonpredictive.clustering.PAMClusteringRecommender.html
+++ b/latest/_autosummary/baybe.recommenders.pure.nonpredictive.clustering.PAMClusteringRecommender.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.recommenders.pure.nonpredictive.clustering.SKLearnClusteringRecommender.html b/latest/_autosummary/baybe.recommenders.pure.nonpredictive.clustering.SKLearnClusteringRecommender.html
index d8ea373daa..75b3d03085 100644
--- a/latest/_autosummary/baybe.recommenders.pure.nonpredictive.clustering.SKLearnClusteringRecommender.html
+++ b/latest/_autosummary/baybe.recommenders.pure.nonpredictive.clustering.SKLearnClusteringRecommender.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.recommenders.pure.nonpredictive.clustering.html b/latest/_autosummary/baybe.recommenders.pure.nonpredictive.clustering.html
index c4a921aa88..5102c7b849 100644
--- a/latest/_autosummary/baybe.recommenders.pure.nonpredictive.clustering.html
+++ b/latest/_autosummary/baybe.recommenders.pure.nonpredictive.clustering.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.recommenders.pure.nonpredictive.html b/latest/_autosummary/baybe.recommenders.pure.nonpredictive.html
index 7a7a57cf18..4fadc634b6 100644
--- a/latest/_autosummary/baybe.recommenders.pure.nonpredictive.html
+++ b/latest/_autosummary/baybe.recommenders.pure.nonpredictive.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.recommenders.pure.nonpredictive.sampling.FPSRecommender.html b/latest/_autosummary/baybe.recommenders.pure.nonpredictive.sampling.FPSRecommender.html
index 173ddb592b..5ecbf74b2d 100644
--- a/latest/_autosummary/baybe.recommenders.pure.nonpredictive.sampling.FPSRecommender.html
+++ b/latest/_autosummary/baybe.recommenders.pure.nonpredictive.sampling.FPSRecommender.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.recommenders.pure.nonpredictive.sampling.RandomRecommender.html b/latest/_autosummary/baybe.recommenders.pure.nonpredictive.sampling.RandomRecommender.html
index 9a1a34784e..51e2e19a99 100644
--- a/latest/_autosummary/baybe.recommenders.pure.nonpredictive.sampling.RandomRecommender.html
+++ b/latest/_autosummary/baybe.recommenders.pure.nonpredictive.sampling.RandomRecommender.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.recommenders.pure.nonpredictive.sampling.html b/latest/_autosummary/baybe.recommenders.pure.nonpredictive.sampling.html
index 9bc51a28dc..e77ddf01ec 100644
--- a/latest/_autosummary/baybe.recommenders.pure.nonpredictive.sampling.html
+++ b/latest/_autosummary/baybe.recommenders.pure.nonpredictive.sampling.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.searchspace.continuous.SubspaceContinuous.html b/latest/_autosummary/baybe.searchspace.continuous.SubspaceContinuous.html
index 00bc9b5cde..ee2c90a4bc 100644
--- a/latest/_autosummary/baybe.searchspace.continuous.SubspaceContinuous.html
+++ b/latest/_autosummary/baybe.searchspace.continuous.SubspaceContinuous.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.searchspace.continuous.html b/latest/_autosummary/baybe.searchspace.continuous.html
index dec431412f..5e7de080c0 100644
--- a/latest/_autosummary/baybe.searchspace.continuous.html
+++ b/latest/_autosummary/baybe.searchspace.continuous.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.searchspace.core.SearchSpace.html b/latest/_autosummary/baybe.searchspace.core.SearchSpace.html
index 874b4a4c11..32fedee7de 100644
--- a/latest/_autosummary/baybe.searchspace.core.SearchSpace.html
+++ b/latest/_autosummary/baybe.searchspace.core.SearchSpace.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.searchspace.core.SearchSpaceType.html b/latest/_autosummary/baybe.searchspace.core.SearchSpaceType.html
index 9f58c380f5..48bd2b0097 100644
--- a/latest/_autosummary/baybe.searchspace.core.SearchSpaceType.html
+++ b/latest/_autosummary/baybe.searchspace.core.SearchSpaceType.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.searchspace.core.html b/latest/_autosummary/baybe.searchspace.core.html
index d9c2075536..f63490bec2 100644
--- a/latest/_autosummary/baybe.searchspace.core.html
+++ b/latest/_autosummary/baybe.searchspace.core.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.searchspace.core.to_searchspace.html b/latest/_autosummary/baybe.searchspace.core.to_searchspace.html
index a50ee147f2..8285e5d49d 100644
--- a/latest/_autosummary/baybe.searchspace.core.to_searchspace.html
+++ b/latest/_autosummary/baybe.searchspace.core.to_searchspace.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.searchspace.core.validate_searchspace_from_config.html b/latest/_autosummary/baybe.searchspace.core.validate_searchspace_from_config.html
index 07a3e8c0e6..cd207c331d 100644
--- a/latest/_autosummary/baybe.searchspace.core.validate_searchspace_from_config.html
+++ b/latest/_autosummary/baybe.searchspace.core.validate_searchspace_from_config.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.searchspace.discrete.MemorySize.html b/latest/_autosummary/baybe.searchspace.discrete.MemorySize.html
index d13b3fd9fe..28b2aadbf0 100644
--- a/latest/_autosummary/baybe.searchspace.discrete.MemorySize.html
+++ b/latest/_autosummary/baybe.searchspace.discrete.MemorySize.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.searchspace.discrete.SubspaceDiscrete.html b/latest/_autosummary/baybe.searchspace.discrete.SubspaceDiscrete.html
index 0d992801f0..05a782f3ba 100644
--- a/latest/_autosummary/baybe.searchspace.discrete.SubspaceDiscrete.html
+++ b/latest/_autosummary/baybe.searchspace.discrete.SubspaceDiscrete.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.searchspace.discrete.html b/latest/_autosummary/baybe.searchspace.discrete.html
index 0efd87175c..b59ce5a97b 100644
--- a/latest/_autosummary/baybe.searchspace.discrete.html
+++ b/latest/_autosummary/baybe.searchspace.discrete.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.searchspace.discrete.parameter_cartesian_prod_pandas.html b/latest/_autosummary/baybe.searchspace.discrete.parameter_cartesian_prod_pandas.html
index 0795ddfeda..1a6d4050c2 100644
--- a/latest/_autosummary/baybe.searchspace.discrete.parameter_cartesian_prod_pandas.html
+++ b/latest/_autosummary/baybe.searchspace.discrete.parameter_cartesian_prod_pandas.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.searchspace.discrete.parameter_cartesian_prod_polars.html b/latest/_autosummary/baybe.searchspace.discrete.parameter_cartesian_prod_polars.html
index ae90dd17fb..84142a342c 100644
--- a/latest/_autosummary/baybe.searchspace.discrete.parameter_cartesian_prod_polars.html
+++ b/latest/_autosummary/baybe.searchspace.discrete.parameter_cartesian_prod_polars.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.searchspace.discrete.validate_simplex_subspace_from_config.html b/latest/_autosummary/baybe.searchspace.discrete.validate_simplex_subspace_from_config.html
index d19c9eba7b..c1a1e39e8c 100644
--- a/latest/_autosummary/baybe.searchspace.discrete.validate_simplex_subspace_from_config.html
+++ b/latest/_autosummary/baybe.searchspace.discrete.validate_simplex_subspace_from_config.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.searchspace.html b/latest/_autosummary/baybe.searchspace.html
index 7864200065..5a1404e061 100644
--- a/latest/_autosummary/baybe.searchspace.html
+++ b/latest/_autosummary/baybe.searchspace.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.searchspace.validation.get_transform_parameters.html b/latest/_autosummary/baybe.searchspace.validation.get_transform_parameters.html
index b5a955634e..8d1615aac3 100644
--- a/latest/_autosummary/baybe.searchspace.validation.get_transform_parameters.html
+++ b/latest/_autosummary/baybe.searchspace.validation.get_transform_parameters.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.searchspace.validation.html b/latest/_autosummary/baybe.searchspace.validation.html
index a2b250474b..4c9c63ed82 100644
--- a/latest/_autosummary/baybe.searchspace.validation.html
+++ b/latest/_autosummary/baybe.searchspace.validation.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.searchspace.validation.validate_parameter_names.html b/latest/_autosummary/baybe.searchspace.validation.validate_parameter_names.html
index c02c1eec10..44b27283f2 100644
--- a/latest/_autosummary/baybe.searchspace.validation.validate_parameter_names.html
+++ b/latest/_autosummary/baybe.searchspace.validation.validate_parameter_names.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.searchspace.validation.validate_parameters.html b/latest/_autosummary/baybe.searchspace.validation.validate_parameters.html
index eee8bf6db0..fdd96f4e6a 100644
--- a/latest/_autosummary/baybe.searchspace.validation.validate_parameters.html
+++ b/latest/_autosummary/baybe.searchspace.validation.validate_parameters.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.serialization.core.block_deserialization_hook.html b/latest/_autosummary/baybe.serialization.core.block_deserialization_hook.html
index c072eeafa6..d96b8aa036 100644
--- a/latest/_autosummary/baybe.serialization.core.block_deserialization_hook.html
+++ b/latest/_autosummary/baybe.serialization.core.block_deserialization_hook.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.serialization.core.block_serialization_hook.html b/latest/_autosummary/baybe.serialization.core.block_serialization_hook.html
index 278d6e8e6a..fc3f176679 100644
--- a/latest/_autosummary/baybe.serialization.core.block_serialization_hook.html
+++ b/latest/_autosummary/baybe.serialization.core.block_serialization_hook.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.serialization.core.converter.html b/latest/_autosummary/baybe.serialization.core.converter.html
index 5f531123d5..0fad3e3078 100644
--- a/latest/_autosummary/baybe.serialization.core.converter.html
+++ b/latest/_autosummary/baybe.serialization.core.converter.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.serialization.core.get_base_structure_hook.html b/latest/_autosummary/baybe.serialization.core.get_base_structure_hook.html
index e340d0e626..752910f837 100644
--- a/latest/_autosummary/baybe.serialization.core.get_base_structure_hook.html
+++ b/latest/_autosummary/baybe.serialization.core.get_base_structure_hook.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.serialization.core.html b/latest/_autosummary/baybe.serialization.core.html
index 9c9cf2dc97..ba93e887a9 100644
--- a/latest/_autosummary/baybe.serialization.core.html
+++ b/latest/_autosummary/baybe.serialization.core.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.serialization.core.select_constructor_hook.html b/latest/_autosummary/baybe.serialization.core.select_constructor_hook.html
index f048cdf610..4e2ef8192a 100644
--- a/latest/_autosummary/baybe.serialization.core.select_constructor_hook.html
+++ b/latest/_autosummary/baybe.serialization.core.select_constructor_hook.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.serialization.core.unstructure_base.html b/latest/_autosummary/baybe.serialization.core.unstructure_base.html
index 8072a2f771..0420d89eba 100644
--- a/latest/_autosummary/baybe.serialization.core.unstructure_base.html
+++ b/latest/_autosummary/baybe.serialization.core.unstructure_base.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.serialization.html b/latest/_autosummary/baybe.serialization.html
index f2d73a1ee4..de1edb1f08 100644
--- a/latest/_autosummary/baybe.serialization.html
+++ b/latest/_autosummary/baybe.serialization.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.serialization.mixin.SerialMixin.html b/latest/_autosummary/baybe.serialization.mixin.SerialMixin.html
index 16d3f2ca54..e4381c2f06 100644
--- a/latest/_autosummary/baybe.serialization.mixin.SerialMixin.html
+++ b/latest/_autosummary/baybe.serialization.mixin.SerialMixin.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.serialization.mixin.html b/latest/_autosummary/baybe.serialization.mixin.html
index fe177df497..f30e584caf 100644
--- a/latest/_autosummary/baybe.serialization.mixin.html
+++ b/latest/_autosummary/baybe.serialization.mixin.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.serialization.utils.deserialize_dataframe.html b/latest/_autosummary/baybe.serialization.utils.deserialize_dataframe.html
index 12b1c10e09..ec7bbb45d5 100644
--- a/latest/_autosummary/baybe.serialization.utils.deserialize_dataframe.html
+++ b/latest/_autosummary/baybe.serialization.utils.deserialize_dataframe.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.serialization.utils.html b/latest/_autosummary/baybe.serialization.utils.html
index 8acf8376a0..b1a1e44e61 100644
--- a/latest/_autosummary/baybe.serialization.utils.html
+++ b/latest/_autosummary/baybe.serialization.utils.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.serialization.utils.serialize_dataframe.html b/latest/_autosummary/baybe.serialization.utils.serialize_dataframe.html
index 804880ac64..1a05d49476 100644
--- a/latest/_autosummary/baybe.serialization.utils.serialize_dataframe.html
+++ b/latest/_autosummary/baybe.serialization.utils.serialize_dataframe.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.simulation.core.html b/latest/_autosummary/baybe.simulation.core.html
index fffb80504b..7e795f60ed 100644
--- a/latest/_autosummary/baybe.simulation.core.html
+++ b/latest/_autosummary/baybe.simulation.core.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.simulation.core.simulate_experiment.html b/latest/_autosummary/baybe.simulation.core.simulate_experiment.html
index b5b8b25bce..5dc2722303 100644
--- a/latest/_autosummary/baybe.simulation.core.simulate_experiment.html
+++ b/latest/_autosummary/baybe.simulation.core.simulate_experiment.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.simulation.html b/latest/_autosummary/baybe.simulation.html
index 7a7f5394bd..470005c9c1 100644
--- a/latest/_autosummary/baybe.simulation.html
+++ b/latest/_autosummary/baybe.simulation.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.simulation.lookup.html b/latest/_autosummary/baybe.simulation.lookup.html
index b54c56789b..1aaa658207 100644
--- a/latest/_autosummary/baybe.simulation.lookup.html
+++ b/latest/_autosummary/baybe.simulation.lookup.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.simulation.lookup.look_up_targets.html b/latest/_autosummary/baybe.simulation.lookup.look_up_targets.html
index fc73541b7c..0bcf647750 100644
--- a/latest/_autosummary/baybe.simulation.lookup.look_up_targets.html
+++ b/latest/_autosummary/baybe.simulation.lookup.look_up_targets.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.simulation.scenarios.html b/latest/_autosummary/baybe.simulation.scenarios.html
index c6767780ba..308e71daca 100644
--- a/latest/_autosummary/baybe.simulation.scenarios.html
+++ b/latest/_autosummary/baybe.simulation.scenarios.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
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diff --git a/latest/_autosummary/baybe.simulation.scenarios.simulate_scenarios.html b/latest/_autosummary/baybe.simulation.scenarios.simulate_scenarios.html
index 89c9146391..73c3abc930 100644
--- a/latest/_autosummary/baybe.simulation.scenarios.simulate_scenarios.html
+++ b/latest/_autosummary/baybe.simulation.scenarios.simulate_scenarios.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.simulation.transfer_learning.html b/latest/_autosummary/baybe.simulation.transfer_learning.html
index 4a8e3294ab..6347ba0054 100644
--- a/latest/_autosummary/baybe.simulation.transfer_learning.html
+++ b/latest/_autosummary/baybe.simulation.transfer_learning.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.simulation.transfer_learning.simulate_transfer_learning.html b/latest/_autosummary/baybe.simulation.transfer_learning.simulate_transfer_learning.html
index 2bbec4e996..419670793f 100644
--- a/latest/_autosummary/baybe.simulation.transfer_learning.simulate_transfer_learning.html
+++ b/latest/_autosummary/baybe.simulation.transfer_learning.simulate_transfer_learning.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.surrogates.bandit.BetaBernoulliMultiArmedBanditSurrogate.html b/latest/_autosummary/baybe.surrogates.bandit.BetaBernoulliMultiArmedBanditSurrogate.html
index d0a51f97d8..78a720c3c4 100644
--- a/latest/_autosummary/baybe.surrogates.bandit.BetaBernoulliMultiArmedBanditSurrogate.html
+++ b/latest/_autosummary/baybe.surrogates.bandit.BetaBernoulliMultiArmedBanditSurrogate.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.surrogates.bandit.html b/latest/_autosummary/baybe.surrogates.bandit.html
index 07fe14a00f..eb2bcbd735 100644
--- a/latest/_autosummary/baybe.surrogates.bandit.html
+++ b/latest/_autosummary/baybe.surrogates.bandit.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.surrogates.base.IndependentGaussianSurrogate.html b/latest/_autosummary/baybe.surrogates.base.IndependentGaussianSurrogate.html
index 56b7dea20e..e7055adec2 100644
--- a/latest/_autosummary/baybe.surrogates.base.IndependentGaussianSurrogate.html
+++ b/latest/_autosummary/baybe.surrogates.base.IndependentGaussianSurrogate.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.surrogates.base.Surrogate.html b/latest/_autosummary/baybe.surrogates.base.Surrogate.html
index 9722167169..57753db6b2 100644
--- a/latest/_autosummary/baybe.surrogates.base.Surrogate.html
+++ b/latest/_autosummary/baybe.surrogates.base.Surrogate.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
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 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.surrogates.base.SurrogateProtocol.html b/latest/_autosummary/baybe.surrogates.base.SurrogateProtocol.html
index ed4df60c5a..ffdac7d409 100644
--- a/latest/_autosummary/baybe.surrogates.base.SurrogateProtocol.html
+++ b/latest/_autosummary/baybe.surrogates.base.SurrogateProtocol.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
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 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.surrogates.base.html b/latest/_autosummary/baybe.surrogates.base.html
index 52cbb8ba7a..bad3e41ea7 100644
--- a/latest/_autosummary/baybe.surrogates.base.html
+++ b/latest/_autosummary/baybe.surrogates.base.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.surrogates.custom.CustomONNXSurrogate.html b/latest/_autosummary/baybe.surrogates.custom.CustomONNXSurrogate.html
index 35926d6e1d..cf24a1a650 100644
--- a/latest/_autosummary/baybe.surrogates.custom.CustomONNXSurrogate.html
+++ b/latest/_autosummary/baybe.surrogates.custom.CustomONNXSurrogate.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.surrogates.custom.html b/latest/_autosummary/baybe.surrogates.custom.html
index 674265a2fa..32e5a4ff87 100644
--- a/latest/_autosummary/baybe.surrogates.custom.html
+++ b/latest/_autosummary/baybe.surrogates.custom.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.surrogates.custom.register_custom_architecture.html b/latest/_autosummary/baybe.surrogates.custom.register_custom_architecture.html
index 6418e5e689..f9c5c0dd7a 100644
--- a/latest/_autosummary/baybe.surrogates.custom.register_custom_architecture.html
+++ b/latest/_autosummary/baybe.surrogates.custom.register_custom_architecture.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.surrogates.gaussian_process.core.GaussianProcessSurrogate.html b/latest/_autosummary/baybe.surrogates.gaussian_process.core.GaussianProcessSurrogate.html
index 3ed3540c60..8ca235e3c6 100644
--- a/latest/_autosummary/baybe.surrogates.gaussian_process.core.GaussianProcessSurrogate.html
+++ b/latest/_autosummary/baybe.surrogates.gaussian_process.core.GaussianProcessSurrogate.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.surrogates.gaussian_process.core.html b/latest/_autosummary/baybe.surrogates.gaussian_process.core.html
index f57d5e35a8..500ff167f0 100644
--- a/latest/_autosummary/baybe.surrogates.gaussian_process.core.html
+++ b/latest/_autosummary/baybe.surrogates.gaussian_process.core.html
@@ -282,6 +282,7 @@
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+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
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diff --git a/latest/_autosummary/baybe.surrogates.gaussian_process.html b/latest/_autosummary/baybe.surrogates.gaussian_process.html
index 8126b568b5..b9a1dc68dd 100644
--- a/latest/_autosummary/baybe.surrogates.gaussian_process.html
+++ b/latest/_autosummary/baybe.surrogates.gaussian_process.html
@@ -282,6 +282,7 @@
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+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
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@@ -474,6 +475,10 @@
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diff --git a/latest/_autosummary/baybe.surrogates.gaussian_process.kernel_factory.KernelFactory.html b/latest/_autosummary/baybe.surrogates.gaussian_process.kernel_factory.KernelFactory.html
index e1a2abd76b..49bfbd5528 100644
--- a/latest/_autosummary/baybe.surrogates.gaussian_process.kernel_factory.KernelFactory.html
+++ b/latest/_autosummary/baybe.surrogates.gaussian_process.kernel_factory.KernelFactory.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
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diff --git a/latest/_autosummary/baybe.surrogates.gaussian_process.kernel_factory.PlainKernelFactory.html b/latest/_autosummary/baybe.surrogates.gaussian_process.kernel_factory.PlainKernelFactory.html
index 6c58b23eb6..4f7dddd6c0 100644
--- a/latest/_autosummary/baybe.surrogates.gaussian_process.kernel_factory.PlainKernelFactory.html
+++ b/latest/_autosummary/baybe.surrogates.gaussian_process.kernel_factory.PlainKernelFactory.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
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+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
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diff --git a/latest/_autosummary/baybe.surrogates.gaussian_process.kernel_factory.html b/latest/_autosummary/baybe.surrogates.gaussian_process.kernel_factory.html
index e5c6833e61..d9aef99065 100644
--- a/latest/_autosummary/baybe.surrogates.gaussian_process.kernel_factory.html
+++ b/latest/_autosummary/baybe.surrogates.gaussian_process.kernel_factory.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.surrogates.gaussian_process.kernel_factory.to_kernel_factory.html b/latest/_autosummary/baybe.surrogates.gaussian_process.kernel_factory.to_kernel_factory.html
index 2243b4c856..c764500fa2 100644
--- a/latest/_autosummary/baybe.surrogates.gaussian_process.kernel_factory.to_kernel_factory.html
+++ b/latest/_autosummary/baybe.surrogates.gaussian_process.kernel_factory.to_kernel_factory.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.surrogates.gaussian_process.presets.core.GaussianProcessPreset.html b/latest/_autosummary/baybe.surrogates.gaussian_process.presets.core.GaussianProcessPreset.html
index 4810e1200b..afdd575514 100644
--- a/latest/_autosummary/baybe.surrogates.gaussian_process.presets.core.GaussianProcessPreset.html
+++ b/latest/_autosummary/baybe.surrogates.gaussian_process.presets.core.GaussianProcessPreset.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.surrogates.gaussian_process.presets.core.html b/latest/_autosummary/baybe.surrogates.gaussian_process.presets.core.html
index 616d4664c5..c69a026b15 100644
--- a/latest/_autosummary/baybe.surrogates.gaussian_process.presets.core.html
+++ b/latest/_autosummary/baybe.surrogates.gaussian_process.presets.core.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
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+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.surrogates.gaussian_process.presets.core.make_gp_from_preset.html b/latest/_autosummary/baybe.surrogates.gaussian_process.presets.core.make_gp_from_preset.html
index 7657b5b83b..feaa25fb6b 100644
--- a/latest/_autosummary/baybe.surrogates.gaussian_process.presets.core.make_gp_from_preset.html
+++ b/latest/_autosummary/baybe.surrogates.gaussian_process.presets.core.make_gp_from_preset.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.surrogates.gaussian_process.presets.default.DefaultKernelFactory.html b/latest/_autosummary/baybe.surrogates.gaussian_process.presets.default.DefaultKernelFactory.html
index bca7f4db20..a30ce27107 100644
--- a/latest/_autosummary/baybe.surrogates.gaussian_process.presets.default.DefaultKernelFactory.html
+++ b/latest/_autosummary/baybe.surrogates.gaussian_process.presets.default.DefaultKernelFactory.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.surrogates.gaussian_process.presets.default.html b/latest/_autosummary/baybe.surrogates.gaussian_process.presets.default.html
index 7a3af7a072..1a84dbb4bc 100644
--- a/latest/_autosummary/baybe.surrogates.gaussian_process.presets.default.html
+++ b/latest/_autosummary/baybe.surrogates.gaussian_process.presets.default.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.surrogates.gaussian_process.presets.edbo.EDBOKernelFactory.html b/latest/_autosummary/baybe.surrogates.gaussian_process.presets.edbo.EDBOKernelFactory.html
index 48260d9455..054aa890a2 100644
--- a/latest/_autosummary/baybe.surrogates.gaussian_process.presets.edbo.EDBOKernelFactory.html
+++ b/latest/_autosummary/baybe.surrogates.gaussian_process.presets.edbo.EDBOKernelFactory.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.surrogates.gaussian_process.presets.edbo.html b/latest/_autosummary/baybe.surrogates.gaussian_process.presets.edbo.html
index e8a35b73ec..5c6a78b80a 100644
--- a/latest/_autosummary/baybe.surrogates.gaussian_process.presets.edbo.html
+++ b/latest/_autosummary/baybe.surrogates.gaussian_process.presets.edbo.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.surrogates.gaussian_process.presets.html b/latest/_autosummary/baybe.surrogates.gaussian_process.presets.html
index 9b9b7822f7..3f3a264930 100644
--- a/latest/_autosummary/baybe.surrogates.gaussian_process.presets.html
+++ b/latest/_autosummary/baybe.surrogates.gaussian_process.presets.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.surrogates.html b/latest/_autosummary/baybe.surrogates.html
index 7fcb5f7572..b4ddcf5ebe 100644
--- a/latest/_autosummary/baybe.surrogates.html
+++ b/latest/_autosummary/baybe.surrogates.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.surrogates.linear.BayesianLinearSurrogate.html b/latest/_autosummary/baybe.surrogates.linear.BayesianLinearSurrogate.html
index 1a00bae4ce..61f4d6462e 100644
--- a/latest/_autosummary/baybe.surrogates.linear.BayesianLinearSurrogate.html
+++ b/latest/_autosummary/baybe.surrogates.linear.BayesianLinearSurrogate.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.surrogates.linear.html b/latest/_autosummary/baybe.surrogates.linear.html
index ce39ffed5b..74290e178f 100644
--- a/latest/_autosummary/baybe.surrogates.linear.html
+++ b/latest/_autosummary/baybe.surrogates.linear.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.surrogates.naive.MeanPredictionSurrogate.html b/latest/_autosummary/baybe.surrogates.naive.MeanPredictionSurrogate.html
index 404853b087..c3190c1117 100644
--- a/latest/_autosummary/baybe.surrogates.naive.MeanPredictionSurrogate.html
+++ b/latest/_autosummary/baybe.surrogates.naive.MeanPredictionSurrogate.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.surrogates.naive.html b/latest/_autosummary/baybe.surrogates.naive.html
index 2afcf1934e..24b9512952 100644
--- a/latest/_autosummary/baybe.surrogates.naive.html
+++ b/latest/_autosummary/baybe.surrogates.naive.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.surrogates.ngboost.NGBoostSurrogate.html b/latest/_autosummary/baybe.surrogates.ngboost.NGBoostSurrogate.html
index 838592248e..29639e0de4 100644
--- a/latest/_autosummary/baybe.surrogates.ngboost.NGBoostSurrogate.html
+++ b/latest/_autosummary/baybe.surrogates.ngboost.NGBoostSurrogate.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.surrogates.ngboost.html b/latest/_autosummary/baybe.surrogates.ngboost.html
index e07cbc8216..8f6fe0d954 100644
--- a/latest/_autosummary/baybe.surrogates.ngboost.html
+++ b/latest/_autosummary/baybe.surrogates.ngboost.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.surrogates.random_forest.RandomForestSurrogate.html b/latest/_autosummary/baybe.surrogates.random_forest.RandomForestSurrogate.html
index 4c4fb1f260..1de90ac49a 100644
--- a/latest/_autosummary/baybe.surrogates.random_forest.RandomForestSurrogate.html
+++ b/latest/_autosummary/baybe.surrogates.random_forest.RandomForestSurrogate.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.surrogates.random_forest.html b/latest/_autosummary/baybe.surrogates.random_forest.html
index bfc5626444..902d57d1b6 100644
--- a/latest/_autosummary/baybe.surrogates.random_forest.html
+++ b/latest/_autosummary/baybe.surrogates.random_forest.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.surrogates.utils.batchify_ensemble_predictor.html b/latest/_autosummary/baybe.surrogates.utils.batchify_ensemble_predictor.html
index 67a6baff80..e2e471fba9 100644
--- a/latest/_autosummary/baybe.surrogates.utils.batchify_ensemble_predictor.html
+++ b/latest/_autosummary/baybe.surrogates.utils.batchify_ensemble_predictor.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.surrogates.utils.batchify_mean_var_prediction.html b/latest/_autosummary/baybe.surrogates.utils.batchify_mean_var_prediction.html
index 4eccb0dec8..1f2d7899d5 100644
--- a/latest/_autosummary/baybe.surrogates.utils.batchify_mean_var_prediction.html
+++ b/latest/_autosummary/baybe.surrogates.utils.batchify_mean_var_prediction.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.surrogates.utils.catch_constant_targets.html b/latest/_autosummary/baybe.surrogates.utils.catch_constant_targets.html
index 6ac8bc00b2..3c429f391b 100644
--- a/latest/_autosummary/baybe.surrogates.utils.catch_constant_targets.html
+++ b/latest/_autosummary/baybe.surrogates.utils.catch_constant_targets.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.surrogates.utils.html b/latest/_autosummary/baybe.surrogates.utils.html
index 2d93f9f4e1..05ac7189d1 100644
--- a/latest/_autosummary/baybe.surrogates.utils.html
+++ b/latest/_autosummary/baybe.surrogates.utils.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.surrogates.validation.get_model_params_validator.html b/latest/_autosummary/baybe.surrogates.validation.get_model_params_validator.html
index b5da84dfad..618358a976 100644
--- a/latest/_autosummary/baybe.surrogates.validation.get_model_params_validator.html
+++ b/latest/_autosummary/baybe.surrogates.validation.get_model_params_validator.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.surrogates.validation.html b/latest/_autosummary/baybe.surrogates.validation.html
index 66f48512ad..ff684d7b35 100644
--- a/latest/_autosummary/baybe.surrogates.validation.html
+++ b/latest/_autosummary/baybe.surrogates.validation.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.surrogates.validation.validate_custom_architecture_cls.html b/latest/_autosummary/baybe.surrogates.validation.validate_custom_architecture_cls.html
index d636c21f55..7b9da99917 100644
--- a/latest/_autosummary/baybe.surrogates.validation.validate_custom_architecture_cls.html
+++ b/latest/_autosummary/baybe.surrogates.validation.validate_custom_architecture_cls.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.targets.base.Target.html b/latest/_autosummary/baybe.targets.base.Target.html
index 4bb62a61f8..562404bcae 100644
--- a/latest/_autosummary/baybe.targets.base.Target.html
+++ b/latest/_autosummary/baybe.targets.base.Target.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.targets.base.html b/latest/_autosummary/baybe.targets.base.html
index 19635df4cd..5d237962d8 100644
--- a/latest/_autosummary/baybe.targets.base.html
+++ b/latest/_autosummary/baybe.targets.base.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.targets.binary.BinaryTarget.html b/latest/_autosummary/baybe.targets.binary.BinaryTarget.html
index 3b907b1f8d..fc55b86492 100644
--- a/latest/_autosummary/baybe.targets.binary.BinaryTarget.html
+++ b/latest/_autosummary/baybe.targets.binary.BinaryTarget.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.targets.binary.ChoiceValue.html b/latest/_autosummary/baybe.targets.binary.ChoiceValue.html
index 9590ddc37b..3bbaa30019 100644
--- a/latest/_autosummary/baybe.targets.binary.ChoiceValue.html
+++ b/latest/_autosummary/baybe.targets.binary.ChoiceValue.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.targets.binary.html b/latest/_autosummary/baybe.targets.binary.html
index 11e9e5478a..d2d47820ef 100644
--- a/latest/_autosummary/baybe.targets.binary.html
+++ b/latest/_autosummary/baybe.targets.binary.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.targets.enum.TargetMode.html b/latest/_autosummary/baybe.targets.enum.TargetMode.html
index 17c5420807..55de409b9f 100644
--- a/latest/_autosummary/baybe.targets.enum.TargetMode.html
+++ b/latest/_autosummary/baybe.targets.enum.TargetMode.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.targets.enum.TargetTransformation.html b/latest/_autosummary/baybe.targets.enum.TargetTransformation.html
index 0e4bf25545..d6cf5b51be 100644
--- a/latest/_autosummary/baybe.targets.enum.TargetTransformation.html
+++ b/latest/_autosummary/baybe.targets.enum.TargetTransformation.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.targets.enum.html b/latest/_autosummary/baybe.targets.enum.html
index 44be22bce0..026876574c 100644
--- a/latest/_autosummary/baybe.targets.enum.html
+++ b/latest/_autosummary/baybe.targets.enum.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.targets.html b/latest/_autosummary/baybe.targets.html
index 7f88e2b77d..e82e9b368e 100644
--- a/latest/_autosummary/baybe.targets.html
+++ b/latest/_autosummary/baybe.targets.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.targets.numerical.NumericalTarget.html b/latest/_autosummary/baybe.targets.numerical.NumericalTarget.html
index 2181604119..0d4f3c6d73 100644
--- a/latest/_autosummary/baybe.targets.numerical.NumericalTarget.html
+++ b/latest/_autosummary/baybe.targets.numerical.NumericalTarget.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.targets.numerical.html b/latest/_autosummary/baybe.targets.numerical.html
index 1e09f04f6e..e41183f980 100644
--- a/latest/_autosummary/baybe.targets.numerical.html
+++ b/latest/_autosummary/baybe.targets.numerical.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.targets.transforms.bell_transform.html b/latest/_autosummary/baybe.targets.transforms.bell_transform.html
index 790cf6f1ed..e8db9b74e2 100644
--- a/latest/_autosummary/baybe.targets.transforms.bell_transform.html
+++ b/latest/_autosummary/baybe.targets.transforms.bell_transform.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.targets.transforms.html b/latest/_autosummary/baybe.targets.transforms.html
index aefb530cce..a4c05a4707 100644
--- a/latest/_autosummary/baybe.targets.transforms.html
+++ b/latest/_autosummary/baybe.targets.transforms.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.targets.transforms.linear_transform.html b/latest/_autosummary/baybe.targets.transforms.linear_transform.html
index 46f18059de..5549f1426a 100644
--- a/latest/_autosummary/baybe.targets.transforms.linear_transform.html
+++ b/latest/_autosummary/baybe.targets.transforms.linear_transform.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.targets.transforms.triangular_transform.html b/latest/_autosummary/baybe.targets.transforms.triangular_transform.html
index bd06f12c3b..450220bdde 100644
--- a/latest/_autosummary/baybe.targets.transforms.triangular_transform.html
+++ b/latest/_autosummary/baybe.targets.transforms.triangular_transform.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.telemetry.get_user_details.html b/latest/_autosummary/baybe.telemetry.get_user_details.html
index 86befdb850..42bf895776 100644
--- a/latest/_autosummary/baybe.telemetry.get_user_details.html
+++ b/latest/_autosummary/baybe.telemetry.get_user_details.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.telemetry.html b/latest/_autosummary/baybe.telemetry.html
index d1e2ec7c21..63e3fbe0ad 100644
--- a/latest/_autosummary/baybe.telemetry.html
+++ b/latest/_autosummary/baybe.telemetry.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.telemetry.is_enabled.html b/latest/_autosummary/baybe.telemetry.is_enabled.html
index c2ce28ac46..a03c3aad68 100644
--- a/latest/_autosummary/baybe.telemetry.is_enabled.html
+++ b/latest/_autosummary/baybe.telemetry.is_enabled.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.telemetry.telemetry_record_recommended_measurement_percentage.html b/latest/_autosummary/baybe.telemetry.telemetry_record_recommended_measurement_percentage.html
index e4bfd5884d..d5894b30c9 100644
--- a/latest/_autosummary/baybe.telemetry.telemetry_record_recommended_measurement_percentage.html
+++ b/latest/_autosummary/baybe.telemetry.telemetry_record_recommended_measurement_percentage.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.telemetry.telemetry_record_value.html b/latest/_autosummary/baybe.telemetry.telemetry_record_value.html
index 8d3c54ebc4..f8d0728ff5 100644
--- a/latest/_autosummary/baybe.telemetry.telemetry_record_value.html
+++ b/latest/_autosummary/baybe.telemetry.telemetry_record_value.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.utils.augmentation.df_apply_dependency_augmentation.html b/latest/_autosummary/baybe.utils.augmentation.df_apply_dependency_augmentation.html
index bd5bd28834..b00e829358 100644
--- a/latest/_autosummary/baybe.utils.augmentation.df_apply_dependency_augmentation.html
+++ b/latest/_autosummary/baybe.utils.augmentation.df_apply_dependency_augmentation.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.utils.augmentation.df_apply_permutation_augmentation.html b/latest/_autosummary/baybe.utils.augmentation.df_apply_permutation_augmentation.html
index d760afe5ae..9ee3b8b73a 100644
--- a/latest/_autosummary/baybe.utils.augmentation.df_apply_permutation_augmentation.html
+++ b/latest/_autosummary/baybe.utils.augmentation.df_apply_permutation_augmentation.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.utils.augmentation.html b/latest/_autosummary/baybe.utils.augmentation.html
index 6bf02df996..04b61fb285 100644
--- a/latest/_autosummary/baybe.utils.augmentation.html
+++ b/latest/_autosummary/baybe.utils.augmentation.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.utils.basic.Dummy.html b/latest/_autosummary/baybe.utils.basic.Dummy.html
index 1d3419919b..88ee236dca 100644
--- a/latest/_autosummary/baybe.utils.basic.Dummy.html
+++ b/latest/_autosummary/baybe.utils.basic.Dummy.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.utils.basic.UNSPECIFIED.html b/latest/_autosummary/baybe.utils.basic.UNSPECIFIED.html
index 72b4407517..1390af6673 100644
--- a/latest/_autosummary/baybe.utils.basic.UNSPECIFIED.html
+++ b/latest/_autosummary/baybe.utils.basic.UNSPECIFIED.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.utils.basic.UnspecifiedType.html b/latest/_autosummary/baybe.utils.basic.UnspecifiedType.html
index 6b5e726331..f4f2d21f8e 100644
--- a/latest/_autosummary/baybe.utils.basic.UnspecifiedType.html
+++ b/latest/_autosummary/baybe.utils.basic.UnspecifiedType.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.utils.basic.classproperty.html b/latest/_autosummary/baybe.utils.basic.classproperty.html
index 734372fb06..7e496fc8d4 100644
--- a/latest/_autosummary/baybe.utils.basic.classproperty.html
+++ b/latest/_autosummary/baybe.utils.basic.classproperty.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.utils.basic.find_subclass.html b/latest/_autosummary/baybe.utils.basic.find_subclass.html
index 9919ecbe26..70844d0386 100644
--- a/latest/_autosummary/baybe.utils.basic.find_subclass.html
+++ b/latest/_autosummary/baybe.utils.basic.find_subclass.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.utils.basic.get_baseclasses.html b/latest/_autosummary/baybe.utils.basic.get_baseclasses.html
index 361ccc614b..b3fce87d86 100644
--- a/latest/_autosummary/baybe.utils.basic.get_baseclasses.html
+++ b/latest/_autosummary/baybe.utils.basic.get_baseclasses.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.utils.basic.get_subclasses.html b/latest/_autosummary/baybe.utils.basic.get_subclasses.html
index 5cc77ade20..56bfa156e7 100644
--- a/latest/_autosummary/baybe.utils.basic.get_subclasses.html
+++ b/latest/_autosummary/baybe.utils.basic.get_subclasses.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.utils.basic.group_duplicate_values.html b/latest/_autosummary/baybe.utils.basic.group_duplicate_values.html
index 571c7fce5b..c5d2efd273 100644
--- a/latest/_autosummary/baybe.utils.basic.group_duplicate_values.html
+++ b/latest/_autosummary/baybe.utils.basic.group_duplicate_values.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.utils.basic.hilberts_factory.html b/latest/_autosummary/baybe.utils.basic.hilberts_factory.html
index 228438086b..c354ab85bf 100644
--- a/latest/_autosummary/baybe.utils.basic.hilberts_factory.html
+++ b/latest/_autosummary/baybe.utils.basic.hilberts_factory.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.utils.basic.html b/latest/_autosummary/baybe.utils.basic.html
index 8192961dad..3ed8ff1531 100644
--- a/latest/_autosummary/baybe.utils.basic.html
+++ b/latest/_autosummary/baybe.utils.basic.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.utils.basic.is_all_instance.html b/latest/_autosummary/baybe.utils.basic.is_all_instance.html
index 1713df4466..69d4905006 100644
--- a/latest/_autosummary/baybe.utils.basic.is_all_instance.html
+++ b/latest/_autosummary/baybe.utils.basic.is_all_instance.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.utils.basic.match_attributes.html b/latest/_autosummary/baybe.utils.basic.match_attributes.html
index f5fd911e66..d00988b699 100644
--- a/latest/_autosummary/baybe.utils.basic.match_attributes.html
+++ b/latest/_autosummary/baybe.utils.basic.match_attributes.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.utils.basic.refers_to.html b/latest/_autosummary/baybe.utils.basic.refers_to.html
index a9556cf5af..28f5bb867d 100644
--- a/latest/_autosummary/baybe.utils.basic.refers_to.html
+++ b/latest/_autosummary/baybe.utils.basic.refers_to.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.utils.basic.register_hooks.html b/latest/_autosummary/baybe.utils.basic.register_hooks.html
index 8c8ac28e49..968d092a2e 100644
--- a/latest/_autosummary/baybe.utils.basic.register_hooks.html
+++ b/latest/_autosummary/baybe.utils.basic.register_hooks.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.utils.basic.to_tuple.html b/latest/_autosummary/baybe.utils.basic.to_tuple.html
index 40a368c930..551cb927ad 100644
--- a/latest/_autosummary/baybe.utils.basic.to_tuple.html
+++ b/latest/_autosummary/baybe.utils.basic.to_tuple.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.utils.boolean.check_if_in.html b/latest/_autosummary/baybe.utils.boolean.check_if_in.html
index 3d1e51bd67..62e57dc60f 100644
--- a/latest/_autosummary/baybe.utils.boolean.check_if_in.html
+++ b/latest/_autosummary/baybe.utils.boolean.check_if_in.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.utils.boolean.html b/latest/_autosummary/baybe.utils.boolean.html
index 80c5949be7..d597d413ad 100644
--- a/latest/_autosummary/baybe.utils.boolean.html
+++ b/latest/_autosummary/baybe.utils.boolean.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.utils.boolean.is_abstract.html b/latest/_autosummary/baybe.utils.boolean.is_abstract.html
index 3d5f8482d6..40284565f1 100644
--- a/latest/_autosummary/baybe.utils.boolean.is_abstract.html
+++ b/latest/_autosummary/baybe.utils.boolean.is_abstract.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.utils.boolean.strtobool.html b/latest/_autosummary/baybe.utils.boolean.strtobool.html
index 21e2d6071f..490e3998ad 100644
--- a/latest/_autosummary/baybe.utils.boolean.strtobool.html
+++ b/latest/_autosummary/baybe.utils.boolean.strtobool.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.utils.chemistry.get_canonical_smiles.html b/latest/_autosummary/baybe.utils.chemistry.get_canonical_smiles.html
index 5ac6c7257a..4a61ef0bbf 100644
--- a/latest/_autosummary/baybe.utils.chemistry.get_canonical_smiles.html
+++ b/latest/_autosummary/baybe.utils.chemistry.get_canonical_smiles.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.utils.chemistry.get_fingerprint_class.html b/latest/_autosummary/baybe.utils.chemistry.get_fingerprint_class.html
index 39c6ddc545..e426062845 100644
--- a/latest/_autosummary/baybe.utils.chemistry.get_fingerprint_class.html
+++ b/latest/_autosummary/baybe.utils.chemistry.get_fingerprint_class.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.utils.chemistry.html b/latest/_autosummary/baybe.utils.chemistry.html
index ef44b5ea6f..6da2581cce 100644
--- a/latest/_autosummary/baybe.utils.chemistry.html
+++ b/latest/_autosummary/baybe.utils.chemistry.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.utils.chemistry.name_to_smiles.html b/latest/_autosummary/baybe.utils.chemistry.name_to_smiles.html
index 14323d5d35..f7c8130f15 100644
--- a/latest/_autosummary/baybe.utils.chemistry.name_to_smiles.html
+++ b/latest/_autosummary/baybe.utils.chemistry.name_to_smiles.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.utils.chemistry.smiles_to_fingerprint_features.html b/latest/_autosummary/baybe.utils.chemistry.smiles_to_fingerprint_features.html
index 3ac7af1bcf..ef05efe160 100644
--- a/latest/_autosummary/baybe.utils.chemistry.smiles_to_fingerprint_features.html
+++ b/latest/_autosummary/baybe.utils.chemistry.smiles_to_fingerprint_features.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.utils.conversion.fraction_to_float.html b/latest/_autosummary/baybe.utils.conversion.fraction_to_float.html
index b61f76da3d..eeb30ef58d 100644
--- a/latest/_autosummary/baybe.utils.conversion.fraction_to_float.html
+++ b/latest/_autosummary/baybe.utils.conversion.fraction_to_float.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.utils.conversion.html b/latest/_autosummary/baybe.utils.conversion.html
index 3673db3033..62c4d207bd 100644
--- a/latest/_autosummary/baybe.utils.conversion.html
+++ b/latest/_autosummary/baybe.utils.conversion.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.utils.conversion.nonstring_to_tuple.html b/latest/_autosummary/baybe.utils.conversion.nonstring_to_tuple.html
index 7c2c75c859..2fa5017eca 100644
--- a/latest/_autosummary/baybe.utils.conversion.nonstring_to_tuple.html
+++ b/latest/_autosummary/baybe.utils.conversion.nonstring_to_tuple.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
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diff --git a/latest/_autosummary/baybe.utils.dataframe.add_fake_measurements.html b/latest/_autosummary/baybe.utils.dataframe.add_fake_measurements.html
index 8511ffdd52..10aa02668c 100644
--- a/latest/_autosummary/baybe.utils.dataframe.add_fake_measurements.html
+++ b/latest/_autosummary/baybe.utils.dataframe.add_fake_measurements.html
@@ -282,6 +282,7 @@
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diff --git a/latest/_autosummary/baybe.utils.dataframe.add_noise_to_perturb_degenerate_rows.html b/latest/_autosummary/baybe.utils.dataframe.add_noise_to_perturb_degenerate_rows.html
index aa73303c80..7d1f8352d1 100644
--- a/latest/_autosummary/baybe.utils.dataframe.add_noise_to_perturb_degenerate_rows.html
+++ b/latest/_autosummary/baybe.utils.dataframe.add_noise_to_perturb_degenerate_rows.html
@@ -282,6 +282,7 @@
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diff --git a/latest/_autosummary/baybe.utils.dataframe.add_parameter_noise.html b/latest/_autosummary/baybe.utils.dataframe.add_parameter_noise.html
index a5a315cf2e..dbe6e6eed2 100644
--- a/latest/_autosummary/baybe.utils.dataframe.add_parameter_noise.html
+++ b/latest/_autosummary/baybe.utils.dataframe.add_parameter_noise.html
@@ -282,6 +282,7 @@
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diff --git a/latest/_autosummary/baybe.utils.dataframe.arrays_to_dataframes.html b/latest/_autosummary/baybe.utils.dataframe.arrays_to_dataframes.html
index 824cf4295f..33d5bb30a5 100644
--- a/latest/_autosummary/baybe.utils.dataframe.arrays_to_dataframes.html
+++ b/latest/_autosummary/baybe.utils.dataframe.arrays_to_dataframes.html
@@ -282,6 +282,7 @@
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diff --git a/latest/_autosummary/baybe.utils.dataframe.df_drop_single_value_columns.html b/latest/_autosummary/baybe.utils.dataframe.df_drop_single_value_columns.html
index caca03215c..8cb4931c32 100644
--- a/latest/_autosummary/baybe.utils.dataframe.df_drop_single_value_columns.html
+++ b/latest/_autosummary/baybe.utils.dataframe.df_drop_single_value_columns.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
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+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
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@@ -474,6 +475,10 @@
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diff --git a/latest/_autosummary/baybe.utils.dataframe.df_drop_string_columns.html b/latest/_autosummary/baybe.utils.dataframe.df_drop_string_columns.html
index f860bd8346..ebe09d036d 100644
--- a/latest/_autosummary/baybe.utils.dataframe.df_drop_string_columns.html
+++ b/latest/_autosummary/baybe.utils.dataframe.df_drop_string_columns.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
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+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
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@@ -474,6 +475,10 @@
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
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diff --git a/latest/_autosummary/baybe.utils.dataframe.df_uncorrelated_features.html b/latest/_autosummary/baybe.utils.dataframe.df_uncorrelated_features.html
index 822528adea..d766a41ac9 100644
--- a/latest/_autosummary/baybe.utils.dataframe.df_uncorrelated_features.html
+++ b/latest/_autosummary/baybe.utils.dataframe.df_uncorrelated_features.html
@@ -282,6 +282,7 @@
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@@ -474,6 +475,10 @@
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
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diff --git a/latest/_autosummary/baybe.utils.dataframe.filter_df.html b/latest/_autosummary/baybe.utils.dataframe.filter_df.html
index 746e22f94b..31128ee77b 100644
--- a/latest/_autosummary/baybe.utils.dataframe.filter_df.html
+++ b/latest/_autosummary/baybe.utils.dataframe.filter_df.html
@@ -282,6 +282,7 @@
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+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
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diff --git a/latest/_autosummary/baybe.utils.dataframe.fuzzy_row_match.html b/latest/_autosummary/baybe.utils.dataframe.fuzzy_row_match.html
index 390d52fff7..f824ad0f39 100644
--- a/latest/_autosummary/baybe.utils.dataframe.fuzzy_row_match.html
+++ b/latest/_autosummary/baybe.utils.dataframe.fuzzy_row_match.html
@@ -282,6 +282,7 @@
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+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
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diff --git a/latest/_autosummary/baybe.utils.dataframe.get_transform_objects.html b/latest/_autosummary/baybe.utils.dataframe.get_transform_objects.html
index cd16419a90..43919e7695 100644
--- a/latest/_autosummary/baybe.utils.dataframe.get_transform_objects.html
+++ b/latest/_autosummary/baybe.utils.dataframe.get_transform_objects.html
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+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
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diff --git a/latest/_autosummary/baybe.utils.dataframe.html b/latest/_autosummary/baybe.utils.dataframe.html
index 2a655adc31..e01f9b8bc6 100644
--- a/latest/_autosummary/baybe.utils.dataframe.html
+++ b/latest/_autosummary/baybe.utils.dataframe.html
@@ -282,6 +282,7 @@
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+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
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diff --git a/latest/_autosummary/baybe.utils.dataframe.pretty_print_df.html b/latest/_autosummary/baybe.utils.dataframe.pretty_print_df.html
index 0f9ceec59b..b66d7fa31f 100644
--- a/latest/_autosummary/baybe.utils.dataframe.pretty_print_df.html
+++ b/latest/_autosummary/baybe.utils.dataframe.pretty_print_df.html
@@ -282,6 +282,7 @@
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 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
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diff --git a/latest/_autosummary/baybe.utils.dataframe.to_tensor.html b/latest/_autosummary/baybe.utils.dataframe.to_tensor.html
index 7672cec221..9a77732046 100644
--- a/latest/_autosummary/baybe.utils.dataframe.to_tensor.html
+++ b/latest/_autosummary/baybe.utils.dataframe.to_tensor.html
@@ -282,6 +282,7 @@
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 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
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diff --git a/latest/_autosummary/baybe.utils.html b/latest/_autosummary/baybe.utils.html
index 9e5b3382b4..fae878d1ea 100644
--- a/latest/_autosummary/baybe.utils.html
+++ b/latest/_autosummary/baybe.utils.html
@@ -282,6 +282,7 @@
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+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
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 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.utils.interval.InfiniteIntervalError.html b/latest/_autosummary/baybe.utils.interval.InfiniteIntervalError.html
index 0d909cce2e..10b3854f8f 100644
--- a/latest/_autosummary/baybe.utils.interval.InfiniteIntervalError.html
+++ b/latest/_autosummary/baybe.utils.interval.InfiniteIntervalError.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.utils.interval.Interval.html b/latest/_autosummary/baybe.utils.interval.Interval.html
index aee00adcb9..28f6a81d6b 100644
--- a/latest/_autosummary/baybe.utils.interval.Interval.html
+++ b/latest/_autosummary/baybe.utils.interval.Interval.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.utils.interval.convert_bounds.html b/latest/_autosummary/baybe.utils.interval.convert_bounds.html
index fac4875537..b06d8d5cd1 100644
--- a/latest/_autosummary/baybe.utils.interval.convert_bounds.html
+++ b/latest/_autosummary/baybe.utils.interval.convert_bounds.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.utils.interval.html b/latest/_autosummary/baybe.utils.interval.html
index 7bf7cc73d7..4b86f9e6b8 100644
--- a/latest/_autosummary/baybe.utils.interval.html
+++ b/latest/_autosummary/baybe.utils.interval.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.utils.interval.use_fallback_constructor_hook.html b/latest/_autosummary/baybe.utils.interval.use_fallback_constructor_hook.html
index 72b9509034..9afd15bbc4 100644
--- a/latest/_autosummary/baybe.utils.interval.use_fallback_constructor_hook.html
+++ b/latest/_autosummary/baybe.utils.interval.use_fallback_constructor_hook.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.utils.memory.bytes_to_human_readable.html b/latest/_autosummary/baybe.utils.memory.bytes_to_human_readable.html
index 60a0ba7e41..e59bbdb0b7 100644
--- a/latest/_autosummary/baybe.utils.memory.bytes_to_human_readable.html
+++ b/latest/_autosummary/baybe.utils.memory.bytes_to_human_readable.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.utils.memory.html b/latest/_autosummary/baybe.utils.memory.html
index c969b64f00..eef54f9a34 100644
--- a/latest/_autosummary/baybe.utils.memory.html
+++ b/latest/_autosummary/baybe.utils.memory.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.utils.numerical.DTypeFloatNumpy.html b/latest/_autosummary/baybe.utils.numerical.DTypeFloatNumpy.html
index 8dab411d2f..3484708434 100644
--- a/latest/_autosummary/baybe.utils.numerical.DTypeFloatNumpy.html
+++ b/latest/_autosummary/baybe.utils.numerical.DTypeFloatNumpy.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.utils.numerical.DTypeFloatONNX.html b/latest/_autosummary/baybe.utils.numerical.DTypeFloatONNX.html
index 9c28eb360d..f0f3ff2e85 100644
--- a/latest/_autosummary/baybe.utils.numerical.DTypeFloatONNX.html
+++ b/latest/_autosummary/baybe.utils.numerical.DTypeFloatONNX.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.utils.numerical.VARNAME_NUMPY_USE_SINGLE_PRECISION.html b/latest/_autosummary/baybe.utils.numerical.VARNAME_NUMPY_USE_SINGLE_PRECISION.html
index 63c37f8c35..f38fb09632 100644
--- a/latest/_autosummary/baybe.utils.numerical.VARNAME_NUMPY_USE_SINGLE_PRECISION.html
+++ b/latest/_autosummary/baybe.utils.numerical.VARNAME_NUMPY_USE_SINGLE_PRECISION.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.utils.numerical.closer_element.html b/latest/_autosummary/baybe.utils.numerical.closer_element.html
index e1eb791551..5b280eb117 100644
--- a/latest/_autosummary/baybe.utils.numerical.closer_element.html
+++ b/latest/_autosummary/baybe.utils.numerical.closer_element.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.utils.numerical.closest_element.html b/latest/_autosummary/baybe.utils.numerical.closest_element.html
index db09786dbb..648f935455 100644
--- a/latest/_autosummary/baybe.utils.numerical.closest_element.html
+++ b/latest/_autosummary/baybe.utils.numerical.closest_element.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.utils.numerical.geom_mean.html b/latest/_autosummary/baybe.utils.numerical.geom_mean.html
index d5a58db27e..62eebe3985 100644
--- a/latest/_autosummary/baybe.utils.numerical.geom_mean.html
+++ b/latest/_autosummary/baybe.utils.numerical.geom_mean.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.utils.numerical.html b/latest/_autosummary/baybe.utils.numerical.html
index c64c7439bd..015e2b265d 100644
--- a/latest/_autosummary/baybe.utils.numerical.html
+++ b/latest/_autosummary/baybe.utils.numerical.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.utils.plotting.create_example_plots.html b/latest/_autosummary/baybe.utils.plotting.create_example_plots.html
index ca3200cc87..593f0f5d4c 100644
--- a/latest/_autosummary/baybe.utils.plotting.create_example_plots.html
+++ b/latest/_autosummary/baybe.utils.plotting.create_example_plots.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.utils.plotting.html b/latest/_autosummary/baybe.utils.plotting.html
index 3f2837dbfe..38df6ba351 100644
--- a/latest/_autosummary/baybe.utils.plotting.html
+++ b/latest/_autosummary/baybe.utils.plotting.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
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diff --git a/latest/_autosummary/baybe.utils.plotting.indent.html b/latest/_autosummary/baybe.utils.plotting.indent.html
index c103010d2f..30e9cc307f 100644
--- a/latest/_autosummary/baybe.utils.plotting.indent.html
+++ b/latest/_autosummary/baybe.utils.plotting.indent.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.utils.plotting.to_string.html b/latest/_autosummary/baybe.utils.plotting.to_string.html
index 771651d218..f3fd5fcb36 100644
--- a/latest/_autosummary/baybe.utils.plotting.to_string.html
+++ b/latest/_autosummary/baybe.utils.plotting.to_string.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.utils.random.html b/latest/_autosummary/baybe.utils.random.html
index 49fbddd67f..3fa9775120 100644
--- a/latest/_autosummary/baybe.utils.random.html
+++ b/latest/_autosummary/baybe.utils.random.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.utils.random.set_random_seed.html b/latest/_autosummary/baybe.utils.random.set_random_seed.html
index 820ea44696..a88df769b0 100644
--- a/latest/_autosummary/baybe.utils.random.set_random_seed.html
+++ b/latest/_autosummary/baybe.utils.random.set_random_seed.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.utils.random.temporary_seed.html b/latest/_autosummary/baybe.utils.random.temporary_seed.html
index bf48ff1109..18344ffcb5 100644
--- a/latest/_autosummary/baybe.utils.random.temporary_seed.html
+++ b/latest/_autosummary/baybe.utils.random.temporary_seed.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.utils.sampling_algorithms.DiscreteSamplingMethod.html b/latest/_autosummary/baybe.utils.sampling_algorithms.DiscreteSamplingMethod.html
index 82f6c6f85c..1fd1604a31 100644
--- a/latest/_autosummary/baybe.utils.sampling_algorithms.DiscreteSamplingMethod.html
+++ b/latest/_autosummary/baybe.utils.sampling_algorithms.DiscreteSamplingMethod.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
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diff --git a/latest/_autosummary/baybe.utils.sampling_algorithms.farthest_point_sampling.html b/latest/_autosummary/baybe.utils.sampling_algorithms.farthest_point_sampling.html
index 8251fd010d..97c65d2af4 100644
--- a/latest/_autosummary/baybe.utils.sampling_algorithms.farthest_point_sampling.html
+++ b/latest/_autosummary/baybe.utils.sampling_algorithms.farthest_point_sampling.html
@@ -282,6 +282,7 @@
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diff --git a/latest/_autosummary/baybe.utils.sampling_algorithms.html b/latest/_autosummary/baybe.utils.sampling_algorithms.html
index 96e413e5b4..0e42de802f 100644
--- a/latest/_autosummary/baybe.utils.sampling_algorithms.html
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diff --git a/latest/_autosummary/baybe.utils.sampling_algorithms.sample_numerical_df.html b/latest/_autosummary/baybe.utils.sampling_algorithms.sample_numerical_df.html
index b58942b5f1..1696a6bff7 100644
--- a/latest/_autosummary/baybe.utils.sampling_algorithms.sample_numerical_df.html
+++ b/latest/_autosummary/baybe.utils.sampling_algorithms.sample_numerical_df.html
@@ -282,6 +282,7 @@
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diff --git a/latest/_autosummary/baybe.utils.scaling.ColumnTransformer.html b/latest/_autosummary/baybe.utils.scaling.ColumnTransformer.html
index 69c46d960b..6f9b321234 100644
--- a/latest/_autosummary/baybe.utils.scaling.ColumnTransformer.html
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@@ -282,6 +282,7 @@
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diff --git a/latest/_autosummary/baybe.utils.scaling.html b/latest/_autosummary/baybe.utils.scaling.html
index 7bb18b8ebb..241081f93b 100644
--- a/latest/_autosummary/baybe.utils.scaling.html
+++ b/latest/_autosummary/baybe.utils.scaling.html
@@ -282,6 +282,7 @@
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diff --git a/latest/_autosummary/baybe.utils.torch.DTypeFloatTorch.html b/latest/_autosummary/baybe.utils.torch.DTypeFloatTorch.html
index 8d1d781eb2..236602abfd 100644
--- a/latest/_autosummary/baybe.utils.torch.DTypeFloatTorch.html
+++ b/latest/_autosummary/baybe.utils.torch.DTypeFloatTorch.html
@@ -282,6 +282,7 @@
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+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
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@@ -474,6 +475,10 @@
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
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diff --git a/latest/_autosummary/baybe.utils.torch.VARNAME_TORCH_USE_SINGLE_PRECISION.html b/latest/_autosummary/baybe.utils.torch.VARNAME_TORCH_USE_SINGLE_PRECISION.html
index 20e8bb4326..8e2ba841aa 100644
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+++ b/latest/_autosummary/baybe.utils.torch.VARNAME_TORCH_USE_SINGLE_PRECISION.html
@@ -282,6 +282,7 @@
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@@ -474,6 +475,10 @@
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.utils.torch.html b/latest/_autosummary/baybe.utils.torch.html
index 83359fc6b2..b8c60ad6e8 100644
--- a/latest/_autosummary/baybe.utils.torch.html
+++ b/latest/_autosummary/baybe.utils.torch.html
@@ -282,6 +282,7 @@
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 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.utils.validation.finite_float.html b/latest/_autosummary/baybe.utils.validation.finite_float.html
index 4bd72026f9..7e58bb44d5 100644
--- a/latest/_autosummary/baybe.utils.validation.finite_float.html
+++ b/latest/_autosummary/baybe.utils.validation.finite_float.html
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 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.utils.validation.html b/latest/_autosummary/baybe.utils.validation.html
index b278586c69..d729ab5d1e 100644
--- a/latest/_autosummary/baybe.utils.validation.html
+++ b/latest/_autosummary/baybe.utils.validation.html
@@ -282,6 +282,7 @@
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 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.utils.validation.non_inf_float.html b/latest/_autosummary/baybe.utils.validation.non_inf_float.html
index 63880ced85..90d7510729 100644
--- a/latest/_autosummary/baybe.utils.validation.non_inf_float.html
+++ b/latest/_autosummary/baybe.utils.validation.non_inf_float.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.utils.validation.non_nan_float.html b/latest/_autosummary/baybe.utils.validation.non_nan_float.html
index ea38a0741b..2b819f77fb 100644
--- a/latest/_autosummary/baybe.utils.validation.non_nan_float.html
+++ b/latest/_autosummary/baybe.utils.validation.non_nan_float.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_autosummary/baybe.utils.validation.validate_not_nan.html b/latest/_autosummary/baybe.utils.validation.validate_not_nan.html
index f51e68ba80..efc976e229 100644
--- a/latest/_autosummary/baybe.utils.validation.validate_not_nan.html
+++ b/latest/_autosummary/baybe.utils.validation.validate_not_nan.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
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diff --git a/latest/_modules/baybe/acquisition/acqfs.html b/latest/_modules/baybe/acquisition/acqfs.html
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 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/recommenders.html">Recommenders</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
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diff --git a/latest/_modules/baybe/acquisition/base.html b/latest/_modules/baybe/acquisition/base.html
index d55b7d5db9..06b2e62dbb 100644
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 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/recommenders.html">Recommenders</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
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 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
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diff --git a/latest/_modules/baybe/acquisition/partial.html b/latest/_modules/baybe/acquisition/partial.html
index e00df113e2..f0d0b9403d 100644
--- a/latest/_modules/baybe/acquisition/partial.html
+++ b/latest/_modules/baybe/acquisition/partial.html
@@ -281,6 +281,7 @@
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 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/recommenders.html">Recommenders</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
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diff --git a/latest/_modules/baybe/acquisition/utils.html b/latest/_modules/baybe/acquisition/utils.html
index 8649f1cb1c..82849caeba 100644
--- a/latest/_modules/baybe/acquisition/utils.html
+++ b/latest/_modules/baybe/acquisition/utils.html
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 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/recommenders.html">Recommenders</a></li>
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 <li class="toctree-l3 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_modules/baybe/campaign.html b/latest/_modules/baybe/campaign.html
index c415d8debb..2e57a6cce8 100644
--- a/latest/_modules/baybe/campaign.html
+++ b/latest/_modules/baybe/campaign.html
@@ -281,6 +281,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/recommenders.html">Recommenders</a></li>
@@ -473,6 +474,10 @@
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 <li class="toctree-l3 has-children"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_modules/baybe/constraints/base.html b/latest/_modules/baybe/constraints/base.html
index abe153b80a..e50cefe06d 100644
--- a/latest/_modules/baybe/constraints/base.html
+++ b/latest/_modules/baybe/constraints/base.html
@@ -281,6 +281,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/recommenders.html">Recommenders</a></li>
@@ -473,6 +474,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_modules/baybe/constraints/conditions.html b/latest/_modules/baybe/constraints/conditions.html
index 1e9566dd2a..87e50fb5cb 100644
--- a/latest/_modules/baybe/constraints/conditions.html
+++ b/latest/_modules/baybe/constraints/conditions.html
@@ -281,6 +281,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/recommenders.html">Recommenders</a></li>
@@ -473,6 +474,10 @@
 </li>
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 <li class="toctree-l3 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_modules/baybe/constraints/continuous.html b/latest/_modules/baybe/constraints/continuous.html
index 44b9e69445..1ac88c0d91 100644
--- a/latest/_modules/baybe/constraints/continuous.html
+++ b/latest/_modules/baybe/constraints/continuous.html
@@ -281,6 +281,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/recommenders.html">Recommenders</a></li>
@@ -473,6 +474,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_modules/baybe/constraints/deprecation.html b/latest/_modules/baybe/constraints/deprecation.html
index cf02e41979..8ea0ce52bc 100644
--- a/latest/_modules/baybe/constraints/deprecation.html
+++ b/latest/_modules/baybe/constraints/deprecation.html
@@ -281,6 +281,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/recommenders.html">Recommenders</a></li>
@@ -473,6 +474,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_modules/baybe/constraints/discrete.html b/latest/_modules/baybe/constraints/discrete.html
index 3f3d1c81f3..397fb9ceb8 100644
--- a/latest/_modules/baybe/constraints/discrete.html
+++ b/latest/_modules/baybe/constraints/discrete.html
@@ -281,6 +281,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/recommenders.html">Recommenders</a></li>
@@ -473,6 +474,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_modules/baybe/constraints/validation.html b/latest/_modules/baybe/constraints/validation.html
index 1661668227..319a38991e 100644
--- a/latest/_modules/baybe/constraints/validation.html
+++ b/latest/_modules/baybe/constraints/validation.html
@@ -281,6 +281,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/recommenders.html">Recommenders</a></li>
@@ -473,6 +474,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_modules/baybe/exceptions.html b/latest/_modules/baybe/exceptions.html
index 4669c852dc..9ca16b74e2 100644
--- a/latest/_modules/baybe/exceptions.html
+++ b/latest/_modules/baybe/exceptions.html
@@ -281,6 +281,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/recommenders.html">Recommenders</a></li>
@@ -473,6 +474,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="../../_autosummary/baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_modules/baybe/insights/shap.html b/latest/_modules/baybe/insights/shap.html
index 7ab56ad7f0..6d094b378a 100644
--- a/latest/_modules/baybe/insights/shap.html
+++ b/latest/_modules/baybe/insights/shap.html
@@ -281,6 +281,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/recommenders.html">Recommenders</a></li>
@@ -473,6 +474,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
@@ -1031,9 +1036,16 @@ <h1>Source code for baybe.insights.shap</h1><div class="highlight"><pre>
     <span class="s2">&quot;PartitionExplainer&quot;</span><span class="p">,</span>
     <span class="s2">&quot;PermutationExplainer&quot;</span><span class="p">,</span>
 <span class="p">}</span>
+<span class="sd">&quot;&quot;&quot;Supported SHAP explainer types for :class:`baybe.insights.shap.SHAPInsight`&quot;&quot;&quot;</span>
+
 <span class="n">NON_SHAP_EXPLAINERS</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;LimeTabular&quot;</span><span class="p">,</span> <span class="s2">&quot;Maple&quot;</span><span class="p">}</span>
+<span class="sd">&quot;&quot;&quot;Supported non-SHAP explainer types for :class:`baybe.insights.shap.SHAPInsight`&quot;&quot;&quot;</span>
+
 <span class="n">EXPLAINERS</span> <span class="o">=</span> <span class="n">SHAP_EXPLAINERS</span> <span class="o">|</span> <span class="n">NON_SHAP_EXPLAINERS</span>
+<span class="sd">&quot;&quot;&quot;Supported explainer types for :class:`baybe.insights.shap.SHAPInsight`&quot;&quot;&quot;</span>
+
 <span class="n">SHAP_PLOTS</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;bar&quot;</span><span class="p">,</span> <span class="s2">&quot;beeswarm&quot;</span><span class="p">,</span> <span class="s2">&quot;force&quot;</span><span class="p">,</span> <span class="s2">&quot;heatmap&quot;</span><span class="p">,</span> <span class="s2">&quot;scatter&quot;</span><span class="p">}</span>
+<span class="sd">&quot;&quot;&quot;Supported plot types for :meth:`baybe.insights.shap.SHAPInsight.plot`&quot;&quot;&quot;</span>
 
 
 <span class="k">def</span> <span class="nf">_get_explainer_cls</span><span class="p">(</span><span class="n">name</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">type</span><span class="p">[</span><span class="n">shap</span><span class="o">.</span><span class="n">Explainer</span><span class="p">]:</span>
diff --git a/latest/_modules/baybe/kernels/base.html b/latest/_modules/baybe/kernels/base.html
index 3155587023..182760efda 100644
--- a/latest/_modules/baybe/kernels/base.html
+++ b/latest/_modules/baybe/kernels/base.html
@@ -281,6 +281,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/recommenders.html">Recommenders</a></li>
@@ -473,6 +474,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_modules/baybe/kernels/basic.html b/latest/_modules/baybe/kernels/basic.html
index 0d2a4909f9..fbcca48039 100644
--- a/latest/_modules/baybe/kernels/basic.html
+++ b/latest/_modules/baybe/kernels/basic.html
@@ -281,6 +281,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/recommenders.html">Recommenders</a></li>
@@ -473,6 +474,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_modules/baybe/kernels/composite.html b/latest/_modules/baybe/kernels/composite.html
index a566f9fb45..27d64d48f8 100644
--- a/latest/_modules/baybe/kernels/composite.html
+++ b/latest/_modules/baybe/kernels/composite.html
@@ -281,6 +281,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/recommenders.html">Recommenders</a></li>
@@ -473,6 +474,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_modules/baybe/objective.html b/latest/_modules/baybe/objective.html
index 0cab4da279..4ee1129308 100644
--- a/latest/_modules/baybe/objective.html
+++ b/latest/_modules/baybe/objective.html
@@ -281,6 +281,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/recommenders.html">Recommenders</a></li>
@@ -473,6 +474,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="../../_autosummary/baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_modules/baybe/objectives/base.html b/latest/_modules/baybe/objectives/base.html
index 32a3e20fa9..56db9f92f5 100644
--- a/latest/_modules/baybe/objectives/base.html
+++ b/latest/_modules/baybe/objectives/base.html
@@ -281,6 +281,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/recommenders.html">Recommenders</a></li>
@@ -473,6 +474,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_modules/baybe/objectives/deprecation.html b/latest/_modules/baybe/objectives/deprecation.html
index 3df1469a4d..21c38a98a0 100644
--- a/latest/_modules/baybe/objectives/deprecation.html
+++ b/latest/_modules/baybe/objectives/deprecation.html
@@ -281,6 +281,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/recommenders.html">Recommenders</a></li>
@@ -473,6 +474,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_modules/baybe/objectives/desirability.html b/latest/_modules/baybe/objectives/desirability.html
index 37caa8b6b6..61816b8199 100644
--- a/latest/_modules/baybe/objectives/desirability.html
+++ b/latest/_modules/baybe/objectives/desirability.html
@@ -281,6 +281,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/recommenders.html">Recommenders</a></li>
@@ -473,6 +474,10 @@
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+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_modules/baybe/objectives/enum.html b/latest/_modules/baybe/objectives/enum.html
index 42cb1b3ba0..6dccbf7669 100644
--- a/latest/_modules/baybe/objectives/enum.html
+++ b/latest/_modules/baybe/objectives/enum.html
@@ -281,6 +281,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/recommenders.html">Recommenders</a></li>
@@ -473,6 +474,10 @@
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+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_modules/baybe/objectives/single.html b/latest/_modules/baybe/objectives/single.html
index abd20bf06c..b38c44e34d 100644
--- a/latest/_modules/baybe/objectives/single.html
+++ b/latest/_modules/baybe/objectives/single.html
@@ -281,6 +281,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/recommenders.html">Recommenders</a></li>
@@ -473,6 +474,10 @@
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+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_modules/baybe/parameters/base.html b/latest/_modules/baybe/parameters/base.html
index 8325c2c453..293dce93d3 100644
--- a/latest/_modules/baybe/parameters/base.html
+++ b/latest/_modules/baybe/parameters/base.html
@@ -281,6 +281,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/recommenders.html">Recommenders</a></li>
@@ -473,6 +474,10 @@
 </li>
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+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_modules/baybe/parameters/categorical.html b/latest/_modules/baybe/parameters/categorical.html
index 8686fedc2c..6cc78766ec 100644
--- a/latest/_modules/baybe/parameters/categorical.html
+++ b/latest/_modules/baybe/parameters/categorical.html
@@ -281,6 +281,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/recommenders.html">Recommenders</a></li>
@@ -473,6 +474,10 @@
 </li>
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+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_modules/baybe/parameters/custom.html b/latest/_modules/baybe/parameters/custom.html
index 4c99f3a915..1468d7f93a 100644
--- a/latest/_modules/baybe/parameters/custom.html
+++ b/latest/_modules/baybe/parameters/custom.html
@@ -281,6 +281,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/recommenders.html">Recommenders</a></li>
@@ -473,6 +474,10 @@
 </li>
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+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_modules/baybe/parameters/enum.html b/latest/_modules/baybe/parameters/enum.html
index 20d7595857..1f99237eec 100644
--- a/latest/_modules/baybe/parameters/enum.html
+++ b/latest/_modules/baybe/parameters/enum.html
@@ -281,6 +281,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/recommenders.html">Recommenders</a></li>
@@ -473,6 +474,10 @@
 </li>
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+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_modules/baybe/parameters/numerical.html b/latest/_modules/baybe/parameters/numerical.html
index 01c93ecf5d..3e20e23222 100644
--- a/latest/_modules/baybe/parameters/numerical.html
+++ b/latest/_modules/baybe/parameters/numerical.html
@@ -281,6 +281,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/recommenders.html">Recommenders</a></li>
@@ -473,6 +474,10 @@
 </li>
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 <li class="toctree-l3 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_modules/baybe/parameters/substance.html b/latest/_modules/baybe/parameters/substance.html
index 3756c39526..8d7780df06 100644
--- a/latest/_modules/baybe/parameters/substance.html
+++ b/latest/_modules/baybe/parameters/substance.html
@@ -281,6 +281,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/recommenders.html">Recommenders</a></li>
@@ -473,6 +474,10 @@
 </li>
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 <li class="toctree-l3 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_modules/baybe/parameters/utils.html b/latest/_modules/baybe/parameters/utils.html
index f15dd66ed0..2c5aac5b8d 100644
--- a/latest/_modules/baybe/parameters/utils.html
+++ b/latest/_modules/baybe/parameters/utils.html
@@ -281,6 +281,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/recommenders.html">Recommenders</a></li>
@@ -473,6 +474,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_modules/baybe/parameters/validation.html b/latest/_modules/baybe/parameters/validation.html
index 1bdc6a0bad..01cb8aeaab 100644
--- a/latest/_modules/baybe/parameters/validation.html
+++ b/latest/_modules/baybe/parameters/validation.html
@@ -281,6 +281,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/recommenders.html">Recommenders</a></li>
@@ -473,6 +474,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_modules/baybe/priors/base.html b/latest/_modules/baybe/priors/base.html
index 897f48a473..fbfdea9176 100644
--- a/latest/_modules/baybe/priors/base.html
+++ b/latest/_modules/baybe/priors/base.html
@@ -281,6 +281,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/recommenders.html">Recommenders</a></li>
@@ -473,6 +474,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_modules/baybe/priors/basic.html b/latest/_modules/baybe/priors/basic.html
index cdbd86820b..676025394a 100644
--- a/latest/_modules/baybe/priors/basic.html
+++ b/latest/_modules/baybe/priors/basic.html
@@ -281,6 +281,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/recommenders.html">Recommenders</a></li>
@@ -473,6 +474,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_modules/baybe/recommenders/base.html b/latest/_modules/baybe/recommenders/base.html
index aa2480e8c7..bd402c9ef9 100644
--- a/latest/_modules/baybe/recommenders/base.html
+++ b/latest/_modules/baybe/recommenders/base.html
@@ -281,6 +281,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/recommenders.html">Recommenders</a></li>
@@ -473,6 +474,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
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 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
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 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_modules/baybe/serialization/core.html b/latest/_modules/baybe/serialization/core.html
index e2940d454b..2c27d611f4 100644
--- a/latest/_modules/baybe/serialization/core.html
+++ b/latest/_modules/baybe/serialization/core.html
@@ -281,6 +281,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/recommenders.html">Recommenders</a></li>
@@ -473,6 +474,10 @@
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 <li class="toctree-l3 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_modules/baybe/serialization/mixin.html b/latest/_modules/baybe/serialization/mixin.html
index 7146c4bd63..c87e4a2379 100644
--- a/latest/_modules/baybe/serialization/mixin.html
+++ b/latest/_modules/baybe/serialization/mixin.html
@@ -281,6 +281,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/recommenders.html">Recommenders</a></li>
@@ -473,6 +474,10 @@
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 <li class="toctree-l3 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_modules/baybe/serialization/utils.html b/latest/_modules/baybe/serialization/utils.html
index 2d73389c68..ac58d7d3a3 100644
--- a/latest/_modules/baybe/serialization/utils.html
+++ b/latest/_modules/baybe/serialization/utils.html
@@ -281,6 +281,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/recommenders.html">Recommenders</a></li>
@@ -473,6 +474,10 @@
 </li>
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 <li class="toctree-l3 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_modules/baybe/simulation/core.html b/latest/_modules/baybe/simulation/core.html
index 9378eaf6de..d318956834 100644
--- a/latest/_modules/baybe/simulation/core.html
+++ b/latest/_modules/baybe/simulation/core.html
@@ -281,6 +281,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/recommenders.html">Recommenders</a></li>
@@ -473,6 +474,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_modules/baybe/simulation/lookup.html b/latest/_modules/baybe/simulation/lookup.html
index 55322822fb..def4908511 100644
--- a/latest/_modules/baybe/simulation/lookup.html
+++ b/latest/_modules/baybe/simulation/lookup.html
@@ -281,6 +281,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/recommenders.html">Recommenders</a></li>
@@ -473,6 +474,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_modules/baybe/simulation/scenarios.html b/latest/_modules/baybe/simulation/scenarios.html
index 23a34b5966..515831f386 100644
--- a/latest/_modules/baybe/simulation/scenarios.html
+++ b/latest/_modules/baybe/simulation/scenarios.html
@@ -281,6 +281,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/recommenders.html">Recommenders</a></li>
@@ -473,6 +474,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_modules/baybe/simulation/transfer_learning.html b/latest/_modules/baybe/simulation/transfer_learning.html
index c2b913cf25..b8988e234d 100644
--- a/latest/_modules/baybe/simulation/transfer_learning.html
+++ b/latest/_modules/baybe/simulation/transfer_learning.html
@@ -281,6 +281,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/recommenders.html">Recommenders</a></li>
@@ -473,6 +474,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
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 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
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diff --git a/latest/_modules/baybe/surrogates/gaussian_process/presets/edbo.html b/latest/_modules/baybe/surrogates/gaussian_process/presets/edbo.html
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diff --git a/latest/_modules/baybe/surrogates/linear.html b/latest/_modules/baybe/surrogates/linear.html
index 7a28d1f15c..da8f5d229c 100644
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 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/envvars.html">Environment Vars</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/parameters.html">Parameters</a></li>
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diff --git a/latest/_modules/baybe/surrogates/naive.html b/latest/_modules/baybe/surrogates/naive.html
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 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/envvars.html">Environment Vars</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/parameters.html">Parameters</a></li>
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diff --git a/latest/_modules/baybe/surrogates/ngboost.html b/latest/_modules/baybe/surrogates/ngboost.html
index 4d3cea1228..a1c7243908 100644
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 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/envvars.html">Environment Vars</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/parameters.html">Parameters</a></li>
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diff --git a/latest/_modules/baybe/surrogates/random_forest.html b/latest/_modules/baybe/surrogates/random_forest.html
index 8124da40d9..112ff286b4 100644
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 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/envvars.html">Environment Vars</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/parameters.html">Parameters</a></li>
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diff --git a/latest/_modules/baybe/surrogates/utils.html b/latest/_modules/baybe/surrogates/utils.html
index 8e5ed8efc4..9b9f3d7bdf 100644
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 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/envvars.html">Environment Vars</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/parameters.html">Parameters</a></li>
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diff --git a/latest/_modules/baybe/surrogates/validation.html b/latest/_modules/baybe/surrogates/validation.html
index d053d38313..83d96597e0 100644
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 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/recommenders.html">Recommenders</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_modules/baybe/targets/base.html b/latest/_modules/baybe/targets/base.html
index 57dadce9f1..97ff18d689 100644
--- a/latest/_modules/baybe/targets/base.html
+++ b/latest/_modules/baybe/targets/base.html
@@ -281,6 +281,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/recommenders.html">Recommenders</a></li>
@@ -473,6 +474,10 @@
 </li>
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 <li class="toctree-l3 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_modules/baybe/targets/binary.html b/latest/_modules/baybe/targets/binary.html
index 4cbe8b627a..5670182e42 100644
--- a/latest/_modules/baybe/targets/binary.html
+++ b/latest/_modules/baybe/targets/binary.html
@@ -281,6 +281,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/recommenders.html">Recommenders</a></li>
@@ -473,6 +474,10 @@
 </li>
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 <li class="toctree-l3 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_modules/baybe/targets/enum.html b/latest/_modules/baybe/targets/enum.html
index 7a7cf44f54..a87eaae8e4 100644
--- a/latest/_modules/baybe/targets/enum.html
+++ b/latest/_modules/baybe/targets/enum.html
@@ -281,6 +281,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/recommenders.html">Recommenders</a></li>
@@ -473,6 +474,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_modules/baybe/targets/numerical.html b/latest/_modules/baybe/targets/numerical.html
index c95fe3f930..9e3dde2c80 100644
--- a/latest/_modules/baybe/targets/numerical.html
+++ b/latest/_modules/baybe/targets/numerical.html
@@ -281,6 +281,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/recommenders.html">Recommenders</a></li>
@@ -473,6 +474,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_modules/baybe/targets/transforms.html b/latest/_modules/baybe/targets/transforms.html
index 08c7a4f0c3..5b1b98091d 100644
--- a/latest/_modules/baybe/targets/transforms.html
+++ b/latest/_modules/baybe/targets/transforms.html
@@ -281,6 +281,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/recommenders.html">Recommenders</a></li>
@@ -473,6 +474,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_modules/baybe/telemetry.html b/latest/_modules/baybe/telemetry.html
index 226ead17ae..bdefff0bf0 100644
--- a/latest/_modules/baybe/telemetry.html
+++ b/latest/_modules/baybe/telemetry.html
@@ -281,6 +281,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/recommenders.html">Recommenders</a></li>
@@ -473,6 +474,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="../../_autosummary/baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_modules/baybe/utils/augmentation.html b/latest/_modules/baybe/utils/augmentation.html
index b4e43fe0d2..8d650549b0 100644
--- a/latest/_modules/baybe/utils/augmentation.html
+++ b/latest/_modules/baybe/utils/augmentation.html
@@ -281,6 +281,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/recommenders.html">Recommenders</a></li>
@@ -473,6 +474,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_modules/baybe/utils/basic.html b/latest/_modules/baybe/utils/basic.html
index 7b52c0b7a5..ddcb0009ca 100644
--- a/latest/_modules/baybe/utils/basic.html
+++ b/latest/_modules/baybe/utils/basic.html
@@ -281,6 +281,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/recommenders.html">Recommenders</a></li>
@@ -473,6 +474,10 @@
 </li>
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 <li class="toctree-l3 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_modules/baybe/utils/boolean.html b/latest/_modules/baybe/utils/boolean.html
index bb0e50ee08..0f4cf7f191 100644
--- a/latest/_modules/baybe/utils/boolean.html
+++ b/latest/_modules/baybe/utils/boolean.html
@@ -281,6 +281,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/recommenders.html">Recommenders</a></li>
@@ -473,6 +474,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_modules/baybe/utils/chemistry.html b/latest/_modules/baybe/utils/chemistry.html
index d6fc7a5585..53a1a3ea64 100644
--- a/latest/_modules/baybe/utils/chemistry.html
+++ b/latest/_modules/baybe/utils/chemistry.html
@@ -281,6 +281,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/recommenders.html">Recommenders</a></li>
@@ -473,6 +474,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_modules/baybe/utils/conversion.html b/latest/_modules/baybe/utils/conversion.html
index bc52fb7425..b450a62734 100644
--- a/latest/_modules/baybe/utils/conversion.html
+++ b/latest/_modules/baybe/utils/conversion.html
@@ -281,6 +281,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/recommenders.html">Recommenders</a></li>
@@ -473,6 +474,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_modules/baybe/utils/dataframe.html b/latest/_modules/baybe/utils/dataframe.html
index 269c8eb83e..b8d7211113 100644
--- a/latest/_modules/baybe/utils/dataframe.html
+++ b/latest/_modules/baybe/utils/dataframe.html
@@ -281,6 +281,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/recommenders.html">Recommenders</a></li>
@@ -473,6 +474,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_modules/baybe/utils/interval.html b/latest/_modules/baybe/utils/interval.html
index 3ca87343af..6ccc1fc59c 100644
--- a/latest/_modules/baybe/utils/interval.html
+++ b/latest/_modules/baybe/utils/interval.html
@@ -281,6 +281,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/recommenders.html">Recommenders</a></li>
@@ -473,6 +474,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_modules/baybe/utils/memory.html b/latest/_modules/baybe/utils/memory.html
index 7768dc3487..274f157bd2 100644
--- a/latest/_modules/baybe/utils/memory.html
+++ b/latest/_modules/baybe/utils/memory.html
@@ -281,6 +281,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/recommenders.html">Recommenders</a></li>
@@ -473,6 +474,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_modules/baybe/utils/numerical.html b/latest/_modules/baybe/utils/numerical.html
index df34e87e7b..a66706ef81 100644
--- a/latest/_modules/baybe/utils/numerical.html
+++ b/latest/_modules/baybe/utils/numerical.html
@@ -281,6 +281,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/recommenders.html">Recommenders</a></li>
@@ -473,6 +474,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_modules/baybe/utils/plotting.html b/latest/_modules/baybe/utils/plotting.html
index 4bce11d821..8204f8b057 100644
--- a/latest/_modules/baybe/utils/plotting.html
+++ b/latest/_modules/baybe/utils/plotting.html
@@ -281,6 +281,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/recommenders.html">Recommenders</a></li>
@@ -473,6 +474,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_modules/baybe/utils/random.html b/latest/_modules/baybe/utils/random.html
index e88a99519a..b7d697a3e7 100644
--- a/latest/_modules/baybe/utils/random.html
+++ b/latest/_modules/baybe/utils/random.html
@@ -281,6 +281,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/recommenders.html">Recommenders</a></li>
@@ -473,6 +474,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_modules/baybe/utils/sampling_algorithms.html b/latest/_modules/baybe/utils/sampling_algorithms.html
index b5bfa31738..78da2c11ce 100644
--- a/latest/_modules/baybe/utils/sampling_algorithms.html
+++ b/latest/_modules/baybe/utils/sampling_algorithms.html
@@ -281,6 +281,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/recommenders.html">Recommenders</a></li>
@@ -473,6 +474,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_modules/baybe/utils/scaling.html b/latest/_modules/baybe/utils/scaling.html
index 2fbb93b8d9..e3fc0b739d 100644
--- a/latest/_modules/baybe/utils/scaling.html
+++ b/latest/_modules/baybe/utils/scaling.html
@@ -281,6 +281,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/recommenders.html">Recommenders</a></li>
@@ -473,6 +474,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_modules/baybe/utils/validation.html b/latest/_modules/baybe/utils/validation.html
index afae8bff07..c973295c0d 100644
--- a/latest/_modules/baybe/utils/validation.html
+++ b/latest/_modules/baybe/utils/validation.html
@@ -281,6 +281,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../userguide/recommenders.html">Recommenders</a></li>
@@ -473,6 +474,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_modules/index.html b/latest/_modules/index.html
index 3d8ca7a298..254eb76710 100644
--- a/latest/_modules/index.html
+++ b/latest/_modules/index.html
@@ -281,6 +281,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -473,6 +474,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="../_autosummary/baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="../_autosummary/baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/_sources/_autosummary/baybe.insights.shap.EXPLAINERS.rst.txt b/latest/_sources/_autosummary/baybe.insights.shap.EXPLAINERS.rst.txt
new file mode 100644
index 0000000000..533470619e
--- /dev/null
+++ b/latest/_sources/_autosummary/baybe.insights.shap.EXPLAINERS.rst.txt
@@ -0,0 +1,7 @@
+baybe.insights.shap.EXPLAINERS
+==============================
+
+.. currentmodule:: baybe.insights.shap
+
+
+.. autodata:: EXPLAINERS
diff --git a/latest/_sources/_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.rst.txt b/latest/_sources/_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.rst.txt
new file mode 100644
index 0000000000..24dc97f3c9
--- /dev/null
+++ b/latest/_sources/_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.rst.txt
@@ -0,0 +1,7 @@
+baybe.insights.shap.NON\_SHAP\_EXPLAINERS
+=========================================
+
+.. currentmodule:: baybe.insights.shap
+
+
+.. autodata:: NON_SHAP_EXPLAINERS
diff --git a/latest/_sources/_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.rst.txt b/latest/_sources/_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.rst.txt
new file mode 100644
index 0000000000..b61260da6f
--- /dev/null
+++ b/latest/_sources/_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.rst.txt
@@ -0,0 +1,7 @@
+baybe.insights.shap.SHAP\_EXPLAINERS
+====================================
+
+.. currentmodule:: baybe.insights.shap
+
+
+.. autodata:: SHAP_EXPLAINERS
diff --git a/latest/_sources/_autosummary/baybe.insights.shap.SHAP_PLOTS.rst.txt b/latest/_sources/_autosummary/baybe.insights.shap.SHAP_PLOTS.rst.txt
new file mode 100644
index 0000000000..1f16144aec
--- /dev/null
+++ b/latest/_sources/_autosummary/baybe.insights.shap.SHAP_PLOTS.rst.txt
@@ -0,0 +1,7 @@
+baybe.insights.shap.SHAP\_PLOTS
+===============================
+
+.. currentmodule:: baybe.insights.shap
+
+
+.. autodata:: SHAP_PLOTS
diff --git a/latest/_sources/_autosummary/baybe.insights.shap.rst.txt b/latest/_sources/_autosummary/baybe.insights.shap.rst.txt
index 7c60c64495..21fca1bf28 100644
--- a/latest/_sources/_autosummary/baybe.insights.shap.rst.txt
+++ b/latest/_sources/_autosummary/baybe.insights.shap.rst.txt
@@ -5,6 +5,17 @@ baybe.insights.shap
   
    
    
+   .. rubric:: Module Attributes
+
+   .. autosummary::
+      :toctree: 
+      :template: custom-attribute-template.rst                               
+   
+      SHAP_EXPLAINERS
+      NON_SHAP_EXPLAINERS
+      EXPLAINERS
+      SHAP_PLOTS
+   
    
 
    
diff --git a/latest/_sources/examples/Basics/campaign.md.txt b/latest/_sources/examples/Basics/campaign.md.txt
index d1e7422eaf..b303e7e44f 100644
--- a/latest/_sources/examples/Basics/campaign.md.txt
+++ b/latest/_sources/examples/Basics/campaign.md.txt
@@ -119,13 +119,13 @@ print(recommendation)
     
     
     Recommended measurements with batch_size = 2: 
-               Solvent               Base                        Ligand  \
-    171  Butyornitrile  Potassium acetate                     BrettPhos   
-    188  Butyornitrile  Potassium acetate  Di-tert-butylphenylphosphine   
+               Solvent             Base                        Ligand  \
+    374       p-Xylene  Cesium pivalate  Di-tert-butylphenylphosphine   
+    147  Butyornitrile  Cesium pivalate                     BrettPhos   
     
          Temperature  Concentration  
-    171         90.0          0.057  
-    188        120.0          0.153  
+    374        105.0          0.153  
+    147        105.0          0.057  
 
 
 Adding target values is done by creating a new column in the `recommendation`
@@ -143,13 +143,13 @@ print(recommendation)
     
     
     Recommended experiments with fake measured values: 
-               Solvent               Base                        Ligand  \
-    171  Butyornitrile  Potassium acetate                     BrettPhos   
-    188  Butyornitrile  Potassium acetate  Di-tert-butylphenylphosphine   
+               Solvent             Base                        Ligand  \
+    374       p-Xylene  Cesium pivalate  Di-tert-butylphenylphosphine   
+    147  Butyornitrile  Cesium pivalate                     BrettPhos   
     
          Temperature  Concentration      yield  
-    171         90.0          0.057  32.433731  
-    188        120.0          0.153   1.431489  
+    374        105.0          0.153  12.209408  
+    147        105.0          0.057  19.086301  
 
 
 
diff --git a/latest/_sources/examples/Basics/recommenders.md.txt b/latest/_sources/examples/Basics/recommenders.md.txt
index fe1cf68e30..d78d285caa 100644
--- a/latest/_sources/examples/Basics/recommenders.md.txt
+++ b/latest/_sources/examples/Basics/recommenders.md.txt
@@ -246,15 +246,15 @@ print(recommendation)
     
     
     Recommended experiments: 
-               Solvent                Base                        Ligand  \
-    318           DMAc  Potassium pivalate  Di-tert-butylphenylphosphine   
-    130  Butyornitrile      Cesium acetate  Di-tert-butylphenylphosphine   
-    361       p-Xylene     Cesium pivalate                     BrettPhos   
+               Solvent               Base                        Ligand  \
+    124  Butyornitrile     Cesium acetate                     BrettPhos   
+    396       p-Xylene  Potassium acetate  Di-tert-butylphenylphosphine   
+    348       p-Xylene     Cesium acetate  Di-tert-butylphenylphosphine   
     
          Temperature  Concentration  
-    318        105.0          0.057  
-    130        105.0          0.100  
-    361         90.0          0.100  
+    124        120.0          0.100  
+    396         90.0          0.057  
+    348        120.0          0.057  
 
 
 
@@ -267,15 +267,15 @@ print(recommendation)
     
     
     Recommended experiments with fake measured values: 
-               Solvent                Base                        Ligand  \
-    318           DMAc  Potassium pivalate  Di-tert-butylphenylphosphine   
-    130  Butyornitrile      Cesium acetate  Di-tert-butylphenylphosphine   
-    361       p-Xylene     Cesium pivalate                     BrettPhos   
+               Solvent               Base                        Ligand  \
+    124  Butyornitrile     Cesium acetate                     BrettPhos   
+    396       p-Xylene  Potassium acetate  Di-tert-butylphenylphosphine   
+    348       p-Xylene     Cesium acetate  Di-tert-butylphenylphosphine   
     
          Temperature  Concentration      yield  
-    318        105.0          0.057  13.540251  
-    130        105.0          0.100   6.322105  
-    361         90.0          0.100  27.595632  
+    124        120.0          0.100  25.732303  
+    396         90.0          0.057   9.395098  
+    348        120.0          0.057   0.849992  
 
 
 
diff --git a/latest/_sources/examples/Custom_Hooks/basics.md.txt b/latest/_sources/examples/Custom_Hooks/basics.md.txt
index d6d4a391b2..72fc7e7f59 100644
--- a/latest/_sources/examples/Custom_Hooks/basics.md.txt
+++ b/latest/_sources/examples/Custom_Hooks/basics.md.txt
@@ -134,5 +134,5 @@ recommendation = recommender.recommend(batch_size=3, searchspace=searchspace)
 
     Recommender type: RandomRecommender
     Search space parameters: ['Concentration', 'Temperature']
-    Consumed time of RandomRecommender: 0.0013366130000349585
+    Consumed time of RandomRecommender: 0.0012717609999981505
 
diff --git a/latest/_sources/examples/Custom_Surrogates/custom_pretrained.md.txt b/latest/_sources/examples/Custom_Surrogates/custom_pretrained.md.txt
index 74a26dc95e..7fdaf5943b 100644
--- a/latest/_sources/examples/Custom_Surrogates/custom_pretrained.md.txt
+++ b/latest/_sources/examples/Custom_Surrogates/custom_pretrained.md.txt
@@ -619,7 +619,7 @@ print(recommendation)
     Recommendation from campaign:
            Pressure[bar]  Temperature[degree_C]
     index                                      
-    0                1.0                  100.0
+    9                1.0                  200.0
 
 
 ## Using configuration instead
diff --git a/latest/_sources/examples/Mixtures/traditional.md.txt b/latest/_sources/examples/Mixtures/traditional.md.txt
index 9bb90e5cb7..7203870397 100644
--- a/latest/_sources/examples/Mixtures/traditional.md.txt
+++ b/latest/_sources/examples/Mixtures/traditional.md.txt
@@ -128,16 +128,16 @@ print(recommendations)
 ```
 
            Base1      Base2  PhaseAgent1  PhaseAgent2   Solvent1   Solvent2
-    0  17.751098  16.579850     1.888791     0.740066   4.167451  58.872744
-    1  12.950499  12.374492     2.536072     0.384807  34.284419  37.469711
-    2  19.205950   3.830642     0.257192     0.820591  37.670160  38.215465
-    3   6.297107  10.290982     3.154853     1.149357  24.941796  54.165905
-    4   6.051523   9.302388     0.840005     0.279093  27.238634  56.288358
-    5   5.433098  12.659794     1.539612     2.862623  45.931723  31.573150
-    6  13.675834   1.831387     2.438106     0.762163  79.897622   1.394887
-    7  14.102819   4.148178     0.700398     1.382424  14.416536  65.249645
-    8  12.625085   7.130423     0.129649     0.353378  34.695194  45.066272
-    9   5.162540   6.190869     1.314944     2.157662  74.696204  10.477781
+    0  13.942523  12.093567     0.427376     4.085681  55.024154  14.426699
+    1  19.619307   4.728505     1.548835     3.012633  36.943375  34.147346
+    2  10.914799   3.808944     3.691145     1.297886  43.362681  36.924544
+    3   6.671361  14.669148     0.654802     2.210216  31.411254  44.383220
+    4   4.078907  17.060366     3.033170     1.055941  54.906705  19.864909
+    5  12.378496   5.937578     1.657412     2.816745   0.083138  77.126631
+    6   1.891354  15.655521     0.210207     3.585213  53.256061  25.401643
+    7   6.655926   9.261009     2.012952     1.697625  35.755138  44.617350
+    8   8.407465  11.363617     0.889490     1.531299  46.685858  31.122271
+    9  18.431432   0.302893     1.182257     1.319548  24.248353  54.515517
 
 
 Computing the respective row sums reveals the expected result:
@@ -155,16 +155,16 @@ print(stats)
 ```
 
        Total  Total_Bases  Total_Phase_Agents
-    0  100.0    34.330948            2.628857
-    1  100.0    25.324991            2.920880
-    2  100.0    23.036592            1.077783
-    3  100.0    16.588089            4.304210
-    4  100.0    15.353911            1.119097
-    5  100.0    18.092892            4.402235
-    6  100.0    15.507221            3.200269
-    7  100.0    18.250997            2.082822
-    8  100.0    19.755508            0.483026
-    9  100.0    11.353409            3.472606
+    0  100.0    26.036090            4.513057
+    1  100.0    24.347811            4.561467
+    2  100.0    14.723743            4.989031
+    3  100.0    21.340509            2.865018
+    4  100.0    21.139274            4.089112
+    5  100.0    18.316074            4.474157
+    6  100.0    17.546875            3.795421
+    7  100.0    15.916935            3.710577
+    8  100.0    19.771082            2.420789
+    9  100.0    18.734325            2.501805
 
 
 
diff --git a/latest/_sources/examples/Multi_Target/desirability.md.txt b/latest/_sources/examples/Multi_Target/desirability.md.txt
index 41dceeeb36..16023b5a3e 100644
--- a/latest/_sources/examples/Multi_Target/desirability.md.txt
+++ b/latest/_sources/examples/Multi_Target/desirability.md.txt
@@ -253,21 +253,21 @@ for kIter in range(N_ITERATIONS):
     Recommended measurements with fake measured results:
     
         Cat_1      Cat_2  Num_disc_1  Num_disc_2   Target_1   Target_2   Target_3
-    33     22        bad         2.0        -6.0   0.287675  45.977366  55.643948
-    228    33   very bad         2.0        -9.0  96.044412  81.238185  53.688493
-    271    33  very good         6.0        -1.0  44.238304  99.205644  52.108962
+    78     22       good         8.0        -3.0  20.979860  84.124623  56.268923
+    8      22         OK         3.0        -9.0  70.748852   9.675225  52.849430
+    136    22  very good        10.0        -9.0  34.706785  31.777158  51.966556
     
     Internal measurement database with desirability values:
     
       Cat_1      Cat_2  Num_disc_1  Num_disc_2   Target_1   Target_2   Target_3  \
-    0    22        bad         2.0        -6.0   0.287675  45.977366  55.643948   
-    1    33   very bad         2.0        -9.0  96.044412  81.238185  53.688493   
-    2    33  very good         6.0        -1.0  44.238304  99.205644  52.108962   
+    0    22       good         8.0        -3.0  20.979860  84.124623  56.268923   
+    1    22         OK         3.0        -9.0  70.748852   9.675225  52.849430   
+    2    22  very good        10.0        -9.0  34.706785  31.777158  51.966556   
     
        BatchNr  FitNr  Desirability  
-    0        1    NaN      0.425920  
-    1        1    NaN      0.686679  
-    2        1    NaN      0.638998  
+    0        1    NaN      0.347112  
+    1        1    NaN      0.832216  
+    2        1    NaN      0.761201  
 
 
     
@@ -276,35 +276,29 @@ for kIter in range(N_ITERATIONS):
     
     Recommended measurements with fake measured results:
     
-          Cat_1      Cat_2  Num_disc_1  Num_disc_2   Target_1   Target_2  \
-    index                                                                  
-    256      33  very good         2.0        -9.0  76.693383  75.204658   
-    200      33       good         2.0        -9.0  88.225055  66.478901   
-    229      33   very bad         2.0        -6.0  41.703361  81.537834   
-    
-            Target_3  
-    index             
-    256    52.193618  
-    200    56.092058  
-    229    53.577031  
+          Cat_1 Cat_2  Num_disc_1  Num_disc_2   Target_1   Target_2   Target_3
+    index                                                                     
+    32       22   bad         2.0        -9.0  48.069331  89.098687  55.605460
+    16       22    OK         6.0        -9.0  12.241678  91.946131  53.624201
+    9        22    OK         3.0        -6.0  19.967500  54.673975  52.167973
     
     Internal measurement database with desirability values:
     
       Cat_1      Cat_2  Num_disc_1  Num_disc_2   Target_1   Target_2   Target_3  \
-    0    22        bad         2.0        -6.0   0.287675  45.977366  55.643948   
-    1    33   very bad         2.0        -9.0  96.044412  81.238185  53.688493   
-    2    33  very good         6.0        -1.0  44.238304  99.205644  52.108962   
-    3    33  very good         2.0        -9.0  76.693383  75.204658  52.193618   
-    4    33       good         2.0        -9.0  88.225055  66.478901  56.092058   
-    5    33   very bad         2.0        -6.0  41.703361  81.537834  53.577031   
+    0    22       good         8.0        -3.0  20.979860  84.124623  56.268923   
+    1    22         OK         3.0        -9.0  70.748852   9.675225  52.849430   
+    2    22  very good        10.0        -9.0  34.706785  31.777158  51.966556   
+    3    22        bad         2.0        -9.0  48.069331  89.098687  55.605460   
+    4    22         OK         6.0        -9.0  12.241678  91.946131  53.624201   
+    5    22         OK         3.0        -6.0  19.967500  54.673975  52.167973   
     
        BatchNr  FitNr  Desirability  
-    0        1    1.0      0.425920  
-    1        1    1.0      0.686679  
-    2        1    1.0      0.638998  
-    3        2    NaN      0.747926  
-    4        2    NaN      0.529113  
-    5        2    NaN      0.584861  
+    0        1    1.0      0.347112  
+    1        1    1.0      0.832216  
+    2        1    1.0      0.761201  
+    3        2    NaN      0.438000  
+    4        2    NaN      0.501976  
+    5        2    NaN      0.676756  
     
     
     #### ITERATION 3 ####
@@ -313,39 +307,39 @@ for kIter in range(N_ITERATIONS):
     
           Cat_1      Cat_2  Num_disc_1  Num_disc_2   Target_1   Target_2  \
     index                                                                  
-    264      33  very good         4.0        -9.0  80.651647  26.808340   
-    252      33  very good         1.0        -9.0  84.518265  49.164554   
-    191      33        bad         8.0        -1.0   4.762724  74.817953   
+    4        22         OK         2.0        -9.0  31.151438   3.110817   
+    12       22         OK         4.0        -9.0   8.746997   0.385512   
+    138      22  very good        10.0        -3.0  36.620898  43.985041   
     
             Target_3  
     index             
-    264    55.722368  
-    252    56.729752  
-    191    53.197298  
+    4      52.830100  
+    12     55.611648  
+    138    51.301715  
     
     Internal measurement database with desirability values:
     
       Cat_1      Cat_2  Num_disc_1  Num_disc_2   Target_1   Target_2   Target_3  \
-    0    22        bad         2.0        -6.0   0.287675  45.977366  55.643948   
-    1    33   very bad         2.0        -9.0  96.044412  81.238185  53.688493   
-    2    33  very good         6.0        -1.0  44.238304  99.205644  52.108962   
-    3    33  very good         2.0        -9.0  76.693383  75.204658  52.193618   
-    4    33       good         2.0        -9.0  88.225055  66.478901  56.092058   
-    5    33   very bad         2.0        -6.0  41.703361  81.537834  53.577031   
-    6    33  very good         4.0        -9.0  80.651647  26.808340  55.722368   
-    7    33  very good         1.0        -9.0  84.518265  49.164554  56.729752   
-    8    33        bad         8.0        -1.0   4.762724  74.817953  53.197298   
+    0    22       good         8.0        -3.0  20.979860  84.124623  56.268923   
+    1    22         OK         3.0        -9.0  70.748852   9.675225  52.849430   
+    2    22  very good        10.0        -9.0  34.706785  31.777158  51.966556   
+    3    22        bad         2.0        -9.0  48.069331  89.098687  55.605460   
+    4    22         OK         6.0        -9.0  12.241678  91.946131  53.624201   
+    5    22         OK         3.0        -6.0  19.967500  54.673975  52.167973   
+    6    22         OK         2.0        -9.0  31.151438   3.110817  52.830100   
+    7    22         OK         4.0        -9.0   8.746997   0.385512  55.611648   
+    8    22  very good        10.0        -3.0  36.620898  43.985041  51.301715   
     
        BatchNr  FitNr  Desirability  
-    0        1    1.0      0.425920  
-    1        1    1.0      0.686679  
-    2        1    1.0      0.638998  
-    3        2    2.0      0.747926  
-    4        2    2.0      0.529113  
-    5        2    2.0      0.584861  
-    6        3    NaN      0.619380  
-    7        3    NaN      0.513241  
-    8        3    NaN      0.548945  
+    0        1    1.0      0.347112  
+    1        1    1.0      0.832216  
+    2        1    1.0      0.761201  
+    3        2    2.0      0.438000  
+    4        2    2.0      0.501976  
+    5        2    2.0      0.676756  
+    6        3    NaN      0.767271  
+    7        3    NaN      0.536338  
+    8        3    NaN      0.765279  
 
 
 ## Addendum: Description of `transformation` functions
diff --git a/latest/_sources/examples/Searchspaces/continuous_space.md.txt b/latest/_sources/examples/Searchspaces/continuous_space.md.txt
index 348c2c66e7..abe5678915 100644
--- a/latest/_sources/examples/Searchspaces/continuous_space.md.txt
+++ b/latest/_sources/examples/Searchspaces/continuous_space.md.txt
@@ -45,16 +45,16 @@ assert np.all(samples >= BOUNDS[0]) and np.all(samples <= BOUNDS[1])
 ```
 
             x_1       x_2       x_3       x_4
-    0  0.282912  0.932091  0.553270  0.508312
-    1 -0.264904  0.266914 -0.661674  0.584979
-    2 -0.378365 -0.832265  0.280098 -0.929147
-    3  0.495885  0.229326  0.892762 -0.872763
-    4 -0.269802  0.650706 -0.544943  0.025374
-    5  0.353911  0.510220 -0.490929  0.523831
-    6 -0.300965 -0.323537 -0.060660 -0.932909
-    7  0.413481 -0.533802 -0.331829 -0.733423
-    8 -0.396195 -0.335003 -0.152619 -0.906395
-    9 -0.327142 -0.799304  0.466605 -0.198727
+    0  0.251540 -0.287736 -0.093412  0.633444
+    1 -0.541245  0.031973 -0.939282  0.665932
+    2 -0.154580  0.263104  0.908839  0.734660
+    3  0.379897 -0.825988  0.220559  0.045763
+    4 -0.952596 -0.725945  0.694349 -0.394799
+    5 -0.570168  0.411336 -0.029301 -0.907854
+    6 -0.214572  0.537122 -0.397790 -0.693691
+    7  0.925340  0.462798  0.349817 -0.912146
+    8 -0.994608  0.395239 -0.330303 -0.377371
+    9 -0.301815  0.460528  0.560571  0.982618
 
 
 There are several ways we can turn the above objects into a search space.
diff --git a/latest/_sources/examples/Searchspaces/discrete_space.md.txt b/latest/_sources/examples/Searchspaces/discrete_space.md.txt
index ac9f56880b..46cc3c1039 100644
--- a/latest/_sources/examples/Searchspaces/discrete_space.md.txt
+++ b/latest/_sources/examples/Searchspaces/discrete_space.md.txt
@@ -146,8 +146,8 @@ print(measurements)
     
     
     Recommended experiments with measured values: 
-              x_1   x_2       x_3   x_4      Target
-    183  1.706667  5.12 -1.706667  5.12   89.053246
-    247  5.120000  5.12 -1.706667  5.12  102.376050
-    71  -1.706667 -5.12 -1.706667  5.12   89.053246
+              x_1       x_2       x_3       x_4      Target
+    133  1.706667 -5.120000 -1.706667 -1.706667   75.730442
+    94  -1.706667 -1.706667  5.120000  1.706667   75.730442
+    192  5.120000 -5.120000 -5.120000 -5.120000  115.698855
 
diff --git a/latest/_sources/examples/Searchspaces/hybrid_space.md.txt b/latest/_sources/examples/Searchspaces/hybrid_space.md.txt
index 62f228e520..bf41f56b77 100644
--- a/latest/_sources/examples/Searchspaces/hybrid_space.md.txt
+++ b/latest/_sources/examples/Searchspaces/hybrid_space.md.txt
@@ -203,8 +203,8 @@ print(measurements)
     
     
     Recommended experiments with measured values: 
-         x_1   x_2   x_3       x_4       x_5       x_6      Target
-    12  0.00  0.00 -5.12  0.649077 -1.693580  5.050472   87.616001
-    3  -5.12  0.00 -5.12 -1.782901 -3.055770  2.590437  104.059934
-    6  -5.12  5.12 -5.12 -3.319356  2.428565 -4.064512  154.251417
+         x_1  x_2   x_3       x_4       x_5       x_6      Target
+    13  0.00  0.0  0.00 -2.597118 -2.447743 -3.284077   73.307515
+    14  0.00  0.0  5.12  3.170013 -1.156367 -0.701104   63.460158
+    5  -5.12  0.0  5.12 -2.639985 -0.924595  2.614527  107.506790
 
diff --git a/latest/_sources/userguide/insights.md.txt b/latest/_sources/userguide/insights.md.txt
new file mode 100644
index 0000000000..0325a99462
--- /dev/null
+++ b/latest/_sources/userguide/insights.md.txt
@@ -0,0 +1,145 @@
+# Insights
+In BayBE, insights provide a way of analyzing your experimental results beyond what is 
+required for the basic measure-recommend loop. Dependencies needed for insights are 
+optional and available by installing `baybe` with the respective dependency group, e.g. 
+via `pip install baybe[insights]`.
+
+```{admonition} Examples On This Page
+:class: note
+In what follows, we show results for the campaign studied in the 
+[full lookup example](./../../examples/Backtesting/full_lookup), which aims at 
+maximizing the yield of a chemical reaction and involves three substance parameters and  
+two discrete numerical parameters. We randomly sample 100 measurements from the 
+lookup table and add them to the campaign, providing a basis for creating an insight.
+```
+
+## Parameter Importance via SHAP
+[**SH**apley **A**dditive ex**P**lanations](https://shap.readthedocs.io/en/latest/index.html) 
+are a popular way of interpreting models to gain insight into the importance of the 
+features utilized. In the context of Bayesian optimization (BO), this enables analyzing 
+the importance of the parameters spanning the search space. This can be useful 
+for identifying which parameters play a key role and which do not – learnings that can 
+be applied in designing future campaigns. The interface is provided by the 
+[`SHAPInsight`](baybe.insights.shap.SHAPInsight) class.
+
+```{admonition} Model Interpretation in BO
+:class: warning
+While feature importance is a method well studied, it is usually applied in data 
+regimes where models are fed with plenty of data. However, in BO, we often operate in 
+the *low-to-no-data regime*, making feature importance interpretation potentially tricky. 
+We urge the users to consider this and be careful with their interpretations. For 
+instance, we suggest a study where the available amount of data is sub-sampled to check
+the obtained parameter importances for convergence and consistency.
+```
+
+### Basic Usage
+A [`SHAPInsight`](baybe.insights.shap.SHAPInsight) can be obtained in several ways:
+- From a [`Campaign`](baybe.campaign.Campaign) via 
+  [`from_campaign`](baybe.insights.shap.SHAPInsight.from_campaign):
+  ~~~python
+  insight = SHAPInsight.from_campaign(campaign)
+  ~~~
+- From a surrogate model via [`from_surrogate`](baybe.insights.shap.SHAPInsight.from_surrogate):
+  ~~~python
+  insight = SHAPInsight.from_surrogate(surrogate, data)
+  ~~~
+- From a recommender that has an underlying surrogate model and implements 
+  [`get_surrogate`](baybe.recommenders.pure.bayesian.base.BayesianRecommender.get_surrogate) 
+  via [`from_recommender`](baybe.insights.shap.SHAPInsight.from_recommender):
+  ~~~python
+  insight = SHAPInsight.from_recommender(recommender, searchspace, objective, data)
+  ~~~
+
+In these examples, `data` is the background data used to build the underlying explainer
+model. Typically, you would set this to the measurements obtained during your 
+experimental campaign (for instance, [`from_campaign`](baybe.insights.shap.SHAPInsight.from_campaign)
+automatically extracts the `measurements` from the `campaign` object).
+
+### Plots
+After creating the insight, various methods are available to visualize the results via 
+the [.plot](baybe.insights.shap.SHAPInsight.plot) 
+interface, please refer to [available SHAP plots](baybe.insights.shap.SHAP_PLOTS).
+
+~~~python
+insight.plot("bar")
+~~~
+![SHAP_Bar_Exp_Rep](../_static/insights/shap_bar_exp_rep.svg)
+
+This result agrees well with the chemical intuition that ligands are the most important 
+reactants to activate the conversion, resulting in higher yields.
+
+Such plots can also be created for data sets other than the background data that
+was used to generate the insight. If this is desired, pass your data frame as second 
+argument:
+~~~python
+insight.plot("beeswarm", new_measurements)
+~~~
+![SHAP_Beeswarm_Exp_Rep](../_static/insights/shap_beeswarm_exp_rep.svg)
+
+The `force` plot type requires the user to additionally select which single data point 
+they want to visualize by specifying the corresponding `explanation_index`:
+~~~python
+insight.plot(
+    "force", explanation_index=3
+)  # plots the force analysis of the measurement at positional index 3
+~~~
+![SHAP_Force](../_static/insights/shap_force.svg)
+
+### Explainers
+In general, SHAP is an exhaustive method testing all combinations of features. This 
+exhaustive algorithm (implemented by the {class}`shap.ExactExplainer` class) is
+often not feasible in practice, and various approximate variants are available (see 
+[supported explainers](baybe.insights.shap.EXPLAINERS)). For details about their inner 
+mechanics, we refer to the [SHAP documentation](https://shap.readthedocs.io/en/latest/api.html#explainers).
+
+The explainer can be changed when creating the insight:
+~~~python
+insight = SHAPInsight.from_campaign(
+    campaign, explainer_cls="KernelExplainer"
+)  # default explainer
+~~~
+
+### Experimental and Computational Representations
+[`SHAPInsight`](baybe.insights.shap.SHAPInsight) by default analyzes the experimental
+representation of the measurements, i.e. the that specifies parameter and target values
+in terms of their actual (physical) quantities. This comes with certain limitations:
+
+```{admonition} Experimental Representation Limits
+:class: warning
+If the experimental representation contains parameters with non-numeric values (such 
+as [`CategoricalParameter`](baybe.parameters.categorical.CategoricalParameter), 
+[`SubstanceParameter`](baybe.parameters.substance.SubstanceParameter) 
+or [`CustomDiscreteParameter`](baybe.parameters.custom.CustomDiscreteParameter)), 
+the only supported explainer is the [`KernelExplainer`](shap.KernelExplainer). 
+Attempts to use other explainers will result in an 
+[`IncompatibleExplainerError`](baybe.exceptions.IncompatibleExplainerError).
+```
+
+A feature importance study can still be performed by looking at the computational 
+representation of the data points, activated by the `use_comp_rep` flag. Since all 
+entries in this representation are numeric by construction, there are no limitations on
+the explainer type used. A study of the computational representation might also be 
+useful if a deeper analysis of descriptors used is of interest to the user. In general, 
+for each non-numerical parameter in the experimental representation, there will be 
+several descriptors the computational representation: 
+~~~python
+insight = SHAPInsight.from_campaign(campaign, use_comp_rep=True)
+insight.plot("bar")
+~~~
+![SHAP_Bar_Comp_Rep](../_static/insights/shap_bar_comp_rep.svg)
+
+In addition to SHAP-based explainers, we also support 
+[LIME](https://arxiv.org/abs/1602.04938) and 
+[MAPLE](https://papers.nips.cc/paper_files/paper/2018/hash/b495ce63ede0f4efc9eec62cb947c162-Abstract.html) 
+variants. For example:
+~~~python
+insight = SHAPInsight.from_campaign(
+    campaign, explainer_cls="LimeTabular", use_comp_rep=True
+)
+insight.plot("bar")
+~~~
+![SHAP_Bar_Lime](../_static/insights/shap_bar_lime.svg)
+
+As expected, the result from [`LimeTabular`](shap.explainers.other.LimeTabular) are very
+similar to the results from the SHAP [`KernelExplainer`](shap.KernelExplainer) because
+both methods involve linear local approximations.
\ No newline at end of file
diff --git a/latest/_sources/userguide/userguide.md.txt b/latest/_sources/userguide/userguide.md.txt
index 5a1c0d169e..f8d1597ee0 100644
--- a/latest/_sources/userguide/userguide.md.txt
+++ b/latest/_sources/userguide/userguide.md.txt
@@ -7,6 +7,7 @@ Active Learning <active_learning>
 Asynchronous Workflows <async>
 Constraints <constraints>
 Environment Vars <envvars>
+Insights <insights>
 Objectives <objectives>
 Parameters <parameters>
 Recommenders <recommenders>
diff --git a/latest/_static/insights/shap_bar_comp_rep.svg b/latest/_static/insights/shap_bar_comp_rep.svg
new file mode 100644
index 0000000000..39454ac979
--- /dev/null
+++ b/latest/_static/insights/shap_bar_comp_rep.svg
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diff --git a/latest/examples/Backtesting/Backtesting.html b/latest/examples/Backtesting/Backtesting.html
index bbdf1c9457..a862a666d9 100644
--- a/latest/examples/Backtesting/Backtesting.html
+++ b/latest/examples/Backtesting/Backtesting.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/objectives.html">Objectives</a></li>
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diff --git a/latest/examples/Backtesting/custom_blackbox.html b/latest/examples/Backtesting/custom_blackbox.html
index ff0556125a..2b34ae7b49 100644
--- a/latest/examples/Backtesting/custom_blackbox.html
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@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/async.html">Asynchronous Workflows</a></li>
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diff --git a/latest/examples/Backtesting/full_initial_data.html b/latest/examples/Backtesting/full_initial_data.html
index b344961101..2c19e2485d 100644
--- a/latest/examples/Backtesting/full_initial_data.html
+++ b/latest/examples/Backtesting/full_initial_data.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../userguide/insights.html">Insights</a></li>
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@@ -474,6 +475,10 @@
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diff --git a/latest/examples/Backtesting/full_lookup.html b/latest/examples/Backtesting/full_lookup.html
index 2d048c13e5..91542ae7c2 100644
--- a/latest/examples/Backtesting/full_lookup.html
+++ b/latest/examples/Backtesting/full_lookup.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../userguide/insights.html">Insights</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
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+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
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diff --git a/latest/examples/Backtesting/impute_mode.html b/latest/examples/Backtesting/impute_mode.html
index 998547bf20..ecaeb3c9a3 100644
--- a/latest/examples/Backtesting/impute_mode.html
+++ b/latest/examples/Backtesting/impute_mode.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../userguide/insights.html">Insights</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
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+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
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diff --git a/latest/examples/Basics/Basics.html b/latest/examples/Basics/Basics.html
index ad83da17a4..99e6d56a39 100644
--- a/latest/examples/Basics/Basics.html
+++ b/latest/examples/Basics/Basics.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/objectives.html">Objectives</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
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+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
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diff --git a/latest/examples/Basics/campaign.html b/latest/examples/Basics/campaign.html
index da667c38d0..c44ebe29a3 100644
--- a/latest/examples/Basics/campaign.html
+++ b/latest/examples/Basics/campaign.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/objectives.html">Objectives</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="../../_autosummary/baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
@@ -1097,13 +1102,13 @@ <h2>Getting a recommendation and adding measurements<a class="headerlink" href="
 </pre></div>
 </div>
 <div class="highlight-none notranslate"><div class="highlight"><pre><span></span>Recommended measurements with batch_size = 2: 
-           Solvent               Base                        Ligand  \
-171  Butyornitrile  Potassium acetate                     BrettPhos   
-188  Butyornitrile  Potassium acetate  Di-tert-butylphenylphosphine   
+           Solvent             Base                        Ligand  \
+374       p-Xylene  Cesium pivalate  Di-tert-butylphenylphosphine   
+147  Butyornitrile  Cesium pivalate                     BrettPhos   
 
      Temperature  Concentration  
-171         90.0          0.057  
-188        120.0          0.153  
+374        105.0          0.153  
+147        105.0          0.057  
 </pre></div>
 </div>
 <p>Adding target values is done by creating a new column in the <code class="docutils literal notranslate"><span class="pre">recommendation</span></code>
@@ -1116,13 +1121,13 @@ <h2>Getting a recommendation and adding measurements<a class="headerlink" href="
 </pre></div>
 </div>
 <div class="highlight-none notranslate"><div class="highlight"><pre><span></span>Recommended experiments with fake measured values: 
-           Solvent               Base                        Ligand  \
-171  Butyornitrile  Potassium acetate                     BrettPhos   
-188  Butyornitrile  Potassium acetate  Di-tert-butylphenylphosphine   
+           Solvent             Base                        Ligand  \
+374       p-Xylene  Cesium pivalate  Di-tert-butylphenylphosphine   
+147  Butyornitrile  Cesium pivalate                     BrettPhos   
 
      Temperature  Concentration      yield  
-171         90.0          0.057  32.433731  
-188        120.0          0.153   1.431489  
+374        105.0          0.153  12.209408  
+147        105.0          0.057  19.086301  
 </pre></div>
 </div>
 <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">campaign</span><span class="o">.</span><span class="n">add_measurements</span><span class="p">(</span><span class="n">recommendation</span><span class="p">)</span>
diff --git a/latest/examples/Basics/recommenders.html b/latest/examples/Basics/recommenders.html
index e3d95eedaf..0df5aec4d5 100644
--- a/latest/examples/Basics/recommenders.html
+++ b/latest/examples/Basics/recommenders.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="../../_autosummary/baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
@@ -1213,15 +1218,15 @@ <h2>Creating the campaign<a class="headerlink" href="#creating-the-campaign" tit
 </pre></div>
 </div>
 <div class="highlight-none notranslate"><div class="highlight"><pre><span></span>Recommended experiments: 
-           Solvent                Base                        Ligand  \
-318           DMAc  Potassium pivalate  Di-tert-butylphenylphosphine   
-130  Butyornitrile      Cesium acetate  Di-tert-butylphenylphosphine   
-361       p-Xylene     Cesium pivalate                     BrettPhos   
+           Solvent               Base                        Ligand  \
+124  Butyornitrile     Cesium acetate                     BrettPhos   
+396       p-Xylene  Potassium acetate  Di-tert-butylphenylphosphine   
+348       p-Xylene     Cesium acetate  Di-tert-butylphenylphosphine   
 
      Temperature  Concentration  
-318        105.0          0.057  
-130        105.0          0.100  
-361         90.0          0.100  
+124        120.0          0.100  
+396         90.0          0.057  
+348        120.0          0.057  
 </pre></div>
 </div>
 <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">add_fake_measurements</span><span class="p">(</span><span class="n">recommendation</span><span class="p">,</span> <span class="n">campaign</span><span class="o">.</span><span class="n">targets</span><span class="p">)</span>
@@ -1230,15 +1235,15 @@ <h2>Creating the campaign<a class="headerlink" href="#creating-the-campaign" tit
 </pre></div>
 </div>
 <div class="highlight-none notranslate"><div class="highlight"><pre><span></span>Recommended experiments with fake measured values: 
-           Solvent                Base                        Ligand  \
-318           DMAc  Potassium pivalate  Di-tert-butylphenylphosphine   
-130  Butyornitrile      Cesium acetate  Di-tert-butylphenylphosphine   
-361       p-Xylene     Cesium pivalate                     BrettPhos   
+           Solvent               Base                        Ligand  \
+124  Butyornitrile     Cesium acetate                     BrettPhos   
+396       p-Xylene  Potassium acetate  Di-tert-butylphenylphosphine   
+348       p-Xylene     Cesium acetate  Di-tert-butylphenylphosphine   
 
      Temperature  Concentration      yield  
-318        105.0          0.057  13.540251  
-130        105.0          0.100   6.322105  
-361         90.0          0.100  27.595632  
+124        120.0          0.100  25.732303  
+396         90.0          0.057   9.395098  
+348        120.0          0.057   0.849992  
 </pre></div>
 </div>
 <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">campaign</span><span class="o">.</span><span class="n">add_measurements</span><span class="p">(</span><span class="n">recommendation</span><span class="p">)</span>
diff --git a/latest/examples/Constraints_Continuous/Constraints_Continuous.html b/latest/examples/Constraints_Continuous/Constraints_Continuous.html
index 1327b39e1c..926dab079b 100644
--- a/latest/examples/Constraints_Continuous/Constraints_Continuous.html
+++ b/latest/examples/Constraints_Continuous/Constraints_Continuous.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/envvars.html">Environment Vars</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../../userguide/recommenders.html">Recommenders</a></li>
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diff --git a/latest/examples/Constraints_Continuous/hybrid_space.html b/latest/examples/Constraints_Continuous/hybrid_space.html
index fb9d10819d..d8dfb5e10a 100644
--- a/latest/examples/Constraints_Continuous/hybrid_space.html
+++ b/latest/examples/Constraints_Continuous/hybrid_space.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../userguide/insights.html">Insights</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../../userguide/recommenders.html">Recommenders</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
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 <li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
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diff --git a/latest/examples/Constraints_Continuous/linear_constraints.html b/latest/examples/Constraints_Continuous/linear_constraints.html
index f0f700a891..dbcec745ea 100644
--- a/latest/examples/Constraints_Continuous/linear_constraints.html
+++ b/latest/examples/Constraints_Continuous/linear_constraints.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/objectives.html">Objectives</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
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 <li class="toctree-l2 has-children"><a class="reference internal" href="../../_autosummary/baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
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diff --git a/latest/examples/Constraints_Discrete/Constraints_Discrete.html b/latest/examples/Constraints_Discrete/Constraints_Discrete.html
index 218afcc271..6c5d40e47c 100644
--- a/latest/examples/Constraints_Discrete/Constraints_Discrete.html
+++ b/latest/examples/Constraints_Discrete/Constraints_Discrete.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../userguide/insights.html">Insights</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
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+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
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diff --git a/latest/examples/Constraints_Discrete/custom_constraints.html b/latest/examples/Constraints_Discrete/custom_constraints.html
index 33fada233d..d4e8413536 100644
--- a/latest/examples/Constraints_Discrete/custom_constraints.html
+++ b/latest/examples/Constraints_Discrete/custom_constraints.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/envvars.html">Environment Vars</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
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diff --git a/latest/examples/Constraints_Discrete/dependency_constraints.html b/latest/examples/Constraints_Discrete/dependency_constraints.html
index 310d770af7..eb26d75df6 100644
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@@ -282,6 +282,7 @@
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 <li class="toctree-l2"><a class="reference internal" href="../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../userguide/insights.html">Insights</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../../userguide/parameters.html">Parameters</a></li>
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diff --git a/latest/examples/Constraints_Discrete/exclusion_constraints.html b/latest/examples/Constraints_Discrete/exclusion_constraints.html
index 3dc6fce034..f00e66aded 100644
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 <li class="toctree-l2"><a class="reference internal" href="../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/recommenders.html">Recommenders</a></li>
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diff --git a/latest/examples/Constraints_Discrete/prodsum_constraints.html b/latest/examples/Constraints_Discrete/prodsum_constraints.html
index 2ad4576fee..d524ec209e 100644
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 <li class="toctree-l2"><a class="reference internal" href="../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/parameters.html">Parameters</a></li>
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 <li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
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diff --git a/latest/examples/Custom_Hooks/Custom_Hooks.html b/latest/examples/Custom_Hooks/Custom_Hooks.html
index e397dd8226..d5d055c0cc 100644
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 <li class="toctree-l2"><a class="reference internal" href="../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
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+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
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 <li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
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diff --git a/latest/examples/Custom_Hooks/basics.html b/latest/examples/Custom_Hooks/basics.html
index d6ec40a02c..ebfbe09c8b 100644
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 <li class="toctree-l2"><a class="reference internal" href="../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/objectives.html">Objectives</a></li>
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@@ -474,6 +475,10 @@
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+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
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@@ -1124,7 +1129,7 @@ <h2>Triggering the Hooks<a class="headerlink" href="#triggering-the-hooks" title
 </div>
 <div class="highlight-none notranslate"><div class="highlight"><pre><span></span>Recommender type: RandomRecommender
 Search space parameters: [&#39;Concentration&#39;, &#39;Temperature&#39;]
-Consumed time of RandomRecommender: 0.0013366130000349585
+Consumed time of RandomRecommender: 0.0012717609999981505
 </pre></div>
 </div>
 </section>
diff --git a/latest/examples/Custom_Hooks/campaign_stopping.html b/latest/examples/Custom_Hooks/campaign_stopping.html
index ba8274c304..368ad2dc2a 100644
--- a/latest/examples/Custom_Hooks/campaign_stopping.html
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@@ -282,6 +282,7 @@
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 <li class="toctree-l2"><a class="reference internal" href="../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../userguide/insights.html">Insights</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
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diff --git a/latest/examples/Custom_Hooks/probability_of_improvement.html b/latest/examples/Custom_Hooks/probability_of_improvement.html
index eb0d574dfd..85be046a21 100644
--- a/latest/examples/Custom_Hooks/probability_of_improvement.html
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 <li class="toctree-l2"><a class="reference internal" href="../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../userguide/insights.html">Insights</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../../userguide/recommenders.html">Recommenders</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
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diff --git a/latest/examples/Custom_Surrogates/Custom_Surrogates.html b/latest/examples/Custom_Surrogates/Custom_Surrogates.html
index 8ade5c8abb..9957c85c87 100644
--- a/latest/examples/Custom_Surrogates/Custom_Surrogates.html
+++ b/latest/examples/Custom_Surrogates/Custom_Surrogates.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/async.html">Asynchronous Workflows</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../../userguide/envvars.html">Environment Vars</a></li>
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diff --git a/latest/examples/Custom_Surrogates/custom_pretrained.html b/latest/examples/Custom_Surrogates/custom_pretrained.html
index 45e6a41746..c6ee484c8b 100644
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@@ -282,6 +282,7 @@
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 <li class="toctree-l2"><a class="reference internal" href="../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../userguide/insights.html">Insights</a></li>
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@@ -474,6 +475,10 @@
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+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
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 <li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
@@ -1586,7 +1591,7 @@ <h2>Model Outputs<a class="headerlink" href="#model-outputs" title="Link to this
 <div class="highlight-none notranslate"><div class="highlight"><pre><span></span>Recommendation from campaign:
        Pressure[bar]  Temperature[degree_C]
 index                                      
-0                1.0                  100.0
+9                1.0                  200.0
 </pre></div>
 </div>
 </section>
diff --git a/latest/examples/Custom_Surrogates/surrogate_params.html b/latest/examples/Custom_Surrogates/surrogate_params.html
index 2014c72337..be96dd14ed 100644
--- a/latest/examples/Custom_Surrogates/surrogate_params.html
+++ b/latest/examples/Custom_Surrogates/surrogate_params.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/async.html">Asynchronous Workflows</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/objectives.html">Objectives</a></li>
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@@ -474,6 +475,10 @@
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diff --git a/latest/examples/Mixtures/Mixtures.html b/latest/examples/Mixtures/Mixtures.html
index 9fa0eaabc7..6ff135fb98 100644
--- a/latest/examples/Mixtures/Mixtures.html
+++ b/latest/examples/Mixtures/Mixtures.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../userguide/insights.html">Insights</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
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+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
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diff --git a/latest/examples/Mixtures/slot_based.html b/latest/examples/Mixtures/slot_based.html
index 4539453c81..d10a3b5c48 100644
--- a/latest/examples/Mixtures/slot_based.html
+++ b/latest/examples/Mixtures/slot_based.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../userguide/insights.html">Insights</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
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+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
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diff --git a/latest/examples/Mixtures/traditional.html b/latest/examples/Mixtures/traditional.html
index abcd824dba..b3a4c4ef78 100644
--- a/latest/examples/Mixtures/traditional.html
+++ b/latest/examples/Mixtures/traditional.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/objectives.html">Objectives</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
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+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
@@ -1112,16 +1117,16 @@ <h2>Verification of Constraints<a class="headerlink" href="#verification-of-cons
 </pre></div>
 </div>
 <div class="highlight-none notranslate"><div class="highlight"><pre><span></span>       Base1      Base2  PhaseAgent1  PhaseAgent2   Solvent1   Solvent2
-0  17.751098  16.579850     1.888791     0.740066   4.167451  58.872744
-1  12.950499  12.374492     2.536072     0.384807  34.284419  37.469711
-2  19.205950   3.830642     0.257192     0.820591  37.670160  38.215465
-3   6.297107  10.290982     3.154853     1.149357  24.941796  54.165905
-4   6.051523   9.302388     0.840005     0.279093  27.238634  56.288358
-5   5.433098  12.659794     1.539612     2.862623  45.931723  31.573150
-6  13.675834   1.831387     2.438106     0.762163  79.897622   1.394887
-7  14.102819   4.148178     0.700398     1.382424  14.416536  65.249645
-8  12.625085   7.130423     0.129649     0.353378  34.695194  45.066272
-9   5.162540   6.190869     1.314944     2.157662  74.696204  10.477781
+0  13.942523  12.093567     0.427376     4.085681  55.024154  14.426699
+1  19.619307   4.728505     1.548835     3.012633  36.943375  34.147346
+2  10.914799   3.808944     3.691145     1.297886  43.362681  36.924544
+3   6.671361  14.669148     0.654802     2.210216  31.411254  44.383220
+4   4.078907  17.060366     3.033170     1.055941  54.906705  19.864909
+5  12.378496   5.937578     1.657412     2.816745   0.083138  77.126631
+6   1.891354  15.655521     0.210207     3.585213  53.256061  25.401643
+7   6.655926   9.261009     2.012952     1.697625  35.755138  44.617350
+8   8.407465  11.363617     0.889490     1.531299  46.685858  31.122271
+9  18.431432   0.302893     1.182257     1.319548  24.248353  54.515517
 </pre></div>
 </div>
 <p>Computing the respective row sums reveals the expected result:</p>
@@ -1136,16 +1141,16 @@ <h2>Verification of Constraints<a class="headerlink" href="#verification-of-cons
 </pre></div>
 </div>
 <div class="highlight-none notranslate"><div class="highlight"><pre><span></span>   Total  Total_Bases  Total_Phase_Agents
-0  100.0    34.330948            2.628857
-1  100.0    25.324991            2.920880
-2  100.0    23.036592            1.077783
-3  100.0    16.588089            4.304210
-4  100.0    15.353911            1.119097
-5  100.0    18.092892            4.402235
-6  100.0    15.507221            3.200269
-7  100.0    18.250997            2.082822
-8  100.0    19.755508            0.483026
-9  100.0    11.353409            3.472606
+0  100.0    26.036090            4.513057
+1  100.0    24.347811            4.561467
+2  100.0    14.723743            4.989031
+3  100.0    21.340509            2.865018
+4  100.0    21.139274            4.089112
+5  100.0    18.316074            4.474157
+6  100.0    17.546875            3.795421
+7  100.0    15.916935            3.710577
+8  100.0    19.771082            2.420789
+9  100.0    18.734325            2.501805
 </pre></div>
 </div>
 <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">assert</span> <span class="n">np</span><span class="o">.</span><span class="n">allclose</span><span class="p">(</span><span class="n">stats</span><span class="p">[</span><span class="s2">&quot;Total&quot;</span><span class="p">],</span> <span class="mi">100</span><span class="p">)</span>
diff --git a/latest/examples/Multi_Armed_Bandit/Multi_Armed_Bandit.html b/latest/examples/Multi_Armed_Bandit/Multi_Armed_Bandit.html
index 7a7c70a7c6..f03f1f52f0 100644
--- a/latest/examples/Multi_Armed_Bandit/Multi_Armed_Bandit.html
+++ b/latest/examples/Multi_Armed_Bandit/Multi_Armed_Bandit.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
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+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
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diff --git a/latest/examples/Multi_Armed_Bandit/bernoulli_multi_armed_bandit.html b/latest/examples/Multi_Armed_Bandit/bernoulli_multi_armed_bandit.html
index 4b18077f0a..cb7a925e78 100644
--- a/latest/examples/Multi_Armed_Bandit/bernoulli_multi_armed_bandit.html
+++ b/latest/examples/Multi_Armed_Bandit/bernoulli_multi_armed_bandit.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
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+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
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diff --git a/latest/examples/Multi_Target/Multi_Target.html b/latest/examples/Multi_Target/Multi_Target.html
index 5d1d5baad4..bbefc4ae67 100644
--- a/latest/examples/Multi_Target/Multi_Target.html
+++ b/latest/examples/Multi_Target/Multi_Target.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="../../_autosummary/baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
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diff --git a/latest/examples/Multi_Target/desirability.html b/latest/examples/Multi_Target/desirability.html
index 068f10b742..547140525f 100644
--- a/latest/examples/Multi_Target/desirability.html
+++ b/latest/examples/Multi_Target/desirability.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="../../_autosummary/baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
@@ -1229,21 +1234,21 @@ <h2>Performing some iterations<a class="headerlink" href="#performing-some-itera
 Recommended measurements with fake measured results:
 
     Cat_1      Cat_2  Num_disc_1  Num_disc_2   Target_1   Target_2   Target_3
-33     22        bad         2.0        -6.0   0.287675  45.977366  55.643948
-228    33   very bad         2.0        -9.0  96.044412  81.238185  53.688493
-271    33  very good         6.0        -1.0  44.238304  99.205644  52.108962
+78     22       good         8.0        -3.0  20.979860  84.124623  56.268923
+8      22         OK         3.0        -9.0  70.748852   9.675225  52.849430
+136    22  very good        10.0        -9.0  34.706785  31.777158  51.966556
 
 Internal measurement database with desirability values:
 
   Cat_1      Cat_2  Num_disc_1  Num_disc_2   Target_1   Target_2   Target_3  \
-0    22        bad         2.0        -6.0   0.287675  45.977366  55.643948   
-1    33   very bad         2.0        -9.0  96.044412  81.238185  53.688493   
-2    33  very good         6.0        -1.0  44.238304  99.205644  52.108962   
+0    22       good         8.0        -3.0  20.979860  84.124623  56.268923   
+1    22         OK         3.0        -9.0  70.748852   9.675225  52.849430   
+2    22  very good        10.0        -9.0  34.706785  31.777158  51.966556   
 
    BatchNr  FitNr  Desirability  
-0        1    NaN      0.425920  
-1        1    NaN      0.686679  
-2        1    NaN      0.638998  
+0        1    NaN      0.347112  
+1        1    NaN      0.832216  
+2        1    NaN      0.761201  
 
 
 
@@ -1252,35 +1257,29 @@ <h2>Performing some iterations<a class="headerlink" href="#performing-some-itera
 
 Recommended measurements with fake measured results:
 
-      Cat_1      Cat_2  Num_disc_1  Num_disc_2   Target_1   Target_2  \
-index                                                                  
-256      33  very good         2.0        -9.0  76.693383  75.204658   
-200      33       good         2.0        -9.0  88.225055  66.478901   
-229      33   very bad         2.0        -6.0  41.703361  81.537834   
-
-        Target_3  
-index             
-256    52.193618  
-200    56.092058  
-229    53.577031  
+      Cat_1 Cat_2  Num_disc_1  Num_disc_2   Target_1   Target_2   Target_3
+index                                                                     
+32       22   bad         2.0        -9.0  48.069331  89.098687  55.605460
+16       22    OK         6.0        -9.0  12.241678  91.946131  53.624201
+9        22    OK         3.0        -6.0  19.967500  54.673975  52.167973
 
 Internal measurement database with desirability values:
 
   Cat_1      Cat_2  Num_disc_1  Num_disc_2   Target_1   Target_2   Target_3  \
-0    22        bad         2.0        -6.0   0.287675  45.977366  55.643948   
-1    33   very bad         2.0        -9.0  96.044412  81.238185  53.688493   
-2    33  very good         6.0        -1.0  44.238304  99.205644  52.108962   
-3    33  very good         2.0        -9.0  76.693383  75.204658  52.193618   
-4    33       good         2.0        -9.0  88.225055  66.478901  56.092058   
-5    33   very bad         2.0        -6.0  41.703361  81.537834  53.577031   
+0    22       good         8.0        -3.0  20.979860  84.124623  56.268923   
+1    22         OK         3.0        -9.0  70.748852   9.675225  52.849430   
+2    22  very good        10.0        -9.0  34.706785  31.777158  51.966556   
+3    22        bad         2.0        -9.0  48.069331  89.098687  55.605460   
+4    22         OK         6.0        -9.0  12.241678  91.946131  53.624201   
+5    22         OK         3.0        -6.0  19.967500  54.673975  52.167973   
 
    BatchNr  FitNr  Desirability  
-0        1    1.0      0.425920  
-1        1    1.0      0.686679  
-2        1    1.0      0.638998  
-3        2    NaN      0.747926  
-4        2    NaN      0.529113  
-5        2    NaN      0.584861  
+0        1    1.0      0.347112  
+1        1    1.0      0.832216  
+2        1    1.0      0.761201  
+3        2    NaN      0.438000  
+4        2    NaN      0.501976  
+5        2    NaN      0.676756  
 
 
 #### ITERATION 3 ####
@@ -1289,39 +1288,39 @@ <h2>Performing some iterations<a class="headerlink" href="#performing-some-itera
 
       Cat_1      Cat_2  Num_disc_1  Num_disc_2   Target_1   Target_2  \
 index                                                                  
-264      33  very good         4.0        -9.0  80.651647  26.808340   
-252      33  very good         1.0        -9.0  84.518265  49.164554   
-191      33        bad         8.0        -1.0   4.762724  74.817953   
+4        22         OK         2.0        -9.0  31.151438   3.110817   
+12       22         OK         4.0        -9.0   8.746997   0.385512   
+138      22  very good        10.0        -3.0  36.620898  43.985041   
 
         Target_3  
 index             
-264    55.722368  
-252    56.729752  
-191    53.197298  
+4      52.830100  
+12     55.611648  
+138    51.301715  
 
 Internal measurement database with desirability values:
 
   Cat_1      Cat_2  Num_disc_1  Num_disc_2   Target_1   Target_2   Target_3  \
-0    22        bad         2.0        -6.0   0.287675  45.977366  55.643948   
-1    33   very bad         2.0        -9.0  96.044412  81.238185  53.688493   
-2    33  very good         6.0        -1.0  44.238304  99.205644  52.108962   
-3    33  very good         2.0        -9.0  76.693383  75.204658  52.193618   
-4    33       good         2.0        -9.0  88.225055  66.478901  56.092058   
-5    33   very bad         2.0        -6.0  41.703361  81.537834  53.577031   
-6    33  very good         4.0        -9.0  80.651647  26.808340  55.722368   
-7    33  very good         1.0        -9.0  84.518265  49.164554  56.729752   
-8    33        bad         8.0        -1.0   4.762724  74.817953  53.197298   
+0    22       good         8.0        -3.0  20.979860  84.124623  56.268923   
+1    22         OK         3.0        -9.0  70.748852   9.675225  52.849430   
+2    22  very good        10.0        -9.0  34.706785  31.777158  51.966556   
+3    22        bad         2.0        -9.0  48.069331  89.098687  55.605460   
+4    22         OK         6.0        -9.0  12.241678  91.946131  53.624201   
+5    22         OK         3.0        -6.0  19.967500  54.673975  52.167973   
+6    22         OK         2.0        -9.0  31.151438   3.110817  52.830100   
+7    22         OK         4.0        -9.0   8.746997   0.385512  55.611648   
+8    22  very good        10.0        -3.0  36.620898  43.985041  51.301715   
 
    BatchNr  FitNr  Desirability  
-0        1    1.0      0.425920  
-1        1    1.0      0.686679  
-2        1    1.0      0.638998  
-3        2    2.0      0.747926  
-4        2    2.0      0.529113  
-5        2    2.0      0.584861  
-6        3    NaN      0.619380  
-7        3    NaN      0.513241  
-8        3    NaN      0.548945  
+0        1    1.0      0.347112  
+1        1    1.0      0.832216  
+2        1    1.0      0.761201  
+3        2    2.0      0.438000  
+4        2    2.0      0.501976  
+5        2    2.0      0.676756  
+6        3    NaN      0.767271  
+7        3    NaN      0.536338  
+8        3    NaN      0.765279  
 </pre></div>
 </div>
 </section>
diff --git a/latest/examples/Searchspaces/Searchspaces.html b/latest/examples/Searchspaces/Searchspaces.html
index c21d187862..f744f655a6 100644
--- a/latest/examples/Searchspaces/Searchspaces.html
+++ b/latest/examples/Searchspaces/Searchspaces.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="../../_autosummary/baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/examples/Searchspaces/continuous_space.html b/latest/examples/Searchspaces/continuous_space.html
index c8bcf9fe2d..a6b23ed579 100644
--- a/latest/examples/Searchspaces/continuous_space.html
+++ b/latest/examples/Searchspaces/continuous_space.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="../../_autosummary/baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
@@ -1041,16 +1046,16 @@ <h2>Settings<a class="headerlink" href="#settings" title="Link to this heading">
 </pre></div>
 </div>
 <div class="highlight-none notranslate"><div class="highlight"><pre><span></span>        x_1       x_2       x_3       x_4
-0  0.282912  0.932091  0.553270  0.508312
-1 -0.264904  0.266914 -0.661674  0.584979
-2 -0.378365 -0.832265  0.280098 -0.929147
-3  0.495885  0.229326  0.892762 -0.872763
-4 -0.269802  0.650706 -0.544943  0.025374
-5  0.353911  0.510220 -0.490929  0.523831
-6 -0.300965 -0.323537 -0.060660 -0.932909
-7  0.413481 -0.533802 -0.331829 -0.733423
-8 -0.396195 -0.335003 -0.152619 -0.906395
-9 -0.327142 -0.799304  0.466605 -0.198727
+0  0.251540 -0.287736 -0.093412  0.633444
+1 -0.541245  0.031973 -0.939282  0.665932
+2 -0.154580  0.263104  0.908839  0.734660
+3  0.379897 -0.825988  0.220559  0.045763
+4 -0.952596 -0.725945  0.694349 -0.394799
+5 -0.570168  0.411336 -0.029301 -0.907854
+6 -0.214572  0.537122 -0.397790 -0.693691
+7  0.925340  0.462798  0.349817 -0.912146
+8 -0.994608  0.395239 -0.330303 -0.377371
+9 -0.301815  0.460528  0.560571  0.982618
 </pre></div>
 </div>
 <p>There are several ways we can turn the above objects into a search space.
diff --git a/latest/examples/Searchspaces/discrete_space.html b/latest/examples/Searchspaces/discrete_space.html
index 5b81430f59..4f79f2d315 100644
--- a/latest/examples/Searchspaces/discrete_space.html
+++ b/latest/examples/Searchspaces/discrete_space.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="../../_autosummary/baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
@@ -1120,10 +1125,10 @@ <h2>Constructing the campaign and performing a recommendation<a class="headerlin
 </pre></div>
 </div>
 <div class="highlight-none notranslate"><div class="highlight"><pre><span></span>Recommended experiments with measured values: 
-          x_1   x_2       x_3   x_4      Target
-183  1.706667  5.12 -1.706667  5.12   89.053246
-247  5.120000  5.12 -1.706667  5.12  102.376050
-71  -1.706667 -5.12 -1.706667  5.12   89.053246
+          x_1       x_2       x_3       x_4      Target
+133  1.706667 -5.120000 -1.706667 -1.706667   75.730442
+94  -1.706667 -1.706667  5.120000  1.706667   75.730442
+192  5.120000 -5.120000 -5.120000 -5.120000  115.698855
 </pre></div>
 </div>
 </section>
diff --git a/latest/examples/Searchspaces/hybrid_space.html b/latest/examples/Searchspaces/hybrid_space.html
index 5098505b2d..8c1165ae19 100644
--- a/latest/examples/Searchspaces/hybrid_space.html
+++ b/latest/examples/Searchspaces/hybrid_space.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="../../_autosummary/baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
@@ -1166,10 +1171,10 @@ <h2>Constructing the campaign and performing a recommendation<a class="headerlin
 </pre></div>
 </div>
 <div class="highlight-none notranslate"><div class="highlight"><pre><span></span>Recommended experiments with measured values: 
-     x_1   x_2   x_3       x_4       x_5       x_6      Target
-12  0.00  0.00 -5.12  0.649077 -1.693580  5.050472   87.616001
-3  -5.12  0.00 -5.12 -1.782901 -3.055770  2.590437  104.059934
-6  -5.12  5.12 -5.12 -3.319356  2.428565 -4.064512  154.251417
+     x_1  x_2   x_3       x_4       x_5       x_6      Target
+13  0.00  0.0  0.00 -2.597118 -2.447743 -3.284077   73.307515
+14  0.00  0.0  5.12  3.170013 -1.156367 -0.701104   63.460158
+5  -5.12  0.0  5.12 -2.639985 -0.924595  2.614527  107.506790
 </pre></div>
 </div>
 </section>
diff --git a/latest/examples/Serialization/Serialization.html b/latest/examples/Serialization/Serialization.html
index 087c7570ff..06a3562504 100644
--- a/latest/examples/Serialization/Serialization.html
+++ b/latest/examples/Serialization/Serialization.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="../../_autosummary/baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/examples/Serialization/basic_serialization.html b/latest/examples/Serialization/basic_serialization.html
index 7303cfd139..23cc9050df 100644
--- a/latest/examples/Serialization/basic_serialization.html
+++ b/latest/examples/Serialization/basic_serialization.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="../../_autosummary/baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/examples/Serialization/create_from_config.html b/latest/examples/Serialization/create_from_config.html
index 02a7b19254..b0c0c58d71 100644
--- a/latest/examples/Serialization/create_from_config.html
+++ b/latest/examples/Serialization/create_from_config.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../userguide/constraints.html">Constraints</a></li>
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diff --git a/latest/genindex.html b/latest/genindex.html
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@@ -472,6 +473,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="_autosummary/baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="_autosummary/baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
@@ -3295,6 +3300,8 @@ <h2>E</h2>
           <li><a href="_autosummary/baybe.insights.shap.SHAPInsight.html#baybe.insights.shap.SHAPInsight.from_recommender.params.explainer_cls">(baybe.insights.shap.SHAPInsight.from_recommender parameter)</a>, <a href="_autosummary/baybe.insights.shap.SHAPInsight.html#baybe.insights.shap.SHAPInsight.from_recommender.params.explainer_cls">[1]</a>
 </li>
         </ul></li>
+        <li><a href="_autosummary/baybe.insights.shap.EXPLAINERS.html#baybe.insights.shap.EXPLAINERS">EXPLAINERS (in module baybe.insights.shap)</a>
+</li>
         <li><a href="_autosummary/baybe.insights.shap.SHAPInsight.html#baybe.insights.shap.SHAPInsight.plot.params.explanation_index">explanation_index (baybe.insights.shap.SHAPInsight.plot parameter)</a>, <a href="_autosummary/baybe.insights.shap.SHAPInsight.html#baybe.insights.shap.SHAPInsight.plot.params.explanation_index">[1]</a>
 </li>
         <li><a href="_autosummary/baybe.constraints.conditions.Condition.html#baybe.constraints.conditions.Condition.to_polars.params.expr">expr (baybe.constraints.conditions.Condition.to_polars parameter)</a>, <a href="_autosummary/baybe.constraints.conditions.Condition.html#baybe.constraints.conditions.Condition.to_polars.params.expr">[1]</a>
@@ -4858,15 +4865,17 @@ <h2>N</h2>
         </ul></li>
         <li><a href="_autosummary/baybe.utils.dataframe.add_noise_to_perturb_degenerate_rows.html#baybe.utils.dataframe.add_noise_to_perturb_degenerate_rows.params.noise_ratio">noise_ratio (baybe.utils.dataframe.add_noise_to_perturb_degenerate_rows parameter)</a>, <a href="_autosummary/baybe.utils.dataframe.html#baybe.utils.dataframe.add_noise_to_perturb_degenerate_rows.params.noise_ratio">[1]</a>
 </li>
-    </ul></td>
-    <td style="width: 33%; vertical-align: top;"><ul>
         <li><a href="_autosummary/baybe.utils.dataframe.add_parameter_noise.html#baybe.utils.dataframe.add_parameter_noise.params.noise_type">noise_type (baybe.utils.dataframe.add_parameter_noise parameter)</a>, <a href="_autosummary/baybe.utils.dataframe.html#baybe.utils.dataframe.add_parameter_noise.params.noise_type">[1]</a>
 </li>
+    </ul></td>
+    <td style="width: 33%; vertical-align: top;"><ul>
         <li><a href="_autosummary/baybe.exceptions.NoMCAcquisitionFunctionError.html#baybe.exceptions.NoMCAcquisitionFunctionError">NoMCAcquisitionFunctionError</a>
 </li>
         <li><a href="_autosummary/baybe.utils.validation.non_inf_float.html#baybe.utils.validation.non_inf_float">non_inf_float() (in module baybe.utils.validation)</a>
 </li>
         <li><a href="_autosummary/baybe.utils.validation.non_nan_float.html#baybe.utils.validation.non_nan_float">non_nan_float() (in module baybe.utils.validation)</a>
+</li>
+        <li><a href="_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html#baybe.insights.shap.NON_SHAP_EXPLAINERS">NON_SHAP_EXPLAINERS (in module baybe.insights.shap)</a>
 </li>
         <li><a href="_autosummary/baybe.recommenders.pure.nonpredictive.base.NonPredictiveRecommender.html#baybe.recommenders.pure.nonpredictive.base.NonPredictiveRecommender">NonPredictiveRecommender (class in baybe.recommenders.pure.nonpredictive.base)</a>
 </li>
@@ -5575,6 +5584,10 @@ <h2>S</h2>
         <li><a href="_autosummary/baybe.utils.random.set_random_seed.html#baybe.utils.random.set_random_seed">set_random_seed() (in module baybe.utils.random)</a>
 </li>
         <li><a href="_autosummary/baybe.acquisition.partial.PartialAcquisitionFunction.html#baybe.acquisition.partial.PartialAcquisitionFunction.set_X_pending">set_X_pending() (baybe.acquisition.partial.PartialAcquisitionFunction method)</a>
+</li>
+        <li><a href="_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html#baybe.insights.shap.SHAP_EXPLAINERS">SHAP_EXPLAINERS (in module baybe.insights.shap)</a>
+</li>
+        <li><a href="_autosummary/baybe.insights.shap.SHAP_PLOTS.html#baybe.insights.shap.SHAP_PLOTS">SHAP_PLOTS (in module baybe.insights.shap)</a>
 </li>
         <li><a href="_autosummary/baybe.insights.shap.SHAPInsight.html#baybe.insights.shap.SHAPInsight">SHAPInsight (class in baybe.insights.shap)</a>
 </li>
diff --git a/latest/index.html b/latest/index.html
index 1f6ef917a8..1214e023c4 100644
--- a/latest/index.html
+++ b/latest/index.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="_autosummary/baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="_autosummary/baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/known_issues.html b/latest/known_issues.html
index 81333c1fce..cc46cd00d1 100644
--- a/latest/known_issues.html
+++ b/latest/known_issues.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="_autosummary/baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="_autosummary/baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/misc/changelog_link.html b/latest/misc/changelog_link.html
index ba8c8b828b..0ffa5a128a 100644
--- a/latest/misc/changelog_link.html
+++ b/latest/misc/changelog_link.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="../_autosummary/baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="../_autosummary/baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
@@ -1024,6 +1029,7 @@ <h3>Breaking Changes<a class="headerlink" href="#breaking-changes" title="Link t
 <h3>Added<a class="headerlink" href="#added" title="Link to this heading">¶</a></h3>
 <ul class="simple">
 <li><p>Optional <code class="docutils literal notranslate"><span class="pre">insights</span></code> dependency group</p></li>
+<li><p>Insights user guide</p></li>
 <li><p>SHAP explanations via the new <code class="docutils literal notranslate"><span class="pre">SHAPInsight</span></code> class</p></li>
 <li><p><code class="docutils literal notranslate"><span class="pre">allow_missing</span></code> and <code class="docutils literal notranslate"><span class="pre">allow_extra</span></code> keyword arguments to <code class="docutils literal notranslate"><span class="pre">Objective.transform</span></code></p></li>
 <li><p>Example for a traditional mixture</p></li>
diff --git a/latest/misc/contributing_link.html b/latest/misc/contributing_link.html
index fafb88a580..dd46595e41 100644
--- a/latest/misc/contributing_link.html
+++ b/latest/misc/contributing_link.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="../_autosummary/baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="../_autosummary/baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/misc/contributors_link.html b/latest/misc/contributors_link.html
index ca56885046..eeff2b7995 100644
--- a/latest/misc/contributors_link.html
+++ b/latest/misc/contributors_link.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="../_autosummary/baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="../_autosummary/baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/misc/license_link.html b/latest/misc/license_link.html
index fdc2867058..08b67b5931 100644
--- a/latest/misc/license_link.html
+++ b/latest/misc/license_link.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
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 <li class="toctree-l3 has-children"><a class="reference internal" href="../_autosummary/baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/objects.inv b/latest/objects.inv
index b136bfb71e..6fe02394d6 100644
Binary files a/latest/objects.inv and b/latest/objects.inv differ
diff --git a/latest/output.json b/latest/output.json
index 01c5fae08a..1422fae4f6 100644
--- a/latest/output.json
+++ b/latest/output.json
@@ -20,6 +20,14 @@
 {"filename": "_autosummary/baybe.acquisition.utils.rst", "lineno": 1, "status": "unchecked", "code": 0, "uri": "#baybe.acquisition.utils.convert_acqf", "info": ""}
 {"filename": "_autosummary/baybe.acquisition.utils.rst", "lineno": 1, "status": "unchecked", "code": 0, "uri": "#baybe.acquisition.utils.str_to_acqf", "info": ""}
 {"filename": "_autosummary/baybe.campaign.rst", "lineno": 1, "status": "unchecked", "code": 0, "uri": "#baybe.campaign.Campaign", "info": ""}
+{"filename": "userguide/campaigns.md", "lineno": 141, "status": "unchecked", "code": 0, "uri": "#baybe.campaign.Campaign.add_measurements", "info": ""}
+{"filename": "faq.md", "lineno": 22, "status": "unchecked", "code": 0, "uri": "#baybe.campaign.Campaign.allow_recommending_already_measured", "info": ""}
+{"filename": "faq.md", "lineno": 22, "status": "unchecked", "code": 0, "uri": "#baybe.campaign.Campaign.allow_recommending_already_recommended", "info": ""}
+{"filename": "userguide/campaigns.md", "lineno": 44, "status": "unchecked", "code": 0, "uri": "#baybe.campaign.Campaign.from_config", "info": ""}
+{"filename": "userguide/surrogates.md", "lineno": 28, "status": "unchecked", "code": 0, "uri": "#baybe.campaign.Campaign.get_surrogate", "info": ""}
+{"filename": "_autosummary/baybe.utils.dataframe.add_fake_measurements.rst", "lineno": 2, "status": "unchecked", "code": 0, "uri": "#baybe.campaign.Campaign.recommend", "info": ""}
+{"filename": "userguide/getting_recommendations.md", "lineno": 143, "status": "unchecked", "code": 0, "uri": "#baybe.campaign.Campaign.toggle_discrete_candidates", "info": ""}
+{"filename": "userguide/campaigns.md", "lineno": 44, "status": "unchecked", "code": 0, "uri": "#baybe.campaign.Campaign.validate_config", "info": ""}
 {"filename": "_autosummary/baybe.constraints.base.rst", "lineno": 1, "status": "unchecked", "code": 0, "uri": "#baybe.constraints.base.CardinalityConstraint", "info": ""}
 {"filename": "_autosummary/baybe.constraints.base.rst", "lineno": 1, "status": "unchecked", "code": 0, "uri": "#baybe.constraints.base.Constraint", "info": ""}
 {"filename": "_autosummary/baybe.constraints.base.rst", "lineno": 1, "status": "unchecked", "code": 0, "uri": "#baybe.constraints.base.ContinuousConstraint", "info": ""}
@@ -63,7 +71,15 @@
 {"filename": "_autosummary/baybe.exceptions.rst", "lineno": 1, "status": "unchecked", "code": 0, "uri": "#baybe.exceptions.UnidentifiedSubclassError", "info": ""}
 {"filename": "_autosummary/baybe.exceptions.rst", "lineno": 1, "status": "unchecked", "code": 0, "uri": "#baybe.exceptions.UnmatchedAttributeError", "info": ""}
 {"filename": "_autosummary/baybe.exceptions.rst", "lineno": 1, "status": "unchecked", "code": 0, "uri": "#baybe.exceptions.UnusedObjectWarning", "info": ""}
+{"filename": "_autosummary/baybe.insights.shap.rst", "lineno": 1, "status": "unchecked", "code": 0, "uri": "#baybe.insights.shap.EXPLAINERS", "info": ""}
+{"filename": "_autosummary/baybe.insights.shap.rst", "lineno": 1, "status": "unchecked", "code": 0, "uri": "#baybe.insights.shap.NON_SHAP_EXPLAINERS", "info": ""}
 {"filename": "_autosummary/baybe.insights.shap.rst", "lineno": 1, "status": "unchecked", "code": 0, "uri": "#baybe.insights.shap.SHAPInsight", "info": ""}
+{"filename": "userguide/insights.md", "lineno": 37, "status": "unchecked", "code": 0, "uri": "#baybe.insights.shap.SHAPInsight.from_campaign", "info": ""}
+{"filename": "userguide/insights.md", "lineno": 46, "status": "unchecked", "code": 0, "uri": "#baybe.insights.shap.SHAPInsight.from_recommender", "info": ""}
+{"filename": "userguide/insights.md", "lineno": 42, "status": "unchecked", "code": 0, "uri": "#baybe.insights.shap.SHAPInsight.from_surrogate", "info": ""}
+{"filename": "_autosummary/baybe.insights.shap.rst", "lineno": 1, "status": "unchecked", "code": 0, "uri": "#baybe.insights.shap.SHAPInsight.plot", "info": ""}
+{"filename": "_autosummary/baybe.insights.shap.rst", "lineno": 1, "status": "unchecked", "code": 0, "uri": "#baybe.insights.shap.SHAP_EXPLAINERS", "info": ""}
+{"filename": "_autosummary/baybe.insights.shap.rst", "lineno": 1, "status": "unchecked", "code": 0, "uri": "#baybe.insights.shap.SHAP_PLOTS", "info": ""}
 {"filename": "_autosummary/baybe.insights.shap.rst", "lineno": 1, "status": "unchecked", "code": 0, "uri": "#baybe.insights.shap.is_shap_explainer", "info": ""}
 {"filename": "_autosummary/baybe.insights.shap.rst", "lineno": 1, "status": "unchecked", "code": 0, "uri": "#baybe.insights.shap.make_explainer_for_surrogate", "info": ""}
 {"filename": "_autosummary/baybe.kernels.base.rst", "lineno": 1, "status": "unchecked", "code": 0, "uri": "#baybe.kernels.base.BasicKernel", "info": ""}
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 {"filename": "_autosummary/baybe.parameters.base.rst", "lineno": 1, "status": "unchecked", "code": 0, "uri": "#baybe.parameters.base.DiscreteParameter", "info": ""}
 {"filename": "_autosummary/baybe.campaign.Campaign.rst", "lineno": 1, "status": "unchecked", "code": 0, "uri": "#baybe.parameters.base.Parameter", "info": ""}
 {"filename": "_autosummary/baybe.parameters.categorical.rst", "lineno": 1, "status": "unchecked", "code": 0, "uri": "#baybe.parameters.categorical.CategoricalParameter", "info": ""}
+{"filename": "userguide/serialization.md", "lineno": 79, "status": "unchecked", "code": 0, "uri": "#baybe.parameters.categorical.CategoricalParameter.__init__", "info": ""}
 {"filename": "_autosummary/baybe.parameters.categorical.rst", "lineno": 1, "status": "unchecked", "code": 0, "uri": "#baybe.parameters.categorical.TaskParameter", "info": ""}
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 {"filename": "_autosummary/baybe.parameters.custom.rst", "lineno": 1, "status": "unchecked", "code": 0, "uri": "#baybe.parameters.custom.CustomDiscreteParameter", "info": ""}
 {"filename": "_autosummary/baybe.parameters.categorical.CategoricalParameter.rst", "lineno": 1, "status": "unchecked", "code": 0, "uri": "#baybe.parameters.enum.CategoricalEncoding", "info": ""}
 {"filename": "_autosummary/baybe.parameters.custom.CustomDiscreteParameter.rst", "lineno": 1, "status": "unchecked", "code": 0, "uri": "#baybe.parameters.enum.CustomEncoding", "info": ""}
 {"filename": "_autosummary/baybe.parameters.base.DiscreteParameter.rst", "lineno": 1, "status": "unchecked", "code": 0, "uri": "#baybe.parameters.enum.ParameterEncoding", "info": ""}
 {"filename": "_autosummary/baybe.parameters.enum.rst", "lineno": 1, "status": "unchecked", "code": 0, "uri": "#baybe.parameters.enum.SubstanceEncoding", "info": ""}
+{"filename": "userguide/parameters.md", "lineno": 147, "status": "unchecked", "code": 0, "uri": "#baybe.parameters.enum.SubstanceEncoding.ECFP", "info": ""}
+{"filename": "userguide/parameters.md", "lineno": 139, "status": "unchecked", "code": 0, "uri": "#baybe.parameters.enum.SubstanceEncoding.MORDRED", "info": ""}
+{"filename": "userguide/parameters.md", "lineno": 150, "status": "unchecked", "code": 0, "uri": "#baybe.parameters.enum.SubstanceEncoding.RDKIT", "info": ""}
 {"filename": "_autosummary/baybe.constraints.continuous.ContinuousLinearConstraint.rst", "lineno": 1, "status": "unchecked", "code": 0, "uri": "#baybe.parameters.numerical.NumericalContinuousParameter", "info": ""}
 {"filename": "_autosummary/baybe.parameters.numerical.rst", "lineno": 1, "status": "unchecked", "code": 0, "uri": "#baybe.parameters.numerical.NumericalDiscreteParameter", "info": ""}
 {"filename": "_autosummary/baybe.parameters.substance.rst", "lineno": 1, "status": "unchecked", "code": 0, "uri": "#baybe.parameters.substance.Smiles", "info": ""}
@@ -118,6 +139,7 @@
 {"filename": "_autosummary/baybe.campaign.Campaign.rst", "lineno": 1, "status": "unchecked", "code": 0, "uri": "#baybe.recommenders.base.RecommenderProtocol", "info": ""}
 {"filename": "_autosummary/baybe.acquisition.acqfs.ExpectedImprovement.rst", "lineno": 3, "status": "unchecked", "code": 0, "uri": "#baybe.recommenders.base.RecommenderProtocol.recommend", "info": ""}
 {"filename": "_autosummary/baybe.recommenders.meta.base.rst", "lineno": 1, "status": "unchecked", "code": 0, "uri": "#baybe.recommenders.meta.base.MetaRecommender", "info": ""}
+{"filename": "userguide/getting_recommendations.md", "lineno": 26, "status": "unchecked", "code": 0, "uri": "#baybe.recommenders.meta.base.MetaRecommender.is_stateful", "info": ""}
 {"filename": "_autosummary/baybe.recommenders.meta.sequential.rst", "lineno": 1, "status": "unchecked", "code": 0, "uri": "#baybe.recommenders.meta.sequential.BaseSequentialMetaRecommender", "info": ""}
 {"filename": "_autosummary/baybe.recommenders.meta.sequential.rst", "lineno": 1, "status": "unchecked", "code": 0, "uri": "#baybe.recommenders.meta.sequential.SequentialMetaRecommender", "info": ""}
 {"filename": "_autosummary/baybe.recommenders.meta.sequential.rst", "lineno": 1, "status": "unchecked", "code": 0, "uri": "#baybe.recommenders.meta.sequential.StreamingSequentialMetaRecommender", "info": ""}
@@ -125,7 +147,13 @@
 {"filename": "_autosummary/baybe.recommenders.naive.rst", "lineno": 1, "status": "unchecked", "code": 0, "uri": "#baybe.recommenders.naive.NaiveHybridSpaceRecommender", "info": ""}
 {"filename": "_autosummary/baybe.recommenders.meta.base.MetaRecommender.rst", "lineno": 2, "status": "unchecked", "code": 0, "uri": "#baybe.recommenders.pure.base.PureRecommender", "info": ""}
 {"filename": "_autosummary/baybe.recommenders.naive.NaiveHybridSpaceRecommender.rst", "lineno": 1, "status": "unchecked", "code": 0, "uri": "#baybe.recommenders.pure.bayesian.base.BayesianRecommender", "info": ""}
+{"filename": "userguide/insights.md", "lineno": 46, "status": "unchecked", "code": 0, "uri": "#baybe.recommenders.pure.bayesian.base.BayesianRecommender.get_surrogate", "info": ""}
 {"filename": "_autosummary/baybe.recommenders.naive.NaiveHybridSpaceRecommender.rst", "lineno": 1, "status": "unchecked", "code": 0, "uri": "#baybe.recommenders.pure.bayesian.botorch.BotorchRecommender", "info": ""}
+{"filename": "userguide/recommenders.md", "lineno": 31, "status": "unchecked", "code": 0, "uri": "#baybe.recommenders.pure.bayesian.botorch.BotorchRecommender.hybrid_sampler", "info": ""}
+{"filename": "userguide/recommenders.md", "lineno": 40, "status": "unchecked", "code": 0, "uri": "#baybe.recommenders.pure.bayesian.botorch.BotorchRecommender.n_raw_samples", "info": ""}
+{"filename": "userguide/recommenders.md", "lineno": 40, "status": "unchecked", "code": 0, "uri": "#baybe.recommenders.pure.bayesian.botorch.BotorchRecommender.n_restarts", "info": ""}
+{"filename": "examples/Custom_Hooks/probability_of_improvement.md", "lineno": 6, "status": "unchecked", "code": 0, "uri": "#baybe.recommenders.pure.bayesian.botorch.BotorchRecommender.recommend", "info": ""}
+{"filename": "userguide/recommenders.md", "lineno": 31, "status": "unchecked", "code": 0, "uri": "#baybe.recommenders.pure.bayesian.botorch.BotorchRecommender.sampling_percentage", "info": ""}
 {"filename": "_autosummary/baybe.recommenders.pure.bayesian.sequential_greedy.rst", "lineno": 1, "status": "unchecked", "code": 0, "uri": "#baybe.recommenders.pure.bayesian.sequential_greedy.SequentialGreedyRecommender", "info": ""}
 {"filename": "_autosummary/baybe.recommenders.pure.nonpredictive.base.rst", "lineno": 1, "status": "unchecked", "code": 0, "uri": "#baybe.recommenders.pure.nonpredictive.base.NonPredictiveRecommender", "info": ""}
 {"filename": "_autosummary/baybe.recommenders.pure.nonpredictive.clustering.rst", "lineno": 1, "status": "unchecked", "code": 0, "uri": "#baybe.recommenders.pure.nonpredictive.clustering.GaussianMixtureClusteringRecommender", "info": ""}
@@ -135,16 +163,26 @@
 {"filename": "_autosummary/baybe.recommenders.pure.nonpredictive.sampling.rst", "lineno": 1, "status": "unchecked", "code": 0, "uri": "#baybe.recommenders.pure.nonpredictive.sampling.FPSRecommender", "info": ""}
 {"filename": "_autosummary/baybe.recommenders.pure.nonpredictive.sampling.rst", "lineno": 1, "status": "unchecked", "code": 0, "uri": "#baybe.recommenders.pure.nonpredictive.sampling.RandomRecommender", "info": ""}
 {"filename": "_autosummary/baybe.campaign.Campaign.rst", "lineno": 1, "status": "unchecked", "code": 0, "uri": "#baybe.searchspace.continuous.SubspaceContinuous", "info": ""}
+{"filename": "userguide/searchspace.md", "lineno": 158, "status": "unchecked", "code": 0, "uri": "#baybe.searchspace.continuous.SubspaceContinuous.from_bounds", "info": ""}
 {"filename": "_autosummary/baybe.searchspace.core.SearchSpace.rst", "lineno": 3, "status": "unchecked", "code": 0, "uri": "#baybe.searchspace.continuous.SubspaceContinuous.from_dataframe", "info": ""}
 {"filename": "_autosummary/baybe.acquisition.acqfs.ExpectedImprovement.rst", "lineno": 1, "status": "unchecked", "code": 0, "uri": "#baybe.searchspace.core.SearchSpace", "info": ""}
+{"filename": "userguide/serialization.md", "lineno": 304, "status": "unchecked", "code": 0, "uri": "#baybe.searchspace.core.SearchSpace.__init__", "info": ""}
+{"filename": "userguide/utils.md", "lineno": 11, "status": "unchecked", "code": 0, "uri": "#baybe.searchspace.core.SearchSpace.estimate_product_space_size", "info": ""}
+{"filename": "userguide/searchspace.md", "lineno": 224, "status": "unchecked", "code": 0, "uri": "#baybe.searchspace.core.SearchSpace.from_dataframe", "info": ""}
 {"filename": "_autosummary/baybe.searchspace.discrete.SubspaceDiscrete.rst", "lineno": 2, "status": "unchecked", "code": 0, "uri": "#baybe.searchspace.core.SearchSpace.from_product", "info": ""}
 {"filename": "_autosummary/baybe.searchspace.continuous.SubspaceContinuous.rst", "lineno": 1, "status": "unchecked", "code": 0, "uri": "#baybe.searchspace.core.SearchSpace.transform", "info": ""}
 {"filename": "_autosummary/baybe.recommenders.naive.NaiveHybridSpaceRecommender.rst", "lineno": 1, "status": "unchecked", "code": 0, "uri": "#baybe.searchspace.core.SearchSpaceType", "info": ""}
+{"filename": "userguide/searchspace.md", "lineno": 11, "status": "unchecked", "code": 0, "uri": "#baybe.searchspace.core.SearchSpaceType.CONTINUOUS", "info": ""}
+{"filename": "userguide/searchspace.md", "lineno": 11, "status": "unchecked", "code": 0, "uri": "#baybe.searchspace.core.SearchSpaceType.DISCRETE", "info": ""}
+{"filename": "userguide/searchspace.md", "lineno": 11, "status": "unchecked", "code": 0, "uri": "#baybe.searchspace.core.SearchSpaceType.HYBRID", "info": ""}
 {"filename": "_autosummary/baybe.searchspace.core.rst", "lineno": 1, "status": "unchecked", "code": 0, "uri": "#baybe.searchspace.core.to_searchspace", "info": ""}
 {"filename": "_autosummary/baybe.searchspace.core.rst", "lineno": 1, "status": "unchecked", "code": 0, "uri": "#baybe.searchspace.core.validate_searchspace_from_config", "info": ""}
 {"filename": "_autosummary/baybe.searchspace.core.SearchSpace.rst", "lineno": 2, "status": "unchecked", "code": 0, "uri": "#baybe.searchspace.discrete.MemorySize", "info": ""}
 {"filename": "_autosummary/baybe.campaign.Campaign.rst", "lineno": 1, "status": "unchecked", "code": 0, "uri": "#baybe.searchspace.discrete.SubspaceDiscrete", "info": ""}
+{"filename": "userguide/utils.md", "lineno": 11, "status": "unchecked", "code": 0, "uri": "#baybe.searchspace.discrete.SubspaceDiscrete.estimate_product_space_size", "info": ""}
 {"filename": "_autosummary/baybe.searchspace.core.SearchSpace.rst", "lineno": 3, "status": "unchecked", "code": 0, "uri": "#baybe.searchspace.discrete.SubspaceDiscrete.from_dataframe", "info": ""}
+{"filename": "examples/Mixtures/slot_based.md", "lineno": 268, "status": "unchecked", "code": 0, "uri": "#baybe.searchspace.discrete.SubspaceDiscrete.from_product", "info": ""}
+{"filename": "examples/Mixtures/slot_based.md", "lineno": 268, "status": "unchecked", "code": 0, "uri": "#baybe.searchspace.discrete.SubspaceDiscrete.from_simplex", "info": ""}
 {"filename": "_autosummary/baybe.searchspace.discrete.rst", "lineno": 1, "status": "unchecked", "code": 0, "uri": "#baybe.searchspace.discrete.parameter_cartesian_prod_pandas", "info": ""}
 {"filename": "_autosummary/baybe.searchspace.discrete.rst", "lineno": 1, "status": "unchecked", "code": 0, "uri": "#baybe.searchspace.discrete.parameter_cartesian_prod_polars", "info": ""}
 {"filename": "_autosummary/baybe.searchspace.discrete.rst", "lineno": 1, "status": "unchecked", "code": 0, "uri": "#baybe.searchspace.discrete.validate_simplex_subspace_from_config", "info": ""}
@@ -158,10 +196,13 @@
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+{"filename": "userguide/campaigns.md", "lineno": 176, "status": "unchecked", "code": 0, "uri": "#baybe.serialization.mixin.SerialMixin.from_json", "info": ""}
+{"filename": "userguide/campaigns.md", "lineno": 176, "status": "unchecked", "code": 0, "uri": "#baybe.serialization.mixin.SerialMixin.to_json", "info": ""}
 {"filename": "_autosummary/baybe.serialization.utils.rst", "lineno": 1, "status": "unchecked", "code": 0, "uri": "#baybe.serialization.utils.deserialize_dataframe", "info": ""}
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+{"filename": "misc/contributing_link.md", "lineno": 132, "status": "redirected", "code": 302, "uri": "https://www.attrs.org/", "info": "https://www.attrs.org/en/stable/"}
+{"filename": "index.md", "lineno": 9, "status": "working", "code": 0, "uri": "https://pypistats.org/packages/baybe", "info": ""}
diff --git a/latest/output.txt b/latest/output.txt
index 716303a50d..2e8c15b18e 100644
--- a/latest/output.txt
+++ b/latest/output.txt
@@ -8,6 +8,6 @@ misc/contributing_link.md:136: [redirected with Found] https://hypothesis.readth
 misc/contributing_link.md:109: [redirected with Found] https://mypy.readthedocs.io/ to https://mypy.readthedocs.io/en/stable/
 misc/contributing_link.md:113: [redirected with Found] https://pytest-cov.readthedocs.io/ to https://pytest-cov.readthedocs.io/en/latest/
 index.md:306: [redirected with Found] https://shap.readthedocs.io/ to https://shap.readthedocs.io/en/latest/
-misc/contributing_link.md:132: [redirected with Found] https://www.attrs.org/ to https://www.attrs.org/en/stable/
-misc/contributing_link.md:116: [redirected with Found] https://tox.wiki/ to https://tox.wiki/en/4.24.1/
 misc/contributing_link.md:114: [redirected with Found] https://www.sphinx-doc.org/ to https://www.sphinx-doc.org/en/master/
+misc/contributing_link.md:116: [redirected with Found] https://tox.wiki/ to https://tox.wiki/en/4.24.1/
+misc/contributing_link.md:132: [redirected with Found] https://www.attrs.org/ to https://www.attrs.org/en/stable/
diff --git a/latest/py-modindex.html b/latest/py-modindex.html
index 72f336ad49..ae7b17a4c8 100644
--- a/latest/py-modindex.html
+++ b/latest/py-modindex.html
@@ -280,6 +280,7 @@
 <li class="toctree-l2"><a class="reference internal" href="userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="userguide/recommenders.html">Recommenders</a></li>
@@ -472,6 +473,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="_autosummary/baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="_autosummary/baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/search.html b/latest/search.html
index 4a7fcc02eb..2d931c2656 100644
--- a/latest/search.html
+++ b/latest/search.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="userguide/async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="userguide/constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="userguide/envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="userguide/insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="userguide/objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="userguide/parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="userguide/recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="_autosummary/baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l3 has-children"><a class="reference internal" href="_autosummary/baybe.insights.shap.html">baybe.insights.shap</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of baybe.insights.shap</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/searchindex.js b/latest/searchindex.js
index 727bb20b8f..568702b1dc 100644
--- a/latest/searchindex.js
+++ b/latest/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"alltitles": {"Acquisition function": [[376, "acquisition-function"]], "AcquisitionFunction": [[20, null]], "Active Learning": [[418, null]], "Added": [[414, "added"], [414, "id4"], [414, "id8"], [414, "id14"], [414, "id21"], [414, "id30"], [414, "id36"], [414, "id40"], [414, "id47"], [414, "id52"], [414, "id58"], [414, "id64"], [414, "id68"], [414, "id72"], [414, "id76"], [414, "id81"], [414, "id85"], [414, "id88"], [414, "id92"], [414, "id96"], [414, "id100"], [414, "id103"], [414, "id107"], [414, "id111"], [414, "id115"], [414, "id119"], [414, "id125"], [414, "id128"]], "Addendum: Description of transformation functions": [[398, "addendum-description-of-transformation-functions"]], "Adding Fake Target Measurements and Parameter Noise": [[434, "adding-fake-target-measurements-and-parameter-noise"]], "Adding Irrelevant Data": [[432, null]], "Adding Partial Results": [[419, "adding-partial-results"]], "Adding measurements": [[420, "adding-measurements"]], "AdditiveKernel": [[99, null]], "Advanced Example: Chemical Substances": [[412, "advanced-example-chemical-substances"]], "An Imaginary Use Case": [[396, "an-imaginary-use-case"]], "Array-Based Callables": [[429, null]], "Asynchronous Workflows": [[419, null]], "Automatic field conversion": [[428, "automatic-field-conversion"]], "Available Models": [[430, "available-models"]], "Available recommenders suitable for initial recommendation": [[376, "available-recommenders-suitable-for-initial-recommendation"]], "Available surrogate models": [[376, "available-surrogate-models"]], "Backtesting": [[369, null], [408, null]], "BaseSequentialMetaRecommender": [[163, null]], "Basic Instructions": [[422, "basic-instructions"]], "Basic creation": [[420, "basic-creation"]], "Basic example for using BayBE": [[375, null]], "Basic string assembly": [[428, "basic-string-assembly"]], "BasicKernel": [[86, null]], "Basics": [[374, null], [420, "basics"]], "Batch optimization": [[420, null]], "BayBE \u2014 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onnx": [[390, "convert-model-to-onnx"]], "Create a surrogate model with a pretrained model": [[390, "create-a-surrogate-model-with-a-pretrained-model"]], "Create a surrogate model with custom model parameters": [[391, "create-a-surrogate-model-with-custom-model-parameters"]], "Create campaign": [[390, "create-campaign"]], "Creating Continuous Search Spaces": [[400, null]], "Creating a Simplex-Bound Discrete Subspace": [[427, "creating-a-simplex-bound-discrete-subspace"]], "Creating a campaign": [[420, "creating-a-campaign"]], "Creating a campaign from the configuration file": [[405, "creating-a-campaign-from-the-configuration-file"]], "Creating and printing the campaign": [[381, "creating-and-printing-the-campaign"], [382, "creating-and-printing-the-campaign"], [384, "creating-and-printing-the-campaign"], [398, "creating-and-printing-the-campaign"]], "Creating the Campaigns": [[370, "creating-the-campaigns"]], "Creating the Objective": [[372, "creating-the-objective"]], "Creating the Optimization Objective": [[408, "creating-the-optimization-objective"], [409, "creating-the-optimization-objective"]], "Creating the Search Space": [[408, "creating-the-search-space"]], "Creating the Searchspace": [[409, "creating-the-searchspace"]], "Creating the campaign": [[376, "creating-the-campaign"], [391, "creating-the-campaign"], [404, "creating-the-campaign"]], "Creating the constraint": [[381, "creating-the-constraint"], [383, "creating-the-constraint"]], "Creating the constraints": [[382, "creating-the-constraints"], [384, "creating-the-constraints"]], "Creating the objective": [[398, "creating-the-objective"]], "Creating the recommender object": [[376, "creating-the-recommender-object"]], "Creating the searchspace and the objective": [[371, "creating-the-searchspace-and-the-objective"], [373, "creating-the-searchspace-and-the-objective"], [378, "creating-the-searchspace-and-the-objective"], [379, "creating-the-searchspace-and-the-objective"], [381, 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Objective": [[412, "defining-the-optimization-objective"]], "Defining the Optimization Problem": [[370, "defining-the-optimization-problem"]], "Defining the Search Space": [[412, "defining-the-search-space"]], "Defining the Tasks": [[408, "defining-the-tasks"], [409, "defining-the-tasks"]], "Defining the targets": [[398, "defining-the-targets"]], "Defining the test function": [[378, "defining-the-test-function"], [379, "defining-the-test-function"], [401, "defining-the-test-function"]], "Defining the test function and the hybrid dimensions": [[402, "defining-the-test-function-and-the-hybrid-dimensions"]], "Deprecations": [[414, "deprecations"], [414, "id11"], [414, "id18"], [414, "id25"], [414, "id34"], [414, "id50"], [414, "id56"], [414, "id62"], [414, "id79"]], "Deserialization from configuration strings": [[428, "deserialization-from-configuration-strings"]], "DesirabilityObjective": [[111, null], [424, "desirabilityobjective"]], "Developer Tools": [[415, "developer-tools"]], 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null]], "DiscreteSumConstraint and DiscreteProductConstraint": [[421, "discretesumconstraint-and-discreteproductconstraint"]], "Discussion": [[396, "discussion"]], "Disk Caching": [[422, "disk-caching"]], "Dummy": [[295, null]], "Duplicate Substances": [[393, "duplicate-substances"]], "Dynamic Exclusion": [[423, "dynamic-exclusion"]], "EDBOKernelFactory": [[254, null]], "EXPERIMENTAL: Floating Point Precision": [[422, "experimental-floating-point-precision"]], "Efficient Search Space Creation": [[434, null]], "Environment Variables": [[422, null]], "Equivalent copies": [[428, null]], "Estimation with Constraints": [[434, null]], "Example Searchspace and objective parameters": [[376, "example-searchspace-and-objective-parameters"]], "Example for constraints in a hybrid searchspace": [[378, null]], "Example for creating campaigns from configs": [[405, null]], "Example for custom parameter passing in surrogate models": [[391, null]], "Example for full simulation loop using a table-based lookup mechanism": [[372, null]], "Example for full simulation loop using a table-based lookup mechanism with incomplete": [[373, null]], "Example for full simulation loop using a table-based lookup mechanism with initial": [[371, null]], "Example for linear constraints in a continuous searchspace": [[379, null]], "Example for surrogate model with a custom pretrained model": [[390, null]], "Example for the serialization of a campaign": [[404, null]], "Example for using a synthetic BoTorch test function in a discrete searchspace": [[401, null]], "Example for using custom constraints in discrete searchspaces": [[381, null]], "Example for using dependency constraints in discrete searchspaces": [[382, null]], "Example for using different strategies": [[376, null]], "Example for using exclusion constraints in discrete searchspaces": [[383, null]], "Example for using exclusion constraints incorporating sums and products": [[384, null]], "Example for using synthetic test functions in hybrid spaces": [[402, null]], "Example for using the multi target mode for the objective": [[398, null]], "Example for validation of a config file": [[406, null]], "Examples": [[410, null]], "Excluding Configurations": [[423, "excluding-configurations"]], "Expectations": [[432, null]], "ExpectedImprovement": [[3, null]], "Experiment Setup": [[390, "experiment-setup"], [391, "experiment-setup"]], "Experiment setup": [[381, "experiment-setup"], [382, "experiment-setup"], [383, "experiment-setup"], [384, "experiment-setup"], [404, "experiment-setup"]], "Experiment setup and creating the searchspace": [[398, "experiment-setup-and-creating-the-searchspace"]], "Experimental Feature": [[423, null]], "Experimental feature only!": [[422, null]], "Expired Deprecations (from 0.6.*)": [[414, "expired-deprecations-from-0-6"]], "Expired Deprecations (from 0.7.*)": [[414, "expired-deprecations-from-0-7"]], "Extending BayBE\u2019s Functionality": [[415, "extending-baybe-s-functionality"]], "Extracting the 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"baybe.recommenders.pure.base.PureRecommender.recommend", false]], "recommend() (baybe.recommenders.pure.bayesian.base.bayesianrecommender method)": [[174, "baybe.recommenders.pure.bayesian.base.BayesianRecommender.recommend", false]], "recommend() (baybe.recommenders.pure.bayesian.botorch.botorchrecommender method)": [[176, "baybe.recommenders.pure.bayesian.botorch.BotorchRecommender.recommend", false]], "recommend() (baybe.recommenders.pure.nonpredictive.base.nonpredictiverecommender method)": [[181, "baybe.recommenders.pure.nonpredictive.base.NonPredictiveRecommender.recommend", false]], "recommend() (baybe.recommenders.pure.nonpredictive.clustering.gaussianmixtureclusteringrecommender method)": [[183, "baybe.recommenders.pure.nonpredictive.clustering.GaussianMixtureClusteringRecommender.recommend", false]], "recommend() (baybe.recommenders.pure.nonpredictive.clustering.kmeansclusteringrecommender method)": [[184, 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234, 235, 238, 242, 244, 245, 252, 254, 256, 258, 260, 262, 268, 272, 274, 280, 282, 283, 284, 292, 298, 300, 301, 302, 305, 315, 322, 328, 329, 331, 340, 347, 355, 357, 360, 370, 382, 391, 393, 394, 396, 398, 405, 406, 411, 413, 414, 415, 417, 421, 423, 425, 426, 427, 428, 431, 432], "AND": [50, 383, 417, 421], "AS": [412, 417], "And": 390, "As": [371, 372, 373, 388, 396, 398, 408, 409, 412, 413, 414, 421, 426, 427, 429], "At": 431, "But": 431, "By": [81, 111, 124, 139, 200, 311, 329, 394, 415, 419, 422, 423, 426, 427], "FOR": 417, "For": [3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 20, 22, 27, 30, 31, 32, 33, 34, 37, 38, 40, 41, 47, 48, 49, 50, 51, 52, 53, 54, 55, 81, 84, 86, 87, 88, 90, 91, 92, 93, 94, 95, 96, 97, 99, 100, 101, 106, 111, 116, 119, 120, 121, 123, 124, 126, 133, 134, 137, 145, 147, 149, 150, 151, 152, 153, 154, 155, 161, 163, 164, 165, 166, 168, 171, 174, 176, 181, 183, 184, 185, 186, 188, 189, 192, 194, 199, 200, 223, 229, 232, 234, 235, 236, 238, 242, 245, 252, 254, 256, 258, 260, 262, 272, 274, 280, 285, 307, 330, 336, 349, 360, 371, 372, 373, 375, 376, 382, 386, 387, 388, 393, 394, 396, 398, 402, 408, 409, 411, 412, 413, 414, 415, 417, 418, 419, 420, 421, 422, 423, 424, 425, 426, 427, 428, 429, 430, 431, 432, 434], "If": [6, 13, 27, 34, 47, 48, 49, 50, 51, 52, 53, 54, 55, 57, 58, 81, 83, 106, 111, 112, 116, 139, 143, 144, 164, 165, 168, 192, 194, 200, 206, 207, 223, 225, 227, 229, 232, 234, 235, 238, 242, 256, 258, 260, 262, 283, 288, 293, 300, 301, 305, 307, 310, 312, 315, 319, 322, 323, 324, 328, 329, 330, 331, 349, 351, 357, 358, 376, 378, 387, 393, 401, 402, 405, 412, 413, 414, 415, 417, 418, 419, 420, 421, 422, 423, 424, 425, 429, 430, 431, 432, 434], "In": [27, 41, 53, 176, 194, 221, 223, 305, 332, 371, 372, 373, 375, 387, 388, 390, 393, 394, 396, 398, 401, 402, 405, 411, 412, 413, 415, 417, 418, 419, 420, 421, 422, 424, 425, 426, 427, 428, 429, 430, 431, 432, 434], "It": [22, 158, 165, 168, 171, 174, 176, 181, 183, 184, 185, 186, 188, 189, 221, 237, 258, 322, 371, 375, 376, 382, 391, 393, 396, 398, 402, 404, 405, 406, 408, 412, 419, 420, 421, 422, 423, 425, 426, 427, 429, 434], "Its": [225, 390], "No": [400, 411, 414], "Not": [417, 421], "OF": [412, 417], "OR": [412, 417], "Of": [376, 385, 410, 428], "On": [390, 396], "One": [128, 371, 373, 412], "Or": 422, "Such": [376, 421, 429], "That": [194, 225, 232, 234, 235, 238, 242, 256, 258, 260, 262, 283, 376, 381, 393, 415, 427, 429, 432], "The": [3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 20, 22, 27, 30, 31, 32, 33, 34, 36, 37, 38, 40, 41, 47, 48, 49, 50, 51, 52, 53, 54, 55, 61, 81, 83, 84, 86, 87, 88, 90, 91, 92, 93, 94, 95, 96, 97, 99, 100, 101, 106, 111, 112, 116, 119, 120, 121, 123, 124, 126, 133, 134, 137, 139, 145, 147, 149, 150, 151, 152, 153, 154, 155, 158, 161, 163, 164, 165, 166, 168, 171, 174, 176, 181, 183, 184, 185, 186, 188, 189, 192, 194, 199, 200, 212, 213, 215, 217, 221, 223, 225, 227, 232, 234, 235, 236, 238, 242, 245, 256, 258, 260, 262, 264, 266, 268, 269, 272, 274, 277, 280, 282, 283, 284, 286, 288, 289, 292, 293, 298, 300, 301, 302, 305, 307, 310, 311, 312, 315, 319, 322, 323, 324, 325, 326, 327, 328, 329, 330, 331, 332, 333, 336, 337, 340, 345, 346, 347, 349, 351, 353, 354, 357, 358, 371, 372, 373, 376, 381, 382, 383, 384, 386, 387, 388, 390, 391, 393, 398, 401, 402, 406, 408, 409, 411, 413, 414, 415, 417, 420, 421, 422, 424, 425, 426, 427, 430, 431, 433, 434], "Then": 388, "There": [73, 266, 343, 393, 400, 412, 413, 415, 419, 423, 427], "These": [286, 369, 372, 373, 374, 377, 380, 385, 389, 392, 395, 397, 399, 403, 407, 415, 419, 421, 422, 425, 427], "To": [371, 376, 387, 388, 394, 396, 404, 408, 409, 412, 413, 415, 419, 420, 422, 423, 425, 429], "Will": 418, "With": [322, 387, 388, 393, 396, 408, 409, 412, 419, 421, 425, 428], "_": [143, 144, 197, 203, 210, 349, 378, 387, 409], "__class__": [386, 396], "__excepthook__": 413, "__init__": [3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 20, 22, 27, 30, 31, 32, 33, 34, 37, 38, 40, 41, 47, 48, 49, 50, 51, 52, 53, 54, 55, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 81, 86, 87, 88, 90, 91, 92, 93, 94, 95, 96, 97, 99, 100, 101, 106, 111, 116, 119, 120, 121, 123, 124, 126, 133, 134, 137, 147, 149, 150, 151, 152, 153, 154, 155, 158, 161, 163, 164, 165, 166, 168, 171, 174, 176, 181, 183, 184, 185, 186, 188, 189, 192, 194, 199, 200, 232, 234, 235, 236, 238, 242, 244, 245, 252, 254, 256, 258, 260, 262, 272, 274, 280, 295, 298, 335, 336, 360, 427, 428], "__name__": [386, 396], "__new__": [60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 128, 129, 131, 335], "__str__": 414, "__version__": 414, "_amount": 393, "_arraylik": 325, "_c": 301, "_cumbest": 223, "_default_my_attribut": 415, "_fit": 269, "_has_switch": 166, "_iterbest": 223, "_label": 393, "_measur": 223, "_n_last_measur": [163, 164, 165], "_nbase": 317, "_nestedsequ": [112, 282, 283, 284, 346], "_no_tl": 408, "_option": 414, "_posterior": 269, "_step": [163, 164, 165], "_supportsarrai": [112, 282, 283, 284, 346], "_surrogate_model": [387, 388], "_t": [3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 20, 27, 30, 31, 32, 33, 34, 36, 37, 38, 40, 41, 47, 48, 49, 50, 51, 52, 53, 54, 55, 86, 87, 88, 90, 91, 92, 93, 94, 95, 96, 97, 99, 100, 101, 106, 111, 116, 119, 120, 121, 123, 124, 126, 133, 134, 137, 147, 149, 150, 151, 152, 153, 154, 155, 161, 163, 164, 165, 166, 192, 194, 200, 205, 213, 214, 217, 232, 234, 235, 238, 242, 245, 256, 258, 260, 262, 272, 274, 280, 302, 303, 304, 320, 331, 336], "_target": 414, "_tparamet": 139, "_tsurrog": 265, "_u": 302, "_validate_my_attribut": 415, "_was_us": [163, 164, 165], "a1": 293, "a2": 293, "ab": [384, 393], "abbrevi": [3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 20, 299, 306, 414, 433], "abc": [20, 30, 31, 32, 33, 34, 36, 86, 87, 88, 106, 120, 121, 147, 161, 171, 174, 181, 186, 234, 235, 272, 311], "abil": [418, 423, 432], "abl": [388, 413, 419, 421, 425, 428, 434], "about": [22, 27, 121, 137, 272, 289, 371, 372, 373, 393, 401, 402, 412, 414, 415, 425, 427], "abov": [266, 284, 311, 328, 370, 376, 383, 384, 386, 387, 394, 400, 412, 415, 417, 418, 419, 420, 421, 422, 423, 425, 428, 429, 432], "absenc": 424, "absolut": [134, 324, 412], "abstract": [20, 30, 31, 32, 33, 34, 36, 86, 87, 88, 106, 119, 120, 121, 147, 161, 171, 174, 181, 235, 272, 300, 301, 311, 414, 421, 432], "abstractli": 396, "acceler": [412, 414, 416, 432], "accept": [27, 164, 242, 325, 330, 387, 388, 414, 417, 422, 424, 425, 429, 431], "access": [192, 200, 232, 234, 235, 238, 242, 256, 258, 260, 262, 371, 372, 373, 381, 386, 409, 414, 421, 428], "accord": [40, 159, 394, 418, 421, 422, 426, 434], "accordingli": [176, 420, 423, 428], "account": 419, "accumul": [149, 396, 432], "accur": 420, "acet": [371, 372, 373, 375, 376], "aceton": 393, "achiev": [17, 200, 388, 393, 396, 412, 415, 418, 420, 421, 423], "ack": 412, "acq_funct": 376, "acqf": [3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 24, 25, 387, 388, 396], "acqf1": 428, "acqf2": 428, "acqf_valu": 387, "acquisit": [3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 20, 22, 63, 70, 174, 176, 381, 382, 383, 384, 387, 388, 396, 398, 404, 412, 414, 418, 426, 428, 430], "acquisition_funct": [174, 176, 376, 396, 405, 406, 414], "acquisition_function_cl": [174, 176, 414], "acquisitionfunct": [3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 18, 22, 24, 25, 174, 176, 396, 428], "across": [393, 396, 408, 419, 426, 432], "act": [393, 414, 417, 421, 429], "action": [17, 386, 396, 411, 414, 433], "activ": [13, 30, 124, 166, 387, 388, 396, 412, 413, 414, 415, 421, 422, 423, 424, 426, 432, 433, 434], "active_dim": [86, 87, 88, 91, 93, 95, 96, 97], "active_valu": [124, 408, 409, 423, 432], "actual": [164, 194, 221, 401, 414, 427, 429, 432, 434], "ad": [27, 200, 288, 292, 322, 357, 393, 394, 411, 415, 418, 422, 423, 424, 425, 430, 431, 433], "adapt": [165, 254, 312, 328], "add": [27, 215, 225, 322, 323, 376, 390, 391, 393, 398, 408, 412, 417, 419, 420, 421, 427, 432, 434], "add_collection3d": 388, "add_fake_measur": [375, 376, 381, 382, 383, 384, 390, 391, 398, 414, 419, 429, 434], "add_fake_result": 414, "add_measur": [27, 375, 376, 378, 379, 381, 382, 383, 384, 388, 390, 391, 396, 398, 401, 402, 412, 414, 419, 420, 422, 423], "add_noise_to_perturb_degenerate_row": 414, "add_parameter_nois": [414, 434], "add_subplot": 388, "addendum": 417, "addit": [27, 81, 106, 111, 116, 164, 176, 194, 215, 223, 225, 227, 324, 371, 372, 373, 394, 401, 409, 412, 414, 416, 417, 420, 421, 422, 424, 425, 427, 428, 429, 432, 434], "addition": [386, 394, 412], "additivekernel": 414, "address": 429, "adher": [414, 415], "adjust": [165, 372, 376, 401, 414, 423], "adopt": 376, "adrian": [412, 416], "advanc": [165, 396, 413, 414, 422, 428, 432, 433], "advantag": [393, 415], "advic": 415, "advis": [417, 429], "affect": [27, 49, 176, 292, 386, 404, 411, 413, 421], "affected_paramet": [49, 381, 382, 383, 384, 393, 421], "affili": [412, 422], "afford": 420, "aforement": [194, 422], "after": [166, 307, 375, 376, 381, 382, 383, 384, 388, 398, 404, 412, 420, 428], "afterward": 428, "again": [387, 419, 420, 421, 432], "against": [77, 288, 305, 393, 417, 423, 432], "agent": 394, "agraw": 416, "agre": [412, 417], "agreement": 417, "ai": [84, 145, 343], "aim": 420, "akin": 419, "al": [372, 412, 425], "aldrich": 416, "alex": 416, "alexand": [412, 416], "algorithm": [169, 176, 322, 355, 357, 370, 393, 398, 412, 414, 419, 426], "alia": [136, 178, 425], "alias": 414, "align": [81, 192, 307, 387, 427, 432], "all": [19, 20, 29, 31, 36, 49, 51, 85, 86, 87, 88, 105, 106, 111, 118, 121, 124, 126, 130, 137, 146, 147, 157, 160, 161, 164, 170, 171, 173, 176, 180, 181, 194, 201, 202, 225, 232, 233, 235, 271, 272, 292, 304, 305, 322, 371, 372, 373, 376, 378, 379, 381, 382, 386, 387, 388, 393, 394, 396, 398, 400, 401, 408, 409, 412, 414, 415, 417, 419, 420, 421, 422, 423, 424, 425, 426, 427, 428, 429, 430, 431, 432, 434], "allclos": [378, 379, 394], "alleg": 417, "allow": [17, 27, 30, 40, 47, 51, 106, 111, 116, 134, 139, 165, 194, 200, 227, 289, 310, 330, 331, 371, 372, 373, 376, 393, 394, 408, 409, 412, 414, 418, 420, 421, 422, 423, 424, 426, 427, 428, 429, 430, 431, 434], "allow_": [414, 423], "allow_extra": [106, 111, 116, 192, 194, 200, 205, 331, 398, 414], "allow_miss": [106, 111, 116, 192, 194, 200, 205, 331, 414], "allow_recommending_already_measur": [27, 168, 171, 174, 176, 181, 183, 184, 185, 186, 188, 189, 396, 405, 406, 411, 414, 420], "allow_recommending_already_recommend": [27, 396, 405, 406, 411, 414, 420], "allow_recommending_pending_experi": [27, 168, 171, 174, 176, 181, 183, 184, 185, 186, 188, 189, 414, 420], "allow_repeated_recommend": [168, 171, 174, 176, 181, 183, 184, 185, 186, 188, 189, 414], "almost": 372, "alon": [414, 417], "along": [347, 417, 425, 432], "alongsid": 417, "alpha": [149, 388], "alphabet": [140, 414], "alreadi": [27, 200, 393, 402, 412, 414, 418, 419, 420, 423, 427, 429, 430, 432, 434], "also": [53, 81, 139, 232, 234, 235, 238, 242, 256, 258, 260, 262, 289, 305, 307, 322, 323, 324, 371, 378, 379, 387, 388, 390, 391, 393, 398, 401, 402, 404, 408, 409, 412, 414, 415, 418, 420, 421, 422, 424, 425, 426, 427, 428, 429, 430, 431, 432, 434], "alter": [393, 414, 420, 423], "altern": [3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 20, 266, 347, 386, 393, 394, 400, 412, 414, 423, 433, 434], "although": [393, 402, 405, 427, 429], "alwai": [13, 27, 36, 210, 211, 390, 393, 394, 412, 418, 420, 421, 429, 430, 432, 434], "ambigu": [134, 296, 297, 427], "amend": 421, "among": [30, 393, 412, 432], "amount": [293, 350, 358, 394, 408, 409, 419, 425, 434], "an": [3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 20, 24, 25, 27, 30, 31, 32, 33, 34, 36, 37, 38, 40, 41, 47, 48, 49, 50, 51, 52, 53, 54, 55, 57, 58, 63, 64, 65, 67, 70, 75, 77, 78, 86, 87, 88, 90, 91, 92, 93, 94, 95, 96, 97, 99, 100, 101, 106, 107, 109, 111, 116, 119, 120, 121, 123, 124, 126, 133, 134, 137, 139, 147, 149, 150, 151, 152, 153, 154, 155, 158, 161, 163, 164, 165, 166, 168, 171, 174, 176, 181, 183, 184, 185, 186, 188, 189, 192, 194, 200, 213, 215, 217, 221, 223, 225, 227, 232, 234, 235, 238, 239, 242, 245, 256, 258, 260, 262, 264, 265, 272, 274, 280, 292, 296, 297, 303, 305, 307, 310, 316, 320, 328, 329, 330, 332, 335, 336, 337, 346, 349, 351, 357, 358, 371, 373, 374, 376, 383, 384, 386, 387, 390, 391, 394, 398, 400, 404, 405, 412, 413, 414, 415, 416, 417, 418, 419, 420, 421, 422, 423, 424, 425, 426, 427, 428, 429, 430, 431, 432], "analog": [194, 322, 427, 428], "analogi": [159, 426], "analysi": [412, 430], "analyt": [3, 4, 7, 8, 70, 429, 432], "analyz": [412, 415], "angl": 388, "ani": [57, 58, 81, 112, 119, 120, 121, 123, 124, 126, 137, 139, 142, 143, 144, 210, 211, 215, 219, 220, 227, 256, 260, 262, 282, 283, 284, 289, 292, 304, 305, 307, 308, 310, 311, 330, 336, 338, 346, 351, 365, 366, 367, 368, 386, 393, 408, 409, 411, 412, 413, 414, 415, 417, 420, 422, 423, 425, 428, 429, 432], "annot": [307, 386, 417], "anonym": [412, 422], "anoth": [49, 337, 372, 382, 383, 390, 391, 393, 402, 415, 421, 432], "ansatz": 414, "answer": 420, "anti": 329, "anymor": [414, 432], "anyth": 312, "anywai": 430, "anywher": 378, "apach": [412, 417], "apart": [415, 420], "api": [41, 412, 413, 428], "appar": 428, "appdata": 413, "appear": [305, 413, 414, 417, 428], "append": [388, 409], "appendix": 417, "appli": [27, 36, 37, 38, 53, 176, 194, 221, 223, 305, 316, 324, 360, 376, 377, 380, 381, 383, 384, 386, 387, 393, 408, 413, 414, 417, 421, 424, 426, 427, 428, 429, 430, 431, 432], "applic": [351, 412, 415, 417, 425, 426, 429], "approach": [200, 387, 396, 412, 415, 418, 420, 423, 426, 428, 432], "appropri": [43, 44, 103, 200, 396, 415, 417, 423, 427], "approxim": [10, 17], "ar": [6, 12, 14, 27, 30, 34, 36, 37, 47, 48, 49, 50, 51, 52, 53, 54, 55, 57, 62, 71, 72, 73, 81, 106, 111, 112, 116, 124, 137, 139, 144, 158, 164, 165, 166, 168, 171, 174, 176, 181, 183, 184, 185, 186, 188, 189, 192, 194, 200, 223, 225, 227, 229, 232, 234, 235, 238, 242, 256, 258, 260, 262, 284, 286, 288, 289, 292, 293, 300, 301, 302, 304, 305, 307, 311, 312, 322, 323, 325, 326, 330, 331, 349, 357, 372, 373, 375, 376, 378, 379, 381, 382, 383, 384, 386, 387, 388, 391, 393, 394, 396, 398, 400, 401, 404, 405, 408, 409, 411, 412, 413, 414, 415, 417, 418, 419, 420, 421, 422, 423, 424, 425, 426, 427, 428, 429, 430, 431, 432, 434], "arang": [378, 388, 425], "arbitrari": [165, 194, 338, 414, 421, 425, 426, 429, 432, 434], "arbitrarili": [424, 428], "architectur": [269, 414, 430, 432], "ard_num_dim": [86, 87, 88, 91, 93, 95, 96, 97], "area": 388, "arg": [60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 90, 92, 94, 99, 100, 101, 147, 149, 150, 151, 152, 153, 154, 155, 158, 178, 236, 239, 244, 335, 415], "argu": 393, "argument": [64, 78, 81, 84, 137, 139, 145, 161, 163, 164, 165, 166, 192, 200, 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\ No newline at end of file
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433], "desir": [107, 115, 118, 401, 402, 414, 416, 418, 422, 424, 426, 428, 429, 431, 433, 436, 439], "desirabilityobject": [27, 402, 416, 418, 433, 435, 438], "desktop": 418, "despit": 418, "detail": [3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 20, 22, 27, 30, 31, 32, 33, 34, 37, 38, 40, 41, 47, 48, 49, 50, 51, 52, 53, 54, 55, 83, 88, 90, 91, 92, 94, 95, 96, 97, 98, 99, 100, 101, 103, 104, 105, 110, 115, 120, 123, 124, 125, 127, 128, 130, 137, 138, 141, 149, 151, 153, 154, 155, 156, 157, 158, 159, 165, 167, 168, 169, 170, 172, 175, 178, 180, 185, 187, 188, 189, 190, 192, 193, 196, 198, 203, 204, 227, 231, 236, 238, 239, 240, 242, 246, 249, 256, 258, 260, 262, 264, 266, 276, 278, 284, 289, 290, 333, 340, 364, 375, 377, 382, 383, 402, 406, 415, 416, 417, 418, 424, 425, 426, 427, 428, 430, 431, 432, 433, 434, 435, 437], "detect": [299, 334, 417, 419], "determin": [27, 83, 113, 170, 204, 315, 333, 344, 349, 361, 375, 397, 400, 421, 426, 431], "determinist": 361, "detriment": 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379, 380, 385, 386, 387, 388, 397, 425], "dictat": [110, 115, 120, 198, 412, 413], "dictionari": [3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 20, 27, 30, 31, 32, 33, 34, 36, 37, 38, 40, 41, 47, 48, 49, 50, 51, 52, 53, 54, 55, 90, 91, 92, 94, 95, 96, 97, 98, 99, 100, 101, 103, 104, 105, 110, 115, 120, 123, 124, 125, 127, 128, 130, 137, 138, 141, 151, 153, 154, 155, 156, 157, 158, 159, 165, 167, 168, 169, 170, 196, 198, 204, 217, 219, 221, 231, 236, 238, 239, 242, 246, 249, 260, 262, 264, 266, 270, 276, 278, 284, 306, 309, 326, 340, 375, 376, 377, 379, 430, 434], "diff": 419, "differ": [51, 115, 180, 196, 198, 199, 204, 225, 233, 292, 297, 326, 328, 364, 376, 385, 390, 397, 400, 402, 405, 406, 412, 413, 416, 418, 419, 421, 423, 424, 425, 427, 429, 430, 431, 432, 433, 434, 436, 437], "differenti": [434, 437], "difficult": 437, "digit": 336, "dilemma": 400, "dim": [22, 382, 383, 392, 394, 405, 406, 412, 413], "dimens": [22, 361, 374, 382, 383, 392, 394, 404, 405, 412, 413, 418, 430, 432, 437], "dimension": [116, 123, 124, 125, 127, 128, 130, 137, 138, 141, 256, 329, 361, 374, 412, 413, 418], "dimethylisoxazol": 437, "direct": [375, 376, 377, 379, 416, 421, 427, 430, 439], "directli": [315, 413, 416, 418, 425, 429, 433, 435], "directori": [353, 406, 418], "disabl": [291, 385, 387, 388, 418, 424, 427], "disadvantag": 433, "disappear": 418, "disc_ind": 406, "disc_indic": [405, 406], "disc_paramet": 406, "disc_recommend": [172, 406], "discard": 397, "disclaim": 421, "discourag": 424, "discret": [13, 22, 27, 30, 31, 32, 33, 34, 40, 41, 47, 48, 49, 50, 51, 52, 53, 54, 55, 58, 66, 123, 124, 125, 127, 128, 130, 137, 138, 141, 172, 180, 187, 188, 189, 190, 192, 196, 198, 199, 203, 204, 233, 360, 379, 382, 388, 391, 392, 394, 402, 403, 406, 408, 413, 414, 416, 418, 422, 427, 428, 431, 433, 434, 438, 439], "discrete_param": [392, 412, 413], "discrete_spac": [382, 383, 406], "discrete_subspac": 432, "discretecardinalityconstraint": 418, "discreteconstraint": [27, 47, 48, 49, 50, 51, 52, 53, 54, 55, 204, 418, 425, 427], "discretecust": 385, "discretecustomconstraint": [385, 418, 438], "discretedep": 386, "discretedependenciesconstraint": [53, 58, 386, 397, 438], "discreteexcl": 387, "discreteexcludeconstraint": [387, 418, 427, 438], "discretelinkedparametersconstraint": [418, 438], "discretenolabelduplicatesconstraint": [53, 397, 418, 438], "discreteparamet": [127, 130, 138, 141, 204, 418], "discretepermutationinvarianceconstraint": [397, 438], "discreteprod": 388, "discreteproductconstraint": [388, 418, 438], "discretesamplingmethod": [13, 180, 362, 418, 422], "discretesumc": 388, "discretesumconstraint": [382, 388, 397, 418, 438], "discuss": [402, 421, 425, 432, 434], "disjoint": 204, "disk": [418, 438], "dispatch": 106, "displai": [336, 391, 421], "distanc": [138, 292, 334, 361], "distinct": [390, 424, 431], "distinguish": [327, 397, 418, 425, 430, 437], "distribut": [27, 149, 152, 236, 238, 239, 242, 246, 260, 262, 264, 266, 397, 402, 406, 416, 418, 421, 422, 423], "distutil": 316, "div": 394, "divers": 435, "divid": 398, "divis": 351, "dll": 417, "dmac": [375, 376, 377, 379, 380], "dmf": 425, "do": [198, 204, 241, 390, 394, 395, 397, 400, 406, 408, 409, 410, 412, 415, 416, 417, 421, 423, 425, 426, 427, 428, 430, 431, 433, 437, 438, 439], "do_baybe_work": 426, "doc": [88, 149, 302, 385, 387, 388, 416, 418], "doc101": 419, "doc103": 419, "docstr": 418, "doctest": 418, "document": [347, 394, 416, 418, 419, 420, 421, 424, 428, 434], "doe": [26, 27, 34, 47, 48, 49, 50, 51, 52, 53, 54, 55, 83, 180, 225, 227, 229, 231, 236, 238, 239, 241, 242, 246, 260, 262, 264, 266, 273, 311, 320, 347, 377, 380, 391, 394, 395, 397, 409, 410, 412, 413, 418, 419, 421, 425, 429, 431, 434, 435, 437, 439], "doi": [258, 332], "domain": [236, 238, 239, 242, 246, 260, 262, 264, 266, 374, 416, 432, 434], "don": [415, 427], "done": [27, 333, 377, 379, 385, 386, 387, 388, 394, 395, 402, 408, 418, 422, 424, 425, 426, 427], "doubl": [347, 419, 426], 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"elabor": 421, "elaps": 390, "elapsedtimeprint": 390, "electron": [420, 421], "electroshap": 135, "electroshapefingerprint": 135, "eleg": [412, 433], "element": [36, 37, 38, 48, 233, 292, 299, 308, 314, 334, 349, 350, 355, 397, 412, 413, 418, 425, 434], "elev": 392, "elif": [405, 406], "elimin": [419, 422], "els": [315, 316, 374, 375, 376, 377, 382, 383, 385, 386, 388, 391, 392, 400, 405, 406, 412, 413], "elsewher": 394, "emd": 420, "emdgroup": [289, 416], "emelin": 420, "emerg": 424, "empir": 400, "emploi": [27, 400, 431], "employe": [416, 426], "empow": 435, "empti": [87, 196, 198, 204, 211, 297, 311, 320, 333, 336, 397, 402, 406, 408, 418, 432], "empty_encod": [198, 204], "emptysearchspaceerror": 211, "emul": [17, 417, 418], "en": [88, 149], "enabl": [169, 291, 292, 375, 376, 377, 397, 412, 416, 417, 418, 424, 425, 426, 427, 428, 429, 431, 433, 434, 436, 437], "encod": [30, 31, 32, 33, 34, 40, 41, 47, 48, 49, 50, 51, 52, 53, 54, 55, 123, 124, 125, 127, 128, 130, 132, 133, 134, 135, 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412, 413, 429], "env": [418, 419], "envar_nam": 426, "environ": [291, 348, 367, 374, 375, 376, 377, 383, 385, 386, 388, 391, 392, 394, 400, 412, 413, 416, 417, 418, 419, 438], "envvar": 289, "envvar_nam": 426, "eq": [385, 397], "equal": [41, 115, 170, 196, 400, 402, 408, 418, 425, 429, 432, 433, 436], "equat": [41, 425, 434], "equidist": 430, "equip": 425, "equival": [17, 30, 53, 383, 404, 422, 425, 434], "erg": 135, "ergfingerprint": 135, "erron": 418, "error": [168, 178, 180, 227, 229, 231, 243, 309, 351, 377, 395, 400, 417, 418, 425, 429, 430, 431], "esian": 416, "especi": 419, "essenti": [424, 431], "establish": [391, 412, 413, 437], "estat": 135, "estatefingerprint": 135, "ester": [375, 376, 377, 379, 380], "estim": [198, 203, 204, 236, 400, 418, 435, 438], "estimate_product_space_s": [198, 204, 439], "estimated_win_r": 400, "estimation_bia": 400, "estimation_vari": 400, "et": [376, 416, 430], "etc": [36, 37, 38, 125, 198, 276, 437], "ethanol": [397, 425], "euclidean": 361, 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\ No newline at end of file
diff --git a/latest/userguide/active_learning.html b/latest/userguide/active_learning.html
index 0da344a81f..a6effcfdd4 100644
--- a/latest/userguide/active_learning.html
+++ b/latest/userguide/active_learning.html
@@ -282,6 +282,7 @@
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+<li class="toctree-l2"><a class="reference internal" href="insights.html">Insights</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
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diff --git a/latest/userguide/async.html b/latest/userguide/async.html
index c86de76d91..24b4bb97f2 100644
--- a/latest/userguide/async.html
+++ b/latest/userguide/async.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2 current current-page"><a class="current reference internal" href="#">Asynchronous Workflows</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="insights.html">Insights</a></li>
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@@ -474,6 +475,10 @@
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+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
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diff --git a/latest/userguide/campaigns.html b/latest/userguide/campaigns.html
index 6cbbe24da6..5c65509742 100644
--- a/latest/userguide/campaigns.html
+++ b/latest/userguide/campaigns.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="async.html">Asynchronous Workflows</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="insights.html">Insights</a></li>
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@@ -474,6 +475,10 @@
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+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
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diff --git a/latest/userguide/constraints.html b/latest/userguide/constraints.html
index 241591228a..7a561a9af6 100644
--- a/latest/userguide/constraints.html
+++ b/latest/userguide/constraints.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2 current current-page"><a class="current reference internal" href="#">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="insights.html">Insights</a></li>
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@@ -474,6 +475,10 @@
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+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
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diff --git a/latest/userguide/envvars.html b/latest/userguide/envvars.html
index 4d07d6cb5a..187a3f9f6a 100644
--- a/latest/userguide/envvars.html
+++ b/latest/userguide/envvars.html
@@ -3,7 +3,7 @@
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     <meta name="viewport" content="width=device-width,initial-scale=1"/>
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@@ -282,6 +282,7 @@
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 <li class="toctree-l2 current current-page"><a class="current reference internal" href="#">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="insights.html">Insights</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
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 <li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
@@ -1141,12 +1146,12 @@ <h2>EXPERIMENTAL: Floating Point Precision<a class="headerlink" href="#experimen
       <footer>
         
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diff --git a/latest/userguide/getting_recommendations.html b/latest/userguide/getting_recommendations.html
index 227103f04d..4c0c03e68d 100644
--- a/latest/userguide/getting_recommendations.html
+++ b/latest/userguide/getting_recommendations.html
@@ -282,6 +282,7 @@
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+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
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diff --git a/latest/userguide/insights.html b/latest/userguide/insights.html
new file mode 100644
index 0000000000..fe7c5b9907
--- /dev/null
+++ b/latest/userguide/insights.html
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+<!doctype html>
+<html class="no-js" lang="en" data-content_root="../">
+  <head><meta charset="utf-8"/>
+    <meta name="viewport" content="width=device-width,initial-scale=1"/>
+    <meta name="color-scheme" content="light dark"><meta name="viewport" content="width=device-width, initial-scale=1" />
+<link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="Objective" href="objectives.html" /><link rel="prev" title="Environment Variables" href="envvars.html" />
+
+    <link rel="shortcut icon" href="../_static/favicon.ico"/><!-- Generated with Sphinx 8.1.3 and Furo 2024.08.06 -->
+        <title>Insights - BayBE documentation</title>
+      <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=a746c00c" />
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+  --color-announcement-text: #2c333b;
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+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.utils.dataframe.add_parameter_noise.html">baybe.utils.dataframe.add_parameter_noise</a></li>
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+</ul>
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+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.utils.sampling_algorithms.sample_numerical_df.html">baybe.utils.sampling_algorithms.sample_numerical_df</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.utils.sampling_algorithms.DiscreteSamplingMethod.html">DiscreteSamplingMethod</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.utils.scaling.ColumnTransformer.html">ColumnTransformer</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.utils.torch.DTypeFloatTorch.html">baybe.utils.torch.DTypeFloatTorch</a></li>
+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="../_autosummary/baybe.utils.validation.html">baybe.utils.validation</a><input class="toctree-checkbox" id="toctree-checkbox-124" name="toctree-checkbox-124" role="switch" type="checkbox"/><label for="toctree-checkbox-124"><div class="visually-hidden">Toggle navigation of baybe.utils.validation</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.utils.validation.finite_float.html">baybe.utils.validation.finite_float</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.utils.validation.non_nan_float.html">baybe.utils.validation.non_nan_float</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.utils.validation.non_inf_float.html">baybe.utils.validation.non_inf_float</a></li>
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+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.utils.validation.non_inf_float.html">baybe.utils.validation.non_inf_float</a></li>
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+</ul>
+</li>
+</ul>
+</li>
+</ul>
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+</ul>
+<p class="caption" role="heading"><span class="caption-text">Misc</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../misc/contributing_link.html">Contribute</a></li>
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+<li class="toctree-l1"><a class="reference external" href="https://github.com/emdgroup/baybe/">Github</a></li>
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+        <article role="main" id="furo-main-content">
+          <section class="tex2jax_ignore mathjax_ignore" id="insights">
+<h1>Insights<a class="headerlink" href="#insights" title="Link to this heading">¶</a></h1>
+<p>In BayBE, insights provide a way of analyzing your experimental results beyond what is
+required for the basic measure-recommend loop. Dependencies needed for insights are
+optional and available by installing <code class="docutils literal notranslate"><span class="pre">baybe</span></code> with the respective dependency group, e.g.
+via <code class="docutils literal notranslate"><span class="pre">pip</span> <span class="pre">install</span> <span class="pre">baybe[insights]</span></code>.</p>
+<div class="note admonition">
+<p class="admonition-title">Examples On This Page</p>
+<p>In what follows, we show results for the campaign studied in the
+<a class="reference internal" href="../examples/Backtesting/full_lookup.html"><span class="doc std std-doc">full lookup example</span></a>, which aims at
+maximizing the yield of a chemical reaction and involves three substance parameters and<br />
+two discrete numerical parameters. We randomly sample 100 measurements from the
+lookup table and add them to the campaign, providing a basis for creating an insight.</p>
+</div>
+<section id="parameter-importance-via-shap">
+<h2>Parameter Importance via SHAP<a class="headerlink" href="#parameter-importance-via-shap" title="Link to this heading">¶</a></h2>
+<p><a class="reference external" href="https://shap.readthedocs.io/en/latest/index.html"><strong>SH</strong>apley <strong>A</strong>dditive ex<strong>P</strong>lanations</a>
+are a popular way of interpreting models to gain insight into the importance of the
+features utilized. In the context of Bayesian optimization (BO), this enables analyzing
+the importance of the parameters spanning the search space. This can be useful
+for identifying which parameters play a key role and which do not – learnings that can
+be applied in designing future campaigns. The interface is provided by the
+<a class="reference internal" href="../_autosummary/baybe.insights.shap.SHAPInsight.html#baybe.insights.shap.SHAPInsight" title="baybe.insights.shap.SHAPInsight"><span class="xref myst py py-class"><code class="docutils literal notranslate"><span class="pre">SHAPInsight</span></code></span></a> class.</p>
+<div class="warning admonition">
+<p class="admonition-title">Model Interpretation in BO</p>
+<p>While feature importance is a method well studied, it is usually applied in data
+regimes where models are fed with plenty of data. However, in BO, we often operate in
+the <em>low-to-no-data regime</em>, making feature importance interpretation potentially tricky.
+We urge the users to consider this and be careful with their interpretations. For
+instance, we suggest a study where the available amount of data is sub-sampled to check
+the obtained parameter importances for convergence and consistency.</p>
+</div>
+<section id="basic-usage">
+<h3>Basic Usage<a class="headerlink" href="#basic-usage" title="Link to this heading">¶</a></h3>
+<p>A <a class="reference internal" href="../_autosummary/baybe.insights.shap.SHAPInsight.html#baybe.insights.shap.SHAPInsight" title="baybe.insights.shap.SHAPInsight"><span class="xref myst py py-class"><code class="docutils literal notranslate"><span class="pre">SHAPInsight</span></code></span></a> can be obtained in several ways:</p>
+<ul>
+<li><p>From a <a class="reference internal" href="../_autosummary/baybe.campaign.Campaign.html#baybe.campaign.Campaign" title="baybe.campaign.Campaign"><span class="xref myst py py-class"><code class="docutils literal notranslate"><span class="pre">Campaign</span></code></span></a> via
+<a class="reference internal" href="../_autosummary/baybe.insights.shap.SHAPInsight.html#baybe.insights.shap.SHAPInsight.from_campaign" title="baybe.insights.shap.SHAPInsight.from_campaign"><span class="xref myst py py-meth"><code class="docutils literal notranslate"><span class="pre">from_campaign</span></code></span></a>:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">insight</span> <span class="o">=</span> <span class="n">SHAPInsight</span><span class="o">.</span><span class="n">from_campaign</span><span class="p">(</span><span class="n">campaign</span><span class="p">)</span>
+</pre></div>
+</div>
+</li>
+<li><p>From a surrogate model via <a class="reference internal" href="../_autosummary/baybe.insights.shap.SHAPInsight.html#baybe.insights.shap.SHAPInsight.from_surrogate" title="baybe.insights.shap.SHAPInsight.from_surrogate"><span class="xref myst py py-meth"><code class="docutils literal notranslate"><span class="pre">from_surrogate</span></code></span></a>:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">insight</span> <span class="o">=</span> <span class="n">SHAPInsight</span><span class="o">.</span><span class="n">from_surrogate</span><span class="p">(</span><span class="n">surrogate</span><span class="p">,</span> <span class="n">data</span><span class="p">)</span>
+</pre></div>
+</div>
+</li>
+<li><p>From a recommender that has an underlying surrogate model and implements
+<a class="reference internal" href="../_autosummary/baybe.recommenders.pure.bayesian.base.BayesianRecommender.html#baybe.recommenders.pure.bayesian.base.BayesianRecommender.get_surrogate" title="baybe.recommenders.pure.bayesian.base.BayesianRecommender.get_surrogate"><span class="xref myst py py-meth"><code class="docutils literal notranslate"><span class="pre">get_surrogate</span></code></span></a>
+via <a class="reference internal" href="../_autosummary/baybe.insights.shap.SHAPInsight.html#baybe.insights.shap.SHAPInsight.from_recommender" title="baybe.insights.shap.SHAPInsight.from_recommender"><span class="xref myst py py-meth"><code class="docutils literal notranslate"><span class="pre">from_recommender</span></code></span></a>:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">insight</span> <span class="o">=</span> <span class="n">SHAPInsight</span><span class="o">.</span><span class="n">from_recommender</span><span class="p">(</span><span class="n">recommender</span><span class="p">,</span> <span class="n">searchspace</span><span class="p">,</span> <span class="n">objective</span><span class="p">,</span> <span class="n">data</span><span class="p">)</span>
+</pre></div>
+</div>
+</li>
+</ul>
+<p>In these examples, <code class="docutils literal notranslate"><span class="pre">data</span></code> is the background data used to build the underlying explainer
+model. Typically, you would set this to the measurements obtained during your
+experimental campaign (for instance, <a class="reference internal" href="../_autosummary/baybe.insights.shap.SHAPInsight.html#baybe.insights.shap.SHAPInsight.from_campaign" title="baybe.insights.shap.SHAPInsight.from_campaign"><span class="xref myst py py-meth"><code class="docutils literal notranslate"><span class="pre">from_campaign</span></code></span></a>
+automatically extracts the <code class="docutils literal notranslate"><span class="pre">measurements</span></code> from the <code class="docutils literal notranslate"><span class="pre">campaign</span></code> object).</p>
+</section>
+<section id="plots">
+<h3>Plots<a class="headerlink" href="#plots" title="Link to this heading">¶</a></h3>
+<p>After creating the insight, various methods are available to visualize the results via
+the <a class="reference internal" href="../_autosummary/baybe.insights.shap.SHAPInsight.html#baybe.insights.shap.SHAPInsight.plot" title="baybe.insights.shap.SHAPInsight.plot"><span class="xref myst py py-meth">.plot</span></a>
+interface, please refer to <a class="reference internal" href="../_autosummary/baybe.insights.shap.SHAP_PLOTS.html#baybe.insights.shap.SHAP_PLOTS" title="baybe.insights.shap.SHAP_PLOTS"><span class="xref myst py py-data">available SHAP plots</span></a>.</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">insight</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="s2">&quot;bar&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+<p><img alt="SHAP_Bar_Exp_Rep" src="../_images/shap_bar_exp_rep.svg" /></p>
+<p>This result agrees well with the chemical intuition that ligands are the most important
+reactants to activate the conversion, resulting in higher yields.</p>
+<p>Such plots can also be created for data sets other than the background data that
+was used to generate the insight. If this is desired, pass your data frame as second
+argument:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">insight</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="s2">&quot;beeswarm&quot;</span><span class="p">,</span> <span class="n">new_measurements</span><span class="p">)</span>
+</pre></div>
+</div>
+<p><img alt="SHAP_Beeswarm_Exp_Rep" src="../_images/shap_beeswarm_exp_rep.svg" /></p>
+<p>The <code class="docutils literal notranslate"><span class="pre">force</span></code> plot type requires the user to additionally select which single data point
+they want to visualize by specifying the corresponding <code class="docutils literal notranslate"><span class="pre">explanation_index</span></code>:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">insight</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span>
+    <span class="s2">&quot;force&quot;</span><span class="p">,</span> <span class="n">explanation_index</span><span class="o">=</span><span class="mi">3</span>
+<span class="p">)</span>  <span class="c1"># plots the force analysis of the measurement at positional index 3</span>
+</pre></div>
+</div>
+<p><img alt="SHAP_Force" src="../_images/shap_force.svg" /></p>
+</section>
+<section id="explainers">
+<h3>Explainers<a class="headerlink" href="#explainers" title="Link to this heading">¶</a></h3>
+<p>In general, SHAP is an exhaustive method testing all combinations of features. This
+exhaustive algorithm (implemented by the <a class="reference external" href="https://shap.readthedocs.io/en/latest/generated/shap.ExactExplainer.html#shap.ExactExplainer" title="(in SHAP vlatest)"><code class="xref py py-class docutils literal notranslate"><span class="pre">shap.ExactExplainer</span></code></a> class) is
+often not feasible in practice, and various approximate variants are available (see
+<a class="reference internal" href="../_autosummary/baybe.insights.shap.EXPLAINERS.html#baybe.insights.shap.EXPLAINERS" title="baybe.insights.shap.EXPLAINERS"><span class="xref myst py py-data">supported explainers</span></a>). For details about their inner
+mechanics, we refer to the <a class="reference external" href="https://shap.readthedocs.io/en/latest/api.html#explainers">SHAP documentation</a>.</p>
+<p>The explainer can be changed when creating the insight:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">insight</span> <span class="o">=</span> <span class="n">SHAPInsight</span><span class="o">.</span><span class="n">from_campaign</span><span class="p">(</span>
+    <span class="n">campaign</span><span class="p">,</span> <span class="n">explainer_cls</span><span class="o">=</span><span class="s2">&quot;KernelExplainer&quot;</span>
+<span class="p">)</span>  <span class="c1"># default explainer</span>
+</pre></div>
+</div>
+</section>
+<section id="experimental-and-computational-representations">
+<h3>Experimental and Computational Representations<a class="headerlink" href="#experimental-and-computational-representations" title="Link to this heading">¶</a></h3>
+<p><a class="reference internal" href="../_autosummary/baybe.insights.shap.SHAPInsight.html#baybe.insights.shap.SHAPInsight" title="baybe.insights.shap.SHAPInsight"><span class="xref myst py py-class"><code class="docutils literal notranslate"><span class="pre">SHAPInsight</span></code></span></a> by default analyzes the experimental
+representation of the measurements, i.e. the that specifies parameter and target values
+in terms of their actual (physical) quantities. This comes with certain limitations:</p>
+<div class="warning admonition">
+<p class="admonition-title">Experimental Representation Limits</p>
+<p>If the experimental representation contains parameters with non-numeric values (such
+as <a class="reference internal" href="../_autosummary/baybe.parameters.categorical.CategoricalParameter.html#baybe.parameters.categorical.CategoricalParameter" title="baybe.parameters.categorical.CategoricalParameter"><span class="xref myst py py-class"><code class="docutils literal notranslate"><span class="pre">CategoricalParameter</span></code></span></a>,
+<a class="reference internal" href="../_autosummary/baybe.parameters.substance.SubstanceParameter.html#baybe.parameters.substance.SubstanceParameter" title="baybe.parameters.substance.SubstanceParameter"><span class="xref myst py py-class"><code class="docutils literal notranslate"><span class="pre">SubstanceParameter</span></code></span></a>
+or <a class="reference internal" href="../_autosummary/baybe.parameters.custom.CustomDiscreteParameter.html#baybe.parameters.custom.CustomDiscreteParameter" title="baybe.parameters.custom.CustomDiscreteParameter"><span class="xref myst py py-class"><code class="docutils literal notranslate"><span class="pre">CustomDiscreteParameter</span></code></span></a>),
+the only supported explainer is the <a class="reference external" href="https://shap.readthedocs.io/en/latest/generated/shap.KernelExplainer.html#shap.KernelExplainer" title="SHAP latest"><span class="xref myst"><code class="docutils literal notranslate"><span class="pre">KernelExplainer</span></code></span></a>.
+Attempts to use other explainers will result in an
+<a class="reference internal" href="../_autosummary/baybe.exceptions.IncompatibleExplainerError.html#baybe.exceptions.IncompatibleExplainerError" title="baybe.exceptions.IncompatibleExplainerError"><span class="xref myst py py-exc"><code class="docutils literal notranslate"><span class="pre">IncompatibleExplainerError</span></code></span></a>.</p>
+</div>
+<p>A feature importance study can still be performed by looking at the computational
+representation of the data points, activated by the <code class="docutils literal notranslate"><span class="pre">use_comp_rep</span></code> flag. Since all
+entries in this representation are numeric by construction, there are no limitations on
+the explainer type used. A study of the computational representation might also be
+useful if a deeper analysis of descriptors used is of interest to the user. In general,
+for each non-numerical parameter in the experimental representation, there will be
+several descriptors the computational representation:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">insight</span> <span class="o">=</span> <span class="n">SHAPInsight</span><span class="o">.</span><span class="n">from_campaign</span><span class="p">(</span><span class="n">campaign</span><span class="p">,</span> <span class="n">use_comp_rep</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+<span class="n">insight</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="s2">&quot;bar&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+<p><img alt="SHAP_Bar_Comp_Rep" src="../_images/shap_bar_comp_rep.svg" /></p>
+<p>In addition to SHAP-based explainers, we also support
+<a class="reference external" href="https://arxiv.org/abs/1602.04938">LIME</a> and
+<a class="reference external" href="https://papers.nips.cc/paper_files/paper/2018/hash/b495ce63ede0f4efc9eec62cb947c162-Abstract.html">MAPLE</a>
+variants. For example:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">insight</span> <span class="o">=</span> <span class="n">SHAPInsight</span><span class="o">.</span><span class="n">from_campaign</span><span class="p">(</span>
+    <span class="n">campaign</span><span class="p">,</span> <span class="n">explainer_cls</span><span class="o">=</span><span class="s2">&quot;LimeTabular&quot;</span><span class="p">,</span> <span class="n">use_comp_rep</span><span class="o">=</span><span class="kc">True</span>
+<span class="p">)</span>
+<span class="n">insight</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="s2">&quot;bar&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+<p><img alt="SHAP_Bar_Lime" src="../_images/shap_bar_lime.svg" /></p>
+<p>As expected, the result from <a class="reference external" href="https://shap.readthedocs.io/en/latest/generated/shap.explainers.other.LimeTabular.html#shap.explainers.other.LimeTabular" title="SHAP latest"><span class="xref myst"><code class="docutils literal notranslate"><span class="pre">LimeTabular</span></code></span></a> are very
+similar to the results from the SHAP <a class="reference external" href="https://shap.readthedocs.io/en/latest/generated/shap.KernelExplainer.html#shap.KernelExplainer" title="SHAP latest"><span class="xref myst"><code class="docutils literal notranslate"><span class="pre">KernelExplainer</span></code></span></a> because
+both methods involve linear local approximations.</p>
+</section>
+</section>
+</section>
+
+        </article>
+      </div>
+      <footer>
+        
+        <div class="related-pages">
+          <a class="next-page" href="objectives.html">
+              <div class="page-info">
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+                  <span>Next</span>
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+                <div class="title">Objective</div>
+              </div>
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+          <a class="prev-page" href="envvars.html">
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+                
+                <div class="title">Environment Variables</div>
+                
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+            </a>
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+        <div class="bottom-of-page">
+          <div class="left-details">
+            <div class="copyright">
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+            Made with <a href="https://www.sphinx-doc.org/">Sphinx</a> and <a class="muted-link" href="https://pradyunsg.me">@pradyunsg</a>'s
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+            
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+        
+      </footer>
+    </div>
+    <aside class="toc-drawer">
+      
+      
+      <div class="toc-sticky toc-scroll">
+        <div class="toc-title-container">
+          <span class="toc-title">
+            On this page
+          </span>
+        </div>
+        <div class="toc-tree-container">
+          <div class="toc-tree">
+            <ul>
+<li><a class="reference internal" href="#">Insights</a><ul>
+<li><a class="reference internal" href="#parameter-importance-via-shap">Parameter Importance via SHAP</a><ul>
+<li><a class="reference internal" href="#basic-usage">Basic Usage</a></li>
+<li><a class="reference internal" href="#plots">Plots</a></li>
+<li><a class="reference internal" href="#explainers">Explainers</a></li>
+<li><a class="reference internal" href="#experimental-and-computational-representations">Experimental and Computational Representations</a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+
+          </div>
+        </div>
+      </div>
+      
+      
+    </aside>
+  </div>
+</div><script src="../_static/documentation_options.js?v=5929fcd5"></script>
+    <script src="../_static/doctools.js?v=9bcbadda"></script>
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+</html>
\ No newline at end of file
diff --git a/latest/userguide/objectives.html b/latest/userguide/objectives.html
index 5b6afb32a7..dc0c80b129 100644
--- a/latest/userguide/objectives.html
+++ b/latest/userguide/objectives.html
@@ -3,7 +3,7 @@
   <head><meta charset="utf-8"/>
     <meta name="viewport" content="width=device-width,initial-scale=1"/>
     <meta name="color-scheme" content="light dark"><meta name="viewport" content="width=device-width, initial-scale=1" />
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+<link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="Parameters" href="parameters.html" /><link rel="prev" title="Insights" href="insights.html" />
 
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@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="insights.html">Insights</a></li>
 <li class="toctree-l2 current current-page"><a class="current reference internal" href="#">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="../_autosummary/baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
@@ -1128,14 +1133,14 @@ <h2>DesirabilityObjective<a class="headerlink" href="#desirabilityobjective" tit
               </div>
               <svg class="furo-related-icon"><use href="#svg-arrow-right"></use></svg>
             </a>
-          <a class="prev-page" href="envvars.html">
+          <a class="prev-page" href="insights.html">
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               <div class="page-info">
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                   <span>Previous</span>
                 </div>
                 
-                <div class="title">Environment Variables</div>
+                <div class="title">Insights</div>
                 
               </div>
             </a>
diff --git a/latest/userguide/parameters.html b/latest/userguide/parameters.html
index 802636e496..66ed931066 100644
--- a/latest/userguide/parameters.html
+++ b/latest/userguide/parameters.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="objectives.html">Objectives</a></li>
 <li class="toctree-l2 current current-page"><a class="current reference internal" href="#">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="../_autosummary/baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
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 <li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/userguide/recommenders.html b/latest/userguide/recommenders.html
index 2dc7fd7a60..a47e973ab2 100644
--- a/latest/userguide/recommenders.html
+++ b/latest/userguide/recommenders.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="objectives.html">Objectives</a></li>
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 <li class="toctree-l2 current current-page"><a class="current reference internal" href="#">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="../_autosummary/baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
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 <li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/userguide/searchspace.html b/latest/userguide/searchspace.html
index 1e69dadf30..a771291221 100644
--- a/latest/userguide/searchspace.html
+++ b/latest/userguide/searchspace.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="objectives.html">Objectives</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
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+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/userguide/serialization.html b/latest/userguide/serialization.html
index f0c61bf1a1..919640b8fe 100644
--- a/latest/userguide/serialization.html
+++ b/latest/userguide/serialization.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
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+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/userguide/simulation.html b/latest/userguide/simulation.html
index 3220c3dbe4..e1c843c28f 100644
--- a/latest/userguide/simulation.html
+++ b/latest/userguide/simulation.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
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+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/userguide/surrogates.html b/latest/userguide/surrogates.html
index 3f9e75325e..9f9c474fa6 100644
--- a/latest/userguide/surrogates.html
+++ b/latest/userguide/surrogates.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
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+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/userguide/targets.html b/latest/userguide/targets.html
index 765d758200..1787edc5ec 100644
--- a/latest/userguide/targets.html
+++ b/latest/userguide/targets.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
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+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/userguide/transfer_learning.html b/latest/userguide/transfer_learning.html
index 7837496d96..ed2c448958 100644
--- a/latest/userguide/transfer_learning.html
+++ b/latest/userguide/transfer_learning.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
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+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
diff --git a/latest/userguide/userguide.html b/latest/userguide/userguide.html
index 6e3d1fa11f..7eb7632388 100644
--- a/latest/userguide/userguide.html
+++ b/latest/userguide/userguide.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
 <li class="toctree-l2 has-children"><a class="reference internal" href="../_autosummary/baybe.insights.html">baybe.insights</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" role="switch" type="checkbox"/><label for="toctree-checkbox-30"><div class="visually-hidden">Toggle navigation of baybe.insights</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>
@@ -1076,6 +1081,16 @@ <h1>User Guide<a class="headerlink" href="#user-guide" title="Link to this headi
 <li class="toctree-l2"><a class="reference internal" href="envvars.html#experimental-floating-point-precision">EXPERIMENTAL: Floating Point Precision</a></li>
 </ul>
 </li>
+<li class="toctree-l1"><a class="reference internal" href="insights.html">Insights</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="insights.html#parameter-importance-via-shap">Parameter Importance via SHAP</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="insights.html#basic-usage">Basic Usage</a></li>
+<li class="toctree-l3"><a class="reference internal" href="insights.html#plots">Plots</a></li>
+<li class="toctree-l3"><a class="reference internal" href="insights.html#explainers">Explainers</a></li>
+<li class="toctree-l3"><a class="reference internal" href="insights.html#experimental-and-computational-representations">Experimental and Computational Representations</a></li>
+</ul>
+</li>
+</ul>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="objectives.html">Objectives</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="objectives.html#singletargetobjective">SingleTargetObjective</a></li>
 <li class="toctree-l2"><a class="reference internal" href="objectives.html#desirabilityobjective">DesirabilityObjective</a></li>
diff --git a/latest/userguide/utils.html b/latest/userguide/utils.html
index 4b90611572..c68e7beec8 100644
--- a/latest/userguide/utils.html
+++ b/latest/userguide/utils.html
@@ -282,6 +282,7 @@
 <li class="toctree-l2"><a class="reference internal" href="async.html">Asynchronous Workflows</a></li>
 <li class="toctree-l2"><a class="reference internal" href="constraints.html">Constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="envvars.html">Environment Vars</a></li>
+<li class="toctree-l2"><a class="reference internal" href="insights.html">Insights</a></li>
 <li class="toctree-l2"><a class="reference internal" href="objectives.html">Objectives</a></li>
 <li class="toctree-l2"><a class="reference internal" href="parameters.html">Parameters</a></li>
 <li class="toctree-l2"><a class="reference internal" href="recommenders.html">Recommenders</a></li>
@@ -474,6 +475,10 @@
 </li>
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+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.SHAP_EXPLAINERS.html">baybe.insights.shap.SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.NON_SHAP_EXPLAINERS.html">baybe.insights.shap.NON_SHAP_EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.EXPLAINERS.html">baybe.insights.shap.EXPLAINERS</a></li>
+<li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.SHAP_PLOTS.html">baybe.insights.shap.SHAP_PLOTS</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.is_shap_explainer.html">baybe.insights.shap.is_shap_explainer</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.make_explainer_for_surrogate.html">baybe.insights.shap.make_explainer_for_surrogate</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../_autosummary/baybe.insights.shap.SHAPInsight.html">SHAPInsight</a></li>