From 6723aa034874bd3e8e18f0c5964f62c13486e651 Mon Sep 17 00:00:00 2001
From: kohlhaasrebecca <rebecca.kohlhaas@outlook.com>
Date: Sat, 1 Jun 2024 12:23:12 +0200
Subject: [PATCH] Customized webpage design using sphinx.

Webpage includes quickstart, user guide, tutorial, example collection and api.
One new example was added for the user guide.
---
 docs/build/doctrees/environment.pickle        | Bin 2961574 -> 2993872 bytes
 docs/build/doctrees/index.doctree             | Bin 8061 -> 12488 bytes
 docs/build/doctrees/input_description.doctree | Bin 0 -> 22313 bytes
 .../build/doctrees/packagedescription.doctree | Bin 4630 -> 8137 bytes
 docs/build/doctrees/post_description.doctree  | Bin 0 -> 2660 bytes
 .../doctrees/surrogate_description.doctree    | Bin 0 -> 2510 bytes
 docs/build/doctrees/tutorial.doctree          | Bin 53992 -> 53829 bytes
 docs/build/html/.buildinfo                    |   2 +-
 ...erence.bayes_inference.BayesInference.html |  76 +--
 ...idrox.bayes_inference.bayes_inference.html |  76 +--
 ...model_comparison.BayesModelComparison.html |  76 +--
 ...ayes_inference.bayes_model_comparison.html |  76 +--
 ...yes_inference.discrepancy.Discrepancy.html |  76 +--
 ...svalidrox.bayes_inference.discrepancy.html |  76 +--
 .../bayesvalidrox.bayes_inference.html        |  76 +--
 ...yesvalidrox.bayes_inference.mcmc.MCMC.html |  76 +--
 ...rox.bayes_inference.mcmc.gelman_rubin.html |  76 +--
 .../bayesvalidrox.bayes_inference.mcmc.html   |  76 +--
 .../html/_autosummary/bayesvalidrox.html      |  76 +--
 .../bayesvalidrox.post_processing.html        |  76 +--
 ...essing.post_processing.PostProcessing.html |  76 +--
 ...idrox.post_processing.post_processing.html |  76 +--
 .../_autosummary/bayesvalidrox.pylink.html    |  76 +--
 ...drox.pylink.pylink.PyLinkForwardModel.html |  76 +--
 .../bayesvalidrox.pylink.pylink.html          |  76 +--
 ...esvalidrox.pylink.pylink.within_range.html |  76 +--
 ....surrogate_models.adaptPlot.adaptPlot.html |  76 +--
 ...esvalidrox.surrogate_models.adaptPlot.html |  76 +--
 ...apoly_construction.apoly_construction.html |  76 +--
 ...x.surrogate_models.apoly_construction.html |  76 +--
 ...bayes_linear.BayesianLinearRegression.html |  76 +--
 ...odels.bayes_linear.EBLinearRegression.html |  76 +--
 ...odels.bayes_linear.VBLinearRegression.html |  76 +--
 ...rogate_models.bayes_linear.gamma_mean.html |  76 +--
 ...alidrox.surrogate_models.bayes_linear.html |  76 +--
 ...lidrox.surrogate_models.engine.Engine.html |  76 +--
 ...gate_models.engine.hellinger_distance.html |  76 +--
 ...bayesvalidrox.surrogate_models.engine.html |  76 +--
 ...lidrox.surrogate_models.engine.logpdf.html |  76 +--
 ...rox.surrogate_models.engine.subdomain.html |  76 +--
 ...te_models.eval_rec_rule.eval_rec_rule.html |  76 +--
 ...eval_rec_rule.eval_rec_rule_arbitrary.html |  76 +--
 ..._models.eval_rec_rule.eval_univ_basis.html |  76 +--
 ...lidrox.surrogate_models.eval_rec_rule.html |  76 +--
 ..._models.eval_rec_rule.poly_rec_coeffs.html |  76 +--
 ...rrogate_models.exp_designs.ExpDesigns.html |  76 +--
 ...ogate_models.exp_designs.check_ranges.html |  76 +--
 ...validrox.surrogate_models.exp_designs.html |  76 +--
 ...rogate_models.exploration.Exploration.html |  76 +--
 ...validrox.surrogate_models.exploration.html |  76 +--
 ...ogate_models.glexindex.cross_truncate.html |  76 +--
 ....surrogate_models.glexindex.glexindex.html |  76 +--
 ...esvalidrox.surrogate_models.glexindex.html |  76 +--
 .../bayesvalidrox.surrogate_models.html       |  76 +--
 ...rrogate_models.input_space.InputSpace.html |  76 +--
 ...validrox.surrogate_models.input_space.html |  76 +--
 ...alidrox.surrogate_models.inputs.Input.html |  76 +--
 ...drox.surrogate_models.inputs.Marginal.html |  76 +--
 ...bayesvalidrox.surrogate_models.inputs.html |  76 +--
 ...ing_pursuit.OrthogonalMatchingPursuit.html |  76 +--
 ...dels.orthogonal_matching_pursuit.corr.html |  76 +--
 ...te_models.orthogonal_matching_pursuit.html |  76 +--
 ...models.reg_fast_ard.RegressionFastARD.html |  76 +--
 ...alidrox.surrogate_models.reg_fast_ard.html |  76 +--
 ...models.reg_fast_ard.update_precisions.html |  76 +--
 ...eg_fast_laplace.RegressionFastLaplace.html |  76 +--
 ...rox.surrogate_models.reg_fast_laplace.html |  76 +--
 ...ate_models.surrogate_models.MetaModel.html |  76 +--
 ...els.surrogate_models.corr_loocv_error.html |  76 +--
 ...te_models.surrogate_models.create_psi.html |  76 +--
 ...gate_models.gaussian_process_emulator.html |  76 +--
 ...rox.surrogate_models.surrogate_models.html |  76 +--
 docs/build/html/_sources/index.rst.txt        |  41 +-
 .../html/_sources/input_description.rst.txt   |  72 +++
 .../html/_sources/packagedescription.rst.txt  |  45 +-
 .../html/_sources/post_description.rst.txt    |   2 +
 .../_sources/surrogate_description.rst.txt    |   2 +
 docs/build/html/_sources/tutorial.rst.txt     |  14 +-
 docs/build/html/_static/custom.css            |  10 +-
 .../html/_static/documentation_options.js     |   4 +-
 docs/build/html/analyticalfunction.html       | 158 +++++-
 docs/build/html/api.html                      |  82 +--
 docs/build/html/beam.html                     | 158 +++++-
 docs/build/html/borehole.html                 | 158 +++++-
 docs/build/html/examples.html                 | 158 +++++-
 docs/build/html/genindex.html                 | 152 +++---
 docs/build/html/index.html                    | 157 ++++--
 docs/build/html/input_description.html        | 477 ++++++++++++++++++
 docs/build/html/ishigami.html                 | 158 +++++-
 docs/build/html/modelcomparison.html          | 158 +++++-
 docs/build/html/objects.inv                   | Bin 3609 -> 3486 bytes
 docs/build/html/ohaganfunction.html           | 158 +++++-
 docs/build/html/packagedescription.html       | 210 ++++++--
 docs/build/html/pollution.html                | 158 +++++-
 docs/build/html/post_description.html         | 393 +++++++++++++++
 docs/build/html/py-modindex.html              |  76 +--
 docs/build/html/search.html                   |  76 +--
 docs/build/html/searchindex.js                |   2 +-
 docs/build/html/surrogate_description.html    | 393 +++++++++++++++
 docs/build/html/tutorial.html                 | 173 +++++--
 docs/diagrams/Structure_BayesInf.drawio       |  62 +++
 docs/diagrams/class_diagram.py                | 160 ++++++
 docs/diagrams/classinteraction.gv             |  30 ++
 docs/diagrams/input_classes.dot               |   9 +
 docs/diagrams/inputdesign.gv                  |   9 +
 docs/source/_static/custom.css                |   9 +
 docs/source/conf.py                           |  31 +-
 docs/source/index.rst                         |  41 +-
 docs/source/input_description.rst             |  72 +++
 docs/source/packagedescription.rst            |  45 +-
 docs/source/post_description.rst              |   2 +
 docs/source/surrogate_description.rst         |   2 +
 docs/source/tutorial.rst                      |  14 +-
 .../analytical-function/classinteraction.gv   |  44 ++
 114 files changed, 6534 insertions(+), 2507 deletions(-)
 create mode 100644 docs/build/doctrees/input_description.doctree
 create mode 100644 docs/build/doctrees/post_description.doctree
 create mode 100644 docs/build/doctrees/surrogate_description.doctree
 create mode 100644 docs/build/html/_sources/input_description.rst.txt
 create mode 100644 docs/build/html/_sources/post_description.rst.txt
 create mode 100644 docs/build/html/_sources/surrogate_description.rst.txt
 create mode 100644 docs/build/html/input_description.html
 create mode 100644 docs/build/html/post_description.html
 create mode 100644 docs/build/html/surrogate_description.html
 create mode 100644 docs/diagrams/class_diagram.py
 create mode 100644 docs/diagrams/classinteraction.gv
 create mode 100644 docs/diagrams/input_classes.dot
 create mode 100644 docs/diagrams/inputdesign.gv
 create mode 100644 docs/source/_static/custom.css
 create mode 100644 docs/source/input_description.rst
 create mode 100644 docs/source/post_description.rst
 create mode 100644 docs/source/surrogate_description.rst
 create mode 100644 examples/analytical-function/classinteraction.gv

diff --git a/docs/build/doctrees/environment.pickle b/docs/build/doctrees/environment.pickle
index 41432867581f656fc5a7eb9f09564e6d526aa997..5e3ca8d1491bfe299a6f2c233a4480326a80d166 100644
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diff --git a/docs/build/doctrees/index.doctree b/docs/build/doctrees/index.doctree
index 3e7d0756c1b3dea6a3713c8ca5ab49959308e7fb..bb36955fb4c4fc8955b4ca86f2ff3ea5d5e429ae 100644
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diff --git a/docs/build/doctrees/post_description.doctree b/docs/build/doctrees/post_description.doctree
new file mode 100644
index 0000000000000000000000000000000000000000..ce43d78422e88befed2e538dc20fe37e23da376f
GIT binary patch
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diff --git a/docs/build/doctrees/surrogate_description.doctree b/docs/build/doctrees/surrogate_description.doctree
new file mode 100644
index 0000000000000000000000000000000000000000..39928ca2dc21836c074961db2c6ba55b462a08c4
GIT binary patch
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diff --git a/docs/build/doctrees/tutorial.doctree b/docs/build/doctrees/tutorial.doctree
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GIT binary patch
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diff --git a/docs/build/html/.buildinfo b/docs/build/html/.buildinfo
index 610598b91..66a36c0b4 100644
--- a/docs/build/html/.buildinfo
+++ b/docs/build/html/.buildinfo
@@ -1,4 +1,4 @@
 # Sphinx build info version 1
 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
-config: 76a2eec2f7a80dc7072ea3d9457febd3
+config: f486e73b67657ca8287525842f1b3916
 tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/docs/build/html/_autosummary/bayesvalidrox.bayes_inference.bayes_inference.BayesInference.html b/docs/build/html/_autosummary/bayesvalidrox.bayes_inference.bayes_inference.BayesInference.html
index 8445a27c3..f3db2e58d 100644
--- a/docs/build/html/_autosummary/bayesvalidrox.bayes_inference.bayes_inference.BayesInference.html
+++ b/docs/build/html/_autosummary/bayesvalidrox.bayes_inference.bayes_inference.BayesInference.html
@@ -6,10 +6,11 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="bayesvalidrox.bayes_inference.bayes_model_comparison" href="bayesvalidrox.bayes_inference.bayes_model_comparison.html" /><link rel="prev" title="bayesvalidrox.bayes_inference.bayes_inference" href="bayesvalidrox.bayes_inference.bayes_inference.html" />
 
     <!-- Generated with Sphinx 7.3.7 and Furo 2023.09.10 -->
-        <title>bayesvalidrox.bayes_inference.bayes_inference.BayesInference - bayesvalidrox 0.0.5 documentation</title>
+        <title>bayesvalidrox.bayes_inference.bayes_inference.BayesInference - bayesvalidrox 1.0.0 documentation</title>
       <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=362ab14a" />
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+    <link rel="stylesheet" type="text/css" href="../_static/custom.css?v=da48c412" />
     
     
 
@@ -18,18 +19,24 @@
   body {
     --color-code-background: #f8f8f8;
   --color-code-foreground: black;
+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
   }
   @media not print {
     body[data-theme="dark"] {
       --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
         --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
       }
     }
@@ -123,7 +130,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="../index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -145,8 +152,10 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../index.html">
   
+  <div class="sidebar-logo-container">
+    <img class="sidebar-logo" src="../_static/BVRLogoV03_shorttext.png" alt="Logo"/>
+  </div>
   
-  <span class="sidebar-brand-text">bayesvalidrox 0.0.5 documentation</span>
   
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
@@ -166,112 +175,117 @@
 <li class="toctree-l2"><a class="reference internal" href="../pollution.html">Pollution</a></li>
 </ul>
 </li>
-<li class="toctree-l1"><a class="reference internal" href="../packagedescription.html">PACKAGE DESCRIPTION</a></li>
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+<li class="toctree-l1 has-children"><a class="reference internal" href="../packagedescription.html">PACKAGE DESCRIPTION</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" role="switch" type="checkbox"/><label for="toctree-checkbox-2"><div class="visually-hidden">Toggle navigation of PACKAGE DESCRIPTION</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="../input_description.html">Priors, input space and experimental design</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../surrogate_description.html">Training surrogate models</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../post_description.html">Postprocessing, Bayesian inference and Bayesian model comparison</a></li>
+</ul>
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+<li class="toctree-l1 current has-children"><a class="reference internal" href="../api.html">API</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" role="switch" type="checkbox"/><label for="toctree-checkbox-3"><div class="visually-hidden">Toggle navigation of API</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 current has-children"><a class="reference internal" href="bayesvalidrox.bayes_inference.bayes_inference.html">bayesvalidrox.bayes_inference.bayes_inference</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" role="switch" type="checkbox"/><label for="toctree-checkbox-6"><div class="visually-hidden">Toggle navigation of bayesvalidrox.bayes_inference.bayes_inference</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 has-children"><a class="reference internal" href="bayesvalidrox.bayes_inference.discrepancy.html">bayesvalidrox.bayes_inference.discrepancy</a><input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" role="switch" type="checkbox"/><label for="toctree-checkbox-8"><div class="visually-hidden">Toggle navigation of bayesvalidrox.bayes_inference.discrepancy</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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@@ -661,7 +675,7 @@ needed data.</p>
       
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diff --git a/docs/build/html/_autosummary/bayesvalidrox.bayes_inference.bayes_inference.html b/docs/build/html/_autosummary/bayesvalidrox.bayes_inference.bayes_inference.html
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@@ -6,10 +6,11 @@
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+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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@@ -381,7 +395,7 @@
       
     </aside>
   </div>
-</div><script src="../_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="../_static/documentation_options.js?v=4ebf8126"></script>
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diff --git a/docs/build/html/_autosummary/bayesvalidrox.bayes_inference.bayes_model_comparison.BayesModelComparison.html b/docs/build/html/_autosummary/bayesvalidrox.bayes_inference.bayes_model_comparison.BayesModelComparison.html
index 81295a19b..a64229789 100644
--- a/docs/build/html/_autosummary/bayesvalidrox.bayes_inference.bayes_model_comparison.BayesModelComparison.html
+++ b/docs/build/html/_autosummary/bayesvalidrox.bayes_inference.bayes_model_comparison.BayesModelComparison.html
@@ -6,10 +6,11 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="bayesvalidrox.bayes_inference.discrepancy" href="bayesvalidrox.bayes_inference.discrepancy.html" /><link rel="prev" title="bayesvalidrox.bayes_inference.bayes_model_comparison" href="bayesvalidrox.bayes_inference.bayes_model_comparison.html" />
 
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-        <title>bayesvalidrox.bayes_inference.bayes_model_comparison.BayesModelComparison - bayesvalidrox 0.0.5 documentation</title>
+        <title>bayesvalidrox.bayes_inference.bayes_model_comparison.BayesModelComparison - bayesvalidrox 1.0.0 documentation</title>
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+    <link rel="stylesheet" type="text/css" href="../_static/custom.css?v=da48c412" />
     
     
 
@@ -18,18 +19,24 @@
   body {
     --color-code-background: #f8f8f8;
   --color-code-foreground: black;
+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
   }
   @media not print {
     body[data-theme="dark"] {
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+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
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+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
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@@ -123,7 +130,7 @@
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     </div>
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-      <a href="../index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="../index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
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@@ -145,8 +152,10 @@
       
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+  <div class="sidebar-logo-container">
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@@ -166,112 +175,117 @@
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-<li class="toctree-l1"><a class="reference internal" href="../packagedescription.html">PACKAGE DESCRIPTION</a></li>
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+<li class="toctree-l2"><a class="reference internal" href="../surrogate_description.html">Training surrogate models</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../post_description.html">Postprocessing, Bayesian inference and Bayesian model comparison</a></li>
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@@ -674,7 +688,7 @@ data.</p>
       
     </aside>
   </div>
-</div><script src="../_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="../_static/documentation_options.js?v=4ebf8126"></script>
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diff --git a/docs/build/html/_autosummary/bayesvalidrox.bayes_inference.bayes_model_comparison.html b/docs/build/html/_autosummary/bayesvalidrox.bayes_inference.bayes_model_comparison.html
index a8738ec6e..09a6f0253 100644
--- a/docs/build/html/_autosummary/bayesvalidrox.bayes_inference.bayes_model_comparison.html
+++ b/docs/build/html/_autosummary/bayesvalidrox.bayes_inference.bayes_model_comparison.html
@@ -6,10 +6,11 @@
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-        <title>bayesvalidrox.bayes_inference.bayes_model_comparison - bayesvalidrox 0.0.5 documentation</title>
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@@ -18,18 +19,24 @@
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+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
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@@ -123,7 +130,7 @@
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@@ -166,112 +175,117 @@
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@@ -381,7 +395,7 @@
       
     </aside>
   </div>
-</div><script src="../_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="../_static/documentation_options.js?v=4ebf8126"></script>
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diff --git a/docs/build/html/_autosummary/bayesvalidrox.bayes_inference.discrepancy.Discrepancy.html b/docs/build/html/_autosummary/bayesvalidrox.bayes_inference.discrepancy.Discrepancy.html
index 2f1c20695..63d0d4923 100644
--- a/docs/build/html/_autosummary/bayesvalidrox.bayes_inference.discrepancy.Discrepancy.html
+++ b/docs/build/html/_autosummary/bayesvalidrox.bayes_inference.discrepancy.Discrepancy.html
@@ -6,10 +6,11 @@
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+        <title>bayesvalidrox.bayes_inference.discrepancy.Discrepancy - bayesvalidrox 1.0.0 documentation</title>
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@@ -18,18 +19,24 @@
   body {
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+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
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   @media not print {
     body[data-theme="dark"] {
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+  --color-brand-primary: #9bb4e3;
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@@ -123,7 +130,7 @@
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-      <a href="../index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="../index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
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+  <div class="sidebar-logo-container">
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@@ -166,112 +175,117 @@
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+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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@@ -486,7 +500,7 @@ the variance-covariance matrix in the multivariate normal distribution.</p>
       
     </aside>
   </div>
-</div><script src="../_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="../_static/documentation_options.js?v=4ebf8126"></script>
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diff --git a/docs/build/html/_autosummary/bayesvalidrox.bayes_inference.discrepancy.html b/docs/build/html/_autosummary/bayesvalidrox.bayes_inference.discrepancy.html
index c3ef5e8b1..42e560e0c 100644
--- a/docs/build/html/_autosummary/bayesvalidrox.bayes_inference.discrepancy.html
+++ b/docs/build/html/_autosummary/bayesvalidrox.bayes_inference.discrepancy.html
@@ -6,10 +6,11 @@
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-        <title>bayesvalidrox.bayes_inference.discrepancy - bayesvalidrox 0.0.5 documentation</title>
+        <title>bayesvalidrox.bayes_inference.discrepancy - bayesvalidrox 1.0.0 documentation</title>
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+    <link rel="stylesheet" type="text/css" href="../_static/custom.css?v=da48c412" />
     
     
 
@@ -18,18 +19,24 @@
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     --color-code-background: #f8f8f8;
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+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
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   @media not print {
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+  --color-brand-primary: #9bb4e3;
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@@ -123,7 +130,7 @@
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     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="../index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
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       <div class="theme-toggle-container theme-toggle-header">
@@ -145,8 +152,10 @@
       
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+  <div class="sidebar-logo-container">
+    <img class="sidebar-logo" src="../_static/BVRLogoV03_shorttext.png" alt="Logo"/>
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-  <span class="sidebar-brand-text">bayesvalidrox 0.0.5 documentation</span>
   
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
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@@ -166,112 +175,117 @@
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+<li class="toctree-l2"><a class="reference internal" href="../surrogate_description.html">Training surrogate models</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../post_description.html">Postprocessing, Bayesian inference and Bayesian model comparison</a></li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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@@ -381,7 +395,7 @@
       
     </aside>
   </div>
-</div><script src="../_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="../_static/documentation_options.js?v=4ebf8126"></script>
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diff --git a/docs/build/html/_autosummary/bayesvalidrox.bayes_inference.html b/docs/build/html/_autosummary/bayesvalidrox.bayes_inference.html
index aacc2026a..8e482570c 100644
--- a/docs/build/html/_autosummary/bayesvalidrox.bayes_inference.html
+++ b/docs/build/html/_autosummary/bayesvalidrox.bayes_inference.html
@@ -6,10 +6,11 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="bayesvalidrox.bayes_inference.bayes_inference" href="bayesvalidrox.bayes_inference.bayes_inference.html" /><link rel="prev" title="bayesvalidrox" href="bayesvalidrox.html" />
 
     <!-- Generated with Sphinx 7.3.7 and Furo 2023.09.10 -->
-        <title>bayesvalidrox.bayes_inference - bayesvalidrox 0.0.5 documentation</title>
+        <title>bayesvalidrox.bayes_inference - bayesvalidrox 1.0.0 documentation</title>
       <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=362ab14a" />
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+    <link rel="stylesheet" type="text/css" href="../_static/custom.css?v=da48c412" />
     
     
 
@@ -18,18 +19,24 @@
   body {
     --color-code-background: #f8f8f8;
   --color-code-foreground: black;
+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
   }
   @media not print {
     body[data-theme="dark"] {
       --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
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     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
         --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
       }
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@@ -123,7 +130,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="../index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -145,8 +152,10 @@
       
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+  <div class="sidebar-logo-container">
+    <img class="sidebar-logo" src="../_static/BVRLogoV03_shorttext.png" alt="Logo"/>
+  </div>
   
-  <span class="sidebar-brand-text">bayesvalidrox 0.0.5 documentation</span>
   
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
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@@ -390,7 +404,7 @@
       
     </aside>
   </div>
-</div><script src="../_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="../_static/documentation_options.js?v=4ebf8126"></script>
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diff --git a/docs/build/html/_autosummary/bayesvalidrox.bayes_inference.mcmc.MCMC.html b/docs/build/html/_autosummary/bayesvalidrox.bayes_inference.mcmc.MCMC.html
index 42569e71b..6833c641e 100644
--- a/docs/build/html/_autosummary/bayesvalidrox.bayes_inference.mcmc.MCMC.html
+++ b/docs/build/html/_autosummary/bayesvalidrox.bayes_inference.mcmc.MCMC.html
@@ -6,10 +6,11 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="bayesvalidrox.post_processing" href="bayesvalidrox.post_processing.html" /><link rel="prev" title="bayesvalidrox.bayes_inference.mcmc.gelman_rubin" href="bayesvalidrox.bayes_inference.mcmc.gelman_rubin.html" />
 
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-        <title>bayesvalidrox.bayes_inference.mcmc.MCMC - bayesvalidrox 0.0.5 documentation</title>
+        <title>bayesvalidrox.bayes_inference.mcmc.MCMC - bayesvalidrox 1.0.0 documentation</title>
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+    <link rel="stylesheet" type="text/css" href="../_static/custom.css?v=da48c412" />
     
     
 
@@ -18,18 +19,24 @@
   body {
     --color-code-background: #f8f8f8;
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+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
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     body[data-theme="dark"] {
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+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
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+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
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@@ -123,7 +130,7 @@
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     </div>
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-      <a href="../index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="../index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
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@@ -145,8 +152,10 @@
       
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+  <div class="sidebar-logo-container">
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@@ -166,112 +175,117 @@
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+<li class="toctree-l2"><a class="reference internal" href="../surrogate_description.html">Training surrogate models</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../post_description.html">Postprocessing, Bayesian inference and Bayesian model comparison</a></li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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@@ -628,7 +642,7 @@ is None.</p>
       
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diff --git a/docs/build/html/_autosummary/bayesvalidrox.bayes_inference.mcmc.gelman_rubin.html b/docs/build/html/_autosummary/bayesvalidrox.bayes_inference.mcmc.gelman_rubin.html
index cad0bd6a2..002111712 100644
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+++ b/docs/build/html/_autosummary/bayesvalidrox.bayes_inference.mcmc.gelman_rubin.html
@@ -6,10 +6,11 @@
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+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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@@ -419,7 +433,7 @@ For a well converged chain it should approach 1. Values greater than
       
     </aside>
   </div>
-</div><script src="../_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="../_static/documentation_options.js?v=4ebf8126"></script>
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diff --git a/docs/build/html/_autosummary/bayesvalidrox.bayes_inference.mcmc.html b/docs/build/html/_autosummary/bayesvalidrox.bayes_inference.mcmc.html
index 39356d982..5adef4ccd 100644
--- a/docs/build/html/_autosummary/bayesvalidrox.bayes_inference.mcmc.html
+++ b/docs/build/html/_autosummary/bayesvalidrox.bayes_inference.mcmc.html
@@ -6,10 +6,11 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="bayesvalidrox.bayes_inference.mcmc.gelman_rubin" href="bayesvalidrox.bayes_inference.mcmc.gelman_rubin.html" /><link rel="prev" title="bayesvalidrox.bayes_inference.discrepancy.Discrepancy" href="bayesvalidrox.bayes_inference.discrepancy.Discrepancy.html" />
 
     <!-- Generated with Sphinx 7.3.7 and Furo 2023.09.10 -->
-        <title>bayesvalidrox.bayes_inference.mcmc - bayesvalidrox 0.0.5 documentation</title>
+        <title>bayesvalidrox.bayes_inference.mcmc - bayesvalidrox 1.0.0 documentation</title>
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+    <link rel="stylesheet" type="text/css" href="../_static/custom.css?v=da48c412" />
     
     
 
@@ -18,18 +19,24 @@
   body {
     --color-code-background: #f8f8f8;
   --color-code-foreground: black;
+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
   }
   @media not print {
     body[data-theme="dark"] {
       --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
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     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
         --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
       }
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@@ -123,7 +130,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="../index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -145,8 +152,10 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../index.html">
   
+  <div class="sidebar-logo-container">
+    <img class="sidebar-logo" src="../_static/BVRLogoV03_shorttext.png" alt="Logo"/>
+  </div>
   
-  <span class="sidebar-brand-text">bayesvalidrox 0.0.5 documentation</span>
   
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
@@ -166,112 +175,117 @@
 <li class="toctree-l2"><a class="reference internal" href="../pollution.html">Pollution</a></li>
 </ul>
 </li>
-<li class="toctree-l1"><a class="reference internal" href="../packagedescription.html">PACKAGE DESCRIPTION</a></li>
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+<li class="toctree-l2"><a class="reference internal" href="../input_description.html">Priors, input space and experimental design</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../surrogate_description.html">Training surrogate models</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../post_description.html">Postprocessing, Bayesian inference and Bayesian model comparison</a></li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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@@ -409,7 +423,7 @@
       
     </aside>
   </div>
-</div><script src="../_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="../_static/documentation_options.js?v=4ebf8126"></script>
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diff --git a/docs/build/html/_autosummary/bayesvalidrox.html b/docs/build/html/_autosummary/bayesvalidrox.html
index 16f1611b7..095b40c43 100644
--- a/docs/build/html/_autosummary/bayesvalidrox.html
+++ b/docs/build/html/_autosummary/bayesvalidrox.html
@@ -6,10 +6,11 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="bayesvalidrox.bayes_inference" href="bayesvalidrox.bayes_inference.html" /><link rel="prev" title="API" href="../api.html" />
 
     <!-- Generated with Sphinx 7.3.7 and Furo 2023.09.10 -->
-        <title>bayesvalidrox - bayesvalidrox 0.0.5 documentation</title>
+        <title>bayesvalidrox - bayesvalidrox 1.0.0 documentation</title>
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+    <link rel="stylesheet" type="text/css" href="../_static/custom.css?v=da48c412" />
     
     
 
@@ -18,18 +19,24 @@
   body {
     --color-code-background: #f8f8f8;
   --color-code-foreground: black;
+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
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   @media not print {
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+  --color-brand-primary: #9bb4e3;
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+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
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@@ -123,7 +130,7 @@
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     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="../index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
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       <div class="theme-toggle-container theme-toggle-header">
@@ -145,8 +152,10 @@
       
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+  <div class="sidebar-logo-container">
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 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
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@@ -166,112 +175,117 @@
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+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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@@ -390,7 +404,7 @@
       
     </aside>
   </div>
-</div><script src="../_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="../_static/documentation_options.js?v=4ebf8126"></script>
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diff --git a/docs/build/html/_autosummary/bayesvalidrox.post_processing.html b/docs/build/html/_autosummary/bayesvalidrox.post_processing.html
index 82b070e33..c1951eed0 100644
--- a/docs/build/html/_autosummary/bayesvalidrox.post_processing.html
+++ b/docs/build/html/_autosummary/bayesvalidrox.post_processing.html
@@ -6,10 +6,11 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="bayesvalidrox.post_processing.post_processing" href="bayesvalidrox.post_processing.post_processing.html" /><link rel="prev" title="bayesvalidrox.bayes_inference.mcmc.MCMC" href="bayesvalidrox.bayes_inference.mcmc.MCMC.html" />
 
     <!-- Generated with Sphinx 7.3.7 and Furo 2023.09.10 -->
-        <title>bayesvalidrox.post_processing - bayesvalidrox 0.0.5 documentation</title>
+        <title>bayesvalidrox.post_processing - bayesvalidrox 1.0.0 documentation</title>
       <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=362ab14a" />
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+    <link rel="stylesheet" type="text/css" href="../_static/custom.css?v=da48c412" />
     
     
 
@@ -18,18 +19,24 @@
   body {
     --color-code-background: #f8f8f8;
   --color-code-foreground: black;
+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
   }
   @media not print {
     body[data-theme="dark"] {
       --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
         --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
       }
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@@ -123,7 +130,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="../index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -145,8 +152,10 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../index.html">
   
+  <div class="sidebar-logo-container">
+    <img class="sidebar-logo" src="../_static/BVRLogoV03_shorttext.png" alt="Logo"/>
+  </div>
   
-  <span class="sidebar-brand-text">bayesvalidrox 0.0.5 documentation</span>
   
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
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@@ -166,112 +175,117 @@
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-<li class="toctree-l1"><a class="reference internal" href="../packagedescription.html">PACKAGE DESCRIPTION</a></li>
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+<li class="toctree-l2"><a class="reference internal" href="../surrogate_description.html">Training surrogate models</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../post_description.html">Postprocessing, Bayesian inference and Bayesian model comparison</a></li>
+</ul>
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@@ -381,7 +395,7 @@
       
     </aside>
   </div>
-</div><script src="../_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="../_static/documentation_options.js?v=4ebf8126"></script>
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diff --git a/docs/build/html/_autosummary/bayesvalidrox.post_processing.post_processing.PostProcessing.html b/docs/build/html/_autosummary/bayesvalidrox.post_processing.post_processing.PostProcessing.html
index cf344d9ea..fe64cb485 100644
--- a/docs/build/html/_autosummary/bayesvalidrox.post_processing.post_processing.PostProcessing.html
+++ b/docs/build/html/_autosummary/bayesvalidrox.post_processing.post_processing.PostProcessing.html
@@ -6,10 +6,11 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="bayesvalidrox.pylink" href="bayesvalidrox.pylink.html" /><link rel="prev" title="bayesvalidrox.post_processing.post_processing" href="bayesvalidrox.post_processing.post_processing.html" />
 
     <!-- Generated with Sphinx 7.3.7 and Furo 2023.09.10 -->
-        <title>bayesvalidrox.post_processing.post_processing.PostProcessing - bayesvalidrox 0.0.5 documentation</title>
+        <title>bayesvalidrox.post_processing.post_processing.PostProcessing - bayesvalidrox 1.0.0 documentation</title>
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+    <link rel="stylesheet" type="text/css" href="../_static/custom.css?v=da48c412" />
     
     
 
@@ -18,18 +19,24 @@
   body {
     --color-code-background: #f8f8f8;
   --color-code-foreground: black;
+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
   }
   @media not print {
     body[data-theme="dark"] {
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   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
         --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
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@@ -123,7 +130,7 @@
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     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="../index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
     </div>
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       <div class="theme-toggle-container theme-toggle-header">
@@ -145,8 +152,10 @@
       
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+  <div class="sidebar-logo-container">
+    <img class="sidebar-logo" src="../_static/BVRLogoV03_shorttext.png" alt="Logo"/>
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 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
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@@ -166,112 +175,117 @@
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+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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@@ -629,7 +643,7 @@ given number of samples or the given samples.</p>
       
     </aside>
   </div>
-</div><script src="../_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="../_static/documentation_options.js?v=4ebf8126"></script>
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diff --git a/docs/build/html/_autosummary/bayesvalidrox.post_processing.post_processing.html b/docs/build/html/_autosummary/bayesvalidrox.post_processing.post_processing.html
index badac540a..470ca28f3 100644
--- a/docs/build/html/_autosummary/bayesvalidrox.post_processing.post_processing.html
+++ b/docs/build/html/_autosummary/bayesvalidrox.post_processing.post_processing.html
@@ -6,10 +6,11 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="bayesvalidrox.post_processing.post_processing.PostProcessing" href="bayesvalidrox.post_processing.post_processing.PostProcessing.html" /><link rel="prev" title="bayesvalidrox.post_processing" href="bayesvalidrox.post_processing.html" />
 
     <!-- Generated with Sphinx 7.3.7 and Furo 2023.09.10 -->
-        <title>bayesvalidrox.post_processing.post_processing - bayesvalidrox 0.0.5 documentation</title>
+        <title>bayesvalidrox.post_processing.post_processing - bayesvalidrox 1.0.0 documentation</title>
       <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=362ab14a" />
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+    <link rel="stylesheet" type="text/css" href="../_static/custom.css?v=da48c412" />
     
     
 
@@ -18,18 +19,24 @@
   body {
     --color-code-background: #f8f8f8;
   --color-code-foreground: black;
+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
   }
   @media not print {
     body[data-theme="dark"] {
       --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
         --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
       }
     }
@@ -123,7 +130,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="../index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -145,8 +152,10 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../index.html">
   
+  <div class="sidebar-logo-container">
+    <img class="sidebar-logo" src="../_static/BVRLogoV03_shorttext.png" alt="Logo"/>
+  </div>
   
-  <span class="sidebar-brand-text">bayesvalidrox 0.0.5 documentation</span>
   
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
@@ -166,112 +175,117 @@
 <li class="toctree-l2"><a class="reference internal" href="../pollution.html">Pollution</a></li>
 </ul>
 </li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
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@@ -381,7 +395,7 @@
       
     </aside>
   </div>
-</div><script src="../_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="../_static/documentation_options.js?v=4ebf8126"></script>
     <script src="../_static/doctools.js?v=9a2dae69"></script>
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diff --git a/docs/build/html/_autosummary/bayesvalidrox.pylink.html b/docs/build/html/_autosummary/bayesvalidrox.pylink.html
index 8240174f1..264d58b26 100644
--- a/docs/build/html/_autosummary/bayesvalidrox.pylink.html
+++ b/docs/build/html/_autosummary/bayesvalidrox.pylink.html
@@ -6,10 +6,11 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="bayesvalidrox.pylink.pylink" href="bayesvalidrox.pylink.pylink.html" /><link rel="prev" title="bayesvalidrox.post_processing.post_processing.PostProcessing" href="bayesvalidrox.post_processing.post_processing.PostProcessing.html" />
 
     <!-- Generated with Sphinx 7.3.7 and Furo 2023.09.10 -->
-        <title>bayesvalidrox.pylink - bayesvalidrox 0.0.5 documentation</title>
+        <title>bayesvalidrox.pylink - bayesvalidrox 1.0.0 documentation</title>
       <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=362ab14a" />
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+    <link rel="stylesheet" type="text/css" href="../_static/custom.css?v=da48c412" />
     
     
 
@@ -18,18 +19,24 @@
   body {
     --color-code-background: #f8f8f8;
   --color-code-foreground: black;
+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
   }
   @media not print {
     body[data-theme="dark"] {
       --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
         --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
       }
     }
@@ -123,7 +130,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="../index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -145,8 +152,10 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../index.html">
   
+  <div class="sidebar-logo-container">
+    <img class="sidebar-logo" src="../_static/BVRLogoV03_shorttext.png" alt="Logo"/>
+  </div>
   
-  <span class="sidebar-brand-text">bayesvalidrox 0.0.5 documentation</span>
   
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
@@ -166,112 +175,117 @@
 <li class="toctree-l2"><a class="reference internal" href="../pollution.html">Pollution</a></li>
 </ul>
 </li>
-<li class="toctree-l1"><a class="reference internal" href="../packagedescription.html">PACKAGE DESCRIPTION</a></li>
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+<li class="toctree-l2"><a class="reference internal" href="../surrogate_description.html">Training surrogate models</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../post_description.html">Postprocessing, Bayesian inference and Bayesian model comparison</a></li>
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@@ -381,7 +395,7 @@
       
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diff --git a/docs/build/html/_autosummary/bayesvalidrox.pylink.pylink.PyLinkForwardModel.html b/docs/build/html/_autosummary/bayesvalidrox.pylink.pylink.PyLinkForwardModel.html
index 3867f5497..404a59953 100644
--- a/docs/build/html/_autosummary/bayesvalidrox.pylink.pylink.PyLinkForwardModel.html
+++ b/docs/build/html/_autosummary/bayesvalidrox.pylink.pylink.PyLinkForwardModel.html
@@ -6,10 +6,11 @@
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+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.html">bayesvalidrox.surrogate_models.orthogonal_matching_pursuit</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.orthogonal_matching_pursuit</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.reg_fast_laplace</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
@@ -725,7 +739,7 @@ shape expected for the surrogate.</p>
       
     </aside>
   </div>
-</div><script src="../_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="../_static/documentation_options.js?v=4ebf8126"></script>
     <script src="../_static/doctools.js?v=9a2dae69"></script>
     <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
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diff --git a/docs/build/html/_autosummary/bayesvalidrox.pylink.pylink.html b/docs/build/html/_autosummary/bayesvalidrox.pylink.pylink.html
index 5d5e4bf78..555330a8b 100644
--- a/docs/build/html/_autosummary/bayesvalidrox.pylink.pylink.html
+++ b/docs/build/html/_autosummary/bayesvalidrox.pylink.pylink.html
@@ -6,10 +6,11 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="bayesvalidrox.pylink.pylink.within_range" href="bayesvalidrox.pylink.pylink.within_range.html" /><link rel="prev" title="bayesvalidrox.pylink" href="bayesvalidrox.pylink.html" />
 
     <!-- Generated with Sphinx 7.3.7 and Furo 2023.09.10 -->
-        <title>bayesvalidrox.pylink.pylink - bayesvalidrox 0.0.5 documentation</title>
+        <title>bayesvalidrox.pylink.pylink - bayesvalidrox 1.0.0 documentation</title>
       <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=362ab14a" />
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     <link rel="stylesheet" type="text/css" href="../_static/styles/furo-extensions.css?v=36a5483c" />
+    <link rel="stylesheet" type="text/css" href="../_static/custom.css?v=da48c412" />
     
     
 
@@ -18,18 +19,24 @@
   body {
     --color-code-background: #f8f8f8;
   --color-code-foreground: black;
+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
   }
   @media not print {
     body[data-theme="dark"] {
       --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
         --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
       }
     }
@@ -123,7 +130,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="../index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -145,8 +152,10 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../index.html">
   
+  <div class="sidebar-logo-container">
+    <img class="sidebar-logo" src="../_static/BVRLogoV03_shorttext.png" alt="Logo"/>
+  </div>
   
-  <span class="sidebar-brand-text">bayesvalidrox 0.0.5 documentation</span>
   
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
@@ -166,112 +175,117 @@
 <li class="toctree-l2"><a class="reference internal" href="../pollution.html">Pollution</a></li>
 </ul>
 </li>
-<li class="toctree-l1"><a class="reference internal" href="../packagedescription.html">PACKAGE DESCRIPTION</a></li>
-<li class="toctree-l1 current has-children"><a class="reference internal" href="../api.html">API</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" role="switch" type="checkbox"/><label for="toctree-checkbox-2"><div class="visually-hidden">Toggle navigation of API</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
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+<li class="toctree-l1 has-children"><a class="reference internal" href="../packagedescription.html">PACKAGE DESCRIPTION</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" role="switch" type="checkbox"/><label for="toctree-checkbox-2"><div class="visually-hidden">Toggle navigation of PACKAGE DESCRIPTION</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="../input_description.html">Priors, input space and experimental design</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../surrogate_description.html">Training surrogate models</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../post_description.html">Postprocessing, Bayesian inference and Bayesian model comparison</a></li>
+</ul>
+</li>
+<li class="toctree-l1 current has-children"><a class="reference internal" href="../api.html">API</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" role="switch" type="checkbox"/><label for="toctree-checkbox-3"><div class="visually-hidden">Toggle navigation of API</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 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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@@ -410,7 +424,7 @@
       
     </aside>
   </div>
-</div><script src="../_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="../_static/documentation_options.js?v=4ebf8126"></script>
     <script src="../_static/doctools.js?v=9a2dae69"></script>
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diff --git a/docs/build/html/_autosummary/bayesvalidrox.pylink.pylink.within_range.html b/docs/build/html/_autosummary/bayesvalidrox.pylink.pylink.within_range.html
index eaa21f482..fe0fec69e 100644
--- a/docs/build/html/_autosummary/bayesvalidrox.pylink.pylink.within_range.html
+++ b/docs/build/html/_autosummary/bayesvalidrox.pylink.pylink.within_range.html
@@ -6,10 +6,11 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="bayesvalidrox.pylink.pylink.PyLinkForwardModel" href="bayesvalidrox.pylink.pylink.PyLinkForwardModel.html" /><link rel="prev" title="bayesvalidrox.pylink.pylink" href="bayesvalidrox.pylink.pylink.html" />
 
     <!-- Generated with Sphinx 7.3.7 and Furo 2023.09.10 -->
-        <title>bayesvalidrox.pylink.pylink.within_range - bayesvalidrox 0.0.5 documentation</title>
+        <title>bayesvalidrox.pylink.pylink.within_range - bayesvalidrox 1.0.0 documentation</title>
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+    <link rel="stylesheet" type="text/css" href="../_static/custom.css?v=da48c412" />
     
     
 
@@ -18,18 +19,24 @@
   body {
     --color-code-background: #f8f8f8;
   --color-code-foreground: black;
+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
   }
   @media not print {
     body[data-theme="dark"] {
       --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
         --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
       }
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@@ -123,7 +130,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="../index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -145,8 +152,10 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../index.html">
   
+  <div class="sidebar-logo-container">
+    <img class="sidebar-logo" src="../_static/BVRLogoV03_shorttext.png" alt="Logo"/>
+  </div>
   
-  <span class="sidebar-brand-text">bayesvalidrox 0.0.5 documentation</span>
   
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
@@ -166,112 +175,117 @@
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+<li class="toctree-l2"><a class="reference internal" href="../surrogate_description.html">Training surrogate models</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../post_description.html">Postprocessing, Bayesian inference and Bayesian model comparison</a></li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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@@ -414,7 +428,7 @@
       
     </aside>
   </div>
-</div><script src="../_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="../_static/documentation_options.js?v=4ebf8126"></script>
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diff --git a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.adaptPlot.adaptPlot.html b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.adaptPlot.adaptPlot.html
index 7264da8f9..99936d541 100644
--- a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.adaptPlot.adaptPlot.html
+++ b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.adaptPlot.adaptPlot.html
@@ -6,10 +6,11 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="bayesvalidrox.surrogate_models.apoly_construction" href="bayesvalidrox.surrogate_models.apoly_construction.html" /><link rel="prev" title="bayesvalidrox.surrogate_models.adaptPlot" href="bayesvalidrox.surrogate_models.adaptPlot.html" />
 
     <!-- Generated with Sphinx 7.3.7 and Furo 2023.09.10 -->
-        <title>bayesvalidrox.surrogate_models.adaptPlot.adaptPlot - bayesvalidrox 0.0.5 documentation</title>
+        <title>bayesvalidrox.surrogate_models.adaptPlot.adaptPlot - bayesvalidrox 1.0.0 documentation</title>
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+    <link rel="stylesheet" type="text/css" href="../_static/custom.css?v=da48c412" />
     
     
 
@@ -18,18 +19,24 @@
   body {
     --color-code-background: #f8f8f8;
   --color-code-foreground: black;
+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
   }
   @media not print {
     body[data-theme="dark"] {
       --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
         --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
       }
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@@ -123,7 +130,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="../index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -145,8 +152,10 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../index.html">
   
+  <div class="sidebar-logo-container">
+    <img class="sidebar-logo" src="../_static/BVRLogoV03_shorttext.png" alt="Logo"/>
+  </div>
   
-  <span class="sidebar-brand-text">bayesvalidrox 0.0.5 documentation</span>
   
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
@@ -166,112 +175,117 @@
 <li class="toctree-l2"><a class="reference internal" href="../pollution.html">Pollution</a></li>
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-<li class="toctree-l1"><a class="reference internal" href="../packagedescription.html">PACKAGE DESCRIPTION</a></li>
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+<li class="toctree-l2"><a class="reference internal" href="../surrogate_description.html">Training surrogate models</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../post_description.html">Postprocessing, Bayesian inference and Bayesian model comparison</a></li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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@@ -395,7 +409,7 @@
       
     </aside>
   </div>
-</div><script src="../_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="../_static/documentation_options.js?v=4ebf8126"></script>
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diff --git a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.adaptPlot.html b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.adaptPlot.html
index 9d463ace1..a63e69ad7 100644
--- a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.adaptPlot.html
+++ b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.adaptPlot.html
@@ -6,10 +6,11 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="bayesvalidrox.surrogate_models.adaptPlot.adaptPlot" href="bayesvalidrox.surrogate_models.adaptPlot.adaptPlot.html" /><link rel="prev" title="bayesvalidrox.surrogate_models" href="bayesvalidrox.surrogate_models.html" />
 
     <!-- Generated with Sphinx 7.3.7 and Furo 2023.09.10 -->
-        <title>bayesvalidrox.surrogate_models.adaptPlot - bayesvalidrox 0.0.5 documentation</title>
+        <title>bayesvalidrox.surrogate_models.adaptPlot - bayesvalidrox 1.0.0 documentation</title>
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+    <link rel="stylesheet" type="text/css" href="../_static/custom.css?v=da48c412" />
     
     
 
@@ -18,18 +19,24 @@
   body {
     --color-code-background: #f8f8f8;
   --color-code-foreground: black;
+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
   }
   @media not print {
     body[data-theme="dark"] {
       --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
         --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
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@@ -123,7 +130,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="../index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -145,8 +152,10 @@
       
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+  <div class="sidebar-logo-container">
+    <img class="sidebar-logo" src="../_static/BVRLogoV03_shorttext.png" alt="Logo"/>
+  </div>
   
-  <span class="sidebar-brand-text">bayesvalidrox 0.0.5 documentation</span>
   
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
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@@ -166,112 +175,117 @@
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+<li class="toctree-l2"><a class="reference internal" href="../surrogate_description.html">Training surrogate models</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../post_description.html">Postprocessing, Bayesian inference and Bayesian model comparison</a></li>
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@@ -383,7 +397,7 @@
       
     </aside>
   </div>
-</div><script src="../_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="../_static/documentation_options.js?v=4ebf8126"></script>
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diff --git a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.apoly_construction.apoly_construction.html b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.apoly_construction.apoly_construction.html
index 3a40c1973..7c8ecb72a 100644
--- a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.apoly_construction.apoly_construction.html
+++ b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.apoly_construction.apoly_construction.html
@@ -6,10 +6,11 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="bayesvalidrox.surrogate_models.bayes_linear" href="bayesvalidrox.surrogate_models.bayes_linear.html" /><link rel="prev" title="bayesvalidrox.surrogate_models.apoly_construction" href="bayesvalidrox.surrogate_models.apoly_construction.html" />
 
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-        <title>bayesvalidrox.surrogate_models.apoly_construction.apoly_construction - bayesvalidrox 0.0.5 documentation</title>
+        <title>bayesvalidrox.surrogate_models.apoly_construction.apoly_construction - bayesvalidrox 1.0.0 documentation</title>
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+    <link rel="stylesheet" type="text/css" href="../_static/custom.css?v=da48c412" />
     
     
 
@@ -18,18 +19,24 @@
   body {
     --color-code-background: #f8f8f8;
   --color-code-foreground: black;
+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
   }
   @media not print {
     body[data-theme="dark"] {
       --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
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     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
         --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
       }
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@@ -123,7 +130,7 @@
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     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="../index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -145,8 +152,10 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../index.html">
   
+  <div class="sidebar-logo-container">
+    <img class="sidebar-logo" src="../_static/BVRLogoV03_shorttext.png" alt="Logo"/>
+  </div>
   
-  <span class="sidebar-brand-text">bayesvalidrox 0.0.5 documentation</span>
   
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
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@@ -166,112 +175,117 @@
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+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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@@ -424,7 +438,7 @@ DOI: 10.1016/j.ress.2012.05.002.</p>
       
     </aside>
   </div>
-</div><script src="../_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="../_static/documentation_options.js?v=4ebf8126"></script>
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diff --git a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.apoly_construction.html b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.apoly_construction.html
index 62c67ad20..6e6c62817 100644
--- a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.apoly_construction.html
+++ b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.apoly_construction.html
@@ -6,10 +6,11 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="bayesvalidrox.surrogate_models.apoly_construction.apoly_construction" href="bayesvalidrox.surrogate_models.apoly_construction.apoly_construction.html" /><link rel="prev" title="bayesvalidrox.surrogate_models.adaptPlot.adaptPlot" href="bayesvalidrox.surrogate_models.adaptPlot.adaptPlot.html" />
 
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-        <title>bayesvalidrox.surrogate_models.apoly_construction - bayesvalidrox 0.0.5 documentation</title>
+        <title>bayesvalidrox.surrogate_models.apoly_construction - bayesvalidrox 1.0.0 documentation</title>
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+    <link rel="stylesheet" type="text/css" href="../_static/custom.css?v=da48c412" />
     
     
 
@@ -18,18 +19,24 @@
   body {
     --color-code-background: #f8f8f8;
   --color-code-foreground: black;
+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
   }
   @media not print {
     body[data-theme="dark"] {
       --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
         --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
       }
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@@ -123,7 +130,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="../index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -145,8 +152,10 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../index.html">
   
+  <div class="sidebar-logo-container">
+    <img class="sidebar-logo" src="../_static/BVRLogoV03_shorttext.png" alt="Logo"/>
+  </div>
   
-  <span class="sidebar-brand-text">bayesvalidrox 0.0.5 documentation</span>
   
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
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@@ -166,112 +175,117 @@
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-<li class="toctree-l1"><a class="reference internal" href="../packagedescription.html">PACKAGE DESCRIPTION</a></li>
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+<li class="toctree-l1 has-children"><a class="reference internal" href="../packagedescription.html">PACKAGE DESCRIPTION</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" role="switch" type="checkbox"/><label for="toctree-checkbox-2"><div class="visually-hidden">Toggle navigation of PACKAGE DESCRIPTION</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="../input_description.html">Priors, input space and experimental design</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../surrogate_description.html">Training surrogate models</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../post_description.html">Postprocessing, Bayesian inference and Bayesian model comparison</a></li>
+</ul>
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@@ -6,10 +6,11 @@
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+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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@@ -649,7 +663,7 @@ sub-estimator of a meta-estimator, e.g. used inside a
       
     </aside>
   </div>
-</div><script src="../_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="../_static/documentation_options.js?v=4ebf8126"></script>
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diff --git a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.bayes_linear.EBLinearRegression.html b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.bayes_linear.EBLinearRegression.html
index b963d45c7..486294e04 100644
--- a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.bayes_linear.EBLinearRegression.html
+++ b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.bayes_linear.EBLinearRegression.html
@@ -6,10 +6,11 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="bayesvalidrox.surrogate_models.bayes_linear.VBLinearRegression" href="bayesvalidrox.surrogate_models.bayes_linear.VBLinearRegression.html" /><link rel="prev" title="bayesvalidrox.surrogate_models.bayes_linear.BayesianLinearRegression" href="bayesvalidrox.surrogate_models.bayes_linear.BayesianLinearRegression.html" />
 
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-        <title>bayesvalidrox.surrogate_models.bayes_linear.EBLinearRegression - bayesvalidrox 0.0.5 documentation</title>
+        <title>bayesvalidrox.surrogate_models.bayes_linear.EBLinearRegression - bayesvalidrox 1.0.0 documentation</title>
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+    <link rel="stylesheet" type="text/css" href="../_static/custom.css?v=da48c412" />
     
     
 
@@ -18,18 +19,24 @@
   body {
     --color-code-background: #f8f8f8;
   --color-code-foreground: black;
+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
   }
   @media not print {
     body[data-theme="dark"] {
       --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
         --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
       }
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@@ -123,7 +130,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="../index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -145,8 +152,10 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../index.html">
   
+  <div class="sidebar-logo-container">
+    <img class="sidebar-logo" src="../_static/BVRLogoV03_shorttext.png" alt="Logo"/>
+  </div>
   
-  <span class="sidebar-brand-text">bayesvalidrox 0.0.5 documentation</span>
   
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
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@@ -166,112 +175,117 @@
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 </li>
-<li class="toctree-l1"><a class="reference internal" href="../packagedescription.html">PACKAGE DESCRIPTION</a></li>
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+<li class="toctree-l2"><a class="reference internal" href="../input_description.html">Priors, input space and experimental design</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../surrogate_description.html">Training surrogate models</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../post_description.html">Postprocessing, Bayesian inference and Bayesian model comparison</a></li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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@@ -762,7 +776,7 @@ sub-estimator of a meta-estimator, e.g. used inside a
       
     </aside>
   </div>
-</div><script src="../_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="../_static/documentation_options.js?v=4ebf8126"></script>
     <script src="../_static/doctools.js?v=9a2dae69"></script>
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diff --git a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.bayes_linear.VBLinearRegression.html b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.bayes_linear.VBLinearRegression.html
index d3c622014..01eff226d 100644
--- a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.bayes_linear.VBLinearRegression.html
+++ b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.bayes_linear.VBLinearRegression.html
@@ -6,10 +6,11 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="bayesvalidrox.surrogate_models.engine" href="bayesvalidrox.surrogate_models.engine.html" /><link rel="prev" title="bayesvalidrox.surrogate_models.bayes_linear.EBLinearRegression" href="bayesvalidrox.surrogate_models.bayes_linear.EBLinearRegression.html" />
 
     <!-- Generated with Sphinx 7.3.7 and Furo 2023.09.10 -->
-        <title>bayesvalidrox.surrogate_models.bayes_linear.VBLinearRegression - bayesvalidrox 0.0.5 documentation</title>
+        <title>bayesvalidrox.surrogate_models.bayes_linear.VBLinearRegression - bayesvalidrox 1.0.0 documentation</title>
       <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=362ab14a" />
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+    <link rel="stylesheet" type="text/css" href="../_static/custom.css?v=da48c412" />
     
     
 
@@ -18,18 +19,24 @@
   body {
     --color-code-background: #f8f8f8;
   --color-code-foreground: black;
+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
   }
   @media not print {
     body[data-theme="dark"] {
       --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
         --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
       }
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@@ -123,7 +130,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="../index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -145,8 +152,10 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../index.html">
   
+  <div class="sidebar-logo-container">
+    <img class="sidebar-logo" src="../_static/BVRLogoV03_shorttext.png" alt="Logo"/>
+  </div>
   
-  <span class="sidebar-brand-text">bayesvalidrox 0.0.5 documentation</span>
   
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
@@ -166,112 +175,117 @@
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 </ul>
 </li>
-<li class="toctree-l1"><a class="reference internal" href="../packagedescription.html">PACKAGE DESCRIPTION</a></li>
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+<li class="toctree-l2"><a class="reference internal" href="../surrogate_description.html">Training surrogate models</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../post_description.html">Postprocessing, Bayesian inference and Bayesian model comparison</a></li>
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@@ -758,7 +772,7 @@ sub-estimator of a meta-estimator, e.g. used inside a
       
     </aside>
   </div>
-</div><script src="../_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="../_static/documentation_options.js?v=4ebf8126"></script>
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diff --git a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.bayes_linear.gamma_mean.html b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.bayes_linear.gamma_mean.html
index 0a5eae2e4..4f5997901 100644
--- a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.bayes_linear.gamma_mean.html
+++ b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.bayes_linear.gamma_mean.html
@@ -6,10 +6,11 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="bayesvalidrox.surrogate_models.bayes_linear.BayesianLinearRegression" href="bayesvalidrox.surrogate_models.bayes_linear.BayesianLinearRegression.html" /><link rel="prev" title="bayesvalidrox.surrogate_models.bayes_linear" href="bayesvalidrox.surrogate_models.bayes_linear.html" />
 
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-        <title>bayesvalidrox.surrogate_models.bayes_linear.gamma_mean - bayesvalidrox 0.0.5 documentation</title>
+        <title>bayesvalidrox.surrogate_models.bayes_linear.gamma_mean - bayesvalidrox 1.0.0 documentation</title>
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@@ -18,18 +19,24 @@
   body {
     --color-code-background: #f8f8f8;
   --color-code-foreground: black;
+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
   }
   @media not print {
     body[data-theme="dark"] {
       --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
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       body:not([data-theme="light"]) {
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   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
       }
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@@ -123,7 +130,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="../index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -145,8 +152,10 @@
       
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+  <div class="sidebar-logo-container">
+    <img class="sidebar-logo" src="../_static/BVRLogoV03_shorttext.png" alt="Logo"/>
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-  <span class="sidebar-brand-text">bayesvalidrox 0.0.5 documentation</span>
   
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
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@@ -166,112 +175,117 @@
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+<li class="toctree-l2"><a class="reference internal" href="../surrogate_description.html">Training surrogate models</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../post_description.html">Postprocessing, Bayesian inference and Bayesian model comparison</a></li>
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@@ -412,7 +426,7 @@
       
     </aside>
   </div>
-</div><script src="../_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="../_static/documentation_options.js?v=4ebf8126"></script>
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diff --git a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.bayes_linear.html b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.bayes_linear.html
index dd62b025c..25c6663ef 100644
--- a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.bayes_linear.html
+++ b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.bayes_linear.html
@@ -6,10 +6,11 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="bayesvalidrox.surrogate_models.bayes_linear.gamma_mean" href="bayesvalidrox.surrogate_models.bayes_linear.gamma_mean.html" /><link rel="prev" title="bayesvalidrox.surrogate_models.apoly_construction.apoly_construction" href="bayesvalidrox.surrogate_models.apoly_construction.apoly_construction.html" />
 
     <!-- Generated with Sphinx 7.3.7 and Furo 2023.09.10 -->
-        <title>bayesvalidrox.surrogate_models.bayes_linear - bayesvalidrox 0.0.5 documentation</title>
+        <title>bayesvalidrox.surrogate_models.bayes_linear - bayesvalidrox 1.0.0 documentation</title>
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+    <link rel="stylesheet" type="text/css" href="../_static/custom.css?v=da48c412" />
     
     
 
@@ -18,18 +19,24 @@
   body {
     --color-code-background: #f8f8f8;
   --color-code-foreground: black;
+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
   }
   @media not print {
     body[data-theme="dark"] {
       --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
         --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
       }
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@@ -123,7 +130,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="../index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -145,8 +152,10 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../index.html">
   
+  <div class="sidebar-logo-container">
+    <img class="sidebar-logo" src="../_static/BVRLogoV03_shorttext.png" alt="Logo"/>
+  </div>
   
-  <span class="sidebar-brand-text">bayesvalidrox 0.0.5 documentation</span>
   
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
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@@ -166,112 +175,117 @@
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-<li class="toctree-l1"><a class="reference internal" href="../packagedescription.html">PACKAGE DESCRIPTION</a></li>
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+<li class="toctree-l2"><a class="reference internal" href="../surrogate_description.html">Training surrogate models</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../post_description.html">Postprocessing, Bayesian inference and Bayesian model comparison</a></li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.reg_fast_laplace</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
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@@ -415,7 +429,7 @@
       
     </aside>
   </div>
-</div><script src="../_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="../_static/documentation_options.js?v=4ebf8126"></script>
     <script src="../_static/doctools.js?v=9a2dae69"></script>
     <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
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diff --git a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html
index ab075f4fe..d6f4907b7 100644
--- a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html
+++ b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html
@@ -6,10 +6,11 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="bayesvalidrox.surrogate_models.eval_rec_rule" href="bayesvalidrox.surrogate_models.eval_rec_rule.html" /><link rel="prev" title="bayesvalidrox.surrogate_models.engine.subdomain" href="bayesvalidrox.surrogate_models.engine.subdomain.html" />
 
     <!-- Generated with Sphinx 7.3.7 and Furo 2023.09.10 -->
-        <title>bayesvalidrox.surrogate_models.engine.Engine - bayesvalidrox 0.0.5 documentation</title>
+        <title>bayesvalidrox.surrogate_models.engine.Engine - bayesvalidrox 1.0.0 documentation</title>
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+    <link rel="stylesheet" type="text/css" href="../_static/custom.css?v=da48c412" />
     
     
 
@@ -18,18 +19,24 @@
   body {
     --color-code-background: #f8f8f8;
   --color-code-foreground: black;
+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
   }
   @media not print {
     body[data-theme="dark"] {
       --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
         --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
       }
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@@ -123,7 +130,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="../index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -145,8 +152,10 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../index.html">
   
+  <div class="sidebar-logo-container">
+    <img class="sidebar-logo" src="../_static/BVRLogoV03_shorttext.png" alt="Logo"/>
+  </div>
   
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+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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@@ -801,7 +815,7 @@ Experiments (MICE): Emulation of a Tsunami Model by Beck and Guillas
       
     </aside>
   </div>
-</div><script src="../_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="../_static/documentation_options.js?v=4ebf8126"></script>
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diff --git a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.engine.hellinger_distance.html b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.engine.hellinger_distance.html
index cd401d408..e2daf1a9d 100644
--- a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.engine.hellinger_distance.html
+++ b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.engine.hellinger_distance.html
@@ -6,10 +6,11 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="bayesvalidrox.surrogate_models.engine.logpdf" href="bayesvalidrox.surrogate_models.engine.logpdf.html" /><link rel="prev" title="bayesvalidrox.surrogate_models.engine" href="bayesvalidrox.surrogate_models.engine.html" />
 
     <!-- Generated with Sphinx 7.3.7 and Furo 2023.09.10 -->
-        <title>bayesvalidrox.surrogate_models.engine.hellinger_distance - bayesvalidrox 0.0.5 documentation</title>
+        <title>bayesvalidrox.surrogate_models.engine.hellinger_distance - bayesvalidrox 1.0.0 documentation</title>
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+    <link rel="stylesheet" type="text/css" href="../_static/custom.css?v=da48c412" />
     
     
 
@@ -18,18 +19,24 @@
   body {
     --color-code-background: #f8f8f8;
   --color-code-foreground: black;
+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
   }
   @media not print {
     body[data-theme="dark"] {
       --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
         --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
       }
     }
@@ -123,7 +130,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="../index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -145,8 +152,10 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../index.html">
   
+  <div class="sidebar-logo-container">
+    <img class="sidebar-logo" src="../_static/BVRLogoV03_shorttext.png" alt="Logo"/>
+  </div>
   
-  <span class="sidebar-brand-text">bayesvalidrox 0.0.5 documentation</span>
   
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
@@ -166,112 +175,117 @@
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-<li class="toctree-l1"><a class="reference internal" href="../packagedescription.html">PACKAGE DESCRIPTION</a></li>
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+<li class="toctree-l2"><a class="reference internal" href="../surrogate_description.html">Training surrogate models</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../post_description.html">Postprocessing, Bayesian inference and Bayesian model comparison</a></li>
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@@ -415,7 +429,7 @@ every set to which Q assigns a positive probability, and vice versa.
       
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   </div>
-</div><script src="../_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="../_static/documentation_options.js?v=4ebf8126"></script>
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diff --git a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.engine.html b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.engine.html
index aaf900ddf..3e7323ed6 100644
--- a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.engine.html
+++ b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.engine.html
@@ -6,10 +6,11 @@
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+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.reg_fast_laplace</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
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@@ -416,7 +430,7 @@
       
     </aside>
   </div>
-</div><script src="../_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="../_static/documentation_options.js?v=4ebf8126"></script>
     <script src="../_static/doctools.js?v=9a2dae69"></script>
     <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
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diff --git a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.engine.logpdf.html b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.engine.logpdf.html
index 23a73858c..cf4674919 100644
--- a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.engine.logpdf.html
+++ b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.engine.logpdf.html
@@ -6,10 +6,11 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="bayesvalidrox.surrogate_models.engine.subdomain" href="bayesvalidrox.surrogate_models.engine.subdomain.html" /><link rel="prev" title="bayesvalidrox.surrogate_models.engine.hellinger_distance" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html" />
 
     <!-- Generated with Sphinx 7.3.7 and Furo 2023.09.10 -->
-        <title>bayesvalidrox.surrogate_models.engine.logpdf - bayesvalidrox 0.0.5 documentation</title>
+        <title>bayesvalidrox.surrogate_models.engine.logpdf - bayesvalidrox 1.0.0 documentation</title>
       <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=362ab14a" />
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+    <link rel="stylesheet" type="text/css" href="../_static/custom.css?v=da48c412" />
     
     
 
@@ -18,18 +19,24 @@
   body {
     --color-code-background: #f8f8f8;
   --color-code-foreground: black;
+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
   }
   @media not print {
     body[data-theme="dark"] {
       --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
         --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
       }
     }
@@ -123,7 +130,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="../index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -145,8 +152,10 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../index.html">
   
+  <div class="sidebar-logo-container">
+    <img class="sidebar-logo" src="../_static/BVRLogoV03_shorttext.png" alt="Logo"/>
+  </div>
   
-  <span class="sidebar-brand-text">bayesvalidrox 0.0.5 documentation</span>
   
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
@@ -166,112 +175,117 @@
 <li class="toctree-l2"><a class="reference internal" href="../pollution.html">Pollution</a></li>
 </ul>
 </li>
-<li class="toctree-l1"><a class="reference internal" href="../packagedescription.html">PACKAGE DESCRIPTION</a></li>
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+<li class="toctree-l2"><a class="reference internal" href="../input_description.html">Priors, input space and experimental design</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../surrogate_description.html">Training surrogate models</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../post_description.html">Postprocessing, Bayesian inference and Bayesian model comparison</a></li>
+</ul>
+</li>
+<li class="toctree-l1 current has-children"><a class="reference internal" href="../api.html">API</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" role="switch" type="checkbox"/><label for="toctree-checkbox-3"><div class="visually-hidden">Toggle navigation of API</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 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
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@@ -414,7 +428,7 @@
       
     </aside>
   </div>
-</div><script src="../_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="../_static/documentation_options.js?v=4ebf8126"></script>
     <script src="../_static/doctools.js?v=9a2dae69"></script>
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diff --git a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.engine.subdomain.html b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.engine.subdomain.html
index 0a43b5fae..a8b210d32 100644
--- a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.engine.subdomain.html
+++ b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.engine.subdomain.html
@@ -6,10 +6,11 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="bayesvalidrox.surrogate_models.engine.Engine" href="bayesvalidrox.surrogate_models.engine.Engine.html" /><link rel="prev" title="bayesvalidrox.surrogate_models.engine.logpdf" href="bayesvalidrox.surrogate_models.engine.logpdf.html" />
 
     <!-- Generated with Sphinx 7.3.7 and Furo 2023.09.10 -->
-        <title>bayesvalidrox.surrogate_models.engine.subdomain - bayesvalidrox 0.0.5 documentation</title>
+        <title>bayesvalidrox.surrogate_models.engine.subdomain - bayesvalidrox 1.0.0 documentation</title>
       <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=362ab14a" />
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+    <link rel="stylesheet" type="text/css" href="../_static/custom.css?v=da48c412" />
     
     
 
@@ -18,18 +19,24 @@
   body {
     --color-code-background: #f8f8f8;
   --color-code-foreground: black;
+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
   }
   @media not print {
     body[data-theme="dark"] {
       --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
         --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
       }
     }
@@ -123,7 +130,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="../index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -145,8 +152,10 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../index.html">
   
+  <div class="sidebar-logo-container">
+    <img class="sidebar-logo" src="../_static/BVRLogoV03_shorttext.png" alt="Logo"/>
+  </div>
   
-  <span class="sidebar-brand-text">bayesvalidrox 0.0.5 documentation</span>
   
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
@@ -166,112 +175,117 @@
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+<li class="toctree-l2"><a class="reference internal" href="../surrogate_description.html">Training surrogate models</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../post_description.html">Postprocessing, Bayesian inference and Bayesian model comparison</a></li>
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@@ -412,7 +426,7 @@
       
     </aside>
   </div>
-</div><script src="../_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="../_static/documentation_options.js?v=4ebf8126"></script>
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diff --git a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.eval_rec_rule.html b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.eval_rec_rule.html
index 2c3b9fe8b..9e8e90cfa 100644
--- a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.eval_rec_rule.html
+++ b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.eval_rec_rule.html
@@ -6,10 +6,11 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="bayesvalidrox.surrogate_models.eval_rec_rule.eval_rec_rule_arbitrary" href="bayesvalidrox.surrogate_models.eval_rec_rule.eval_rec_rule_arbitrary.html" /><link rel="prev" title="bayesvalidrox.surrogate_models.eval_rec_rule" href="bayesvalidrox.surrogate_models.eval_rec_rule.html" />
 
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-        <title>bayesvalidrox.surrogate_models.eval_rec_rule.eval_rec_rule - bayesvalidrox 0.0.5 documentation</title>
+        <title>bayesvalidrox.surrogate_models.eval_rec_rule.eval_rec_rule - bayesvalidrox 1.0.0 documentation</title>
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@@ -18,18 +19,24 @@
   body {
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   --color-code-foreground: black;
+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
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   @media not print {
     body[data-theme="dark"] {
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+  --color-brand-primary: #9bb4e3;
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+  --color-brand-content: #9bb4e3;
   
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@@ -123,7 +130,7 @@
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     </div>
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-      <a href="../index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="../index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
     </div>
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       <div class="theme-toggle-container theme-toggle-header">
@@ -145,8 +152,10 @@
       
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+  <div class="sidebar-logo-container">
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@@ -166,112 +175,117 @@
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+<li class="toctree-l2"><a class="reference internal" href="../surrogate_description.html">Training surrogate models</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../post_description.html">Postprocessing, Bayesian inference and Bayesian model comparison</a></li>
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@@ -415,7 +429,7 @@ from the AB.</p>
       
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-</div><script src="../_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="../_static/documentation_options.js?v=4ebf8126"></script>
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diff --git a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.eval_rec_rule_arbitrary.html b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.eval_rec_rule_arbitrary.html
index 2bd2edb00..6ed2f6d0f 100644
--- a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.eval_rec_rule_arbitrary.html
+++ b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.eval_rec_rule_arbitrary.html
@@ -6,10 +6,11 @@
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+        <title>bayesvalidrox.surrogate_models.eval_rec_rule.eval_rec_rule_arbitrary - bayesvalidrox 1.0.0 documentation</title>
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@@ -18,18 +19,24 @@
   body {
     --color-code-background: #f8f8f8;
   --color-code-foreground: black;
+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
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+  --color-brand-primary: #9bb4e3;
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+  --color-brand-primary: #9bb4e3;
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@@ -123,7 +130,7 @@
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+      <a href="../index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
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       <div class="theme-toggle-container theme-toggle-header">
@@ -145,8 +152,10 @@
       
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+  <div class="sidebar-logo-container">
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@@ -166,112 +175,117 @@
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+<li class="toctree-l2"><a class="reference internal" href="../surrogate_description.html">Training surrogate models</a></li>
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@@ -414,7 +428,7 @@
       
     </aside>
   </div>
-</div><script src="../_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="../_static/documentation_options.js?v=4ebf8126"></script>
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diff --git a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.eval_univ_basis.html b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.eval_univ_basis.html
index 406e6ac3a..0092cf527 100644
--- a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.eval_univ_basis.html
+++ b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.eval_univ_basis.html
@@ -6,10 +6,11 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="bayesvalidrox.surrogate_models.eval_rec_rule.poly_rec_coeffs" href="bayesvalidrox.surrogate_models.eval_rec_rule.poly_rec_coeffs.html" /><link rel="prev" title="bayesvalidrox.surrogate_models.eval_rec_rule.eval_rec_rule_arbitrary" href="bayesvalidrox.surrogate_models.eval_rec_rule.eval_rec_rule_arbitrary.html" />
 
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-        <title>bayesvalidrox.surrogate_models.eval_rec_rule.eval_univ_basis - bayesvalidrox 0.0.5 documentation</title>
+        <title>bayesvalidrox.surrogate_models.eval_rec_rule.eval_univ_basis - bayesvalidrox 1.0.0 documentation</title>
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@@ -18,18 +19,24 @@
   body {
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   --color-code-foreground: black;
+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
   }
   @media not print {
     body[data-theme="dark"] {
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+  --color-brand-primary: #9bb4e3;
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@@ -123,7 +130,7 @@
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     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="../index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
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+  <div class="sidebar-logo-container">
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+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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@@ -416,7 +430,7 @@
       
     </aside>
   </div>
-</div><script src="../_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="../_static/documentation_options.js?v=4ebf8126"></script>
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diff --git a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.html b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.html
index 796ad9288..d51f32797 100644
--- a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.html
+++ b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.html
@@ -6,10 +6,11 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="bayesvalidrox.surrogate_models.eval_rec_rule.eval_rec_rule" href="bayesvalidrox.surrogate_models.eval_rec_rule.eval_rec_rule.html" /><link rel="prev" title="bayesvalidrox.surrogate_models.engine.Engine" href="bayesvalidrox.surrogate_models.engine.Engine.html" />
 
     <!-- Generated with Sphinx 7.3.7 and Furo 2023.09.10 -->
-        <title>bayesvalidrox.surrogate_models.eval_rec_rule - bayesvalidrox 0.0.5 documentation</title>
+        <title>bayesvalidrox.surrogate_models.eval_rec_rule - bayesvalidrox 1.0.0 documentation</title>
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+    <link rel="stylesheet" type="text/css" href="../_static/custom.css?v=da48c412" />
     
     
 
@@ -18,18 +19,24 @@
   body {
     --color-code-background: #f8f8f8;
   --color-code-foreground: black;
+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
   }
   @media not print {
     body[data-theme="dark"] {
       --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
         --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
       }
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@@ -123,7 +130,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="../index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -145,8 +152,10 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../index.html">
   
+  <div class="sidebar-logo-container">
+    <img class="sidebar-logo" src="../_static/BVRLogoV03_shorttext.png" alt="Logo"/>
+  </div>
   
-  <span class="sidebar-brand-text">bayesvalidrox 0.0.5 documentation</span>
   
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
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@@ -166,112 +175,117 @@
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-<li class="toctree-l1"><a class="reference internal" href="../packagedescription.html">PACKAGE DESCRIPTION</a></li>
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+<li class="toctree-l2"><a class="reference internal" href="../input_description.html">Priors, input space and experimental design</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../surrogate_description.html">Training surrogate models</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../post_description.html">Postprocessing, Bayesian inference and Bayesian model comparison</a></li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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@@ -406,7 +420,7 @@ Pfaffenwaldring 61
       
     </aside>
   </div>
-</div><script src="../_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="../_static/documentation_options.js?v=4ebf8126"></script>
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diff --git a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.poly_rec_coeffs.html b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.poly_rec_coeffs.html
index 326d5cbe0..dfd5f5911 100644
--- a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.poly_rec_coeffs.html
+++ b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.poly_rec_coeffs.html
@@ -6,10 +6,11 @@
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+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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@@ -415,7 +429,7 @@ polynomials.</p>
       
     </aside>
   </div>
-</div><script src="../_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="../_static/documentation_options.js?v=4ebf8126"></script>
     <script src="../_static/doctools.js?v=9a2dae69"></script>
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diff --git a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.exp_designs.ExpDesigns.html b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.exp_designs.ExpDesigns.html
index 5dbf97f66..dfe713a83 100644
--- a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.exp_designs.ExpDesigns.html
+++ b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.exp_designs.ExpDesigns.html
@@ -6,10 +6,11 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="bayesvalidrox.surrogate_models.exploration" href="bayesvalidrox.surrogate_models.exploration.html" /><link rel="prev" title="bayesvalidrox.surrogate_models.exp_designs.check_ranges" href="bayesvalidrox.surrogate_models.exp_designs.check_ranges.html" />
 
     <!-- Generated with Sphinx 7.3.7 and Furo 2023.09.10 -->
-        <title>bayesvalidrox.surrogate_models.exp_designs.ExpDesigns - bayesvalidrox 0.0.5 documentation</title>
+        <title>bayesvalidrox.surrogate_models.exp_designs.ExpDesigns - bayesvalidrox 1.0.0 documentation</title>
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+    <link rel="stylesheet" type="text/css" href="../_static/custom.css?v=da48c412" />
     
     
 
@@ -18,18 +19,24 @@
   body {
     --color-code-background: #f8f8f8;
   --color-code-foreground: black;
+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
   }
   @media not print {
     body[data-theme="dark"] {
       --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
         --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
       }
     }
@@ -123,7 +130,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="../index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -145,8 +152,10 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../index.html">
   
+  <div class="sidebar-logo-container">
+    <img class="sidebar-logo" src="../_static/BVRLogoV03_shorttext.png" alt="Logo"/>
+  </div>
   
-  <span class="sidebar-brand-text">bayesvalidrox 0.0.5 documentation</span>
   
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
@@ -166,112 +175,117 @@
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 </ul>
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-<li class="toctree-l1"><a class="reference internal" href="../packagedescription.html">PACKAGE DESCRIPTION</a></li>
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+<li class="toctree-l2"><a class="reference internal" href="../input_description.html">Priors, input space and experimental design</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../surrogate_description.html">Training surrogate models</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../post_description.html">Postprocessing, Bayesian inference and Bayesian model comparison</a></li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.reg_fast_laplace</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
@@ -735,7 +749,7 @@ transformation.</p>
       
     </aside>
   </div>
-</div><script src="../_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="../_static/documentation_options.js?v=4ebf8126"></script>
     <script src="../_static/doctools.js?v=9a2dae69"></script>
     <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
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diff --git a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.exp_designs.check_ranges.html b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.exp_designs.check_ranges.html
index 491e59e88..52b6057f0 100644
--- a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.exp_designs.check_ranges.html
+++ b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.exp_designs.check_ranges.html
@@ -6,10 +6,11 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="bayesvalidrox.surrogate_models.exp_designs.ExpDesigns" href="bayesvalidrox.surrogate_models.exp_designs.ExpDesigns.html" /><link rel="prev" title="bayesvalidrox.surrogate_models.exp_designs" href="bayesvalidrox.surrogate_models.exp_designs.html" />
 
     <!-- Generated with Sphinx 7.3.7 and Furo 2023.09.10 -->
-        <title>bayesvalidrox.surrogate_models.exp_designs.check_ranges - bayesvalidrox 0.0.5 documentation</title>
+        <title>bayesvalidrox.surrogate_models.exp_designs.check_ranges - bayesvalidrox 1.0.0 documentation</title>
       <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=362ab14a" />
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+    <link rel="stylesheet" type="text/css" href="../_static/custom.css?v=da48c412" />
     
     
 
@@ -18,18 +19,24 @@
   body {
     --color-code-background: #f8f8f8;
   --color-code-foreground: black;
+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
   }
   @media not print {
     body[data-theme="dark"] {
       --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
         --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
       }
     }
@@ -123,7 +130,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="../index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -145,8 +152,10 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../index.html">
   
+  <div class="sidebar-logo-container">
+    <img class="sidebar-logo" src="../_static/BVRLogoV03_shorttext.png" alt="Logo"/>
+  </div>
   
-  <span class="sidebar-brand-text">bayesvalidrox 0.0.5 documentation</span>
   
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
@@ -166,112 +175,117 @@
 <li class="toctree-l2"><a class="reference internal" href="../pollution.html">Pollution</a></li>
 </ul>
 </li>
-<li class="toctree-l1"><a class="reference internal" href="../packagedescription.html">PACKAGE DESCRIPTION</a></li>
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+<li class="toctree-l2"><a class="reference internal" href="../input_description.html">Priors, input space and experimental design</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../surrogate_description.html">Training surrogate models</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../post_description.html">Postprocessing, Bayesian inference and Bayesian model comparison</a></li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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@@ -412,7 +426,7 @@
       
     </aside>
   </div>
-</div><script src="../_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="../_static/documentation_options.js?v=4ebf8126"></script>
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diff --git a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.exp_designs.html b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.exp_designs.html
index be12bc3b2..fff3625e7 100644
--- a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.exp_designs.html
+++ b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.exp_designs.html
@@ -6,10 +6,11 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="bayesvalidrox.surrogate_models.exp_designs.check_ranges" href="bayesvalidrox.surrogate_models.exp_designs.check_ranges.html" /><link rel="prev" title="bayesvalidrox.surrogate_models.eval_rec_rule.poly_rec_coeffs" href="bayesvalidrox.surrogate_models.eval_rec_rule.poly_rec_coeffs.html" />
 
     <!-- Generated with Sphinx 7.3.7 and Furo 2023.09.10 -->
-        <title>bayesvalidrox.surrogate_models.exp_designs - bayesvalidrox 0.0.5 documentation</title>
+        <title>bayesvalidrox.surrogate_models.exp_designs - bayesvalidrox 1.0.0 documentation</title>
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+    <link rel="stylesheet" type="text/css" href="../_static/custom.css?v=da48c412" />
     
     
 
@@ -18,18 +19,24 @@
   body {
     --color-code-background: #f8f8f8;
   --color-code-foreground: black;
+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
   }
   @media not print {
     body[data-theme="dark"] {
       --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
         --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
       }
     }
@@ -123,7 +130,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="../index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -145,8 +152,10 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../index.html">
   
+  <div class="sidebar-logo-container">
+    <img class="sidebar-logo" src="../_static/BVRLogoV03_shorttext.png" alt="Logo"/>
+  </div>
   
-  <span class="sidebar-brand-text">bayesvalidrox 0.0.5 documentation</span>
   
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
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@@ -166,112 +175,117 @@
 <li class="toctree-l2"><a class="reference internal" href="../pollution.html">Pollution</a></li>
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 </li>
-<li class="toctree-l1"><a class="reference internal" href="../packagedescription.html">PACKAGE DESCRIPTION</a></li>
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+<li class="toctree-l2"><a class="reference internal" href="../surrogate_description.html">Training surrogate models</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../post_description.html">Postprocessing, Bayesian inference and Bayesian model comparison</a></li>
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@@ -410,7 +424,7 @@
       
     </aside>
   </div>
-</div><script src="../_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="../_static/documentation_options.js?v=4ebf8126"></script>
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diff --git a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.exploration.Exploration.html b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.exploration.Exploration.html
index 6d03c05ff..2e002e438 100644
--- a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.exploration.Exploration.html
+++ b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.exploration.Exploration.html
@@ -6,10 +6,11 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="bayesvalidrox.surrogate_models.glexindex" href="bayesvalidrox.surrogate_models.glexindex.html" /><link rel="prev" title="bayesvalidrox.surrogate_models.exploration" href="bayesvalidrox.surrogate_models.exploration.html" />
 
     <!-- Generated with Sphinx 7.3.7 and Furo 2023.09.10 -->
-        <title>bayesvalidrox.surrogate_models.exploration.Exploration - bayesvalidrox 0.0.5 documentation</title>
+        <title>bayesvalidrox.surrogate_models.exploration.Exploration - bayesvalidrox 1.0.0 documentation</title>
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+    <link rel="stylesheet" type="text/css" href="../_static/custom.css?v=da48c412" />
     
     
 
@@ -18,18 +19,24 @@
   body {
     --color-code-background: #f8f8f8;
   --color-code-foreground: black;
+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
   }
   @media not print {
     body[data-theme="dark"] {
       --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
         --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
       }
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@@ -123,7 +130,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="../index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -145,8 +152,10 @@
       
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+  <div class="sidebar-logo-container">
+    <img class="sidebar-logo" src="../_static/BVRLogoV03_shorttext.png" alt="Logo"/>
+  </div>
   
-  <span class="sidebar-brand-text">bayesvalidrox 0.0.5 documentation</span>
   
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
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@@ -166,112 +175,117 @@
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+<li class="toctree-l2"><a class="reference internal" href="../surrogate_description.html">Training surrogate models</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../post_description.html">Postprocessing, Bayesian inference and Bayesian model comparison</a></li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.reg_fast_laplace</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
@@ -543,7 +557,7 @@ corresponding scores</p>
       
     </aside>
   </div>
-</div><script src="../_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="../_static/documentation_options.js?v=4ebf8126"></script>
     <script src="../_static/doctools.js?v=9a2dae69"></script>
     <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
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diff --git a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.exploration.html b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.exploration.html
index d9ba8f09b..352ff3b93 100644
--- a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.exploration.html
+++ b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.exploration.html
@@ -6,10 +6,11 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="bayesvalidrox.surrogate_models.exploration.Exploration" href="bayesvalidrox.surrogate_models.exploration.Exploration.html" /><link rel="prev" title="bayesvalidrox.surrogate_models.exp_designs.ExpDesigns" href="bayesvalidrox.surrogate_models.exp_designs.ExpDesigns.html" />
 
     <!-- Generated with Sphinx 7.3.7 and Furo 2023.09.10 -->
-        <title>bayesvalidrox.surrogate_models.exploration - bayesvalidrox 0.0.5 documentation</title>
+        <title>bayesvalidrox.surrogate_models.exploration - bayesvalidrox 1.0.0 documentation</title>
       <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=362ab14a" />
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+    <link rel="stylesheet" type="text/css" href="../_static/custom.css?v=da48c412" />
     
     
 
@@ -18,18 +19,24 @@
   body {
     --color-code-background: #f8f8f8;
   --color-code-foreground: black;
+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
   }
   @media not print {
     body[data-theme="dark"] {
       --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
         --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
       }
     }
@@ -123,7 +130,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="../index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -145,8 +152,10 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../index.html">
   
+  <div class="sidebar-logo-container">
+    <img class="sidebar-logo" src="../_static/BVRLogoV03_shorttext.png" alt="Logo"/>
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@@ -382,7 +396,7 @@
       
     </aside>
   </div>
-</div><script src="../_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="../_static/documentation_options.js?v=4ebf8126"></script>
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diff --git a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.glexindex.cross_truncate.html b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.glexindex.cross_truncate.html
index 272b06b16..1287f3d43 100644
--- a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.glexindex.cross_truncate.html
+++ b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.glexindex.cross_truncate.html
@@ -6,10 +6,11 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="bayesvalidrox.surrogate_models.glexindex.glexindex" href="bayesvalidrox.surrogate_models.glexindex.glexindex.html" /><link rel="prev" title="bayesvalidrox.surrogate_models.glexindex" href="bayesvalidrox.surrogate_models.glexindex.html" />
 
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-        <title>bayesvalidrox.surrogate_models.glexindex.cross_truncate - bayesvalidrox 0.0.5 documentation</title>
+        <title>bayesvalidrox.surrogate_models.glexindex.cross_truncate - bayesvalidrox 1.0.0 documentation</title>
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+    <link rel="stylesheet" type="text/css" href="../_static/custom.css?v=da48c412" />
     
     
 
@@ -18,18 +19,24 @@
   body {
     --color-code-background: #f8f8f8;
   --color-code-foreground: black;
+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
   }
   @media not print {
     body[data-theme="dark"] {
       --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
         --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
       }
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@@ -123,7 +130,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="../index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
     </div>
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       <div class="theme-toggle-container theme-toggle-header">
@@ -145,8 +152,10 @@
       
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+  <div class="sidebar-logo-container">
+    <img class="sidebar-logo" src="../_static/BVRLogoV03_shorttext.png" alt="Logo"/>
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-  <span class="sidebar-brand-text">bayesvalidrox 0.0.5 documentation</span>
   
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@@ -166,112 +175,117 @@
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-<li class="toctree-l1"><a class="reference internal" href="../packagedescription.html">PACKAGE DESCRIPTION</a></li>
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+<li class="toctree-l2"><a class="reference internal" href="../surrogate_description.html">Training surrogate models</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../post_description.html">Postprocessing, Bayesian inference and Bayesian model comparison</a></li>
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@@ -430,7 +444,7 @@ truncation criteria holds.</p>
       
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diff --git a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.glexindex.glexindex.html b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.glexindex.glexindex.html
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@@ -6,10 +6,11 @@
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+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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@@ -442,7 +456,7 @@ considered smaller than <code class="docutils literal notranslate"><span class="
       
     </aside>
   </div>
-</div><script src="../_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="../_static/documentation_options.js?v=4ebf8126"></script>
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diff --git a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.glexindex.html b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.glexindex.html
index 869beb9aa..61a05b4c4 100644
--- a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.glexindex.html
+++ b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.glexindex.html
@@ -6,10 +6,11 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="bayesvalidrox.surrogate_models.glexindex.cross_truncate" href="bayesvalidrox.surrogate_models.glexindex.cross_truncate.html" /><link rel="prev" title="bayesvalidrox.surrogate_models.exploration.Exploration" href="bayesvalidrox.surrogate_models.exploration.Exploration.html" />
 
     <!-- Generated with Sphinx 7.3.7 and Furo 2023.09.10 -->
-        <title>bayesvalidrox.surrogate_models.glexindex - bayesvalidrox 0.0.5 documentation</title>
+        <title>bayesvalidrox.surrogate_models.glexindex - bayesvalidrox 1.0.0 documentation</title>
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+    <link rel="stylesheet" type="text/css" href="../_static/custom.css?v=da48c412" />
     
     
 
@@ -18,18 +19,24 @@
   body {
     --color-code-background: #f8f8f8;
   --color-code-foreground: black;
+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
   }
   @media not print {
     body[data-theme="dark"] {
       --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
         --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
       }
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@@ -123,7 +130,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="../index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -145,8 +152,10 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../index.html">
   
+  <div class="sidebar-logo-container">
+    <img class="sidebar-logo" src="../_static/BVRLogoV03_shorttext.png" alt="Logo"/>
+  </div>
   
-  <span class="sidebar-brand-text">bayesvalidrox 0.0.5 documentation</span>
   
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
@@ -166,112 +175,117 @@
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 </ul>
 </li>
-<li class="toctree-l1"><a class="reference internal" href="../packagedescription.html">PACKAGE DESCRIPTION</a></li>
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+<li class="toctree-l2"><a class="reference internal" href="../surrogate_description.html">Training surrogate models</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../post_description.html">Postprocessing, Bayesian inference and Bayesian model comparison</a></li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
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@@ -387,7 +401,7 @@ Credit: Jonathan Feinberg
       
     </aside>
   </div>
-</div><script src="../_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="../_static/documentation_options.js?v=4ebf8126"></script>
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diff --git a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.html b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.html
index 24bc13641..260779090 100644
--- a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.html
+++ b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.html
@@ -6,10 +6,11 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="bayesvalidrox.surrogate_models.adaptPlot" href="bayesvalidrox.surrogate_models.adaptPlot.html" /><link rel="prev" title="bayesvalidrox.pylink.pylink.PyLinkForwardModel" href="bayesvalidrox.pylink.pylink.PyLinkForwardModel.html" />
 
     <!-- Generated with Sphinx 7.3.7 and Furo 2023.09.10 -->
-        <title>bayesvalidrox.surrogate_models - bayesvalidrox 0.0.5 documentation</title>
+        <title>bayesvalidrox.surrogate_models - bayesvalidrox 1.0.0 documentation</title>
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+    <link rel="stylesheet" type="text/css" href="../_static/custom.css?v=da48c412" />
     
     
 
@@ -18,18 +19,24 @@
   body {
     --color-code-background: #f8f8f8;
   --color-code-foreground: black;
+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
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+  --color-brand-primary: #9bb4e3;
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+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
       }
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@@ -123,7 +130,7 @@
       </label>
     </div>
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-      <a href="../index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="../index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
     </div>
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       <div class="theme-toggle-container theme-toggle-header">
@@ -145,8 +152,10 @@
       
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+  <div class="sidebar-logo-container">
+    <img class="sidebar-logo" src="../_static/BVRLogoV03_shorttext.png" alt="Logo"/>
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-  <span class="sidebar-brand-text">bayesvalidrox 0.0.5 documentation</span>
   
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
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@@ -166,112 +175,117 @@
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+<li class="toctree-l2"><a class="reference internal" href="../surrogate_description.html">Training surrogate models</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../post_description.html">Postprocessing, Bayesian inference and Bayesian model comparison</a></li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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@@ -420,7 +434,7 @@
       
     </aside>
   </div>
-</div><script src="../_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="../_static/documentation_options.js?v=4ebf8126"></script>
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diff --git a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.input_space.InputSpace.html b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.input_space.InputSpace.html
index 7a82263a0..0ad981477 100644
--- a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.input_space.InputSpace.html
+++ b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.input_space.InputSpace.html
@@ -6,10 +6,11 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="bayesvalidrox.surrogate_models.inputs" href="bayesvalidrox.surrogate_models.inputs.html" /><link rel="prev" title="bayesvalidrox.surrogate_models.input_space" href="bayesvalidrox.surrogate_models.input_space.html" />
 
     <!-- Generated with Sphinx 7.3.7 and Furo 2023.09.10 -->
-        <title>bayesvalidrox.surrogate_models.input_space.InputSpace - bayesvalidrox 0.0.5 documentation</title>
+        <title>bayesvalidrox.surrogate_models.input_space.InputSpace - bayesvalidrox 1.0.0 documentation</title>
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+    <link rel="stylesheet" type="text/css" href="../_static/custom.css?v=da48c412" />
     
     
 
@@ -18,18 +19,24 @@
   body {
     --color-code-background: #f8f8f8;
   --color-code-foreground: black;
+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
   }
   @media not print {
     body[data-theme="dark"] {
       --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
         --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
       }
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@@ -123,7 +130,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="../index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -145,8 +152,10 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../index.html">
   
+  <div class="sidebar-logo-container">
+    <img class="sidebar-logo" src="../_static/BVRLogoV03_shorttext.png" alt="Logo"/>
+  </div>
   
-  <span class="sidebar-brand-text">bayesvalidrox 0.0.5 documentation</span>
   
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
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@@ -166,112 +175,117 @@
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+<li class="toctree-l2"><a class="reference internal" href="../surrogate_description.html">Training surrogate models</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../post_description.html">Postprocessing, Bayesian inference and Bayesian model comparison</a></li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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@@ -525,7 +539,7 @@ transformation.</p>
       
     </aside>
   </div>
-</div><script src="../_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="../_static/documentation_options.js?v=4ebf8126"></script>
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diff --git a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.input_space.html b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.input_space.html
index ab2f8605d..5e042adc8 100644
--- a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.input_space.html
+++ b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.input_space.html
@@ -6,10 +6,11 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="bayesvalidrox.surrogate_models.input_space.InputSpace" href="bayesvalidrox.surrogate_models.input_space.InputSpace.html" /><link rel="prev" title="bayesvalidrox.surrogate_models.glexindex.glexindex" href="bayesvalidrox.surrogate_models.glexindex.glexindex.html" />
 
     <!-- Generated with Sphinx 7.3.7 and Furo 2023.09.10 -->
-        <title>bayesvalidrox.surrogate_models.input_space - bayesvalidrox 0.0.5 documentation</title>
+        <title>bayesvalidrox.surrogate_models.input_space - bayesvalidrox 1.0.0 documentation</title>
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+    <link rel="stylesheet" type="text/css" href="../_static/custom.css?v=da48c412" />
     
     
 
@@ -18,18 +19,24 @@
   body {
     --color-code-background: #f8f8f8;
   --color-code-foreground: black;
+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
   }
   @media not print {
     body[data-theme="dark"] {
       --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
         --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
       }
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@@ -123,7 +130,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="../index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -145,8 +152,10 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../index.html">
   
+  <div class="sidebar-logo-container">
+    <img class="sidebar-logo" src="../_static/BVRLogoV03_shorttext.png" alt="Logo"/>
+  </div>
   
-  <span class="sidebar-brand-text">bayesvalidrox 0.0.5 documentation</span>
   
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
@@ -166,112 +175,117 @@
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 </ul>
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+<li class="toctree-l2"><a class="reference internal" href="../surrogate_description.html">Training surrogate models</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../post_description.html">Postprocessing, Bayesian inference and Bayesian model comparison</a></li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.reg_fast_laplace</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
@@ -382,7 +396,7 @@
       
     </aside>
   </div>
-</div><script src="../_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="../_static/documentation_options.js?v=4ebf8126"></script>
     <script src="../_static/doctools.js?v=9a2dae69"></script>
     <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../_static/scripts/furo.js?v=32e29ea5"></script>
diff --git a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.inputs.Input.html b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.inputs.Input.html
index 2d28bd8cb..b5caa67c0 100644
--- a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.inputs.Input.html
+++ b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.inputs.Input.html
@@ -6,10 +6,11 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="bayesvalidrox.surrogate_models.inputs.Marginal" href="bayesvalidrox.surrogate_models.inputs.Marginal.html" /><link rel="prev" title="bayesvalidrox.surrogate_models.inputs" href="bayesvalidrox.surrogate_models.inputs.html" />
 
     <!-- Generated with Sphinx 7.3.7 and Furo 2023.09.10 -->
-        <title>bayesvalidrox.surrogate_models.inputs.Input - bayesvalidrox 0.0.5 documentation</title>
+        <title>bayesvalidrox.surrogate_models.inputs.Input - bayesvalidrox 1.0.0 documentation</title>
       <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=362ab14a" />
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     <link rel="stylesheet" type="text/css" href="../_static/styles/furo-extensions.css?v=36a5483c" />
+    <link rel="stylesheet" type="text/css" href="../_static/custom.css?v=da48c412" />
     
     
 
@@ -18,18 +19,24 @@
   body {
     --color-code-background: #f8f8f8;
   --color-code-foreground: black;
+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
   }
   @media not print {
     body[data-theme="dark"] {
       --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
         --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
       }
     }
@@ -123,7 +130,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="../index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -145,8 +152,10 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../index.html">
   
+  <div class="sidebar-logo-container">
+    <img class="sidebar-logo" src="../_static/BVRLogoV03_shorttext.png" alt="Logo"/>
+  </div>
   
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+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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@@ -467,7 +481,7 @@ as following:</p>
       
     </aside>
   </div>
-</div><script src="../_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="../_static/documentation_options.js?v=4ebf8126"></script>
     <script src="../_static/doctools.js?v=9a2dae69"></script>
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diff --git a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.inputs.Marginal.html b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.inputs.Marginal.html
index ea5a443b7..7656938dc 100644
--- a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.inputs.Marginal.html
+++ b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.inputs.Marginal.html
@@ -6,10 +6,11 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="bayesvalidrox.surrogate_models.orthogonal_matching_pursuit" href="bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.html" /><link rel="prev" title="bayesvalidrox.surrogate_models.inputs.Input" href="bayesvalidrox.surrogate_models.inputs.Input.html" />
 
     <!-- Generated with Sphinx 7.3.7 and Furo 2023.09.10 -->
-        <title>bayesvalidrox.surrogate_models.inputs.Marginal - bayesvalidrox 0.0.5 documentation</title>
+        <title>bayesvalidrox.surrogate_models.inputs.Marginal - bayesvalidrox 1.0.0 documentation</title>
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+    <link rel="stylesheet" type="text/css" href="../_static/custom.css?v=da48c412" />
     
     
 
@@ -18,18 +19,24 @@
   body {
     --color-code-background: #f8f8f8;
   --color-code-foreground: black;
+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
   }
   @media not print {
     body[data-theme="dark"] {
       --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
         --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
       }
     }
@@ -123,7 +130,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="../index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -145,8 +152,10 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../index.html">
   
+  <div class="sidebar-logo-container">
+    <img class="sidebar-logo" src="../_static/BVRLogoV03_shorttext.png" alt="Logo"/>
+  </div>
   
-  <span class="sidebar-brand-text">bayesvalidrox 0.0.5 documentation</span>
   
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
@@ -166,112 +175,117 @@
 <li class="toctree-l2"><a class="reference internal" href="../pollution.html">Pollution</a></li>
 </ul>
 </li>
-<li class="toctree-l1"><a class="reference internal" href="../packagedescription.html">PACKAGE DESCRIPTION</a></li>
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+<li class="toctree-l1 has-children"><a class="reference internal" href="../packagedescription.html">PACKAGE DESCRIPTION</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" role="switch" type="checkbox"/><label for="toctree-checkbox-2"><div class="visually-hidden">Toggle navigation of PACKAGE DESCRIPTION</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="../input_description.html">Priors, input space and experimental design</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../surrogate_description.html">Training surrogate models</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../post_description.html">Postprocessing, Bayesian inference and Bayesian model comparison</a></li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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@@ -432,7 +446,7 @@ default is <cite>None</cite>.</p>
       
     </aside>
   </div>
-</div><script src="../_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="../_static/documentation_options.js?v=4ebf8126"></script>
     <script src="../_static/doctools.js?v=9a2dae69"></script>
     <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
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diff --git a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.inputs.html b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.inputs.html
index 9525b08cc..a09b51905 100644
--- a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.inputs.html
+++ b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.inputs.html
@@ -6,10 +6,11 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="bayesvalidrox.surrogate_models.inputs.Input" href="bayesvalidrox.surrogate_models.inputs.Input.html" /><link rel="prev" title="bayesvalidrox.surrogate_models.input_space.InputSpace" href="bayesvalidrox.surrogate_models.input_space.InputSpace.html" />
 
     <!-- Generated with Sphinx 7.3.7 and Furo 2023.09.10 -->
-        <title>bayesvalidrox.surrogate_models.inputs - bayesvalidrox 0.0.5 documentation</title>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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@@ -385,7 +399,7 @@
       
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-</div><script src="../_static/documentation_options.js?v=282f96c0"></script>
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diff --git a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.OrthogonalMatchingPursuit.html b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.OrthogonalMatchingPursuit.html
index 3adf7f783..6effdb4be 100644
--- a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.OrthogonalMatchingPursuit.html
+++ b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.OrthogonalMatchingPursuit.html
@@ -6,10 +6,11 @@
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-        <title>bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.OrthogonalMatchingPursuit - bayesvalidrox 0.0.5 documentation</title>
+        <title>bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.OrthogonalMatchingPursuit - bayesvalidrox 1.0.0 documentation</title>
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@@ -18,18 +19,24 @@
   body {
     --color-code-background: #f8f8f8;
   --color-code-foreground: black;
+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
   }
   @media not print {
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   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
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+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
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@@ -123,7 +130,7 @@
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-      <a href="../index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="../index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
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       <div class="theme-toggle-container theme-toggle-header">
@@ -145,8 +152,10 @@
       
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@@ -166,112 +175,117 @@
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+<li class="toctree-l2"><a class="reference internal" href="../surrogate_description.html">Training surrogate models</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../post_description.html">Postprocessing, Bayesian inference and Bayesian model comparison</a></li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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@@ -736,7 +750,7 @@ sub-estimator of a meta-estimator, e.g. used inside a
       
     </aside>
   </div>
-</div><script src="../_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="../_static/documentation_options.js?v=4ebf8126"></script>
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diff --git a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.corr.html b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.corr.html
index ac9a9e9c9..50503ba01 100644
--- a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.corr.html
+++ b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.corr.html
@@ -6,10 +6,11 @@
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-        <title>bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.corr - bayesvalidrox 0.0.5 documentation</title>
+        <title>bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.corr - bayesvalidrox 1.0.0 documentation</title>
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+    <link rel="stylesheet" type="text/css" href="../_static/custom.css?v=da48c412" />
     
     
 
@@ -18,18 +19,24 @@
   body {
     --color-code-background: #f8f8f8;
   --color-code-foreground: black;
+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
   }
   @media not print {
     body[data-theme="dark"] {
       --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
         --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
       }
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@@ -123,7 +130,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="../index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -145,8 +152,10 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../index.html">
   
+  <div class="sidebar-logo-container">
+    <img class="sidebar-logo" src="../_static/BVRLogoV03_shorttext.png" alt="Logo"/>
+  </div>
   
-  <span class="sidebar-brand-text">bayesvalidrox 0.0.5 documentation</span>
   
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
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@@ -166,112 +175,117 @@
 <li class="toctree-l2"><a class="reference internal" href="../pollution.html">Pollution</a></li>
 </ul>
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+<li class="toctree-l2"><a class="reference internal" href="../surrogate_description.html">Training surrogate models</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../post_description.html">Postprocessing, Bayesian inference and Bayesian model comparison</a></li>
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@@ -395,7 +409,7 @@
       
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-</div><script src="../_static/documentation_options.js?v=282f96c0"></script>
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index 618f15e76..193d5a320 100644
--- a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.html
+++ b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.html
@@ -6,10 +6,11 @@
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@@ -18,18 +19,24 @@
   body {
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+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
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   @media not print {
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+  --color-brand-primary: #9bb4e3;
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@@ -123,7 +130,7 @@
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-      <a href="../index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="../index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
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@@ -411,7 +425,7 @@
       
     </aside>
   </div>
-</div><script src="../_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="../_static/documentation_options.js?v=4ebf8126"></script>
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diff --git a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.RegressionFastARD.html b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.RegressionFastARD.html
index 3a93d9f7a..388c216b7 100644
--- a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.RegressionFastARD.html
+++ b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.RegressionFastARD.html
@@ -6,10 +6,11 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="bayesvalidrox.surrogate_models.reg_fast_laplace" href="bayesvalidrox.surrogate_models.reg_fast_laplace.html" /><link rel="prev" title="bayesvalidrox.surrogate_models.reg_fast_ard.update_precisions" href="bayesvalidrox.surrogate_models.reg_fast_ard.update_precisions.html" />
 
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-        <title>bayesvalidrox.surrogate_models.reg_fast_ard.RegressionFastARD - bayesvalidrox 0.0.5 documentation</title>
+        <title>bayesvalidrox.surrogate_models.reg_fast_ard.RegressionFastARD - bayesvalidrox 1.0.0 documentation</title>
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@@ -18,18 +19,24 @@
   body {
     --color-code-background: #f8f8f8;
   --color-code-foreground: black;
+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
   }
   @media not print {
     body[data-theme="dark"] {
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   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
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+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
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@@ -123,7 +130,7 @@
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     </div>
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-      <a href="../index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="../index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
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       <div class="theme-toggle-container theme-toggle-header">
@@ -145,8 +152,10 @@
       
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+  <div class="sidebar-logo-container">
+    <img class="sidebar-logo" src="../_static/BVRLogoV03_shorttext.png" alt="Logo"/>
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@@ -166,112 +175,117 @@
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+<li class="toctree-l2"><a class="reference internal" href="../surrogate_description.html">Training surrogate models</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../post_description.html">Postprocessing, Bayesian inference and Bayesian model comparison</a></li>
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@@ -761,7 +775,7 @@ sub-estimator of a meta-estimator, e.g. used inside a
       
     </aside>
   </div>
-</div><script src="../_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="../_static/documentation_options.js?v=4ebf8126"></script>
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diff --git a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.html b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.html
index a9e8b239f..d158d469a 100644
--- a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.html
+++ b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.html
@@ -6,10 +6,11 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="bayesvalidrox.surrogate_models.reg_fast_ard.update_precisions" href="bayesvalidrox.surrogate_models.reg_fast_ard.update_precisions.html" /><link rel="prev" title="bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.OrthogonalMatchingPursuit" href="bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.OrthogonalMatchingPursuit.html" />
 
     <!-- Generated with Sphinx 7.3.7 and Furo 2023.09.10 -->
-        <title>bayesvalidrox.surrogate_models.reg_fast_ard - bayesvalidrox 0.0.5 documentation</title>
+        <title>bayesvalidrox.surrogate_models.reg_fast_ard - bayesvalidrox 1.0.0 documentation</title>
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@@ -18,18 +19,24 @@
   body {
     --color-code-background: #f8f8f8;
   --color-code-foreground: black;
+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
   }
   @media not print {
     body[data-theme="dark"] {
       --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
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     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
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+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
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@@ -123,7 +130,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="../index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
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+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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@@ -411,7 +425,7 @@
       
     </aside>
   </div>
-</div><script src="../_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="../_static/documentation_options.js?v=4ebf8126"></script>
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diff --git a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.update_precisions.html b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.update_precisions.html
index 5ef7a6d8b..aa8153891 100644
--- a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.update_precisions.html
+++ b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.update_precisions.html
@@ -6,10 +6,11 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="bayesvalidrox.surrogate_models.reg_fast_ard.RegressionFastARD" href="bayesvalidrox.surrogate_models.reg_fast_ard.RegressionFastARD.html" /><link rel="prev" title="bayesvalidrox.surrogate_models.reg_fast_ard" href="bayesvalidrox.surrogate_models.reg_fast_ard.html" />
 
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-        <title>bayesvalidrox.surrogate_models.reg_fast_ard.update_precisions - bayesvalidrox 0.0.5 documentation</title>
+        <title>bayesvalidrox.surrogate_models.reg_fast_ard.update_precisions - bayesvalidrox 1.0.0 documentation</title>
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+    <link rel="stylesheet" type="text/css" href="../_static/custom.css?v=da48c412" />
     
     
 
@@ -18,18 +19,24 @@
   body {
     --color-code-background: #f8f8f8;
   --color-code-foreground: black;
+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
   }
   @media not print {
     body[data-theme="dark"] {
       --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
         --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
       }
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@@ -123,7 +130,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="../index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -145,8 +152,10 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../index.html">
   
+  <div class="sidebar-logo-container">
+    <img class="sidebar-logo" src="../_static/BVRLogoV03_shorttext.png" alt="Logo"/>
+  </div>
   
-  <span class="sidebar-brand-text">bayesvalidrox 0.0.5 documentation</span>
   
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
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@@ -166,112 +175,117 @@
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-<li class="toctree-l1"><a class="reference internal" href="../packagedescription.html">PACKAGE DESCRIPTION</a></li>
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+<li class="toctree-l2"><a class="reference internal" href="../input_description.html">Priors, input space and experimental design</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../surrogate_description.html">Training surrogate models</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../post_description.html">Postprocessing, Bayesian inference and Bayesian model comparison</a></li>
+</ul>
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 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
@@ -397,7 +411,7 @@ effect it will have on value of log marginal likelihood.</p>
       
     </aside>
   </div>
-</div><script src="../_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="../_static/documentation_options.js?v=4ebf8126"></script>
     <script src="../_static/doctools.js?v=9a2dae69"></script>
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diff --git a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html
index ac51ad194..55ab1b8fa 100644
--- a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html
+++ b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html
@@ -6,10 +6,11 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="bayesvalidrox.surrogate_models.surrogate_models" href="bayesvalidrox.surrogate_models.surrogate_models.html" /><link rel="prev" title="bayesvalidrox.surrogate_models.reg_fast_laplace" href="bayesvalidrox.surrogate_models.reg_fast_laplace.html" />
 
     <!-- Generated with Sphinx 7.3.7 and Furo 2023.09.10 -->
-        <title>bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace - bayesvalidrox 0.0.5 documentation</title>
+        <title>bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace - bayesvalidrox 1.0.0 documentation</title>
       <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=362ab14a" />
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+    <link rel="stylesheet" type="text/css" href="../_static/custom.css?v=da48c412" />
     
     
 
@@ -18,18 +19,24 @@
   body {
     --color-code-background: #f8f8f8;
   --color-code-foreground: black;
+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
   }
   @media not print {
     body[data-theme="dark"] {
       --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
         --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
       }
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@@ -123,7 +130,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="../index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -145,8 +152,10 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../index.html">
   
+  <div class="sidebar-logo-container">
+    <img class="sidebar-logo" src="../_static/BVRLogoV03_shorttext.png" alt="Logo"/>
+  </div>
   
-  <span class="sidebar-brand-text">bayesvalidrox 0.0.5 documentation</span>
   
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
@@ -166,112 +175,117 @@
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 </ul>
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+<li class="toctree-l2"><a class="reference internal" href="../surrogate_description.html">Training surrogate models</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../post_description.html">Postprocessing, Bayesian inference and Bayesian model comparison</a></li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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@@ -512,7 +526,7 @@ springer.</p>
       
     </aside>
   </div>
-</div><script src="../_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="../_static/documentation_options.js?v=4ebf8126"></script>
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diff --git a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.html b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.html
index 08321bfd9..7f57932c0 100644
--- a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.html
+++ b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.html
@@ -6,10 +6,11 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html" /><link rel="prev" title="bayesvalidrox.surrogate_models.reg_fast_ard.RegressionFastARD" href="bayesvalidrox.surrogate_models.reg_fast_ard.RegressionFastARD.html" />
 
     <!-- Generated with Sphinx 7.3.7 and Furo 2023.09.10 -->
-        <title>bayesvalidrox.surrogate_models.reg_fast_laplace - bayesvalidrox 0.0.5 documentation</title>
+        <title>bayesvalidrox.surrogate_models.reg_fast_laplace - bayesvalidrox 1.0.0 documentation</title>
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+    <link rel="stylesheet" type="text/css" href="../_static/custom.css?v=da48c412" />
     
     
 
@@ -18,18 +19,24 @@
   body {
     --color-code-background: #f8f8f8;
   --color-code-foreground: black;
+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
   }
   @media not print {
     body[data-theme="dark"] {
       --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
         --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
       }
     }
@@ -123,7 +130,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="../index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -145,8 +152,10 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../index.html">
   
+  <div class="sidebar-logo-container">
+    <img class="sidebar-logo" src="../_static/BVRLogoV03_shorttext.png" alt="Logo"/>
+  </div>
   
-  <span class="sidebar-brand-text">bayesvalidrox 0.0.5 documentation</span>
   
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
@@ -166,112 +175,117 @@
 <li class="toctree-l2"><a class="reference internal" href="../pollution.html">Pollution</a></li>
 </ul>
 </li>
-<li class="toctree-l1"><a class="reference internal" href="../packagedescription.html">PACKAGE DESCRIPTION</a></li>
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+<li class="toctree-l2"><a class="reference internal" href="../input_description.html">Priors, input space and experimental design</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../surrogate_description.html">Training surrogate models</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../post_description.html">Postprocessing, Bayesian inference and Bayesian model comparison</a></li>
+</ul>
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+<li class="toctree-l4 current has-children current-page"><a class="current reference internal" href="#">bayesvalidrox.surrogate_models.reg_fast_laplace</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.reg_fast_laplace</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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@@ -381,7 +395,7 @@
       
     </aside>
   </div>
-</div><script src="../_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="../_static/documentation_options.js?v=4ebf8126"></script>
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diff --git a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.surrogate_models.MetaModel.html b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.surrogate_models.MetaModel.html
index f6ebd3776..06325c8d7 100644
--- a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.surrogate_models.MetaModel.html
+++ b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.surrogate_models.MetaModel.html
@@ -6,10 +6,11 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="prev" title="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html" />
 
     <!-- Generated with Sphinx 7.3.7 and Furo 2023.09.10 -->
-        <title>bayesvalidrox.surrogate_models.surrogate_models.MetaModel - bayesvalidrox 0.0.5 documentation</title>
+        <title>bayesvalidrox.surrogate_models.surrogate_models.MetaModel - bayesvalidrox 1.0.0 documentation</title>
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+    <link rel="stylesheet" type="text/css" href="../_static/custom.css?v=da48c412" />
     
     
 
@@ -18,18 +19,24 @@
   body {
     --color-code-background: #f8f8f8;
   --color-code-foreground: black;
+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
   }
   @media not print {
     body[data-theme="dark"] {
       --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
         --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
       }
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@@ -123,7 +130,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="../index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -145,8 +152,10 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../index.html">
   
+  <div class="sidebar-logo-container">
+    <img class="sidebar-logo" src="../_static/BVRLogoV03_shorttext.png" alt="Logo"/>
+  </div>
   
-  <span class="sidebar-brand-text">bayesvalidrox 0.0.5 documentation</span>
   
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
@@ -166,112 +175,117 @@
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+<li class="toctree-l2"><a class="reference internal" href="../surrogate_description.html">Training surrogate models</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../post_description.html">Postprocessing, Bayesian inference and Bayesian model comparison</a></li>
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+<li class="toctree-l4 current has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
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 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
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@@ -900,7 +914,7 @@ the surrogate model for the original experimental design.</p>
       
     </aside>
   </div>
-</div><script src="../_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="../_static/documentation_options.js?v=4ebf8126"></script>
     <script src="../_static/doctools.js?v=9a2dae69"></script>
     <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
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diff --git a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html
index b7d2c2c11..a7be435bf 100644
--- a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html
+++ b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html
@@ -6,10 +6,11 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="bayesvalidrox.surrogate_models.surrogate_models.create_psi" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html" /><link rel="prev" title="bayesvalidrox.surrogate_models.surrogate_models" href="bayesvalidrox.surrogate_models.surrogate_models.html" />
 
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-        <title>bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error - bayesvalidrox 0.0.5 documentation</title>
+        <title>bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error - bayesvalidrox 1.0.0 documentation</title>
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+    <link rel="stylesheet" type="text/css" href="../_static/custom.css?v=da48c412" />
     
     
 
@@ -18,18 +19,24 @@
   body {
     --color-code-background: #f8f8f8;
   --color-code-foreground: black;
+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
   }
   @media not print {
     body[data-theme="dark"] {
       --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
         --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
       }
     }
@@ -123,7 +130,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="../index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -145,8 +152,10 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../index.html">
   
+  <div class="sidebar-logo-container">
+    <img class="sidebar-logo" src="../_static/BVRLogoV03_shorttext.png" alt="Logo"/>
+  </div>
   
-  <span class="sidebar-brand-text">bayesvalidrox 0.0.5 documentation</span>
   
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
@@ -166,112 +175,117 @@
 <li class="toctree-l2"><a class="reference internal" href="../pollution.html">Pollution</a></li>
 </ul>
 </li>
-<li class="toctree-l1"><a class="reference internal" href="../packagedescription.html">PACKAGE DESCRIPTION</a></li>
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+<li class="toctree-l4 current has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
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@@ -427,7 +441,7 @@ Physics, 230(6), pp.2345-2367.</p>
       
     </aside>
   </div>
-</div><script src="../_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="../_static/documentation_options.js?v=4ebf8126"></script>
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diff --git a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html
index cc846b356..ea19bdf23 100644
--- a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html
+++ b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html
@@ -6,10 +6,11 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html" /><link rel="prev" title="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html" />
 
     <!-- Generated with Sphinx 7.3.7 and Furo 2023.09.10 -->
-        <title>bayesvalidrox.surrogate_models.surrogate_models.create_psi - bayesvalidrox 0.0.5 documentation</title>
+        <title>bayesvalidrox.surrogate_models.surrogate_models.create_psi - bayesvalidrox 1.0.0 documentation</title>
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+    <link rel="stylesheet" type="text/css" href="../_static/custom.css?v=da48c412" />
     
     
 
@@ -18,18 +19,24 @@
   body {
     --color-code-background: #f8f8f8;
   --color-code-foreground: black;
+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
   }
   @media not print {
     body[data-theme="dark"] {
       --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
         --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
       }
     }
@@ -123,7 +130,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="../index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -145,8 +152,10 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../index.html">
   
+  <div class="sidebar-logo-container">
+    <img class="sidebar-logo" src="../_static/BVRLogoV03_shorttext.png" alt="Logo"/>
+  </div>
   
-  <span class="sidebar-brand-text">bayesvalidrox 0.0.5 documentation</span>
   
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
@@ -166,112 +175,117 @@
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-<li class="toctree-l1"><a class="reference internal" href="../packagedescription.html">PACKAGE DESCRIPTION</a></li>
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+<li class="toctree-l2"><a class="reference internal" href="../input_description.html">Priors, input space and experimental design</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../surrogate_description.html">Training surrogate models</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../post_description.html">Postprocessing, Bayesian inference and Bayesian model comparison</a></li>
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+<li class="toctree-l4 current has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
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@@ -420,7 +434,7 @@ set INDICES and the univariate polynomial evaluations univ_p_val.</p>
       
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   </div>
-</div><script src="../_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="../_static/documentation_options.js?v=4ebf8126"></script>
     <script src="../_static/doctools.js?v=9a2dae69"></script>
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diff --git a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html
index d359e7536..ef192202b 100644
--- a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html
+++ b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html
@@ -6,10 +6,11 @@
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-        <title>bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator - bayesvalidrox 0.0.5 documentation</title>
+        <title>bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator - bayesvalidrox 1.0.0 documentation</title>
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+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
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@@ -123,7 +130,7 @@
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+<li class="toctree-l4 current has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
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 <li class="toctree-l5 current current-page"><a class="current reference internal" href="#">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
@@ -421,7 +435,7 @@
       
     </aside>
   </div>
-</div><script src="../_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="../_static/documentation_options.js?v=4ebf8126"></script>
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diff --git a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html
index d154046fa..c5321b4da 100644
--- a/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html
+++ b/docs/build/html/_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html
@@ -6,10 +6,11 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html" /><link rel="prev" title="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html" />
 
     <!-- Generated with Sphinx 7.3.7 and Furo 2023.09.10 -->
-        <title>bayesvalidrox.surrogate_models.surrogate_models - bayesvalidrox 0.0.5 documentation</title>
+        <title>bayesvalidrox.surrogate_models.surrogate_models - bayesvalidrox 1.0.0 documentation</title>
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+    <link rel="stylesheet" type="text/css" href="../_static/custom.css?v=da48c412" />
     
     
 
@@ -18,18 +19,24 @@
   body {
     --color-code-background: #f8f8f8;
   --color-code-foreground: black;
+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
   }
   @media not print {
     body[data-theme="dark"] {
       --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
         --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
       }
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@@ -123,7 +130,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="../index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -145,8 +152,10 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../index.html">
   
+  <div class="sidebar-logo-container">
+    <img class="sidebar-logo" src="../_static/BVRLogoV03_shorttext.png" alt="Logo"/>
+  </div>
   
-  <span class="sidebar-brand-text">bayesvalidrox 0.0.5 documentation</span>
   
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
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@@ -166,112 +175,117 @@
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-<li class="toctree-l1"><a class="reference internal" href="../packagedescription.html">PACKAGE DESCRIPTION</a></li>
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+<li class="toctree-l2"><a class="reference internal" href="../input_description.html">Priors, input space and experimental design</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../surrogate_description.html">Training surrogate models</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../post_description.html">Postprocessing, Bayesian inference and Bayesian model comparison</a></li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.reg_fast_laplace</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
 </ul>
 </li>
-<li class="toctree-l4 current has-children current-page"><a class="current reference internal" href="#">bayesvalidrox.surrogate_models.surrogate_models</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 current has-children current-page"><a class="current reference internal" href="#">bayesvalidrox.surrogate_models.surrogate_models</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
@@ -416,7 +430,7 @@
       
     </aside>
   </div>
-</div><script src="../_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="../_static/documentation_options.js?v=4ebf8126"></script>
     <script src="../_static/doctools.js?v=9a2dae69"></script>
     <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../_static/scripts/furo.js?v=32e29ea5"></script>
diff --git a/docs/build/html/_sources/index.rst.txt b/docs/build/html/_sources/index.rst.txt
index 7b707c7eb..028757fe8 100644
--- a/docs/build/html/_sources/index.rst.txt
+++ b/docs/build/html/_sources/index.rst.txt
@@ -1,22 +1,49 @@
 .. bayesvalidrox documentation master file, created by
    sphinx-quickstart on Wed Dec 13 11:14:59 2023.
-   You can adapt this file completely to your liking, but it should at least
-   contain the root `toctree` directive.
-
+   
 Surrogate-assisted Bayesian validation of computational models
 ==============================================================
-**bayesvalidrox** is an open-source python package that provides methods for surrogate modeling, Bayesian inference and model comparison.
-
+**BayesValidRox** is an open-source python package that provides methods for surrogate modeling, Bayesian inference and model comparison.
 
+.. image:: ../diagrams/balance.png
+   :width: 600
+   :alt: Weighting model results against data with associated uncertainty, costs and sparsity
+   
 An introductory tutorial to the overall workflow with **bayesvalidrox** is provided in :any:`tutorial` and descriptions of the available examples can be found in :any:`examples`.
 The functionality and options for the different classes is described more in-depth in :any:`packagedescription` and a list of all the classes and functions is provided in :any:`api`.
 
+Links
+-----
+* GitHub: https://git.iws.uni-stuttgart.de/inversemodeling/bayesvalidrox/-/tree/master?ref_type=heads
+* PyPI: https://pypi.org/project/bayesvalidrox/
+* Documentation:
+
+#TODO Add other links
 
-Contents
+Installation
+------------
+This package runs under Python 3.9 for versions <1.0.0 and 3.9+ from version 1.0.0 on, use pip to install:
+ $ pip install bayesvalidrox
+
+#TODO Note other needed installations and tips
+
+Quickstart
+----------
+#TODO A minimal example to get people started
+
+See also
 --------
+#TODO Link other websites that are related to BVR
+
+License
+-------
+#TODO Note the License under which BVR is released
+
+Further contents
+----------------
 
 .. toctree::
-   :maxdepth: 1
+   :maxdepth: 2
    
    tutorial
    examples
diff --git a/docs/build/html/_sources/input_description.rst.txt b/docs/build/html/_sources/input_description.rst.txt
new file mode 100644
index 000000000..27b97a81c
--- /dev/null
+++ b/docs/build/html/_sources/input_description.rst.txt
@@ -0,0 +1,72 @@
+Priors, input space and experimental design
+*******************************************
+.. note::
+	#TODO Write a short intro to uncertain inputs and sampling 
+
+Input classes
+=============
+.. container:: twocol
+
+   .. container:: leftside
+   
+      Four classes contained in bayesvalidrox are associated with the inputs: :any:`bayesvalidrox.surrogate_models.inputs.Marginal`, :any:`bayesvalidrox.surrogate_models.inputs.Input`, :any:`bayesvalidrox.surrogate_models.input_space.InputSpace` and :any:`bayesvalidrox.surrogate_models.exp_designs.ExpDesigns`. 
+   
+      Uncertain parameters are specified via their marginal distributions in :any:`bayesvalidrox.surrogate_models.inputs.Marginal` objects as either distribution types with associated parameters, or via a set of realizations.
+      Supported distribution types include ``unif``, ``norm``, ``gamma``, ``beta``, ``lognorm``, ``expon`` and ``weibull``.
+   
+      All marginals contained in an :any:`bayesvalidrox.surrogate_models.inputs.Input` object should be defined in the same manner, mixing definitions via distribution type and sampels is not supported.
+
+      If ``rosenblatt`` is set as ``True``, then a Rosenblatt transform will be applied for training the surrogate.
+
+   .. container:: rightside
+   
+      .. image:: ../diagrams/input_classes.png
+         :width: 300
+         :alt: UML for input-related classes in bayesvalidrox
+   
+.. note::
+   When using a polynomial-type surrogate setting ``rosenblatt`` to ``True`` results in all hermite polynomials.
+   If all uncertain parameters are specified as samples, the corresponding polynomials are automatically calculated following an aPCE.
+   
+   #TODO Recheck this second point!
+   
+The :any:`bayesvalidrox.surrogate_models.input_space.InputSpace` checks the validity of the given marginals and builds the input space.
+This includes sampling from the distributions and applying the Rosenblatt transform or an isoprobabilistic transformation.
+
+The :any:`bayesvalidrox.surrogate_models.input_space.InputSpace` is used mainly in the surrogate model.
+The class :any:`bayesvalidrox.surrogate_models.exp_designs.ExpDesigns` additionally contains methods and attributes related to sampling from the input space for static and iterative training of the surrogate model.
+Supported sampling methods include ``random``, ``latin-hypercube``, ``sobol``, ``halton``, ``hammersley``, ``chebyshev(FT)``, ``grid(FT)`` and ``user`` for user-defined sampling.
+
+The options for iterative metamodel training are detailed in :any:`surrogate_description`.
+
+Example
+=======
+In practice, only the classes :any:`bayesvalidrox.surrogate_models.inputs.Input` and :any:`bayesvalidrox.surrogate_models.exp_designs.ExpDesigns` are directly used.
+
+>>> from bayesvalidrox import Input, ExpDesign
+
+Marginals of uncertain parameters can be directly added and defined on an ``Input`` object.
+
+>>> Inputs = Input()
+
+If they are defined via distribution types, the ``name``, ``dist_type`` and ``parameters`` for the distribution should be set.
+
+>>> Inputs.add_marginals()
+>>> Inputs.Marginals[0].name = '$X$'
+>>> Inputs.Marginals[0].dist_type = 'unif'
+>>> Inputs.Marginals[0].parameters =  [-5, 5]
+
+If they are given via data, only ``name`` and ``input_data`` are relevant.
+
+>>> Inputs.add_marginals()
+>>> Inputs.Marginals[0].name = '$X$'
+>>> Inputs.Marginals[0].input_data = inputParams[:, 0]
+
+An experimental design can be constructed based on these inputs.
+
+>>> ExpDesign = ExpDesign(Inputs)
+
+Samples of the marginals can be created by specifying a sampling method and generating the wanted number of samples.
+
+>>> ExpDesign.sampling_method = 'latin_hypercube'
+>>> samples = ExpDesign.generate_samples(100)
\ No newline at end of file
diff --git a/docs/build/html/_sources/packagedescription.rst.txt b/docs/build/html/_sources/packagedescription.rst.txt
index c836d36fb..33f946690 100644
--- a/docs/build/html/_sources/packagedescription.rst.txt
+++ b/docs/build/html/_sources/packagedescription.rst.txt
@@ -1,13 +1,38 @@
-PACKAGE DESCRIPTION
-*******************
-The package **bayesvalidrox** is split into multiple topics corresponding to the folder structure of the package.
-The folder `surrogate_models` contains all the functions and classes to set up the experimental design with priors and create and train the surrogate model.
-The computational model is linked via *pylink*.
-Postprocessing, Bayesian inference and Bayesian model comparison each also get their own section.
+USER GUIDE
+**********
 
+Introductory theory
+===================
+.. note::
+   #TODO Introduced some of the used basic terms and notations here to prepare for the detailed descriptions of each part.
 
-TODO: add image to show folder/file interconnection
 
-Priors, experimental design and surrogates
-==========================================
-The package **bayesvalidrox** 
+Overview
+========
+This package is split into multiple topics corresponding to the folder structure of the package.
+
+
+.. image:: ../diagrams/folder_structure.png
+   :width: 600
+   :alt: Folder structure of **bayesvalidrox**
+
+The folder `surrogate_models` contains all the functions and classes that are necessary in order to create and train the surrogate model.
+This includes 
+
+* defining the input marginals
+* setting properties of the sampling in an experimental design
+* choosing the surrogate model and its properties
+* training the surrogate model on model evaluations in a straightforward or iterative manner
+
+The computational model is linked via a *pylink* interface.
+We split this into the aspects :any:`input_description` and :any:`surrogate_description` to provide insight into the options available in bayesvalidrox.
+
+:any:`post_description` can be applied to trained surrogate models, or using the underlying models themselves.
+
+
+.. toctree::
+   :maxdepth: 1
+   
+   input_description
+   surrogate_description
+   post_description
diff --git a/docs/build/html/_sources/post_description.rst.txt b/docs/build/html/_sources/post_description.rst.txt
new file mode 100644
index 000000000..9950c8cf9
--- /dev/null
+++ b/docs/build/html/_sources/post_description.rst.txt
@@ -0,0 +1,2 @@
+Postprocessing, Bayesian inference and Bayesian model comparison
+****************************************************************
\ No newline at end of file
diff --git a/docs/build/html/_sources/surrogate_description.rst.txt b/docs/build/html/_sources/surrogate_description.rst.txt
new file mode 100644
index 000000000..676b73ba6
--- /dev/null
+++ b/docs/build/html/_sources/surrogate_description.rst.txt
@@ -0,0 +1,2 @@
+Training surrogate models
+*************************
\ No newline at end of file
diff --git a/docs/build/html/_sources/tutorial.rst.txt b/docs/build/html/_sources/tutorial.rst.txt
index 03d5a7462..468c50adc 100644
--- a/docs/build/html/_sources/tutorial.rst.txt
+++ b/docs/build/html/_sources/tutorial.rst.txt
@@ -14,7 +14,7 @@ Import necessary libraries
 
 Define the model with PyLinkForwardModel
 ----------------------------------------
-We use the :py:class:`bayesvalidrox.pylink.pylink.PyLinkForwardModel` object to define the model.
+We use the :any:`bayesvalidrox.pylink.pylink.PyLinkForwardModel` object to define the model.
 
 >>> from bayesvalidrox import PyLinkForwardModel
 >>> Model = PyLinkForwardModel()
@@ -94,7 +94,7 @@ Here we show both options, the associated example :any:`analyticalfunction` read
 
 Define surrogate (meta) model
 -----------------------------
-In **bayesvalidrox** a metamodel is an object of class :py:class:`bayesvalidrox.surrogate_models.surrogate_models.MetaModel`.
+In **bayesvalidrox** a metamodel is an object of class :any:`bayesvalidrox.surrogate_models.surrogate_models.MetaModel`.
 This object also accepts the inputs we defined in the previous section as an argument.
 
    
@@ -147,7 +147,7 @@ Various sampling methods are available, and the samples can also be given by the
 Train the surrogate with an engine
 ----------------------------------
 Training is done by giving the model, experimental design and the surrogate model to an engine, which performs the training for us.
-The engine is of class :py:class:`bayesvalidrox.surrogate_models.engine.Engine`.
+The engine is of class :any:`bayesvalidrox.surrogate_models.engine.Engine`.
 
 >>> engine = Engine(MetaModelOpts, Model, ExpDesign)
 
@@ -232,7 +232,7 @@ For calculating and plotting the validation error of the surrogate in each itera
 >>> ExpDesign.valid_samples = prior[:500]
 >>> ExpDesign.valid_model_runs = {'Z': prior_outputs[:500]}
 
-The sequential training is again performed by the class :py:class:`bayesvalidrox.surrogate_models.engine.Engine`, but using the function `train_sequential`.
+The sequential training is again performed by the class :any:`bayesvalidrox.surrogate_models.engine.Engine`, but using the function ``train_sequential``.
 
 >>> engine.ExpDesign = ExpDesign
 >>> engine.train_sequential()
@@ -241,8 +241,8 @@ The sequential training is again performed by the class :py:class:`bayesvalidrox
 
 Post-processing
 ---------------
-The available post-processing methods for **bayesvalidrox** are given in the class :py:class:`bayesvalidrox.post_processing.post_processing.PostProcessing`.
-All results created by this class are automatically stored in an output-folder ``Outputs_PostProcessing_*modelname``.
+The available post-processing methods for **bayesvalidrox** are given in the class :any:`bayesvalidrox.post_processing.post_processing.PostProcessing`.
+All results created by this class are automatically stored in an output folder ``Outputs_PostProcessing_*modelname``.
 
 >>> from bayesvalidrox import PostProcessing
 >>> PostPCE = PostProcessing(engine)
@@ -270,7 +270,7 @@ The method ``sobolIndicesPCE`` returns a dictionary that contains the total sobo
 
 Bayesian Inference
 ------------------
-Inverse parameter estimation can be done in **bayesvalidrox** with the class :py:class:`bayesvalidrox.bayes_inf.bayes_inf.BayesInference`.
+Inverse parameter estimation can be done in **bayesvalidrox** with the class :any:`bayesvalidrox.bayes_inference.bayes_inference.BayesInference`. 	
 
 >>> from bayesvalidrox import BayesInference
 >>> BayesOpts = BayesInference(engine)
diff --git a/docs/build/html/_static/custom.css b/docs/build/html/_static/custom.css
index 2a924f1d6..9a890582e 100644
--- a/docs/build/html/_static/custom.css
+++ b/docs/build/html/_static/custom.css
@@ -1 +1,9 @@
-/* This file intentionally left blank. */
+div.leftside {
+    width: 60%;
+    padding: 0px 3px 0px 0px;
+    float: left;
+}
+
+div.rightside {
+    margin-left: 62%;
+}
\ No newline at end of file
diff --git a/docs/build/html/_static/documentation_options.js b/docs/build/html/_static/documentation_options.js
index 9c6d3573f..1675f3b58 100644
--- a/docs/build/html/_static/documentation_options.js
+++ b/docs/build/html/_static/documentation_options.js
@@ -1,5 +1,5 @@
 const DOCUMENTATION_OPTIONS = {
-    VERSION: '0.0.5',
+    VERSION: '1.0.0',
     LANGUAGE: 'en',
     COLLAPSE_INDEX: false,
     BUILDER: 'html',
@@ -7,7 +7,7 @@ const DOCUMENTATION_OPTIONS = {
     LINK_SUFFIX: '.html',
     HAS_SOURCE: true,
     SOURCELINK_SUFFIX: '.txt',
-    NAVIGATION_WITH_KEYS: false,
+    NAVIGATION_WITH_KEYS: true,
     SHOW_SEARCH_SUMMARY: true,
     ENABLE_SEARCH_SHORTCUTS: true,
 };
\ No newline at end of file
diff --git a/docs/build/html/analyticalfunction.html b/docs/build/html/analyticalfunction.html
index da441eaef..bc4fc92c6 100644
--- a/docs/build/html/analyticalfunction.html
+++ b/docs/build/html/analyticalfunction.html
@@ -6,10 +6,11 @@
 <link rel="index" title="Index" href="genindex.html" /><link rel="search" title="Search" href="search.html" /><link rel="next" title="Example: beam" href="beam.html" /><link rel="prev" title="EXAMPLES" href="examples.html" />
 
     <!-- Generated with Sphinx 7.3.7 and Furo 2023.09.10 -->
-        <title>Example: Analytical function - bayesvalidrox 0.0.5 documentation</title>
+        <title>Example: Analytical function - bayesvalidrox 1.0.0 documentation</title>
       <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=362ab14a" />
     <link rel="stylesheet" type="text/css" href="_static/styles/furo.css?v=135e06be" />
     <link rel="stylesheet" type="text/css" href="_static/styles/furo-extensions.css?v=36a5483c" />
+    <link rel="stylesheet" type="text/css" href="_static/custom.css?v=da48c412" />
     
     
 
@@ -18,18 +19,24 @@
   body {
     --color-code-background: #f8f8f8;
   --color-code-foreground: black;
+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
   }
   @media not print {
     body[data-theme="dark"] {
       --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
         --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
       }
     }
@@ -123,7 +130,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -145,8 +152,10 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="index.html">
   
+  <div class="sidebar-logo-container">
+    <img class="sidebar-logo" src="_static/BVRLogoV03_shorttext.png" alt="Logo"/>
+  </div>
   
-  <span class="sidebar-brand-text">bayesvalidrox 0.0.5 documentation</span>
   
 </a><form class="sidebar-search-container" method="get" action="search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
@@ -166,26 +175,127 @@
 <li class="toctree-l2"><a class="reference internal" href="pollution.html">Pollution</a></li>
 </ul>
 </li>
-<li class="toctree-l1"><a class="reference internal" href="packagedescription.html">PACKAGE DESCRIPTION</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="api.html">API</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" role="switch" type="checkbox"/><label for="toctree-checkbox-2"><div class="visually-hidden">Toggle navigation of API</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l2"><a class="reference internal" href="generated/bayesvalidrox.surrogate_models.adaptPlot.html">bayesvalidrox.surrogate_models.adaptPlot</a></li>
-<li class="toctree-l2"><a class="reference internal" href="generated/bayesvalidrox.surrogate_models.apoly_construction.html">bayesvalidrox.surrogate_models.apoly_construction</a></li>
-<li class="toctree-l2"><a class="reference internal" href="generated/bayesvalidrox.surrogate_models.bayes_linear.html">bayesvalidrox.surrogate_models.bayes_linear</a></li>
-<li class="toctree-l2"><a class="reference internal" href="generated/bayesvalidrox.surrogate_models.eval_rec_rule.html">bayesvalidrox.surrogate_models.eval_rec_rule</a></li>
-<li class="toctree-l2"><a class="reference internal" href="generated/bayesvalidrox.surrogate_models.exp_designs.html">bayesvalidrox.surrogate_models.exp_designs</a></li>
-<li class="toctree-l2"><a class="reference internal" href="generated/bayesvalidrox.surrogate_models.exploration.html">bayesvalidrox.surrogate_models.exploration</a></li>
-<li class="toctree-l2"><a class="reference internal" href="generated/bayesvalidrox.surrogate_models.glexindex.html">bayesvalidrox.surrogate_models.glexindex</a></li>
-<li class="toctree-l2"><a class="reference internal" href="generated/bayesvalidrox.surrogate_models.inputs.html">bayesvalidrox.surrogate_models.inputs</a></li>
-<li class="toctree-l2"><a class="reference internal" href="generated/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.html">bayesvalidrox.surrogate_models.orthogonal_matching_pursuit</a></li>
-<li class="toctree-l2"><a class="reference internal" href="generated/bayesvalidrox.surrogate_models.reg_fast_ard.html">bayesvalidrox.surrogate_models.reg_fast_ard</a></li>
-<li class="toctree-l2"><a class="reference internal" href="generated/bayesvalidrox.surrogate_models.reg_fast_laplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace</a></li>
-<li class="toctree-l2"><a class="reference internal" href="generated/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a></li>
-<li class="toctree-l2"><a class="reference internal" href="generated/bayesvalidrox.pylink.pylink.html">bayesvalidrox.pylink.pylink</a></li>
-<li class="toctree-l2"><a class="reference internal" href="generated/bayesvalidrox.post_processing.post_processing.html">bayesvalidrox.post_processing.post_processing</a></li>
-<li class="toctree-l2"><a class="reference internal" href="generated/bayesvalidrox.bayes_inference.bayes_inference.html">bayesvalidrox.bayes_inference.bayes_inference</a></li>
-<li class="toctree-l2"><a class="reference internal" href="generated/bayesvalidrox.bayes_inference.bayes_model_comparison.html">bayesvalidrox.bayes_inference.bayes_model_comparison</a></li>
-<li class="toctree-l2"><a class="reference internal" href="generated/bayesvalidrox.bayes_inference.discrepancy.html">bayesvalidrox.bayes_inference.discrepancy</a></li>
-<li class="toctree-l2"><a class="reference internal" href="generated/bayesvalidrox.bayes_inference.mcmc.html">bayesvalidrox.bayes_inference.mcmc</a></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="packagedescription.html">PACKAGE DESCRIPTION</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" role="switch" type="checkbox"/><label for="toctree-checkbox-2"><div class="visually-hidden">Toggle navigation of PACKAGE DESCRIPTION</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="input_description.html">Priors, input space and experimental design</a></li>
+<li class="toctree-l2"><a class="reference internal" href="surrogate_description.html">Training surrogate models</a></li>
+<li class="toctree-l2"><a class="reference internal" href="post_description.html">Postprocessing, Bayesian inference and Bayesian model comparison</a></li>
+</ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="api.html">API</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" role="switch" type="checkbox"/><label for="toctree-checkbox-3"><div class="visually-hidden">Toggle navigation of API</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.html">bayesvalidrox.surrogate_models.eval_rec_rule</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.eval_rec_rule</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.exp_designs.html">bayesvalidrox.surrogate_models.exp_designs</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.exp_designs</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.exp_designs.ExpDesigns.html">bayesvalidrox.surrogate_models.exp_designs.ExpDesigns</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.exploration.html">bayesvalidrox.surrogate_models.exploration</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.exploration</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.glexindex.html">bayesvalidrox.surrogate_models.glexindex</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.glexindex</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.glexindex.glexindex.html">bayesvalidrox.surrogate_models.glexindex.glexindex</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.input_space.html">bayesvalidrox.surrogate_models.input_space</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.input_space</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.input_space.InputSpace.html">bayesvalidrox.surrogate_models.input_space.InputSpace</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.inputs.html">bayesvalidrox.surrogate_models.inputs</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.inputs</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.inputs.Input.html">bayesvalidrox.surrogate_models.inputs.Input</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.inputs.Marginal.html">bayesvalidrox.surrogate_models.inputs.Marginal</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.html">bayesvalidrox.surrogate_models.orthogonal_matching_pursuit</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.orthogonal_matching_pursuit</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.corr.html">bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.corr</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.OrthogonalMatchingPursuit.html">bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.OrthogonalMatchingPursuit</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.html">bayesvalidrox.surrogate_models.reg_fast_ard</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.reg_fast_ard</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.update_precisions.html">bayesvalidrox.surrogate_models.reg_fast_ard.update_precisions</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.RegressionFastARD.html">bayesvalidrox.surrogate_models.reg_fast_ard.RegressionFastARD</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.reg_fast_laplace</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.MetaModel.html">bayesvalidrox.surrogate_models.surrogate_models.MetaModel</a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</li>
 </ul>
 </li>
 </ul>
@@ -440,7 +550,7 @@ A detailed explanation of this example is provided in the <a class="reference in
       
     </aside>
   </div>
-</div><script src="_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="_static/documentation_options.js?v=4ebf8126"></script>
     <script src="_static/doctools.js?v=9a2dae69"></script>
     <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="_static/scripts/furo.js?v=32e29ea5"></script>
diff --git a/docs/build/html/api.html b/docs/build/html/api.html
index 76ac03231..c1d69b477 100644
--- a/docs/build/html/api.html
+++ b/docs/build/html/api.html
@@ -3,13 +3,14 @@
   <head><meta charset="utf-8"/>
     <meta name="viewport" content="width=device-width,initial-scale=1"/>
     <meta name="color-scheme" content="light dark"><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
-<link rel="index" title="Index" href="genindex.html" /><link rel="search" title="Search" href="search.html" /><link rel="next" title="bayesvalidrox" href="_autosummary/bayesvalidrox.html" /><link rel="prev" title="PACKAGE DESCRIPTION" href="packagedescription.html" />
+<link rel="index" title="Index" href="genindex.html" /><link rel="search" title="Search" href="search.html" /><link rel="next" title="bayesvalidrox" href="_autosummary/bayesvalidrox.html" /><link rel="prev" title="Postprocessing, Bayesian inference and Bayesian model comparison" href="post_description.html" />
 
     <!-- Generated with Sphinx 7.3.7 and Furo 2023.09.10 -->
-        <title>API - bayesvalidrox 0.0.5 documentation</title>
+        <title>API - bayesvalidrox 1.0.0 documentation</title>
       <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=362ab14a" />
     <link rel="stylesheet" type="text/css" href="_static/styles/furo.css?v=135e06be" />
     <link rel="stylesheet" type="text/css" href="_static/styles/furo-extensions.css?v=36a5483c" />
+    <link rel="stylesheet" type="text/css" href="_static/custom.css?v=da48c412" />
     
     
 
@@ -18,18 +19,24 @@
   body {
     --color-code-background: #f8f8f8;
   --color-code-foreground: black;
+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
   }
   @media not print {
     body[data-theme="dark"] {
       --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
         --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
       }
     }
@@ -123,7 +130,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
     </div>
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       <div class="theme-toggle-container theme-toggle-header">
@@ -145,8 +152,10 @@
       
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+  <div class="sidebar-logo-container">
+    <img class="sidebar-logo" src="_static/BVRLogoV03_shorttext.png" alt="Logo"/>
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 </a><form class="sidebar-search-container" method="get" action="search.html" role="search">
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@@ -166,112 +175,117 @@
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+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.exploration.html">bayesvalidrox.surrogate_models.exploration</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.exploration</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.glexindex.html">bayesvalidrox.surrogate_models.glexindex</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.glexindex</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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 </ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.inputs.html">bayesvalidrox.surrogate_models.inputs</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.inputs</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.html">bayesvalidrox.surrogate_models.orthogonal_matching_pursuit</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.orthogonal_matching_pursuit</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.html">bayesvalidrox.surrogate_models.reg_fast_ard</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.reg_fast_ard</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.html">bayesvalidrox.surrogate_models.reg_fast_ard</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.reg_fast_ard</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.reg_fast_laplace</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.reg_fast_laplace</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
@@ -346,14 +360,14 @@
               </div>
               <svg class="furo-related-icon"><use href="#svg-arrow-right"></use></svg>
             </a>
-          <a class="prev-page" href="packagedescription.html">
+          <a class="prev-page" href="post_description.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">PACKAGE DESCRIPTION</div>
+                <div class="title">Postprocessing, Bayesian inference and Bayesian model comparison</div>
                 
               </div>
             </a>
@@ -381,7 +395,7 @@
       
     </aside>
   </div>
-</div><script src="_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="_static/documentation_options.js?v=4ebf8126"></script>
     <script src="_static/doctools.js?v=9a2dae69"></script>
     <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="_static/scripts/furo.js?v=32e29ea5"></script>
diff --git a/docs/build/html/beam.html b/docs/build/html/beam.html
index 52d53077f..bb607512c 100644
--- a/docs/build/html/beam.html
+++ b/docs/build/html/beam.html
@@ -6,10 +6,11 @@
 <link rel="index" title="Index" href="genindex.html" /><link rel="search" title="Search" href="search.html" /><link rel="next" title="Example: borehole" href="borehole.html" /><link rel="prev" title="Example: Analytical function" href="analyticalfunction.html" />
 
     <!-- Generated with Sphinx 7.3.7 and Furo 2023.09.10 -->
-        <title>Example: beam - bayesvalidrox 0.0.5 documentation</title>
+        <title>Example: beam - bayesvalidrox 1.0.0 documentation</title>
       <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=362ab14a" />
     <link rel="stylesheet" type="text/css" href="_static/styles/furo.css?v=135e06be" />
     <link rel="stylesheet" type="text/css" href="_static/styles/furo-extensions.css?v=36a5483c" />
+    <link rel="stylesheet" type="text/css" href="_static/custom.css?v=da48c412" />
     
     
 
@@ -18,18 +19,24 @@
   body {
     --color-code-background: #f8f8f8;
   --color-code-foreground: black;
+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
   }
   @media not print {
     body[data-theme="dark"] {
       --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
         --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
       }
     }
@@ -123,7 +130,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -145,8 +152,10 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="index.html">
   
+  <div class="sidebar-logo-container">
+    <img class="sidebar-logo" src="_static/BVRLogoV03_shorttext.png" alt="Logo"/>
+  </div>
   
-  <span class="sidebar-brand-text">bayesvalidrox 0.0.5 documentation</span>
   
 </a><form class="sidebar-search-container" method="get" action="search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
@@ -166,26 +175,127 @@
 <li class="toctree-l2"><a class="reference internal" href="pollution.html">Pollution</a></li>
 </ul>
 </li>
-<li class="toctree-l1"><a class="reference internal" href="packagedescription.html">PACKAGE DESCRIPTION</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="api.html">API</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" role="switch" type="checkbox"/><label for="toctree-checkbox-2"><div class="visually-hidden">Toggle navigation of API</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l2"><a class="reference internal" href="generated/bayesvalidrox.surrogate_models.adaptPlot.html">bayesvalidrox.surrogate_models.adaptPlot</a></li>
-<li class="toctree-l2"><a class="reference internal" href="generated/bayesvalidrox.surrogate_models.apoly_construction.html">bayesvalidrox.surrogate_models.apoly_construction</a></li>
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-<li class="toctree-l2"><a class="reference internal" href="generated/bayesvalidrox.surrogate_models.exp_designs.html">bayesvalidrox.surrogate_models.exp_designs</a></li>
-<li class="toctree-l2"><a class="reference internal" href="generated/bayesvalidrox.surrogate_models.exploration.html">bayesvalidrox.surrogate_models.exploration</a></li>
-<li class="toctree-l2"><a class="reference internal" href="generated/bayesvalidrox.surrogate_models.glexindex.html">bayesvalidrox.surrogate_models.glexindex</a></li>
-<li class="toctree-l2"><a class="reference internal" href="generated/bayesvalidrox.surrogate_models.inputs.html">bayesvalidrox.surrogate_models.inputs</a></li>
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-<li class="toctree-l2"><a class="reference internal" href="generated/bayesvalidrox.bayes_inference.mcmc.html">bayesvalidrox.bayes_inference.mcmc</a></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="packagedescription.html">PACKAGE DESCRIPTION</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" role="switch" type="checkbox"/><label for="toctree-checkbox-2"><div class="visually-hidden">Toggle navigation of PACKAGE DESCRIPTION</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="input_description.html">Priors, input space and experimental design</a></li>
+<li class="toctree-l2"><a class="reference internal" href="surrogate_description.html">Training surrogate models</a></li>
+<li class="toctree-l2"><a class="reference internal" href="post_description.html">Postprocessing, Bayesian inference and Bayesian model comparison</a></li>
+</ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="api.html">API</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" role="switch" type="checkbox"/><label for="toctree-checkbox-3"><div class="visually-hidden">Toggle navigation of API</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.bayes_inference.html">bayesvalidrox.bayes_inference</a><input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" role="switch" type="checkbox"/><label for="toctree-checkbox-5"><div class="visually-hidden">Toggle navigation of bayesvalidrox.bayes_inference</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.bayes_inference.bayes_model_comparison.html">bayesvalidrox.bayes_inference.bayes_model_comparison</a><input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" role="switch" type="checkbox"/><label for="toctree-checkbox-7"><div class="visually-hidden">Toggle navigation of bayesvalidrox.bayes_inference.bayes_model_comparison</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.bayes_inference.discrepancy.html">bayesvalidrox.bayes_inference.discrepancy</a><input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" role="switch" type="checkbox"/><label for="toctree-checkbox-8"><div class="visually-hidden">Toggle navigation of bayesvalidrox.bayes_inference.discrepancy</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+</ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.pylink.html">bayesvalidrox.pylink</a><input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" role="switch" type="checkbox"/><label for="toctree-checkbox-12"><div class="visually-hidden">Toggle navigation of bayesvalidrox.pylink</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.pylink.pylink.PyLinkForwardModel.html">bayesvalidrox.pylink.pylink.PyLinkForwardModel</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.html">bayesvalidrox.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" role="switch" type="checkbox"/><label for="toctree-checkbox-14"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.apoly_construction.html">bayesvalidrox.surrogate_models.apoly_construction</a><input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" role="switch" type="checkbox"/><label for="toctree-checkbox-16"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.apoly_construction</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.apoly_construction.apoly_construction.html">bayesvalidrox.surrogate_models.apoly_construction.apoly_construction</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.bayes_linear.html">bayesvalidrox.surrogate_models.bayes_linear</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.bayes_linear</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.bayes_linear.gamma_mean.html">bayesvalidrox.surrogate_models.bayes_linear.gamma_mean</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.bayes_linear.BayesianLinearRegression.html">bayesvalidrox.surrogate_models.bayes_linear.BayesianLinearRegression</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.bayes_linear.EBLinearRegression.html">bayesvalidrox.surrogate_models.bayes_linear.EBLinearRegression</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.bayes_linear.VBLinearRegression.html">bayesvalidrox.surrogate_models.bayes_linear.VBLinearRegression</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.html">bayesvalidrox.surrogate_models.eval_rec_rule</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.eval_rec_rule</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.eval_rec_rule.html">bayesvalidrox.surrogate_models.eval_rec_rule.eval_rec_rule</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.eval_rec_rule_arbitrary.html">bayesvalidrox.surrogate_models.eval_rec_rule.eval_rec_rule_arbitrary</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.eval_univ_basis.html">bayesvalidrox.surrogate_models.eval_rec_rule.eval_univ_basis</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.poly_rec_coeffs.html">bayesvalidrox.surrogate_models.eval_rec_rule.poly_rec_coeffs</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.exp_designs.html">bayesvalidrox.surrogate_models.exp_designs</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.exp_designs</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.exp_designs.check_ranges.html">bayesvalidrox.surrogate_models.exp_designs.check_ranges</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.exp_designs.ExpDesigns.html">bayesvalidrox.surrogate_models.exp_designs.ExpDesigns</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.exploration.html">bayesvalidrox.surrogate_models.exploration</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.exploration</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.exploration.Exploration.html">bayesvalidrox.surrogate_models.exploration.Exploration</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.glexindex.html">bayesvalidrox.surrogate_models.glexindex</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.glexindex</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.glexindex.cross_truncate.html">bayesvalidrox.surrogate_models.glexindex.cross_truncate</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.glexindex.glexindex.html">bayesvalidrox.surrogate_models.glexindex.glexindex</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.input_space.html">bayesvalidrox.surrogate_models.input_space</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.input_space</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.input_space.InputSpace.html">bayesvalidrox.surrogate_models.input_space.InputSpace</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.inputs.html">bayesvalidrox.surrogate_models.inputs</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.inputs</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.inputs.Input.html">bayesvalidrox.surrogate_models.inputs.Input</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.inputs.Marginal.html">bayesvalidrox.surrogate_models.inputs.Marginal</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.html">bayesvalidrox.surrogate_models.orthogonal_matching_pursuit</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.orthogonal_matching_pursuit</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.corr.html">bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.corr</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.OrthogonalMatchingPursuit.html">bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.OrthogonalMatchingPursuit</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.html">bayesvalidrox.surrogate_models.reg_fast_ard</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.reg_fast_ard</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.update_precisions.html">bayesvalidrox.surrogate_models.reg_fast_ard.update_precisions</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.RegressionFastARD.html">bayesvalidrox.surrogate_models.reg_fast_ard.RegressionFastARD</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.reg_fast_laplace</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.MetaModel.html">bayesvalidrox.surrogate_models.surrogate_models.MetaModel</a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</li>
 </ul>
 </li>
 </ul>
@@ -443,7 +553,7 @@ input file can be linked with the bayesvalidrox package.</p>
       
     </aside>
   </div>
-</div><script src="_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="_static/documentation_options.js?v=4ebf8126"></script>
     <script src="_static/doctools.js?v=9a2dae69"></script>
     <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="_static/scripts/furo.js?v=32e29ea5"></script>
diff --git a/docs/build/html/borehole.html b/docs/build/html/borehole.html
index 3cd625437..d7d476857 100644
--- a/docs/build/html/borehole.html
+++ b/docs/build/html/borehole.html
@@ -6,10 +6,11 @@
 <link rel="index" title="Index" href="genindex.html" /><link rel="search" title="Search" href="search.html" /><link rel="next" title="Example: ishigami" href="ishigami.html" /><link rel="prev" title="Example: beam" href="beam.html" />
 
     <!-- Generated with Sphinx 7.3.7 and Furo 2023.09.10 -->
-        <title>Example: borehole - bayesvalidrox 0.0.5 documentation</title>
+        <title>Example: borehole - bayesvalidrox 1.0.0 documentation</title>
       <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=362ab14a" />
     <link rel="stylesheet" type="text/css" href="_static/styles/furo.css?v=135e06be" />
     <link rel="stylesheet" type="text/css" href="_static/styles/furo-extensions.css?v=36a5483c" />
+    <link rel="stylesheet" type="text/css" href="_static/custom.css?v=da48c412" />
     
     
 
@@ -18,18 +19,24 @@
   body {
     --color-code-background: #f8f8f8;
   --color-code-foreground: black;
+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
   }
   @media not print {
     body[data-theme="dark"] {
       --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
         --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
       }
     }
@@ -123,7 +130,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -145,8 +152,10 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="index.html">
   
+  <div class="sidebar-logo-container">
+    <img class="sidebar-logo" src="_static/BVRLogoV03_shorttext.png" alt="Logo"/>
+  </div>
   
-  <span class="sidebar-brand-text">bayesvalidrox 0.0.5 documentation</span>
   
 </a><form class="sidebar-search-container" method="get" action="search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
@@ -166,26 +175,127 @@
 <li class="toctree-l2"><a class="reference internal" href="pollution.html">Pollution</a></li>
 </ul>
 </li>
-<li class="toctree-l1"><a class="reference internal" href="packagedescription.html">PACKAGE DESCRIPTION</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="api.html">API</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" role="switch" type="checkbox"/><label for="toctree-checkbox-2"><div class="visually-hidden">Toggle navigation of API</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l2"><a class="reference internal" href="generated/bayesvalidrox.surrogate_models.adaptPlot.html">bayesvalidrox.surrogate_models.adaptPlot</a></li>
-<li class="toctree-l2"><a class="reference internal" href="generated/bayesvalidrox.surrogate_models.apoly_construction.html">bayesvalidrox.surrogate_models.apoly_construction</a></li>
-<li class="toctree-l2"><a class="reference internal" href="generated/bayesvalidrox.surrogate_models.bayes_linear.html">bayesvalidrox.surrogate_models.bayes_linear</a></li>
-<li class="toctree-l2"><a class="reference internal" href="generated/bayesvalidrox.surrogate_models.eval_rec_rule.html">bayesvalidrox.surrogate_models.eval_rec_rule</a></li>
-<li class="toctree-l2"><a class="reference internal" href="generated/bayesvalidrox.surrogate_models.exp_designs.html">bayesvalidrox.surrogate_models.exp_designs</a></li>
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+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.MetaModel.html">bayesvalidrox.surrogate_models.surrogate_models.MetaModel</a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</li>
 </ul>
 </li>
 </ul>
@@ -468,7 +578,7 @@ Surrogate with AL - OMP for regression and Space-filling sequential exploitaiton
       
     </aside>
   </div>
-</div><script src="_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="_static/documentation_options.js?v=4ebf8126"></script>
     <script src="_static/doctools.js?v=9a2dae69"></script>
     <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="_static/scripts/furo.js?v=32e29ea5"></script>
diff --git a/docs/build/html/examples.html b/docs/build/html/examples.html
index 6cf42d05b..10abc86c2 100644
--- a/docs/build/html/examples.html
+++ b/docs/build/html/examples.html
@@ -6,10 +6,11 @@
 <link rel="index" title="Index" href="genindex.html" /><link rel="search" title="Search" href="search.html" /><link rel="next" title="Example: Analytical function" href="analyticalfunction.html" /><link rel="prev" title="TUTORIAL" href="tutorial.html" />
 
     <!-- Generated with Sphinx 7.3.7 and Furo 2023.09.10 -->
-        <title>EXAMPLES - bayesvalidrox 0.0.5 documentation</title>
+        <title>EXAMPLES - bayesvalidrox 1.0.0 documentation</title>
       <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=362ab14a" />
     <link rel="stylesheet" type="text/css" href="_static/styles/furo.css?v=135e06be" />
     <link rel="stylesheet" type="text/css" href="_static/styles/furo-extensions.css?v=36a5483c" />
+    <link rel="stylesheet" type="text/css" href="_static/custom.css?v=da48c412" />
     
     
 
@@ -18,18 +19,24 @@
   body {
     --color-code-background: #f8f8f8;
   --color-code-foreground: black;
+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
   }
   @media not print {
     body[data-theme="dark"] {
       --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
         --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
       }
     }
@@ -123,7 +130,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -145,8 +152,10 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="index.html">
   
+  <div class="sidebar-logo-container">
+    <img class="sidebar-logo" src="_static/BVRLogoV03_shorttext.png" alt="Logo"/>
+  </div>
   
-  <span class="sidebar-brand-text">bayesvalidrox 0.0.5 documentation</span>
   
 </a><form class="sidebar-search-container" method="get" action="search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
@@ -166,26 +175,127 @@
 <li class="toctree-l2"><a class="reference internal" href="pollution.html">Pollution</a></li>
 </ul>
 </li>
-<li class="toctree-l1"><a class="reference internal" href="packagedescription.html">PACKAGE DESCRIPTION</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="api.html">API</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" role="switch" type="checkbox"/><label for="toctree-checkbox-2"><div class="visually-hidden">Toggle navigation of API</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l2"><a class="reference internal" href="generated/bayesvalidrox.surrogate_models.adaptPlot.html">bayesvalidrox.surrogate_models.adaptPlot</a></li>
-<li class="toctree-l2"><a class="reference internal" href="generated/bayesvalidrox.surrogate_models.apoly_construction.html">bayesvalidrox.surrogate_models.apoly_construction</a></li>
-<li class="toctree-l2"><a class="reference internal" href="generated/bayesvalidrox.surrogate_models.bayes_linear.html">bayesvalidrox.surrogate_models.bayes_linear</a></li>
-<li class="toctree-l2"><a class="reference internal" href="generated/bayesvalidrox.surrogate_models.eval_rec_rule.html">bayesvalidrox.surrogate_models.eval_rec_rule</a></li>
-<li class="toctree-l2"><a class="reference internal" href="generated/bayesvalidrox.surrogate_models.exp_designs.html">bayesvalidrox.surrogate_models.exp_designs</a></li>
-<li class="toctree-l2"><a class="reference internal" href="generated/bayesvalidrox.surrogate_models.exploration.html">bayesvalidrox.surrogate_models.exploration</a></li>
-<li class="toctree-l2"><a class="reference internal" href="generated/bayesvalidrox.surrogate_models.glexindex.html">bayesvalidrox.surrogate_models.glexindex</a></li>
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-<li class="toctree-l2"><a class="reference internal" href="generated/bayesvalidrox.post_processing.post_processing.html">bayesvalidrox.post_processing.post_processing</a></li>
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-<li class="toctree-l2"><a class="reference internal" href="generated/bayesvalidrox.bayes_inference.mcmc.html">bayesvalidrox.bayes_inference.mcmc</a></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="packagedescription.html">PACKAGE DESCRIPTION</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" role="switch" type="checkbox"/><label for="toctree-checkbox-2"><div class="visually-hidden">Toggle navigation of PACKAGE DESCRIPTION</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="input_description.html">Priors, input space and experimental design</a></li>
+<li class="toctree-l2"><a class="reference internal" href="surrogate_description.html">Training surrogate models</a></li>
+<li class="toctree-l2"><a class="reference internal" href="post_description.html">Postprocessing, Bayesian inference and Bayesian model comparison</a></li>
+</ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="api.html">API</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" role="switch" type="checkbox"/><label for="toctree-checkbox-3"><div class="visually-hidden">Toggle navigation of API</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+</ul>
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+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.bayes_inference.discrepancy.html">bayesvalidrox.bayes_inference.discrepancy</a><input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" role="switch" type="checkbox"/><label for="toctree-checkbox-8"><div class="visually-hidden">Toggle navigation of bayesvalidrox.bayes_inference.discrepancy</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.bayes_inference.mcmc.html">bayesvalidrox.bayes_inference.mcmc</a><input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" role="switch" type="checkbox"/><label for="toctree-checkbox-9"><div class="visually-hidden">Toggle navigation of bayesvalidrox.bayes_inference.mcmc</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.bayes_inference.mcmc.MCMC.html">bayesvalidrox.bayes_inference.mcmc.MCMC</a></li>
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+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.glexindex.html">bayesvalidrox.surrogate_models.glexindex</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.glexindex</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.glexindex.cross_truncate.html">bayesvalidrox.surrogate_models.glexindex.cross_truncate</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.glexindex.glexindex.html">bayesvalidrox.surrogate_models.glexindex.glexindex</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.input_space.html">bayesvalidrox.surrogate_models.input_space</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.input_space</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.input_space.InputSpace.html">bayesvalidrox.surrogate_models.input_space.InputSpace</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.inputs.html">bayesvalidrox.surrogate_models.inputs</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.inputs</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.inputs.Input.html">bayesvalidrox.surrogate_models.inputs.Input</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.inputs.Marginal.html">bayesvalidrox.surrogate_models.inputs.Marginal</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.html">bayesvalidrox.surrogate_models.orthogonal_matching_pursuit</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.orthogonal_matching_pursuit</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.corr.html">bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.corr</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.OrthogonalMatchingPursuit.html">bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.OrthogonalMatchingPursuit</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.html">bayesvalidrox.surrogate_models.reg_fast_ard</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.reg_fast_ard</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.update_precisions.html">bayesvalidrox.surrogate_models.reg_fast_ard.update_precisions</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.RegressionFastARD.html">bayesvalidrox.surrogate_models.reg_fast_ard.RegressionFastARD</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.reg_fast_laplace</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.MetaModel.html">bayesvalidrox.surrogate_models.surrogate_models.MetaModel</a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</li>
 </ul>
 </li>
 </ul>
@@ -289,7 +399,7 @@ Here we provide short introductions into the used models and what each example c
       
     </aside>
   </div>
-</div><script src="_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="_static/documentation_options.js?v=4ebf8126"></script>
     <script src="_static/doctools.js?v=9a2dae69"></script>
     <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="_static/scripts/furo.js?v=32e29ea5"></script>
diff --git a/docs/build/html/genindex.html b/docs/build/html/genindex.html
index 53ae4bc7a..ff72281e3 100644
--- a/docs/build/html/genindex.html
+++ b/docs/build/html/genindex.html
@@ -4,10 +4,11 @@
     <meta name="viewport" content="width=device-width,initial-scale=1"/>
     <meta name="color-scheme" content="light dark"><link rel="index" title="Index" href="#" /><link rel="search" title="Search" href="search.html" />
 
-    <!-- Generated with Sphinx 7.3.7 and Furo 2023.09.10 --><title>Index - bayesvalidrox 0.0.5 documentation</title>
+    <!-- Generated with Sphinx 7.3.7 and Furo 2023.09.10 --><title>Index - bayesvalidrox 1.0.0 documentation</title>
 <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=362ab14a" />
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     <link rel="stylesheet" type="text/css" href="_static/styles/furo-extensions.css?v=36a5483c" />
+    <link rel="stylesheet" type="text/css" href="_static/custom.css?v=3c2b257a" />
     
     
 
@@ -16,18 +17,24 @@
   body {
     --color-code-background: #f8f8f8;
   --color-code-foreground: black;
+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
   }
   @media not print {
     body[data-theme="dark"] {
       --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
         --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
       }
     }
@@ -121,7 +128,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -143,8 +150,10 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="index.html">
   
+  <div class="sidebar-logo-container">
+    <img class="sidebar-logo" src="_static/BVRLogoV03_shorttext.png" alt="Logo"/>
+  </div>
   
-  <span class="sidebar-brand-text">bayesvalidrox 0.0.5 documentation</span>
   
 </a><form class="sidebar-search-container" method="get" action="search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
@@ -164,112 +173,117 @@
 <li class="toctree-l2"><a class="reference internal" href="pollution.html">Pollution</a></li>
 </ul>
 </li>
-<li class="toctree-l1"><a class="reference internal" href="packagedescription.html">PACKAGE DESCRIPTION</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="api.html">API</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" role="switch" type="checkbox"/><label for="toctree-checkbox-2"><div class="visually-hidden">Toggle navigation of API</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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-<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.bayes_inference.bayes_inference.html">bayesvalidrox.bayes_inference.bayes_inference</a><input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" role="switch" type="checkbox"/><label for="toctree-checkbox-5"><div class="visually-hidden">Toggle navigation of bayesvalidrox.bayes_inference.bayes_inference</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="packagedescription.html">USER GUIDE</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" role="switch" type="checkbox"/><label for="toctree-checkbox-2"><div class="visually-hidden">Toggle navigation of USER GUIDE</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="input_description.html">Priors, input space and experimental design</a></li>
+<li class="toctree-l2"><a class="reference internal" href="surrogate_description.html">Training surrogate models</a></li>
+<li class="toctree-l2"><a class="reference internal" href="post_description.html">Postprocessing, Bayesian inference and Bayesian model comparison</a></li>
+</ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="api.html">API</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" role="switch" type="checkbox"/><label for="toctree-checkbox-3"><div class="visually-hidden">Toggle navigation of API</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.bayes_inference.bayes_inference.html">bayesvalidrox.bayes_inference.bayes_inference</a><input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" role="switch" type="checkbox"/><label for="toctree-checkbox-6"><div class="visually-hidden">Toggle navigation of bayesvalidrox.bayes_inference.bayes_inference</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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 </ul>
 </li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.bayes_inference.bayes_model_comparison.html">bayesvalidrox.bayes_inference.bayes_model_comparison</a><input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" role="switch" type="checkbox"/><label for="toctree-checkbox-6"><div class="visually-hidden">Toggle navigation of bayesvalidrox.bayes_inference.bayes_model_comparison</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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 </ul>
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-<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.bayes_inference.discrepancy.html">bayesvalidrox.bayes_inference.discrepancy</a><input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" role="switch" type="checkbox"/><label for="toctree-checkbox-7"><div class="visually-hidden">Toggle navigation of bayesvalidrox.bayes_inference.discrepancy</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.reg_fast_laplace</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
@@ -418,28 +432,28 @@
     bayesvalidrox.bayes_inference.bayes_inference
 
         <ul>
-          <li><a href="_autosummary/bayesvalidrox.bayes_inference.bayes_inference.html#module-bayesvalidrox.bayes_inference.bayes_inference">module</a>, <a href="generated/bayesvalidrox.bayes_inference.bayes_inference.html#module-bayesvalidrox.bayes_inference.bayes_inference">[1]</a>
+          <li><a href="_autosummary/bayesvalidrox.bayes_inference.bayes_inference.html#module-bayesvalidrox.bayes_inference.bayes_inference">module</a>
 </li>
         </ul></li>
         <li>
     bayesvalidrox.bayes_inference.bayes_model_comparison
 
         <ul>
-          <li><a href="_autosummary/bayesvalidrox.bayes_inference.bayes_model_comparison.html#module-bayesvalidrox.bayes_inference.bayes_model_comparison">module</a>, <a href="generated/bayesvalidrox.bayes_inference.bayes_model_comparison.html#module-bayesvalidrox.bayes_inference.bayes_model_comparison">[1]</a>
+          <li><a href="_autosummary/bayesvalidrox.bayes_inference.bayes_model_comparison.html#module-bayesvalidrox.bayes_inference.bayes_model_comparison">module</a>
 </li>
         </ul></li>
         <li>
     bayesvalidrox.bayes_inference.discrepancy
 
         <ul>
-          <li><a href="_autosummary/bayesvalidrox.bayes_inference.discrepancy.html#module-bayesvalidrox.bayes_inference.discrepancy">module</a>, <a href="generated/bayesvalidrox.bayes_inference.discrepancy.html#module-bayesvalidrox.bayes_inference.discrepancy">[1]</a>
+          <li><a href="_autosummary/bayesvalidrox.bayes_inference.discrepancy.html#module-bayesvalidrox.bayes_inference.discrepancy">module</a>
 </li>
         </ul></li>
         <li>
     bayesvalidrox.bayes_inference.mcmc
 
         <ul>
-          <li><a href="_autosummary/bayesvalidrox.bayes_inference.mcmc.html#module-bayesvalidrox.bayes_inference.mcmc">module</a>, <a href="generated/bayesvalidrox.bayes_inference.mcmc.html#module-bayesvalidrox.bayes_inference.mcmc">[1]</a>
+          <li><a href="_autosummary/bayesvalidrox.bayes_inference.mcmc.html#module-bayesvalidrox.bayes_inference.mcmc">module</a>
 </li>
         </ul></li>
         <li>
@@ -453,7 +467,7 @@
     bayesvalidrox.post_processing.post_processing
 
         <ul>
-          <li><a href="_autosummary/bayesvalidrox.post_processing.post_processing.html#module-bayesvalidrox.post_processing.post_processing">module</a>, <a href="generated/bayesvalidrox.post_processing.post_processing.html#module-bayesvalidrox.post_processing.post_processing">[1]</a>
+          <li><a href="_autosummary/bayesvalidrox.post_processing.post_processing.html#module-bayesvalidrox.post_processing.post_processing">module</a>
 </li>
         </ul></li>
         <li>
@@ -467,7 +481,7 @@
     bayesvalidrox.pylink.pylink
 
         <ul>
-          <li><a href="_autosummary/bayesvalidrox.pylink.pylink.html#module-bayesvalidrox.pylink.pylink">module</a>, <a href="generated/bayesvalidrox.pylink.pylink.html#module-bayesvalidrox.pylink.pylink">[1]</a>
+          <li><a href="_autosummary/bayesvalidrox.pylink.pylink.html#module-bayesvalidrox.pylink.pylink">module</a>
 </li>
         </ul></li>
         <li>
@@ -481,14 +495,14 @@
     bayesvalidrox.surrogate_models.adaptPlot
 
         <ul>
-          <li><a href="_autosummary/bayesvalidrox.surrogate_models.adaptPlot.html#module-bayesvalidrox.surrogate_models.adaptPlot">module</a>, <a href="generated/bayesvalidrox.surrogate_models.adaptPlot.html#module-bayesvalidrox.surrogate_models.adaptPlot">[1]</a>
+          <li><a href="_autosummary/bayesvalidrox.surrogate_models.adaptPlot.html#module-bayesvalidrox.surrogate_models.adaptPlot">module</a>
 </li>
         </ul></li>
         <li>
     bayesvalidrox.surrogate_models.apoly_construction
 
         <ul>
-          <li><a href="_autosummary/bayesvalidrox.surrogate_models.apoly_construction.html#module-bayesvalidrox.surrogate_models.apoly_construction">module</a>, <a href="generated/bayesvalidrox.surrogate_models.apoly_construction.html#module-bayesvalidrox.surrogate_models.apoly_construction">[1]</a>
+          <li><a href="_autosummary/bayesvalidrox.surrogate_models.apoly_construction.html#module-bayesvalidrox.surrogate_models.apoly_construction">module</a>
 </li>
         </ul></li>
     </ul></td>
@@ -497,42 +511,42 @@
     bayesvalidrox.surrogate_models.bayes_linear
 
         <ul>
-          <li><a href="_autosummary/bayesvalidrox.surrogate_models.bayes_linear.html#module-bayesvalidrox.surrogate_models.bayes_linear">module</a>, <a href="generated/bayesvalidrox.surrogate_models.bayes_linear.html#module-bayesvalidrox.surrogate_models.bayes_linear">[1]</a>
+          <li><a href="_autosummary/bayesvalidrox.surrogate_models.bayes_linear.html#module-bayesvalidrox.surrogate_models.bayes_linear">module</a>
 </li>
         </ul></li>
         <li>
     bayesvalidrox.surrogate_models.engine
 
         <ul>
-          <li><a href="_autosummary/bayesvalidrox.surrogate_models.engine.html#module-bayesvalidrox.surrogate_models.engine">module</a>, <a href="generated/bayesvalidrox.surrogate_models.engine.html#module-bayesvalidrox.surrogate_models.engine">[1]</a>
+          <li><a href="_autosummary/bayesvalidrox.surrogate_models.engine.html#module-bayesvalidrox.surrogate_models.engine">module</a>
 </li>
         </ul></li>
         <li>
     bayesvalidrox.surrogate_models.eval_rec_rule
 
         <ul>
-          <li><a href="_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.html#module-bayesvalidrox.surrogate_models.eval_rec_rule">module</a>, <a href="generated/bayesvalidrox.surrogate_models.eval_rec_rule.html#module-bayesvalidrox.surrogate_models.eval_rec_rule">[1]</a>
+          <li><a href="_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.html#module-bayesvalidrox.surrogate_models.eval_rec_rule">module</a>
 </li>
         </ul></li>
         <li>
     bayesvalidrox.surrogate_models.exp_designs
 
         <ul>
-          <li><a href="_autosummary/bayesvalidrox.surrogate_models.exp_designs.html#module-bayesvalidrox.surrogate_models.exp_designs">module</a>, <a href="generated/bayesvalidrox.surrogate_models.exp_designs.html#module-bayesvalidrox.surrogate_models.exp_designs">[1]</a>
+          <li><a href="_autosummary/bayesvalidrox.surrogate_models.exp_designs.html#module-bayesvalidrox.surrogate_models.exp_designs">module</a>
 </li>
         </ul></li>
         <li>
     bayesvalidrox.surrogate_models.exploration
 
         <ul>
-          <li><a href="_autosummary/bayesvalidrox.surrogate_models.exploration.html#module-bayesvalidrox.surrogate_models.exploration">module</a>, <a href="generated/bayesvalidrox.surrogate_models.exploration.html#module-bayesvalidrox.surrogate_models.exploration">[1]</a>
+          <li><a href="_autosummary/bayesvalidrox.surrogate_models.exploration.html#module-bayesvalidrox.surrogate_models.exploration">module</a>
 </li>
         </ul></li>
         <li>
     bayesvalidrox.surrogate_models.glexindex
 
         <ul>
-          <li><a href="_autosummary/bayesvalidrox.surrogate_models.glexindex.html#module-bayesvalidrox.surrogate_models.glexindex">module</a>, <a href="generated/bayesvalidrox.surrogate_models.glexindex.html#module-bayesvalidrox.surrogate_models.glexindex">[1]</a>
+          <li><a href="_autosummary/bayesvalidrox.surrogate_models.glexindex.html#module-bayesvalidrox.surrogate_models.glexindex">module</a>
 </li>
         </ul></li>
         <li>
@@ -546,35 +560,35 @@
     bayesvalidrox.surrogate_models.inputs
 
         <ul>
-          <li><a href="_autosummary/bayesvalidrox.surrogate_models.inputs.html#module-bayesvalidrox.surrogate_models.inputs">module</a>, <a href="generated/bayesvalidrox.surrogate_models.inputs.html#module-bayesvalidrox.surrogate_models.inputs">[1]</a>
+          <li><a href="_autosummary/bayesvalidrox.surrogate_models.inputs.html#module-bayesvalidrox.surrogate_models.inputs">module</a>
 </li>
         </ul></li>
         <li>
     bayesvalidrox.surrogate_models.orthogonal_matching_pursuit
 
         <ul>
-          <li><a href="_autosummary/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.html#module-bayesvalidrox.surrogate_models.orthogonal_matching_pursuit">module</a>, <a href="generated/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.html#module-bayesvalidrox.surrogate_models.orthogonal_matching_pursuit">[1]</a>
+          <li><a href="_autosummary/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.html#module-bayesvalidrox.surrogate_models.orthogonal_matching_pursuit">module</a>
 </li>
         </ul></li>
         <li>
     bayesvalidrox.surrogate_models.reg_fast_ard
 
         <ul>
-          <li><a href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.html#module-bayesvalidrox.surrogate_models.reg_fast_ard">module</a>, <a href="generated/bayesvalidrox.surrogate_models.reg_fast_ard.html#module-bayesvalidrox.surrogate_models.reg_fast_ard">[1]</a>
+          <li><a href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.html#module-bayesvalidrox.surrogate_models.reg_fast_ard">module</a>
 </li>
         </ul></li>
         <li>
     bayesvalidrox.surrogate_models.reg_fast_laplace
 
         <ul>
-          <li><a href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.html#module-bayesvalidrox.surrogate_models.reg_fast_laplace">module</a>, <a href="generated/bayesvalidrox.surrogate_models.reg_fast_laplace.html#module-bayesvalidrox.surrogate_models.reg_fast_laplace">[1]</a>
+          <li><a href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.html#module-bayesvalidrox.surrogate_models.reg_fast_laplace">module</a>
 </li>
         </ul></li>
         <li>
     bayesvalidrox.surrogate_models.surrogate_models
 
         <ul>
-          <li><a href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html#module-bayesvalidrox.surrogate_models.surrogate_models">module</a>, <a href="generated/bayesvalidrox.surrogate_models.surrogate_models.html#module-bayesvalidrox.surrogate_models.surrogate_models">[1]</a>
+          <li><a href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html#module-bayesvalidrox.surrogate_models.surrogate_models">module</a>
 </li>
         </ul></li>
         <li><a href="_autosummary/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.OrthogonalMatchingPursuit.html#bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.OrthogonalMatchingPursuit.blockwise_inverse">blockwise_inverse() (bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.OrthogonalMatchingPursuit method)</a>
@@ -865,51 +879,51 @@
 </li>
           <li><a href="_autosummary/bayesvalidrox.bayes_inference.html#module-bayesvalidrox.bayes_inference">bayesvalidrox.bayes_inference</a>
 </li>
-          <li><a href="_autosummary/bayesvalidrox.bayes_inference.bayes_inference.html#module-bayesvalidrox.bayes_inference.bayes_inference">bayesvalidrox.bayes_inference.bayes_inference</a>, <a href="generated/bayesvalidrox.bayes_inference.bayes_inference.html#module-bayesvalidrox.bayes_inference.bayes_inference">[1]</a>
+          <li><a href="_autosummary/bayesvalidrox.bayes_inference.bayes_inference.html#module-bayesvalidrox.bayes_inference.bayes_inference">bayesvalidrox.bayes_inference.bayes_inference</a>
 </li>
-          <li><a href="_autosummary/bayesvalidrox.bayes_inference.bayes_model_comparison.html#module-bayesvalidrox.bayes_inference.bayes_model_comparison">bayesvalidrox.bayes_inference.bayes_model_comparison</a>, <a href="generated/bayesvalidrox.bayes_inference.bayes_model_comparison.html#module-bayesvalidrox.bayes_inference.bayes_model_comparison">[1]</a>
+          <li><a href="_autosummary/bayesvalidrox.bayes_inference.bayes_model_comparison.html#module-bayesvalidrox.bayes_inference.bayes_model_comparison">bayesvalidrox.bayes_inference.bayes_model_comparison</a>
 </li>
-          <li><a href="_autosummary/bayesvalidrox.bayes_inference.discrepancy.html#module-bayesvalidrox.bayes_inference.discrepancy">bayesvalidrox.bayes_inference.discrepancy</a>, <a href="generated/bayesvalidrox.bayes_inference.discrepancy.html#module-bayesvalidrox.bayes_inference.discrepancy">[1]</a>
+          <li><a href="_autosummary/bayesvalidrox.bayes_inference.discrepancy.html#module-bayesvalidrox.bayes_inference.discrepancy">bayesvalidrox.bayes_inference.discrepancy</a>
 </li>
-          <li><a href="_autosummary/bayesvalidrox.bayes_inference.mcmc.html#module-bayesvalidrox.bayes_inference.mcmc">bayesvalidrox.bayes_inference.mcmc</a>, <a href="generated/bayesvalidrox.bayes_inference.mcmc.html#module-bayesvalidrox.bayes_inference.mcmc">[1]</a>
+          <li><a href="_autosummary/bayesvalidrox.bayes_inference.mcmc.html#module-bayesvalidrox.bayes_inference.mcmc">bayesvalidrox.bayes_inference.mcmc</a>
 </li>
           <li><a href="_autosummary/bayesvalidrox.post_processing.html#module-bayesvalidrox.post_processing">bayesvalidrox.post_processing</a>
 </li>
-          <li><a href="_autosummary/bayesvalidrox.post_processing.post_processing.html#module-bayesvalidrox.post_processing.post_processing">bayesvalidrox.post_processing.post_processing</a>, <a href="generated/bayesvalidrox.post_processing.post_processing.html#module-bayesvalidrox.post_processing.post_processing">[1]</a>
+          <li><a href="_autosummary/bayesvalidrox.post_processing.post_processing.html#module-bayesvalidrox.post_processing.post_processing">bayesvalidrox.post_processing.post_processing</a>
 </li>
           <li><a href="_autosummary/bayesvalidrox.pylink.html#module-bayesvalidrox.pylink">bayesvalidrox.pylink</a>
 </li>
-          <li><a href="_autosummary/bayesvalidrox.pylink.pylink.html#module-bayesvalidrox.pylink.pylink">bayesvalidrox.pylink.pylink</a>, <a href="generated/bayesvalidrox.pylink.pylink.html#module-bayesvalidrox.pylink.pylink">[1]</a>
+          <li><a href="_autosummary/bayesvalidrox.pylink.pylink.html#module-bayesvalidrox.pylink.pylink">bayesvalidrox.pylink.pylink</a>
 </li>
           <li><a href="_autosummary/bayesvalidrox.surrogate_models.html#module-bayesvalidrox.surrogate_models">bayesvalidrox.surrogate_models</a>
 </li>
-          <li><a href="_autosummary/bayesvalidrox.surrogate_models.adaptPlot.html#module-bayesvalidrox.surrogate_models.adaptPlot">bayesvalidrox.surrogate_models.adaptPlot</a>, <a href="generated/bayesvalidrox.surrogate_models.adaptPlot.html#module-bayesvalidrox.surrogate_models.adaptPlot">[1]</a>
+          <li><a href="_autosummary/bayesvalidrox.surrogate_models.adaptPlot.html#module-bayesvalidrox.surrogate_models.adaptPlot">bayesvalidrox.surrogate_models.adaptPlot</a>
 </li>
-          <li><a href="_autosummary/bayesvalidrox.surrogate_models.apoly_construction.html#module-bayesvalidrox.surrogate_models.apoly_construction">bayesvalidrox.surrogate_models.apoly_construction</a>, <a href="generated/bayesvalidrox.surrogate_models.apoly_construction.html#module-bayesvalidrox.surrogate_models.apoly_construction">[1]</a>
+          <li><a href="_autosummary/bayesvalidrox.surrogate_models.apoly_construction.html#module-bayesvalidrox.surrogate_models.apoly_construction">bayesvalidrox.surrogate_models.apoly_construction</a>
 </li>
-          <li><a href="_autosummary/bayesvalidrox.surrogate_models.bayes_linear.html#module-bayesvalidrox.surrogate_models.bayes_linear">bayesvalidrox.surrogate_models.bayes_linear</a>, <a href="generated/bayesvalidrox.surrogate_models.bayes_linear.html#module-bayesvalidrox.surrogate_models.bayes_linear">[1]</a>
+          <li><a href="_autosummary/bayesvalidrox.surrogate_models.bayes_linear.html#module-bayesvalidrox.surrogate_models.bayes_linear">bayesvalidrox.surrogate_models.bayes_linear</a>
 </li>
-          <li><a href="_autosummary/bayesvalidrox.surrogate_models.engine.html#module-bayesvalidrox.surrogate_models.engine">bayesvalidrox.surrogate_models.engine</a>, <a href="generated/bayesvalidrox.surrogate_models.engine.html#module-bayesvalidrox.surrogate_models.engine">[1]</a>
+          <li><a href="_autosummary/bayesvalidrox.surrogate_models.engine.html#module-bayesvalidrox.surrogate_models.engine">bayesvalidrox.surrogate_models.engine</a>
 </li>
-          <li><a href="_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.html#module-bayesvalidrox.surrogate_models.eval_rec_rule">bayesvalidrox.surrogate_models.eval_rec_rule</a>, <a href="generated/bayesvalidrox.surrogate_models.eval_rec_rule.html#module-bayesvalidrox.surrogate_models.eval_rec_rule">[1]</a>
+          <li><a href="_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.html#module-bayesvalidrox.surrogate_models.eval_rec_rule">bayesvalidrox.surrogate_models.eval_rec_rule</a>
 </li>
-          <li><a href="_autosummary/bayesvalidrox.surrogate_models.exp_designs.html#module-bayesvalidrox.surrogate_models.exp_designs">bayesvalidrox.surrogate_models.exp_designs</a>, <a href="generated/bayesvalidrox.surrogate_models.exp_designs.html#module-bayesvalidrox.surrogate_models.exp_designs">[1]</a>
+          <li><a href="_autosummary/bayesvalidrox.surrogate_models.exp_designs.html#module-bayesvalidrox.surrogate_models.exp_designs">bayesvalidrox.surrogate_models.exp_designs</a>
 </li>
-          <li><a href="_autosummary/bayesvalidrox.surrogate_models.exploration.html#module-bayesvalidrox.surrogate_models.exploration">bayesvalidrox.surrogate_models.exploration</a>, <a href="generated/bayesvalidrox.surrogate_models.exploration.html#module-bayesvalidrox.surrogate_models.exploration">[1]</a>
+          <li><a href="_autosummary/bayesvalidrox.surrogate_models.exploration.html#module-bayesvalidrox.surrogate_models.exploration">bayesvalidrox.surrogate_models.exploration</a>
 </li>
-          <li><a href="_autosummary/bayesvalidrox.surrogate_models.glexindex.html#module-bayesvalidrox.surrogate_models.glexindex">bayesvalidrox.surrogate_models.glexindex</a>, <a href="generated/bayesvalidrox.surrogate_models.glexindex.html#module-bayesvalidrox.surrogate_models.glexindex">[1]</a>
+          <li><a href="_autosummary/bayesvalidrox.surrogate_models.glexindex.html#module-bayesvalidrox.surrogate_models.glexindex">bayesvalidrox.surrogate_models.glexindex</a>
 </li>
           <li><a href="_autosummary/bayesvalidrox.surrogate_models.input_space.html#module-bayesvalidrox.surrogate_models.input_space">bayesvalidrox.surrogate_models.input_space</a>
 </li>
-          <li><a href="_autosummary/bayesvalidrox.surrogate_models.inputs.html#module-bayesvalidrox.surrogate_models.inputs">bayesvalidrox.surrogate_models.inputs</a>, <a href="generated/bayesvalidrox.surrogate_models.inputs.html#module-bayesvalidrox.surrogate_models.inputs">[1]</a>
+          <li><a href="_autosummary/bayesvalidrox.surrogate_models.inputs.html#module-bayesvalidrox.surrogate_models.inputs">bayesvalidrox.surrogate_models.inputs</a>
 </li>
-          <li><a href="_autosummary/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.html#module-bayesvalidrox.surrogate_models.orthogonal_matching_pursuit">bayesvalidrox.surrogate_models.orthogonal_matching_pursuit</a>, <a href="generated/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.html#module-bayesvalidrox.surrogate_models.orthogonal_matching_pursuit">[1]</a>
+          <li><a href="_autosummary/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.html#module-bayesvalidrox.surrogate_models.orthogonal_matching_pursuit">bayesvalidrox.surrogate_models.orthogonal_matching_pursuit</a>
 </li>
-          <li><a href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.html#module-bayesvalidrox.surrogate_models.reg_fast_ard">bayesvalidrox.surrogate_models.reg_fast_ard</a>, <a href="generated/bayesvalidrox.surrogate_models.reg_fast_ard.html#module-bayesvalidrox.surrogate_models.reg_fast_ard">[1]</a>
+          <li><a href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.html#module-bayesvalidrox.surrogate_models.reg_fast_ard">bayesvalidrox.surrogate_models.reg_fast_ard</a>
 </li>
-          <li><a href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.html#module-bayesvalidrox.surrogate_models.reg_fast_laplace">bayesvalidrox.surrogate_models.reg_fast_laplace</a>, <a href="generated/bayesvalidrox.surrogate_models.reg_fast_laplace.html#module-bayesvalidrox.surrogate_models.reg_fast_laplace">[1]</a>
+          <li><a href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.html#module-bayesvalidrox.surrogate_models.reg_fast_laplace">bayesvalidrox.surrogate_models.reg_fast_laplace</a>
 </li>
-          <li><a href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html#module-bayesvalidrox.surrogate_models.surrogate_models">bayesvalidrox.surrogate_models.surrogate_models</a>, <a href="generated/bayesvalidrox.surrogate_models.surrogate_models.html#module-bayesvalidrox.surrogate_models.surrogate_models">[1]</a>
+          <li><a href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html#module-bayesvalidrox.surrogate_models.surrogate_models">bayesvalidrox.surrogate_models.surrogate_models</a>
 </li>
         </ul></li>
     </ul></td>
@@ -1228,7 +1242,7 @@
       
     </aside>
   </div>
-</div><script src="_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="_static/documentation_options.js?v=4ebf8126"></script>
     <script src="_static/doctools.js?v=9a2dae69"></script>
     <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="_static/scripts/furo.js?v=32e29ea5"></script>
diff --git a/docs/build/html/index.html b/docs/build/html/index.html
index af514a6bf..e3e61aa8f 100644
--- a/docs/build/html/index.html
+++ b/docs/build/html/index.html
@@ -6,10 +6,11 @@
 <link rel="index" title="Index" href="genindex.html" /><link rel="search" title="Search" href="search.html" /><link rel="next" title="TUTORIAL" href="tutorial.html" />
 
     <!-- Generated with Sphinx 7.3.7 and Furo 2023.09.10 -->
-        <title>bayesvalidrox 0.0.5 documentation</title>
+        <title>bayesvalidrox 1.0.0 documentation</title>
       <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=362ab14a" />
     <link rel="stylesheet" type="text/css" href="_static/styles/furo.css?v=135e06be" />
     <link rel="stylesheet" type="text/css" href="_static/styles/furo-extensions.css?v=36a5483c" />
+    <link rel="stylesheet" type="text/css" href="_static/custom.css?v=3c2b257a" />
     
     
 
@@ -18,18 +19,24 @@
   body {
     --color-code-background: #f8f8f8;
   --color-code-foreground: black;
+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
   }
   @media not print {
     body[data-theme="dark"] {
       --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
         --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
       }
     }
@@ -123,7 +130,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="#"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="#"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -145,8 +152,10 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="#">
   
+  <div class="sidebar-logo-container">
+    <img class="sidebar-logo" src="_static/BVRLogoV03_shorttext.png" alt="Logo"/>
+  </div>
   
-  <span class="sidebar-brand-text">bayesvalidrox 0.0.5 documentation</span>
   
 </a><form class="sidebar-search-container" method="get" action="search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
@@ -166,112 +175,117 @@
 <li class="toctree-l2"><a class="reference internal" href="pollution.html">Pollution</a></li>
 </ul>
 </li>
-<li class="toctree-l1"><a class="reference internal" href="packagedescription.html">PACKAGE DESCRIPTION</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="api.html">API</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" role="switch" type="checkbox"/><label for="toctree-checkbox-2"><div class="visually-hidden">Toggle navigation of API</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.html">bayesvalidrox.surrogate_models.orthogonal_matching_pursuit</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.orthogonal_matching_pursuit</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
@@ -320,17 +334,75 @@
         <article role="main">
           <section id="surrogate-assisted-bayesian-validation-of-computational-models">
 <h1>Surrogate-assisted Bayesian validation of computational models<a class="headerlink" href="#surrogate-assisted-bayesian-validation-of-computational-models" title="Link to this heading">¶</a></h1>
-<p><strong>bayesvalidrox</strong> is an open-source python package that provides methods for surrogate modeling, Bayesian inference and model comparison.</p>
+<p><strong>BayesValidRox</strong> is an open-source python package that provides methods for surrogate modeling, Bayesian inference and model comparison.</p>
+<a class="reference internal image-reference" href="_images/balance.png"><img alt="Weighting model results against data with associated uncertainty, costs and sparsity" src="_images/balance.png" style="width: 600px;" /></a>
 <p>An introductory tutorial to the overall workflow with <strong>bayesvalidrox</strong> is provided in <a class="reference internal" href="tutorial.html"><span class="doc">TUTORIAL</span></a> and descriptions of the available examples can be found in <a class="reference internal" href="examples.html"><span class="doc">EXAMPLES</span></a>.
-The functionality and options for the different classes is described more in-depth in <a class="reference internal" href="packagedescription.html"><span class="doc">PACKAGE DESCRIPTION</span></a> and a list of all the classes and functions is provided in <a class="reference internal" href="api.html"><span class="doc">API</span></a>.</p>
-<section id="contents">
-<h2>Contents<a class="headerlink" href="#contents" title="Link to this heading">¶</a></h2>
+The functionality and options for the different classes is described more in-depth in <a class="reference internal" href="packagedescription.html"><span class="doc">USER GUIDE</span></a> and a list of all the classes and functions is provided in <a class="reference internal" href="api.html"><span class="doc">API</span></a>.</p>
+<section id="links">
+<h2>Links<a class="headerlink" href="#links" title="Link to this heading">¶</a></h2>
+<ul class="simple">
+<li><p>GitHub: <a class="reference external" href="https://git.iws.uni-stuttgart.de/inversemodeling/bayesvalidrox/-/tree/master?ref_type=heads">https://git.iws.uni-stuttgart.de/inversemodeling/bayesvalidrox/-/tree/master?ref_type=heads</a></p></li>
+<li><p>PyPI: <a class="reference external" href="https://pypi.org/project/bayesvalidrox/">https://pypi.org/project/bayesvalidrox/</a></p></li>
+<li><p>Documentation:</p></li>
+</ul>
+<p>#TODO Add other links</p>
+</section>
+<section id="installation">
+<h2>Installation<a class="headerlink" href="#installation" title="Link to this heading">¶</a></h2>
+<dl class="simple">
+<dt>This package runs under Python 3.9 for versions &lt;1.0.0 and 3.9+ from version 1.0.0 on, use pip to install:</dt><dd><p>$ pip install bayesvalidrox</p>
+</dd>
+</dl>
+<p>#TODO Note other needed installations and tips</p>
+</section>
+<section id="quickstart">
+<h2>Quickstart<a class="headerlink" href="#quickstart" title="Link to this heading">¶</a></h2>
+<p>#TODO A minimal example to get people started</p>
+</section>
+<section id="see-also">
+<h2>See also<a class="headerlink" href="#see-also" title="Link to this heading">¶</a></h2>
+<p>#TODO Link other websites that are related to BVR</p>
+</section>
+<section id="license">
+<h2>License<a class="headerlink" href="#license" title="Link to this heading">¶</a></h2>
+<p>#TODO Note the License under which BVR is released</p>
+</section>
+<section id="further-contents">
+<h2>Further contents<a class="headerlink" href="#further-contents" title="Link to this heading">¶</a></h2>
 <div class="toctree-wrapper compound">
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="tutorial.html">TUTORIAL</a></li>
-<li class="toctree-l1"><a class="reference internal" href="examples.html">EXAMPLES</a></li>
-<li class="toctree-l1"><a class="reference internal" href="packagedescription.html">PACKAGE DESCRIPTION</a></li>
-<li class="toctree-l1"><a class="reference internal" href="api.html">API</a></li>
+<li class="toctree-l1"><a class="reference internal" href="tutorial.html">TUTORIAL</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="tutorial.html#import-necessary-libraries">Import necessary libraries</a></li>
+<li class="toctree-l2"><a class="reference internal" href="tutorial.html#define-the-model-with-pylinkforwardmodel">Define the model with PyLinkForwardModel</a></li>
+<li class="toctree-l2"><a class="reference internal" href="tutorial.html#define-probabilistic-input-model">Define probabilistic input model</a></li>
+<li class="toctree-l2"><a class="reference internal" href="tutorial.html#define-surrogate-meta-model">Define surrogate (meta) model</a></li>
+<li class="toctree-l2"><a class="reference internal" href="tutorial.html#set-the-experimental-design">Set the experimental design</a></li>
+<li class="toctree-l2"><a class="reference internal" href="tutorial.html#train-the-surrogate-with-an-engine">Train the surrogate with an engine</a></li>
+<li class="toctree-l2"><a class="reference internal" href="tutorial.html#sequential-training">Sequential training</a></li>
+<li class="toctree-l2"><a class="reference internal" href="tutorial.html#post-processing">Post-processing</a></li>
+<li class="toctree-l2"><a class="reference internal" href="tutorial.html#bayesian-inference">Bayesian Inference</a></li>
+<li class="toctree-l2"><a class="reference internal" href="tutorial.html#define-the-data-uncertainty">Define the data uncertainty</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="examples.html">EXAMPLES</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="analyticalfunction.html">Analytical function</a></li>
+<li class="toctree-l2"><a class="reference internal" href="beam.html">Beam</a></li>
+<li class="toctree-l2"><a class="reference internal" href="borehole.html">Borehole</a></li>
+<li class="toctree-l2"><a class="reference internal" href="ishigami.html">Ishigami</a></li>
+<li class="toctree-l2"><a class="reference internal" href="modelcomparison.html">Model comparison</a></li>
+<li class="toctree-l2"><a class="reference internal" href="ohaganfunction.html">OHagan-function</a></li>
+<li class="toctree-l2"><a class="reference internal" href="pollution.html">Pollution</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="packagedescription.html">USER GUIDE</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="packagedescription.html#introductory-theory">Introductory theory</a></li>
+<li class="toctree-l2"><a class="reference internal" href="packagedescription.html#overview">Overview</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="api.html">API</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="_autosummary/bayesvalidrox.html">bayesvalidrox</a></li>
+</ul>
+</li>
 </ul>
 </div>
 </section>
@@ -390,7 +462,12 @@ The functionality and options for the different classes is described more in-dep
           <div class="toc-tree">
             <ul>
 <li><a class="reference internal" href="#">Surrogate-assisted Bayesian validation of computational models</a><ul>
-<li><a class="reference internal" href="#contents">Contents</a></li>
+<li><a class="reference internal" href="#links">Links</a></li>
+<li><a class="reference internal" href="#installation">Installation</a></li>
+<li><a class="reference internal" href="#quickstart">Quickstart</a></li>
+<li><a class="reference internal" href="#see-also">See also</a></li>
+<li><a class="reference internal" href="#license">License</a></li>
+<li><a class="reference internal" href="#further-contents">Further contents</a></li>
 </ul>
 </li>
 <li><a class="reference internal" href="#indices-and-tables">Indices and tables</a></li>
@@ -403,7 +480,7 @@ The functionality and options for the different classes is described more in-dep
       
     </aside>
   </div>
-</div><script src="_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="_static/documentation_options.js?v=4ebf8126"></script>
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+++ b/docs/build/html/input_description.html
@@ -0,0 +1,477 @@
+<!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="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
+<link rel="index" title="Index" href="genindex.html" /><link rel="search" title="Search" href="search.html" /><link rel="next" title="Training surrogate models" href="surrogate_description.html" /><link rel="prev" title="PACKAGE DESCRIPTION" href="packagedescription.html" />
+
+    <!-- Generated with Sphinx 7.3.7 and Furo 2023.09.10 -->
+        <title>Priors, input space and experimental design - bayesvalidrox 1.0.0 documentation</title>
+      <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=362ab14a" />
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+  body {
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+  --color-brand-content: #5663a1;
+  
+  }
+  @media not print {
+    body[data-theme="dark"] {
+      --color-code-background: #202020;
+  --color-code-foreground: #d0d0d0;
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+    @media (prefers-color-scheme: dark) {
+      body:not([data-theme="light"]) {
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+      document.body.dataset.theme = localStorage.getItem("theme") || "auto";
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+          <section id="priors-input-space-and-experimental-design">
+<h1>Priors, input space and experimental design<a class="headerlink" href="#priors-input-space-and-experimental-design" title="Link to this heading">¶</a></h1>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>#TODO Write a short intro to uncertain inputs and sampling</p>
+</div>
+<section id="input-classes">
+<h2>Input classes<a class="headerlink" href="#input-classes" title="Link to this heading">¶</a></h2>
+<div class="twocol docutils container">
+<div class="leftside docutils container">
+<p>Four classes contained in bayesvalidrox are associated with the inputs: <a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.inputs.Marginal.html#bayesvalidrox.surrogate_models.inputs.Marginal" title="bayesvalidrox.surrogate_models.inputs.Marginal"><code class="xref any py py-class docutils literal notranslate"><span class="pre">bayesvalidrox.surrogate_models.inputs.Marginal</span></code></a>, <a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.inputs.Input.html#bayesvalidrox.surrogate_models.inputs.Input" title="bayesvalidrox.surrogate_models.inputs.Input"><code class="xref any py py-class docutils literal notranslate"><span class="pre">bayesvalidrox.surrogate_models.inputs.Input</span></code></a>, <a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.input_space.InputSpace.html#bayesvalidrox.surrogate_models.input_space.InputSpace" title="bayesvalidrox.surrogate_models.input_space.InputSpace"><code class="xref any py py-class docutils literal notranslate"><span class="pre">bayesvalidrox.surrogate_models.input_space.InputSpace</span></code></a> and <a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.exp_designs.ExpDesigns.html#bayesvalidrox.surrogate_models.exp_designs.ExpDesigns" title="bayesvalidrox.surrogate_models.exp_designs.ExpDesigns"><code class="xref any py py-class docutils literal notranslate"><span class="pre">bayesvalidrox.surrogate_models.exp_designs.ExpDesigns</span></code></a>.</p>
+<p>Uncertain parameters are specified via their marginal distributions in <a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.inputs.Marginal.html#bayesvalidrox.surrogate_models.inputs.Marginal" title="bayesvalidrox.surrogate_models.inputs.Marginal"><code class="xref any py py-class docutils literal notranslate"><span class="pre">bayesvalidrox.surrogate_models.inputs.Marginal</span></code></a> objects as either distribution types with associated parameters, or via a set of realizations.
+Supported distribution types include <code class="docutils literal notranslate"><span class="pre">unif</span></code>, <code class="docutils literal notranslate"><span class="pre">norm</span></code>, <code class="docutils literal notranslate"><span class="pre">gamma</span></code>, <code class="docutils literal notranslate"><span class="pre">beta</span></code>, <code class="docutils literal notranslate"><span class="pre">lognorm</span></code>, <code class="docutils literal notranslate"><span class="pre">expon</span></code> and <code class="docutils literal notranslate"><span class="pre">weibull</span></code>.</p>
+<p>All marginals contained in an <a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.inputs.Input.html#bayesvalidrox.surrogate_models.inputs.Input" title="bayesvalidrox.surrogate_models.inputs.Input"><code class="xref any py py-class docutils literal notranslate"><span class="pre">bayesvalidrox.surrogate_models.inputs.Input</span></code></a> object should be defined in the same manner, mixing definitions via distribution type and sampels is not supported.</p>
+<p>If <code class="docutils literal notranslate"><span class="pre">rosenblatt</span></code> is set as <code class="docutils literal notranslate"><span class="pre">True</span></code>, then a Rosenblatt transform will be applied for training the surrogate.</p>
+</div>
+<div class="rightside docutils container">
+<a class="reference internal image-reference" href="_images/input_classes.png"><img alt="UML for input-related classes in bayesvalidrox" src="_images/input_classes.png" style="width: 300px;" /></a>
+</div>
+</div>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>When using a polynomial-type surrogate setting <code class="docutils literal notranslate"><span class="pre">rosenblatt</span></code> to <code class="docutils literal notranslate"><span class="pre">True</span></code> results in all hermite polynomials.
+If all uncertain parameters are specified as samples, the corresponding polynomials are automatically calculated following an aPCE.</p>
+<p>#TODO Recheck this second point!</p>
+</div>
+<p>The <a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.input_space.InputSpace.html#bayesvalidrox.surrogate_models.input_space.InputSpace" title="bayesvalidrox.surrogate_models.input_space.InputSpace"><code class="xref any py py-class docutils literal notranslate"><span class="pre">bayesvalidrox.surrogate_models.input_space.InputSpace</span></code></a> checks the validity of the given marginals and builds the input space.
+This includes sampling from the distributions and applying the Rosenblatt transform or an isoprobabilistic transformation.</p>
+<p>The <a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.input_space.InputSpace.html#bayesvalidrox.surrogate_models.input_space.InputSpace" title="bayesvalidrox.surrogate_models.input_space.InputSpace"><code class="xref any py py-class docutils literal notranslate"><span class="pre">bayesvalidrox.surrogate_models.input_space.InputSpace</span></code></a> is used mainly in the surrogate model.
+The class <a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.exp_designs.ExpDesigns.html#bayesvalidrox.surrogate_models.exp_designs.ExpDesigns" title="bayesvalidrox.surrogate_models.exp_designs.ExpDesigns"><code class="xref any py py-class docutils literal notranslate"><span class="pre">bayesvalidrox.surrogate_models.exp_designs.ExpDesigns</span></code></a> additionally contains methods and attributes related to sampling from the input space for static and iterative training of the surrogate model.
+Supported sampling methods include <code class="docutils literal notranslate"><span class="pre">random</span></code>, <code class="docutils literal notranslate"><span class="pre">latin-hypercube</span></code>, <code class="docutils literal notranslate"><span class="pre">sobol</span></code>, <code class="docutils literal notranslate"><span class="pre">halton</span></code>, <code class="docutils literal notranslate"><span class="pre">hammersley</span></code>, <code class="docutils literal notranslate"><span class="pre">chebyshev(FT)</span></code>, <code class="docutils literal notranslate"><span class="pre">grid(FT)</span></code> and <code class="docutils literal notranslate"><span class="pre">user</span></code> for user-defined sampling.</p>
+<p>The options for iterative metamodel training are detailed in <a class="reference internal" href="surrogate_description.html"><span class="doc">Training surrogate models</span></a>.</p>
+</section>
+<section id="example">
+<h2>Example<a class="headerlink" href="#example" title="Link to this heading">¶</a></h2>
+<p>In practice, only the classes <a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.inputs.Input.html#bayesvalidrox.surrogate_models.inputs.Input" title="bayesvalidrox.surrogate_models.inputs.Input"><code class="xref any py py-class docutils literal notranslate"><span class="pre">bayesvalidrox.surrogate_models.inputs.Input</span></code></a> and <a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.exp_designs.ExpDesigns.html#bayesvalidrox.surrogate_models.exp_designs.ExpDesigns" title="bayesvalidrox.surrogate_models.exp_designs.ExpDesigns"><code class="xref any py py-class docutils literal notranslate"><span class="pre">bayesvalidrox.surrogate_models.exp_designs.ExpDesigns</span></code></a> are directly used.</p>
+<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">bayesvalidrox</span> <span class="kn">import</span> <span class="n">Input</span><span class="p">,</span> <span class="n">ExpDesign</span>
+</pre></div>
+</div>
+<p>Marginals of uncertain parameters can be directly added and defined on an <code class="docutils literal notranslate"><span class="pre">Input</span></code> object.</p>
+<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">Inputs</span> <span class="o">=</span> <span class="n">Input</span><span class="p">()</span>
+</pre></div>
+</div>
+<p>If they are defined via distribution types, the <code class="docutils literal notranslate"><span class="pre">name</span></code>, <code class="docutils literal notranslate"><span class="pre">dist_type</span></code> and <code class="docutils literal notranslate"><span class="pre">parameters</span></code> for the distribution should be set.</p>
+<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">Inputs</span><span class="o">.</span><span class="n">add_marginals</span><span class="p">()</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">Inputs</span><span class="o">.</span><span class="n">Marginals</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">name</span> <span class="o">=</span> <span class="s1">&#39;$X$&#39;</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">Inputs</span><span class="o">.</span><span class="n">Marginals</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">dist_type</span> <span class="o">=</span> <span class="s1">&#39;unif&#39;</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">Inputs</span><span class="o">.</span><span class="n">Marginals</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">parameters</span> <span class="o">=</span>  <span class="p">[</span><span class="o">-</span><span class="mi">5</span><span class="p">,</span> <span class="mi">5</span><span class="p">]</span>
+</pre></div>
+</div>
+<p>If they are given via data, only <code class="docutils literal notranslate"><span class="pre">name</span></code> and <code class="docutils literal notranslate"><span class="pre">input_data</span></code> are relevant.</p>
+<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">Inputs</span><span class="o">.</span><span class="n">add_marginals</span><span class="p">()</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">Inputs</span><span class="o">.</span><span class="n">Marginals</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">name</span> <span class="o">=</span> <span class="s1">&#39;$X$&#39;</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">Inputs</span><span class="o">.</span><span class="n">Marginals</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">input_data</span> <span class="o">=</span> <span class="n">inputParams</span><span class="p">[:,</span> <span class="mi">0</span><span class="p">]</span>
+</pre></div>
+</div>
+<p>An experimental design can be constructed based on these inputs.</p>
+<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">ExpDesign</span> <span class="o">=</span> <span class="n">ExpDesign</span><span class="p">(</span><span class="n">Inputs</span><span class="p">)</span>
+</pre></div>
+</div>
+<p>Samples of the marginals can be created by specifying a sampling method and generating the wanted number of samples.</p>
+<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">ExpDesign</span><span class="o">.</span><span class="n">sampling_method</span> <span class="o">=</span> <span class="s1">&#39;latin_hypercube&#39;</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">samples</span> <span class="o">=</span> <span class="n">ExpDesign</span><span class="o">.</span><span class="n">generate_samples</span><span class="p">(</span><span class="mi">100</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
+</section>
+
+        </article>
+      </div>
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+        
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+          <div class="toc-tree">
+            <ul>
+<li><a class="reference internal" href="#">Priors, input space and experimental design</a><ul>
+<li><a class="reference internal" href="#input-classes">Input classes</a></li>
+<li><a class="reference internal" href="#example">Example</a></li>
+</ul>
+</li>
+</ul>
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diff --git a/docs/build/html/ishigami.html b/docs/build/html/ishigami.html
index 4df009306..6e9b23919 100644
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+++ b/docs/build/html/ishigami.html
@@ -6,10 +6,11 @@
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+        <title>Example: ishigami - bayesvalidrox 1.0.0 documentation</title>
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+    <link rel="stylesheet" type="text/css" href="_static/custom.css?v=da48c412" />
     
     
 
@@ -18,18 +19,24 @@
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+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
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+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
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@@ -123,7 +130,7 @@
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+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.reg_fast_laplace</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.MetaModel.html">bayesvalidrox.surrogate_models.surrogate_models.MetaModel</a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</li>
 </ul>
 </li>
 </ul>
@@ -443,7 +553,7 @@ General Public License for more details.</p>
       
     </aside>
   </div>
-</div><script src="_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="_static/documentation_options.js?v=4ebf8126"></script>
     <script src="_static/doctools.js?v=9a2dae69"></script>
     <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
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diff --git a/docs/build/html/modelcomparison.html b/docs/build/html/modelcomparison.html
index f1e9205d2..cb7d29e4a 100644
--- a/docs/build/html/modelcomparison.html
+++ b/docs/build/html/modelcomparison.html
@@ -6,10 +6,11 @@
 <link rel="index" title="Index" href="genindex.html" /><link rel="search" title="Search" href="search.html" /><link rel="next" title="Example: OHagan-function" href="ohaganfunction.html" /><link rel="prev" title="Example: ishigami" href="ishigami.html" />
 
     <!-- Generated with Sphinx 7.3.7 and Furo 2023.09.10 -->
-        <title>Example: model comparison - bayesvalidrox 0.0.5 documentation</title>
+        <title>Example: model comparison - bayesvalidrox 1.0.0 documentation</title>
       <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=362ab14a" />
     <link rel="stylesheet" type="text/css" href="_static/styles/furo.css?v=135e06be" />
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+    <link rel="stylesheet" type="text/css" href="_static/custom.css?v=da48c412" />
     
     
 
@@ -18,18 +19,24 @@
   body {
     --color-code-background: #f8f8f8;
   --color-code-foreground: black;
+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
   }
   @media not print {
     body[data-theme="dark"] {
       --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
         --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
       }
     }
@@ -123,7 +130,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -145,8 +152,10 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="index.html">
   
+  <div class="sidebar-logo-container">
+    <img class="sidebar-logo" src="_static/BVRLogoV03_shorttext.png" alt="Logo"/>
+  </div>
   
-  <span class="sidebar-brand-text">bayesvalidrox 0.0.5 documentation</span>
   
 </a><form class="sidebar-search-container" method="get" action="search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
@@ -166,26 +175,127 @@
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 </ul>
 </li>
-<li class="toctree-l1"><a class="reference internal" href="packagedescription.html">PACKAGE DESCRIPTION</a></li>
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-<li class="toctree-l2"><a class="reference internal" href="generated/bayesvalidrox.bayes_inference.mcmc.html">bayesvalidrox.bayes_inference.mcmc</a></li>
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+<li class="toctree-l2"><a class="reference internal" href="surrogate_description.html">Training surrogate models</a></li>
+<li class="toctree-l2"><a class="reference internal" href="post_description.html">Postprocessing, Bayesian inference and Bayesian model comparison</a></li>
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+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.exp_designs.html">bayesvalidrox.surrogate_models.exp_designs</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.exp_designs</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.exp_designs.check_ranges.html">bayesvalidrox.surrogate_models.exp_designs.check_ranges</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.exp_designs.ExpDesigns.html">bayesvalidrox.surrogate_models.exp_designs.ExpDesigns</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.exploration.html">bayesvalidrox.surrogate_models.exploration</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.exploration</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.exploration.Exploration.html">bayesvalidrox.surrogate_models.exploration.Exploration</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.glexindex.html">bayesvalidrox.surrogate_models.glexindex</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.glexindex</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.glexindex.cross_truncate.html">bayesvalidrox.surrogate_models.glexindex.cross_truncate</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.glexindex.glexindex.html">bayesvalidrox.surrogate_models.glexindex.glexindex</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.input_space.html">bayesvalidrox.surrogate_models.input_space</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.input_space</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.input_space.InputSpace.html">bayesvalidrox.surrogate_models.input_space.InputSpace</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.inputs.html">bayesvalidrox.surrogate_models.inputs</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.inputs</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.inputs.Input.html">bayesvalidrox.surrogate_models.inputs.Input</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.inputs.Marginal.html">bayesvalidrox.surrogate_models.inputs.Marginal</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.html">bayesvalidrox.surrogate_models.orthogonal_matching_pursuit</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.orthogonal_matching_pursuit</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.corr.html">bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.corr</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.OrthogonalMatchingPursuit.html">bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.OrthogonalMatchingPursuit</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.html">bayesvalidrox.surrogate_models.reg_fast_ard</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.reg_fast_ard</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.update_precisions.html">bayesvalidrox.surrogate_models.reg_fast_ard.update_precisions</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.RegressionFastARD.html">bayesvalidrox.surrogate_models.reg_fast_ard.RegressionFastARD</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.reg_fast_laplace</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.MetaModel.html">bayesvalidrox.surrogate_models.surrogate_models.MetaModel</a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</li>
 </ul>
 </li>
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diff --git a/docs/build/html/ohaganfunction.html b/docs/build/html/ohaganfunction.html
index dc01ada17..9b8c9ca92 100644
--- a/docs/build/html/ohaganfunction.html
+++ b/docs/build/html/ohaganfunction.html
@@ -6,10 +6,11 @@
 <link rel="index" title="Index" href="genindex.html" /><link rel="search" title="Search" href="search.html" /><link rel="next" title="Example: pollution" href="pollution.html" /><link rel="prev" title="Example: model comparison" href="modelcomparison.html" />
 
     <!-- Generated with Sphinx 7.3.7 and Furo 2023.09.10 -->
-        <title>Example: OHagan-function - bayesvalidrox 0.0.5 documentation</title>
+        <title>Example: OHagan-function - bayesvalidrox 1.0.0 documentation</title>
       <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=362ab14a" />
     <link rel="stylesheet" type="text/css" href="_static/styles/furo.css?v=135e06be" />
     <link rel="stylesheet" type="text/css" href="_static/styles/furo-extensions.css?v=36a5483c" />
+    <link rel="stylesheet" type="text/css" href="_static/custom.css?v=da48c412" />
     
     
 
@@ -18,18 +19,24 @@
   body {
     --color-code-background: #f8f8f8;
   --color-code-foreground: black;
+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
   }
   @media not print {
     body[data-theme="dark"] {
       --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
         --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
       }
     }
@@ -123,7 +130,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -145,8 +152,10 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="index.html">
   
+  <div class="sidebar-logo-container">
+    <img class="sidebar-logo" src="_static/BVRLogoV03_shorttext.png" alt="Logo"/>
+  </div>
   
-  <span class="sidebar-brand-text">bayesvalidrox 0.0.5 documentation</span>
   
 </a><form class="sidebar-search-container" method="get" action="search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
@@ -166,26 +175,127 @@
 <li class="toctree-l2"><a class="reference internal" href="pollution.html">Pollution</a></li>
 </ul>
 </li>
-<li class="toctree-l1"><a class="reference internal" href="packagedescription.html">PACKAGE DESCRIPTION</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="api.html">API</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" role="switch" type="checkbox"/><label for="toctree-checkbox-2"><div class="visually-hidden">Toggle navigation of API</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l2"><a class="reference internal" href="generated/bayesvalidrox.surrogate_models.adaptPlot.html">bayesvalidrox.surrogate_models.adaptPlot</a></li>
-<li class="toctree-l2"><a class="reference internal" href="generated/bayesvalidrox.surrogate_models.apoly_construction.html">bayesvalidrox.surrogate_models.apoly_construction</a></li>
-<li class="toctree-l2"><a class="reference internal" href="generated/bayesvalidrox.surrogate_models.bayes_linear.html">bayesvalidrox.surrogate_models.bayes_linear</a></li>
-<li class="toctree-l2"><a class="reference internal" href="generated/bayesvalidrox.surrogate_models.eval_rec_rule.html">bayesvalidrox.surrogate_models.eval_rec_rule</a></li>
-<li class="toctree-l2"><a class="reference internal" href="generated/bayesvalidrox.surrogate_models.exp_designs.html">bayesvalidrox.surrogate_models.exp_designs</a></li>
-<li class="toctree-l2"><a class="reference internal" href="generated/bayesvalidrox.surrogate_models.exploration.html">bayesvalidrox.surrogate_models.exploration</a></li>
-<li class="toctree-l2"><a class="reference internal" href="generated/bayesvalidrox.surrogate_models.glexindex.html">bayesvalidrox.surrogate_models.glexindex</a></li>
-<li class="toctree-l2"><a class="reference internal" href="generated/bayesvalidrox.surrogate_models.inputs.html">bayesvalidrox.surrogate_models.inputs</a></li>
-<li class="toctree-l2"><a class="reference internal" href="generated/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.html">bayesvalidrox.surrogate_models.orthogonal_matching_pursuit</a></li>
-<li class="toctree-l2"><a class="reference internal" href="generated/bayesvalidrox.surrogate_models.reg_fast_ard.html">bayesvalidrox.surrogate_models.reg_fast_ard</a></li>
-<li class="toctree-l2"><a class="reference internal" href="generated/bayesvalidrox.surrogate_models.reg_fast_laplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace</a></li>
-<li class="toctree-l2"><a class="reference internal" href="generated/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a></li>
-<li class="toctree-l2"><a class="reference internal" href="generated/bayesvalidrox.pylink.pylink.html">bayesvalidrox.pylink.pylink</a></li>
-<li class="toctree-l2"><a class="reference internal" href="generated/bayesvalidrox.post_processing.post_processing.html">bayesvalidrox.post_processing.post_processing</a></li>
-<li class="toctree-l2"><a class="reference internal" href="generated/bayesvalidrox.bayes_inference.bayes_inference.html">bayesvalidrox.bayes_inference.bayes_inference</a></li>
-<li class="toctree-l2"><a class="reference internal" href="generated/bayesvalidrox.bayes_inference.bayes_model_comparison.html">bayesvalidrox.bayes_inference.bayes_model_comparison</a></li>
-<li class="toctree-l2"><a class="reference internal" href="generated/bayesvalidrox.bayes_inference.discrepancy.html">bayesvalidrox.bayes_inference.discrepancy</a></li>
-<li class="toctree-l2"><a class="reference internal" href="generated/bayesvalidrox.bayes_inference.mcmc.html">bayesvalidrox.bayes_inference.mcmc</a></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="packagedescription.html">PACKAGE DESCRIPTION</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" role="switch" type="checkbox"/><label for="toctree-checkbox-2"><div class="visually-hidden">Toggle navigation of PACKAGE DESCRIPTION</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="input_description.html">Priors, input space and experimental design</a></li>
+<li class="toctree-l2"><a class="reference internal" href="surrogate_description.html">Training surrogate models</a></li>
+<li class="toctree-l2"><a class="reference internal" href="post_description.html">Postprocessing, Bayesian inference and Bayesian model comparison</a></li>
+</ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="api.html">API</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" role="switch" type="checkbox"/><label for="toctree-checkbox-3"><div class="visually-hidden">Toggle navigation of API</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l3 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.bayes_inference.html">bayesvalidrox.bayes_inference</a><input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" role="switch" type="checkbox"/><label for="toctree-checkbox-5"><div class="visually-hidden">Toggle navigation of bayesvalidrox.bayes_inference</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.bayes_inference.bayes_inference.html">bayesvalidrox.bayes_inference.bayes_inference</a><input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" role="switch" type="checkbox"/><label for="toctree-checkbox-6"><div class="visually-hidden">Toggle navigation of bayesvalidrox.bayes_inference.bayes_inference</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.bayes_inference.bayes_model_comparison.html">bayesvalidrox.bayes_inference.bayes_model_comparison</a><input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" role="switch" type="checkbox"/><label for="toctree-checkbox-7"><div class="visually-hidden">Toggle navigation of bayesvalidrox.bayes_inference.bayes_model_comparison</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.bayes_inference.discrepancy.html">bayesvalidrox.bayes_inference.discrepancy</a><input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" role="switch" type="checkbox"/><label for="toctree-checkbox-8"><div class="visually-hidden">Toggle navigation of bayesvalidrox.bayes_inference.discrepancy</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.bayes_inference.discrepancy.Discrepancy.html">bayesvalidrox.bayes_inference.discrepancy.Discrepancy</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.bayes_inference.mcmc.html">bayesvalidrox.bayes_inference.mcmc</a><input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" role="switch" type="checkbox"/><label for="toctree-checkbox-9"><div class="visually-hidden">Toggle navigation of bayesvalidrox.bayes_inference.mcmc</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.bayes_inference.mcmc.gelman_rubin.html">bayesvalidrox.bayes_inference.mcmc.gelman_rubin</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.bayes_inference.mcmc.MCMC.html">bayesvalidrox.bayes_inference.mcmc.MCMC</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.post_processing.html">bayesvalidrox.post_processing</a><input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" role="switch" type="checkbox"/><label for="toctree-checkbox-10"><div class="visually-hidden">Toggle navigation of bayesvalidrox.post_processing</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.post_processing.post_processing.PostProcessing.html">bayesvalidrox.post_processing.post_processing.PostProcessing</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.pylink.html">bayesvalidrox.pylink</a><input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" role="switch" type="checkbox"/><label for="toctree-checkbox-12"><div class="visually-hidden">Toggle navigation of bayesvalidrox.pylink</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.pylink.pylink.within_range.html">bayesvalidrox.pylink.pylink.within_range</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.pylink.pylink.PyLinkForwardModel.html">bayesvalidrox.pylink.pylink.PyLinkForwardModel</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.html">bayesvalidrox.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" role="switch" type="checkbox"/><label for="toctree-checkbox-14"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.adaptPlot.html">bayesvalidrox.surrogate_models.adaptPlot</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" role="switch" type="checkbox"/><label for="toctree-checkbox-15"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.adaptPlot</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.adaptPlot.adaptPlot.html">bayesvalidrox.surrogate_models.adaptPlot.adaptPlot</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.apoly_construction.html">bayesvalidrox.surrogate_models.apoly_construction</a><input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" role="switch" type="checkbox"/><label for="toctree-checkbox-16"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.apoly_construction</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.bayes_linear.html">bayesvalidrox.surrogate_models.bayes_linear</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.bayes_linear</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.bayes_linear.BayesianLinearRegression.html">bayesvalidrox.surrogate_models.bayes_linear.BayesianLinearRegression</a></li>
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+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.html">bayesvalidrox.surrogate_models.eval_rec_rule</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.eval_rec_rule</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.eval_rec_rule_arbitrary.html">bayesvalidrox.surrogate_models.eval_rec_rule.eval_rec_rule_arbitrary</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.eval_univ_basis.html">bayesvalidrox.surrogate_models.eval_rec_rule.eval_univ_basis</a></li>
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+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.exp_designs.html">bayesvalidrox.surrogate_models.exp_designs</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.exp_designs</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.exp_designs.ExpDesigns.html">bayesvalidrox.surrogate_models.exp_designs.ExpDesigns</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.exploration.html">bayesvalidrox.surrogate_models.exploration</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.exploration</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.exploration.Exploration.html">bayesvalidrox.surrogate_models.exploration.Exploration</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.glexindex.html">bayesvalidrox.surrogate_models.glexindex</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.glexindex</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.glexindex.cross_truncate.html">bayesvalidrox.surrogate_models.glexindex.cross_truncate</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.glexindex.glexindex.html">bayesvalidrox.surrogate_models.glexindex.glexindex</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.input_space.html">bayesvalidrox.surrogate_models.input_space</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.input_space</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.input_space.InputSpace.html">bayesvalidrox.surrogate_models.input_space.InputSpace</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.inputs.html">bayesvalidrox.surrogate_models.inputs</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.inputs</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.inputs.Input.html">bayesvalidrox.surrogate_models.inputs.Input</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.inputs.Marginal.html">bayesvalidrox.surrogate_models.inputs.Marginal</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.html">bayesvalidrox.surrogate_models.orthogonal_matching_pursuit</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.orthogonal_matching_pursuit</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.corr.html">bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.corr</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.OrthogonalMatchingPursuit.html">bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.OrthogonalMatchingPursuit</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.html">bayesvalidrox.surrogate_models.reg_fast_ard</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.reg_fast_ard</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.update_precisions.html">bayesvalidrox.surrogate_models.reg_fast_ard.update_precisions</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.RegressionFastARD.html">bayesvalidrox.surrogate_models.reg_fast_ard.RegressionFastARD</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.reg_fast_laplace</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.MetaModel.html">bayesvalidrox.surrogate_models.surrogate_models.MetaModel</a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</li>
 </ul>
 </li>
 </ul>
@@ -429,7 +539,7 @@ FastARD is set as the regression type and the space-filling sequential exploitai
       
     </aside>
   </div>
-</div><script src="_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="_static/documentation_options.js?v=4ebf8126"></script>
     <script src="_static/doctools.js?v=9a2dae69"></script>
     <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
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diff --git a/docs/build/html/packagedescription.html b/docs/build/html/packagedescription.html
index 6e34e4437..448b5e1e5 100644
--- a/docs/build/html/packagedescription.html
+++ b/docs/build/html/packagedescription.html
@@ -3,13 +3,14 @@
   <head><meta charset="utf-8"/>
     <meta name="viewport" content="width=device-width,initial-scale=1"/>
     <meta name="color-scheme" content="light dark"><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
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+<link rel="index" title="Index" href="genindex.html" /><link rel="search" title="Search" href="search.html" /><link rel="next" title="Priors, input space and experimental design" href="input_description.html" /><link rel="prev" title="Example: pollution" href="pollution.html" />
 
     <!-- Generated with Sphinx 7.3.7 and Furo 2023.09.10 -->
-        <title>PACKAGE DESCRIPTION - bayesvalidrox 0.0.5 documentation</title>
+        <title>USER GUIDE - bayesvalidrox 1.0.0 documentation</title>
       <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=362ab14a" />
     <link rel="stylesheet" type="text/css" href="_static/styles/furo.css?v=135e06be" />
     <link rel="stylesheet" type="text/css" href="_static/styles/furo-extensions.css?v=36a5483c" />
+    <link rel="stylesheet" type="text/css" href="_static/custom.css?v=3c2b257a" />
     
     
 
@@ -18,18 +19,24 @@
   body {
     --color-code-background: #f8f8f8;
   --color-code-foreground: black;
+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
   }
   @media not print {
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+  --color-brand-primary: #9bb4e3;
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+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
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@@ -123,7 +130,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
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     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -145,8 +152,10 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="index.html">
   
+  <div class="sidebar-logo-container">
+    <img class="sidebar-logo" src="_static/BVRLogoV03_shorttext.png" alt="Logo"/>
+  </div>
   
-  <span class="sidebar-brand-text">bayesvalidrox 0.0.5 documentation</span>
   
 </a><form class="sidebar-search-container" method="get" action="search.html" role="search">
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@@ -166,26 +175,127 @@
 <li class="toctree-l2"><a class="reference internal" href="pollution.html">Pollution</a></li>
 </ul>
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-<li class="toctree-l2"><a class="reference internal" href="generated/bayesvalidrox.surrogate_models.adaptPlot.html">bayesvalidrox.surrogate_models.adaptPlot</a></li>
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+<li class="toctree-l1 current has-children current-page"><a class="current reference internal" href="#">USER GUIDE</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" role="switch" type="checkbox"/><label for="toctree-checkbox-2"><div class="visually-hidden">Toggle navigation of USER GUIDE</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="input_description.html">Priors, input space and experimental design</a></li>
+<li class="toctree-l2"><a class="reference internal" href="surrogate_description.html">Training surrogate models</a></li>
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+</ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="api.html">API</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" role="switch" type="checkbox"/><label for="toctree-checkbox-3"><div class="visually-hidden">Toggle navigation of API</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.bayes_inference.bayes_model_comparison.html">bayesvalidrox.bayes_inference.bayes_model_comparison</a><input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" role="switch" type="checkbox"/><label for="toctree-checkbox-7"><div class="visually-hidden">Toggle navigation of bayesvalidrox.bayes_inference.bayes_model_comparison</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.bayes_inference.discrepancy.html">bayesvalidrox.bayes_inference.discrepancy</a><input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" role="switch" type="checkbox"/><label for="toctree-checkbox-8"><div class="visually-hidden">Toggle navigation of bayesvalidrox.bayes_inference.discrepancy</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.bayes_inference.discrepancy.Discrepancy.html">bayesvalidrox.bayes_inference.discrepancy.Discrepancy</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.bayes_inference.mcmc.html">bayesvalidrox.bayes_inference.mcmc</a><input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" role="switch" type="checkbox"/><label for="toctree-checkbox-9"><div class="visually-hidden">Toggle navigation of bayesvalidrox.bayes_inference.mcmc</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.bayes_inference.mcmc.gelman_rubin.html">bayesvalidrox.bayes_inference.mcmc.gelman_rubin</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.bayes_inference.mcmc.MCMC.html">bayesvalidrox.bayes_inference.mcmc.MCMC</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.post_processing.html">bayesvalidrox.post_processing</a><input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" role="switch" type="checkbox"/><label for="toctree-checkbox-10"><div class="visually-hidden">Toggle navigation of bayesvalidrox.post_processing</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.post_processing.post_processing.html">bayesvalidrox.post_processing.post_processing</a><input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" role="switch" type="checkbox"/><label for="toctree-checkbox-11"><div class="visually-hidden">Toggle navigation of bayesvalidrox.post_processing.post_processing</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.post_processing.post_processing.PostProcessing.html">bayesvalidrox.post_processing.post_processing.PostProcessing</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.pylink.html">bayesvalidrox.pylink</a><input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" role="switch" type="checkbox"/><label for="toctree-checkbox-12"><div class="visually-hidden">Toggle navigation of bayesvalidrox.pylink</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.pylink.pylink.html">bayesvalidrox.pylink.pylink</a><input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" role="switch" type="checkbox"/><label for="toctree-checkbox-13"><div class="visually-hidden">Toggle navigation of bayesvalidrox.pylink.pylink</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.pylink.pylink.within_range.html">bayesvalidrox.pylink.pylink.within_range</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.pylink.pylink.PyLinkForwardModel.html">bayesvalidrox.pylink.pylink.PyLinkForwardModel</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l3 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.html">bayesvalidrox.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" role="switch" type="checkbox"/><label for="toctree-checkbox-14"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.adaptPlot.html">bayesvalidrox.surrogate_models.adaptPlot</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" role="switch" type="checkbox"/><label for="toctree-checkbox-15"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.adaptPlot</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.adaptPlot.adaptPlot.html">bayesvalidrox.surrogate_models.adaptPlot.adaptPlot</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.apoly_construction.html">bayesvalidrox.surrogate_models.apoly_construction</a><input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" role="switch" type="checkbox"/><label for="toctree-checkbox-16"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.apoly_construction</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.apoly_construction.apoly_construction.html">bayesvalidrox.surrogate_models.apoly_construction.apoly_construction</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.bayes_linear.html">bayesvalidrox.surrogate_models.bayes_linear</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" role="switch" type="checkbox"/><label for="toctree-checkbox-17"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.bayes_linear</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.bayes_linear.gamma_mean.html">bayesvalidrox.surrogate_models.bayes_linear.gamma_mean</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.bayes_linear.BayesianLinearRegression.html">bayesvalidrox.surrogate_models.bayes_linear.BayesianLinearRegression</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.bayes_linear.EBLinearRegression.html">bayesvalidrox.surrogate_models.bayes_linear.EBLinearRegression</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.bayes_linear.VBLinearRegression.html">bayesvalidrox.surrogate_models.bayes_linear.VBLinearRegression</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.html">bayesvalidrox.surrogate_models.eval_rec_rule</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.eval_rec_rule</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.eval_rec_rule.html">bayesvalidrox.surrogate_models.eval_rec_rule.eval_rec_rule</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.eval_rec_rule_arbitrary.html">bayesvalidrox.surrogate_models.eval_rec_rule.eval_rec_rule_arbitrary</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.eval_univ_basis.html">bayesvalidrox.surrogate_models.eval_rec_rule.eval_univ_basis</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.poly_rec_coeffs.html">bayesvalidrox.surrogate_models.eval_rec_rule.poly_rec_coeffs</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.exp_designs.html">bayesvalidrox.surrogate_models.exp_designs</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.exp_designs</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.exp_designs.check_ranges.html">bayesvalidrox.surrogate_models.exp_designs.check_ranges</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.exp_designs.ExpDesigns.html">bayesvalidrox.surrogate_models.exp_designs.ExpDesigns</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.exploration.html">bayesvalidrox.surrogate_models.exploration</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" role="switch" type="checkbox"/><label for="toctree-checkbox-21"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.exploration</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.exploration.Exploration.html">bayesvalidrox.surrogate_models.exploration.Exploration</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.glexindex.html">bayesvalidrox.surrogate_models.glexindex</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.glexindex</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.glexindex.cross_truncate.html">bayesvalidrox.surrogate_models.glexindex.cross_truncate</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.glexindex.glexindex.html">bayesvalidrox.surrogate_models.glexindex.glexindex</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.input_space.html">bayesvalidrox.surrogate_models.input_space</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" role="switch" type="checkbox"/><label for="toctree-checkbox-23"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.input_space</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.input_space.InputSpace.html">bayesvalidrox.surrogate_models.input_space.InputSpace</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.inputs.html">bayesvalidrox.surrogate_models.inputs</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.inputs</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.inputs.Input.html">bayesvalidrox.surrogate_models.inputs.Input</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.inputs.Marginal.html">bayesvalidrox.surrogate_models.inputs.Marginal</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.html">bayesvalidrox.surrogate_models.orthogonal_matching_pursuit</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.orthogonal_matching_pursuit</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.corr.html">bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.corr</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.OrthogonalMatchingPursuit.html">bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.OrthogonalMatchingPursuit</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.html">bayesvalidrox.surrogate_models.reg_fast_ard</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.reg_fast_ard</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.update_precisions.html">bayesvalidrox.surrogate_models.reg_fast_ard.update_precisions</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.RegressionFastARD.html">bayesvalidrox.surrogate_models.reg_fast_ard.RegressionFastARD</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.reg_fast_laplace</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.MetaModel.html">bayesvalidrox.surrogate_models.surrogate_models.MetaModel</a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</li>
 </ul>
 </li>
 </ul>
@@ -222,16 +332,37 @@
           </label>
         </div>
         <article role="main">
-          <section id="package-description">
-<h1>PACKAGE DESCRIPTION<a class="headerlink" href="#package-description" title="Link to this heading">¶</a></h1>
-<p>The package <strong>bayesvalidrox</strong> is split into multiple topics corresponding to the folder structure of the package.
-The folder <cite>surrogate_models</cite> contains all the functions and classes to set up the experimental design with priors and create and train the surrogate model.
-The computational model is linked via <em>pylink</em>.
-Postprocessing, Bayesian inference and Bayesian model comparison each also get their own section.</p>
-<p>TODO: add image to show folder/file interconnection</p>
-<section id="priors-experimental-design-and-surrogates">
-<h2>Priors, experimental design and surrogates<a class="headerlink" href="#priors-experimental-design-and-surrogates" title="Link to this heading">¶</a></h2>
-<p>The package <strong>bayesvalidrox</strong></p>
+          <section id="user-guide">
+<h1>USER GUIDE<a class="headerlink" href="#user-guide" title="Link to this heading">¶</a></h1>
+<section id="introductory-theory">
+<h2>Introductory theory<a class="headerlink" href="#introductory-theory" title="Link to this heading">¶</a></h2>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>#TODO Introduced some of the used basic terms and notations here to prepare for the detailed descriptions of each part.</p>
+</div>
+</section>
+<section id="overview">
+<h2>Overview<a class="headerlink" href="#overview" title="Link to this heading">¶</a></h2>
+<p>This package is split into multiple topics corresponding to the folder structure of the package.</p>
+<a class="reference internal image-reference" href="_images/folder_structure.png"><img alt="Folder structure of **bayesvalidrox**" src="_images/folder_structure.png" style="width: 600px;" /></a>
+<p>The folder <cite>surrogate_models</cite> contains all the functions and classes that are necessary in order to create and train the surrogate model.
+This includes</p>
+<ul class="simple">
+<li><p>defining the input marginals</p></li>
+<li><p>setting properties of the sampling in an experimental design</p></li>
+<li><p>choosing the surrogate model and its properties</p></li>
+<li><p>training the surrogate model on model evaluations in a straightforward or iterative manner</p></li>
+</ul>
+<p>The computational model is linked via a <em>pylink</em> interface.
+We split this into the aspects <a class="reference internal" href="input_description.html"><span class="doc">Priors, input space and experimental design</span></a> and <a class="reference internal" href="surrogate_description.html"><span class="doc">Training surrogate models</span></a> to provide insight into the options available in bayesvalidrox.</p>
+<p><a class="reference internal" href="post_description.html"><span class="doc">Postprocessing, Bayesian inference and Bayesian model comparison</span></a> can be applied to trained surrogate models, or using the underlying models themselves.</p>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="input_description.html">Priors, input space and experimental design</a></li>
+<li class="toctree-l1"><a class="reference internal" href="surrogate_description.html">Training surrogate models</a></li>
+<li class="toctree-l1"><a class="reference internal" href="post_description.html">Postprocessing, Bayesian inference and Bayesian model comparison</a></li>
+</ul>
+</div>
 </section>
 </section>
 
@@ -240,12 +371,12 @@ Postprocessing, Bayesian inference and Bayesian model comparison each also get t
       <footer>
         
         <div class="related-pages">
-          <a class="next-page" href="api.html">
+          <a class="next-page" href="input_description.html">
               <div class="page-info">
                 <div class="context">
                   <span>Next</span>
                 </div>
-                <div class="title">API</div>
+                <div class="title">Priors, input space and experimental design</div>
               </div>
               <svg class="furo-related-icon"><use href="#svg-arrow-right"></use></svg>
             </a>
@@ -290,8 +421,9 @@ Postprocessing, Bayesian inference and Bayesian model comparison each also get t
         <div class="toc-tree-container">
           <div class="toc-tree">
             <ul>
-<li><a class="reference internal" href="#">PACKAGE DESCRIPTION</a><ul>
-<li><a class="reference internal" href="#priors-experimental-design-and-surrogates">Priors, experimental design and surrogates</a></li>
+<li><a class="reference internal" href="#">USER GUIDE</a><ul>
+<li><a class="reference internal" href="#introductory-theory">Introductory theory</a></li>
+<li><a class="reference internal" href="#overview">Overview</a></li>
 </ul>
 </li>
 </ul>
@@ -303,7 +435,7 @@ Postprocessing, Bayesian inference and Bayesian model comparison each also get t
       
     </aside>
   </div>
-</div><script src="_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="_static/documentation_options.js?v=4ebf8126"></script>
     <script src="_static/doctools.js?v=9a2dae69"></script>
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diff --git a/docs/build/html/pollution.html b/docs/build/html/pollution.html
index cf2e6354f..8f462043f 100644
--- a/docs/build/html/pollution.html
+++ b/docs/build/html/pollution.html
@@ -6,10 +6,11 @@
 <link rel="index" title="Index" href="genindex.html" /><link rel="search" title="Search" href="search.html" /><link rel="next" title="PACKAGE DESCRIPTION" href="packagedescription.html" /><link rel="prev" title="Example: OHagan-function" href="ohaganfunction.html" />
 
     <!-- Generated with Sphinx 7.3.7 and Furo 2023.09.10 -->
-        <title>Example: pollution - bayesvalidrox 0.0.5 documentation</title>
+        <title>Example: pollution - bayesvalidrox 1.0.0 documentation</title>
       <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=362ab14a" />
     <link rel="stylesheet" type="text/css" href="_static/styles/furo.css?v=135e06be" />
     <link rel="stylesheet" type="text/css" href="_static/styles/furo-extensions.css?v=36a5483c" />
+    <link rel="stylesheet" type="text/css" href="_static/custom.css?v=da48c412" />
     
     
 
@@ -18,18 +19,24 @@
   body {
     --color-code-background: #f8f8f8;
   --color-code-foreground: black;
+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
   }
   @media not print {
     body[data-theme="dark"] {
       --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
         --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
       }
     }
@@ -123,7 +130,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -145,8 +152,10 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="index.html">
   
+  <div class="sidebar-logo-container">
+    <img class="sidebar-logo" src="_static/BVRLogoV03_shorttext.png" alt="Logo"/>
+  </div>
   
-  <span class="sidebar-brand-text">bayesvalidrox 0.0.5 documentation</span>
   
 </a><form class="sidebar-search-container" method="get" action="search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
@@ -166,26 +175,127 @@
 <li class="toctree-l2 current current-page"><a class="current reference internal" href="#">Pollution</a></li>
 </ul>
 </li>
-<li class="toctree-l1"><a class="reference internal" href="packagedescription.html">PACKAGE DESCRIPTION</a></li>
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+<li class="toctree-l1 has-children"><a class="reference internal" href="packagedescription.html">PACKAGE DESCRIPTION</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" role="switch" type="checkbox"/><label for="toctree-checkbox-2"><div class="visually-hidden">Toggle navigation of PACKAGE DESCRIPTION</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l2"><a class="reference internal" href="surrogate_description.html">Training surrogate models</a></li>
+<li class="toctree-l2"><a class="reference internal" href="post_description.html">Postprocessing, Bayesian inference and Bayesian model comparison</a></li>
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+</ul>
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+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.pylink.pylink.PyLinkForwardModel.html">bayesvalidrox.pylink.pylink.PyLinkForwardModel</a></li>
+</ul>
+</li>
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+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.html">bayesvalidrox.surrogate_models.eval_rec_rule</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" role="switch" type="checkbox"/><label for="toctree-checkbox-19"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.eval_rec_rule</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.poly_rec_coeffs.html">bayesvalidrox.surrogate_models.eval_rec_rule.poly_rec_coeffs</a></li>
+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.exp_designs.html">bayesvalidrox.surrogate_models.exp_designs</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" role="switch" type="checkbox"/><label for="toctree-checkbox-20"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.exp_designs</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.reg_fast_laplace</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.MetaModel.html">bayesvalidrox.surrogate_models.surrogate_models.MetaModel</a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</li>
 </ul>
 </li>
 </ul>
@@ -444,7 +554,7 @@ Active Learning can be activated and will then be performed with Variance Optima
       
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new file mode 100644
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+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.glexindex.html">bayesvalidrox.surrogate_models.glexindex</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" role="switch" type="checkbox"/><label for="toctree-checkbox-22"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.glexindex</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.glexindex.glexindex.html">bayesvalidrox.surrogate_models.glexindex.glexindex</a></li>
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+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.html">bayesvalidrox.surrogate_models.reg_fast_ard</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.reg_fast_ard</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.RegressionFastARD.html">bayesvalidrox.surrogate_models.reg_fast_ard.RegressionFastARD</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.reg_fast_laplace</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.MetaModel.html">bayesvalidrox.surrogate_models.surrogate_models.MetaModel</a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
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+<h1>Postprocessing, Bayesian inference and Bayesian model comparison<a class="headerlink" href="#postprocessing-bayesian-inference-and-bayesian-model-comparison" title="Link to this heading">¶</a></h1>
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+          <a class="prev-page" href="surrogate_description.html">
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diff --git a/docs/build/html/py-modindex.html b/docs/build/html/py-modindex.html
index ce1832cea..3954a396b 100644
--- a/docs/build/html/py-modindex.html
+++ b/docs/build/html/py-modindex.html
@@ -4,10 +4,11 @@
     <meta name="viewport" content="width=device-width,initial-scale=1"/>
     <meta name="color-scheme" content="light dark"><link rel="index" title="Index" href="genindex.html" /><link rel="search" title="Search" href="search.html" />
 
-    <!-- Generated with Sphinx 7.3.7 and Furo 2023.09.10 --><title>Python Module Index - bayesvalidrox 0.0.5 documentation</title>
+    <!-- Generated with Sphinx 7.3.7 and Furo 2023.09.10 --><title>Python Module Index - bayesvalidrox 1.0.0 documentation</title>
 <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=362ab14a" />
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+    <link rel="stylesheet" type="text/css" href="_static/custom.css?v=3c2b257a" />
     
     
 
@@ -16,18 +17,24 @@
   body {
     --color-code-background: #f8f8f8;
   --color-code-foreground: black;
+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
   }
   @media not print {
     body[data-theme="dark"] {
       --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
         --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
       }
     }
@@ -121,7 +128,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -143,8 +150,10 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="index.html">
   
+  <div class="sidebar-logo-container">
+    <img class="sidebar-logo" src="_static/BVRLogoV03_shorttext.png" alt="Logo"/>
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-  <span class="sidebar-brand-text">bayesvalidrox 0.0.5 documentation</span>
   
 </a><form class="sidebar-search-container" method="get" action="search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
@@ -164,112 +173,117 @@
 <li class="toctree-l2"><a class="reference internal" href="pollution.html">Pollution</a></li>
 </ul>
 </li>
-<li class="toctree-l1"><a class="reference internal" href="packagedescription.html">PACKAGE DESCRIPTION</a></li>
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-<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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 <li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
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@@ -511,7 +525,7 @@
       
     </aside>
   </div>
-</div><script src="_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="_static/documentation_options.js?v=4ebf8126"></script>
     <script src="_static/doctools.js?v=9a2dae69"></script>
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diff --git a/docs/build/html/search.html b/docs/build/html/search.html
index 7746d0c0d..16e0b0a1b 100644
--- a/docs/build/html/search.html
+++ b/docs/build/html/search.html
@@ -4,9 +4,10 @@
     <meta name="viewport" content="width=device-width,initial-scale=1"/>
     <meta name="color-scheme" content="light dark"><link rel="index" title="Index" href="genindex.html" /><link rel="search" title="Search" href="#" />
 
-    <!-- Generated with Sphinx 7.3.7 and Furo 2023.09.10 --><title>Search - bayesvalidrox 0.0.5 documentation</title><link rel="stylesheet" type="text/css" href="_static/pygments.css?v=362ab14a" />
+    <!-- Generated with Sphinx 7.3.7 and Furo 2023.09.10 --><title>Search - bayesvalidrox 1.0.0 documentation</title><link rel="stylesheet" type="text/css" href="_static/pygments.css?v=362ab14a" />
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+    <link rel="stylesheet" type="text/css" href="_static/custom.css?v=3c2b257a" />
     
     
 
@@ -15,18 +16,24 @@
   body {
     --color-code-background: #f8f8f8;
   --color-code-foreground: black;
+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
   }
   @media not print {
     body[data-theme="dark"] {
       --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
         --color-code-background: #202020;
   --color-code-foreground: #d0d0d0;
+  --color-brand-primary: #9bb4e3;
+  --color-brand-content: #9bb4e3;
   
       }
     }
@@ -120,7 +127,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
+      <a href="index.html"><div class="brand">bayesvalidrox 1.0.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -142,8 +149,10 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="index.html">
   
+  <div class="sidebar-logo-container">
+    <img class="sidebar-logo" src="_static/BVRLogoV03_shorttext.png" alt="Logo"/>
+  </div>
   
-  <span class="sidebar-brand-text">bayesvalidrox 0.0.5 documentation</span>
   
 </a><form class="sidebar-search-container" method="get" action="#" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
@@ -163,112 +172,117 @@
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 </li>
-<li class="toctree-l1"><a class="reference internal" href="packagedescription.html">PACKAGE DESCRIPTION</a></li>
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+<li class="toctree-l1 has-children"><a class="reference internal" href="packagedescription.html">USER GUIDE</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" role="switch" type="checkbox"/><label for="toctree-checkbox-2"><div class="visually-hidden">Toggle navigation of USER GUIDE</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="input_description.html">Priors, input space and experimental design</a></li>
+<li class="toctree-l2"><a class="reference internal" href="surrogate_description.html">Training surrogate models</a></li>
+<li class="toctree-l2"><a class="reference internal" href="post_description.html">Postprocessing, Bayesian inference and Bayesian model comparison</a></li>
+</ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="api.html">API</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" role="switch" type="checkbox"/><label for="toctree-checkbox-3"><div class="visually-hidden">Toggle navigation of API</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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\ No newline at end of file
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diff --git a/docs/build/html/tutorial.html b/docs/build/html/tutorial.html
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@@ -18,18 +19,24 @@
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+  --color-brand-primary: #5663a1;
+  --color-brand-content: #5663a1;
   
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+  --color-brand-primary: #9bb4e3;
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@@ -123,7 +130,7 @@
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-      <a href="index.html"><div class="brand">bayesvalidrox 0.0.5 documentation</div></a>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.inputs.html">bayesvalidrox.surrogate_models.inputs</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" role="switch" type="checkbox"/><label for="toctree-checkbox-24"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.inputs</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.inputs.Input.html">bayesvalidrox.surrogate_models.inputs.Input</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.inputs.Marginal.html">bayesvalidrox.surrogate_models.inputs.Marginal</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.html">bayesvalidrox.surrogate_models.orthogonal_matching_pursuit</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" role="switch" type="checkbox"/><label for="toctree-checkbox-25"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.orthogonal_matching_pursuit</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.corr.html">bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.corr</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.OrthogonalMatchingPursuit.html">bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.OrthogonalMatchingPursuit</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.html">bayesvalidrox.surrogate_models.reg_fast_ard</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" role="switch" type="checkbox"/><label for="toctree-checkbox-26"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.reg_fast_ard</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.update_precisions.html">bayesvalidrox.surrogate_models.reg_fast_ard.update_precisions</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.RegressionFastARD.html">bayesvalidrox.surrogate_models.reg_fast_ard.RegressionFastARD</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" role="switch" type="checkbox"/><label for="toctree-checkbox-27"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.reg_fast_laplace</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.MetaModel.html">bayesvalidrox.surrogate_models.surrogate_models.MetaModel</a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</li>
 </ul>
 </li>
 </ul>
@@ -240,7 +349,7 @@ The full code can be found in <code class="xref py py-mod docutils literal notra
 </section>
 <section id="define-the-model-with-pylinkforwardmodel">
 <h2>Define the model with PyLinkForwardModel<a class="headerlink" href="#define-the-model-with-pylinkforwardmodel" title="Link to this heading">¶</a></h2>
-<p>We use the <code class="xref py py-class docutils literal notranslate"><span class="pre">bayesvalidrox.pylink.pylink.PyLinkForwardModel</span></code> object to define the model.</p>
+<p>We use the <a class="reference internal" href="_autosummary/bayesvalidrox.pylink.pylink.PyLinkForwardModel.html#bayesvalidrox.pylink.pylink.PyLinkForwardModel" title="bayesvalidrox.pylink.pylink.PyLinkForwardModel"><code class="xref any py py-class docutils literal notranslate"><span class="pre">bayesvalidrox.pylink.pylink.PyLinkForwardModel</span></code></a> object to define the model.</p>
 <div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">bayesvalidrox</span> <span class="kn">import</span> <span class="n">PyLinkForwardModel</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">Model</span> <span class="o">=</span> <span class="n">PyLinkForwardModel</span><span class="p">()</span>
 </pre></div>
@@ -318,7 +427,7 @@ Here we show both options, the associated example <a class="reference internal"
 </section>
 <section id="define-surrogate-meta-model">
 <h2>Define surrogate (meta) model<a class="headerlink" href="#define-surrogate-meta-model" title="Link to this heading">¶</a></h2>
-<p>In <strong>bayesvalidrox</strong> a metamodel is an object of class <code class="xref py py-class docutils literal notranslate"><span class="pre">bayesvalidrox.surrogate_models.surrogate_models.MetaModel</span></code>.
+<p>In <strong>bayesvalidrox</strong> a metamodel is an object of class <a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.MetaModel.html#bayesvalidrox.surrogate_models.surrogate_models.MetaModel" title="bayesvalidrox.surrogate_models.surrogate_models.MetaModel"><code class="xref any py py-class docutils literal notranslate"><span class="pre">bayesvalidrox.surrogate_models.surrogate_models.MetaModel</span></code></a>.
 This object also accepts the inputs we defined in the previous section as an argument.</p>
 <div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">bayesvalidrox</span> <span class="kn">import</span> <span class="n">MetaModel</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">MetaModelOpts</span> <span class="o">=</span> <span class="n">MetaModel</span><span class="p">(</span><span class="n">Inputs</span><span class="p">)</span>
@@ -364,7 +473,7 @@ Various sampling methods are available, and the samples can also be given by the
 <section id="train-the-surrogate-with-an-engine">
 <h2>Train the surrogate with an engine<a class="headerlink" href="#train-the-surrogate-with-an-engine" title="Link to this heading">¶</a></h2>
 <p>Training is done by giving the model, experimental design and the surrogate model to an engine, which performs the training for us.
-The engine is of class <code class="xref py py-class docutils literal notranslate"><span class="pre">bayesvalidrox.surrogate_models.engine.Engine</span></code>.</p>
+The engine is of class <a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html#bayesvalidrox.surrogate_models.engine.Engine" title="bayesvalidrox.surrogate_models.engine.Engine"><code class="xref any py py-class docutils literal notranslate"><span class="pre">bayesvalidrox.surrogate_models.engine.Engine</span></code></a>.</p>
 <div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">engine</span> <span class="o">=</span> <span class="n">Engine</span><span class="p">(</span><span class="n">MetaModelOpts</span><span class="p">,</span> <span class="n">Model</span><span class="p">,</span> <span class="n">ExpDesign</span><span class="p">)</span>
 </pre></div>
 </div>
@@ -447,7 +556,7 @@ with standard deviations that are as large as the values themselves.</p>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">ExpDesign</span><span class="o">.</span><span class="n">valid_model_runs</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;Z&#39;</span><span class="p">:</span> <span class="n">prior_outputs</span><span class="p">[:</span><span class="mi">500</span><span class="p">]}</span>
 </pre></div>
 </div>
-<p>The sequential training is again performed by the class <code class="xref py py-class docutils literal notranslate"><span class="pre">bayesvalidrox.surrogate_models.engine.Engine</span></code>, but using the function <cite>train_sequential</cite>.</p>
+<p>The sequential training is again performed by the class <a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html#bayesvalidrox.surrogate_models.engine.Engine" title="bayesvalidrox.surrogate_models.engine.Engine"><code class="xref any py py-class docutils literal notranslate"><span class="pre">bayesvalidrox.surrogate_models.engine.Engine</span></code></a>, but using the function <code class="docutils literal notranslate"><span class="pre">train_sequential</span></code>.</p>
 <div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">engine</span><span class="o">.</span><span class="n">ExpDesign</span> <span class="o">=</span> <span class="n">ExpDesign</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">engine</span><span class="o">.</span><span class="n">train_sequential</span><span class="p">()</span>
 </pre></div>
@@ -455,8 +564,8 @@ with standard deviations that are as large as the values themselves.</p>
 </section>
 <section id="post-processing">
 <h2>Post-processing<a class="headerlink" href="#post-processing" title="Link to this heading">¶</a></h2>
-<p>The available post-processing methods for <strong>bayesvalidrox</strong> are given in the class <code class="xref py py-class docutils literal notranslate"><span class="pre">bayesvalidrox.post_processing.post_processing.PostProcessing</span></code>.
-All results created by this class are automatically stored in an output-folder <code class="docutils literal notranslate"><span class="pre">Outputs_PostProcessing_*modelname</span></code>.</p>
+<p>The available post-processing methods for <strong>bayesvalidrox</strong> are given in the class <a class="reference internal" href="_autosummary/bayesvalidrox.post_processing.post_processing.PostProcessing.html#bayesvalidrox.post_processing.post_processing.PostProcessing" title="bayesvalidrox.post_processing.post_processing.PostProcessing"><code class="xref any py py-class docutils literal notranslate"><span class="pre">bayesvalidrox.post_processing.post_processing.PostProcessing</span></code></a>.
+All results created by this class are automatically stored in an output folder <code class="docutils literal notranslate"><span class="pre">Outputs_PostProcessing_*modelname</span></code>.</p>
 <div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">bayesvalidrox</span> <span class="kn">import</span> <span class="n">PostProcessing</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">PostPCE</span> <span class="o">=</span> <span class="n">PostProcessing</span><span class="p">(</span><span class="n">engine</span><span class="p">)</span>
 </pre></div>
@@ -484,7 +593,7 @@ The method <code class="docutils literal notranslate"><span class="pre">sobolInd
 </section>
 <section id="bayesian-inference">
 <h2>Bayesian Inference<a class="headerlink" href="#bayesian-inference" title="Link to this heading">¶</a></h2>
-<p>Inverse parameter estimation can be done in <strong>bayesvalidrox</strong> with the class <code class="xref py py-class docutils literal notranslate"><span class="pre">bayesvalidrox.bayes_inf.bayes_inf.BayesInference</span></code>.</p>
+<p>Inverse parameter estimation can be done in <strong>bayesvalidrox</strong> with the class <a class="reference internal" href="_autosummary/bayesvalidrox.bayes_inference.bayes_inference.BayesInference.html#bayesvalidrox.bayes_inference.bayes_inference.BayesInference" title="bayesvalidrox.bayes_inference.bayes_inference.BayesInference"><code class="xref any py py-class docutils literal notranslate"><span class="pre">bayesvalidrox.bayes_inference.bayes_inference.BayesInference</span></code></a>.</p>
 <div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">bayesvalidrox</span> <span class="kn">import</span> <span class="n">BayesInference</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">BayesOpts</span> <span class="o">=</span> <span class="n">BayesInference</span><span class="p">(</span><span class="n">engine</span><span class="p">)</span>
 </pre></div>
@@ -652,7 +761,7 @@ plots of posterior predictions if wanted.</p>
       
     </aside>
   </div>
-</div><script src="_static/documentation_options.js?v=282f96c0"></script>
+</div><script src="_static/documentation_options.js?v=4ebf8126"></script>
     <script src="_static/doctools.js?v=9a2dae69"></script>
     <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="_static/scripts/furo.js?v=32e29ea5"></script>
diff --git a/docs/diagrams/Structure_BayesInf.drawio b/docs/diagrams/Structure_BayesInf.drawio
index 9b17d9d5b..2d09a2660 100644
--- a/docs/diagrams/Structure_BayesInf.drawio
+++ b/docs/diagrams/Structure_BayesInf.drawio
@@ -1,4 +1,8 @@
+<<<<<<< HEAD
 <mxfile host="Electron" modified="2024-06-18T07:12:09.100Z" agent="Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) draw.io/22.1.11 Chrome/114.0.5735.289 Electron/25.9.8 Safari/537.36" etag="dgkMr5ndYbfarfYCxNMZ" version="22.1.11" type="device" pages="4">
+=======
+<mxfile host="Electron" modified="2024-05-31T15:27:18.044Z" agent="Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) draw.io/22.1.11 Chrome/114.0.5735.289 Electron/25.9.8 Safari/537.36" etag="NFms_KR2zu5IzGZ15irW" version="22.1.11" type="device" pages="4">
+>>>>>>> 32b0e925 (Customized webpage design, started on user guide)
   <diagram name="Class and function structure" id="efOe0Jku58RX-i1bv-3b">
     <mxGraphModel dx="2906" dy="809" grid="1" gridSize="10" guides="1" tooltips="1" connect="1" arrows="1" fold="1" page="1" pageScale="1" pageWidth="850" pageHeight="1100" math="0" shadow="0">
       <root>
@@ -905,6 +909,7 @@
       </root>
     </mxGraphModel>
   </diagram>
+<<<<<<< HEAD
   <diagram id="QgiNX2WXFOBDsDgzoFY9" name="MetaModel.fit">
     <mxGraphModel dx="2055" dy="807" grid="1" gridSize="10" guides="1" tooltips="1" connect="1" arrows="1" fold="1" page="1" pageScale="1" pageWidth="850" pageHeight="1100" math="0" shadow="0">
       <root>
@@ -969,6 +974,63 @@
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         <mxCell id="qgLEhVkh-8dNRdwaU2xt-10" value="glexindex" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
           <mxGeometry x="442" y="70" width="120" height="60" as="geometry" />
+=======
+  <diagram id="QgiNX2WXFOBDsDgzoFY9" name="Folder structure">
+    <mxGraphModel dx="1206" dy="809" grid="1" gridSize="10" guides="1" tooltips="1" connect="1" arrows="1" fold="1" page="1" pageScale="1" pageWidth="850" pageHeight="1100" math="0" shadow="0">
+      <root>
+        <mxCell id="0" />
+        <mxCell id="1" parent="0" />
+        <mxCell id="KLYezTmecfuvBG8KQe-n-1" value="" style="shape=folder;fontStyle=1;spacingTop=10;tabWidth=40;tabHeight=14;tabPosition=left;html=1;whiteSpace=wrap;" parent="1" vertex="1">
+          <mxGeometry x="140" y="80" width="750" height="550" as="geometry" />
+        </mxCell>
+        <mxCell id="KLYezTmecfuvBG8KQe-n-2" value="" style="shape=folder;fontStyle=1;spacingTop=10;tabWidth=40;tabHeight=14;tabPosition=left;html=1;whiteSpace=wrap;" parent="1" vertex="1">
+          <mxGeometry x="170" y="110" width="700" height="220" as="geometry" />
+        </mxCell>
+        <mxCell id="KLYezTmecfuvBG8KQe-n-3" value="" style="shape=folder;fontStyle=1;spacingTop=10;tabWidth=40;tabHeight=14;tabPosition=left;html=1;whiteSpace=wrap;" parent="1" vertex="1">
+          <mxGeometry x="170" y="370" width="180" height="50" as="geometry" />
+        </mxCell>
+        <mxCell id="KLYezTmecfuvBG8KQe-n-4" value="" style="shape=folder;fontStyle=1;spacingTop=10;tabWidth=40;tabHeight=14;tabPosition=left;html=1;whiteSpace=wrap;" parent="1" vertex="1">
+          <mxGeometry x="170" y="440" width="180" height="50" as="geometry" />
+        </mxCell>
+        <mxCell id="KLYezTmecfuvBG8KQe-n-5" value="" style="shape=folder;fontStyle=1;spacingTop=10;tabWidth=40;tabHeight=14;tabPosition=left;html=1;whiteSpace=wrap;" parent="1" vertex="1">
+          <mxGeometry x="170" y="500" width="180" height="50" as="geometry" />
+        </mxCell>
+        <mxCell id="KLYezTmecfuvBG8KQe-n-6" value="adaptPlot" style="shape=folder;fontStyle=1;spacingTop=10;tabWidth=40;tabHeight=14;tabPosition=left;html=1;whiteSpace=wrap;" parent="1" vertex="1">
+          <mxGeometry x="190" y="150" width="70" height="50" as="geometry" />
+        </mxCell>
+        <mxCell id="KLYezTmecfuvBG8KQe-n-7" value="apoly_construction" style="shape=folder;fontStyle=1;spacingTop=10;tabWidth=40;tabHeight=14;tabPosition=left;html=1;whiteSpace=wrap;" parent="1" vertex="1">
+          <mxGeometry x="280" y="150" width="140" height="50" as="geometry" />
+        </mxCell>
+        <mxCell id="KLYezTmecfuvBG8KQe-n-8" value="bayes_linear" style="shape=folder;fontStyle=1;spacingTop=10;tabWidth=40;tabHeight=14;tabPosition=left;html=1;whiteSpace=wrap;" parent="1" vertex="1">
+          <mxGeometry x="440" y="150" width="90" height="50" as="geometry" />
+        </mxCell>
+        <mxCell id="KLYezTmecfuvBG8KQe-n-9" value="engine" style="shape=folder;fontStyle=1;spacingTop=10;tabWidth=40;tabHeight=14;tabPosition=left;html=1;whiteSpace=wrap;" parent="1" vertex="1">
+          <mxGeometry x="550" y="150" width="70" height="50" as="geometry" />
+        </mxCell>
+        <mxCell id="KLYezTmecfuvBG8KQe-n-11" value="eval_rec_rule" style="shape=folder;fontStyle=1;spacingTop=10;tabWidth=40;tabHeight=14;tabPosition=left;html=1;whiteSpace=wrap;" parent="1" vertex="1">
+          <mxGeometry x="640" y="150" width="100" height="50" as="geometry" />
+        </mxCell>
+        <mxCell id="KLYezTmecfuvBG8KQe-n-12" value="exp_designs" style="shape=folder;fontStyle=1;spacingTop=10;tabWidth=40;tabHeight=14;tabPosition=left;html=1;whiteSpace=wrap;" parent="1" vertex="1">
+          <mxGeometry x="760" y="150" width="90" height="50" as="geometry" />
+        </mxCell>
+        <mxCell id="KLYezTmecfuvBG8KQe-n-13" value="exploration" style="shape=folder;fontStyle=1;spacingTop=10;tabWidth=40;tabHeight=14;tabPosition=left;html=1;whiteSpace=wrap;" parent="1" vertex="1">
+          <mxGeometry x="190" y="210" width="80" height="50" as="geometry" />
+        </mxCell>
+        <mxCell id="KLYezTmecfuvBG8KQe-n-14" value="glexindex" style="shape=folder;fontStyle=1;spacingTop=10;tabWidth=40;tabHeight=14;tabPosition=left;html=1;whiteSpace=wrap;" parent="1" vertex="1">
+          <mxGeometry x="290" y="210" width="70" height="50" as="geometry" />
+        </mxCell>
+        <mxCell id="KLYezTmecfuvBG8KQe-n-15" value="input_space" style="shape=folder;fontStyle=1;spacingTop=10;tabWidth=40;tabHeight=14;tabPosition=left;html=1;whiteSpace=wrap;" parent="1" vertex="1">
+          <mxGeometry x="380" y="210" width="80" height="50" as="geometry" />
+        </mxCell>
+        <mxCell id="KLYezTmecfuvBG8KQe-n-16" value="inputs" style="shape=folder;fontStyle=1;spacingTop=10;tabWidth=40;tabHeight=14;tabPosition=left;html=1;whiteSpace=wrap;" parent="1" vertex="1">
+          <mxGeometry x="480" y="210" width="70" height="50" as="geometry" />
+        </mxCell>
+        <mxCell id="KLYezTmecfuvBG8KQe-n-17" value="meta_model_engine" style="shape=folder;fontStyle=1;spacingTop=10;tabWidth=40;tabHeight=14;tabPosition=left;html=1;whiteSpace=wrap;" parent="1" vertex="1">
+          <mxGeometry x="570" y="210" width="160" height="50" as="geometry" />
+>>>>>>> 32b0e925 (Customized webpage design, started on user guide)
+        </mxCell>
+        <mxCell id="7mrnjeITseIOZdqzYI7M-1" value="bayesvalidrox" style="text;html=1;strokeColor=none;fillColor=none;align=center;verticalAlign=middle;whiteSpace=wrap;rounded=0;" vertex="1" parent="1">
+          <mxGeometry x="130" y="50" width="110" height="30" as="geometry" />
         </mxCell>
       </root>
     </mxGraphModel>
diff --git a/docs/diagrams/class_diagram.py b/docs/diagrams/class_diagram.py
new file mode 100644
index 000000000..78b790064
--- /dev/null
+++ b/docs/diagrams/class_diagram.py
@@ -0,0 +1,160 @@
+# -*- coding: utf-8 -*-
+"""
+Interaction of classes in `bayesvalidrox`
+@author: Rebecca Kohlhaas
+"""
+import graphviz
+from pyUML import Graph, UMLClass
+
+# List all classes and functions outside classes
+classes = {'PyLinkForwardModel':{'type_':'Model'}, 
+           'BayesInference':{'type_':'Bayes'},  
+           'BayesModelComparison':{'type_':'Bayes'}, 
+           'Discrepancy':{'type_':'Bayes'}, 
+           'MCMC':{'type_':'Bayes'}, 
+           'PostProcessing':{'type_':'PostProcessing'}, 
+           'BayesLinearRegression':{'type_':'training'}, 
+           'EBLinearRegression':{'type_':'training'}, 
+           'VBLinearRegression':{'type_':'training'}, 
+           'Engine':{'type_':'Engine'}, 
+           'ExpDesigns':{'type_':'Design'}, 
+           'Exploration':{'type_':'Engine'}, 
+           'InputSpace':{'type_':'Design'}, 
+           'Input':{'type_':'Design'}, 
+           'Marginal':{'type_':'Design'}, 
+           'OrthogonalMatchingPursuit':{'type_':'training'}, 
+           'RegressionFastARD':{'type_':'training'}, 
+           'RegressionFastLaplace':{'type_':'training'}, 
+           'MetaModel':{'type_':'MetaModel'}}
+
+free_functions = ['gelman_rubin', 'within_range', 'adaptPlot','apoly_construction',
+                  'gamma_mean', 'hellinger_distance', 'logpdf', 'subdomain', 'eval_rec_rule',
+                  'eval_rec_rule_arbitrary', 'eval_univ_basis', 'poly_rec_coeffs', 'check_ranges',
+                  'cross_truncate', 'glexindex', 'corr', 'update_precisions',
+                  'corr_loocv_error', 'create_psi', 'gaussian_process_emulator']
+
+if 0:
+    # Create digraph object
+    g = graphviz.Digraph('classinteraction', filename='classinteraction.gv', engine='fdp')
+    
+    # Add the classes and functions as nodes
+    g.attr('node', shape='box')
+    #for c in classes:
+    #    g.node(c)
+        
+    #g.attr('node', shape='ellipse')
+    #for f in free_functions:
+    #    g.node(f)
+        
+    # Create topic-based subclusters
+    with g.subgraph(name='cluster_input') as b:
+        b.edge('Marginal', 'Input')
+    g.edge('cluster_input', 'ExpDesigns')
+    g.edge('cluster_input', 'MetaModel')
+    
+    g.edge('InputSpace', 'MetaModel')
+    
+    
+    
+    with g.subgraph(name='cluster_regression') as a:
+        for i in classes:
+            if classes[i]['type_'] == 'training':
+                a.node(i)
+    g.edge('cluster_regression', 'MetaModel')
+        
+    
+    g.edge('PyLinkForwardModel', 'Engine')
+    g.edge('ExpDesigns', 'Engine')
+    g.edge('MetaModel', 'Engine')
+    g.edge('Exploration', 'Engine')
+    
+    with g.subgraph(name='cluster_post') as c:
+        c.node('PostProcessing')
+        c.edge('BayesInference', 'BayesModelComparison')
+        c.edge('MCMC', 'BayesInference')
+        
+    g.edge('Engine', 'cluster_post')
+    g.edge('Discrepancy', 'Engine')
+    g.edge('Discrepancy', 'BayesInference')
+    # Add the class-class interactions
+    if 0:
+        g.edge('InputSpace', 'MetaModel')
+        g.edge('Engine', 'PostProcessing')
+        g.edge('Engine', 'BayesInference')
+        g.edge('Engine', 'BayesModelComparison')
+    
+    g.view()
+
+def print_and_save(graph, name):
+    print(graph.to_string())
+    graph.write_raw(f"{name}.dot")
+    graph.write(f"{name}.png", "dot", "png")
+
+# Create UML for the input classes
+graph = Graph('pyUML')
+
+# Add input class
+inputs = UMLClass('Input',
+                  attributes={
+                          'Marginals':'list',
+                          'Rosenblatt':'bool'
+                      },
+                  methods=['add_marginals()']
+                  )
+graph.add_class(inputs)
+
+# Add marginal class
+marginals = UMLClass('Marginal',
+                     attributes={
+                             'name':'string',
+                             'dist_type': 'string',
+                             'parameters': 'list',
+                             'input_data':'array',
+                             'moments': 'list'
+                         }
+                     )
+graph.add_class(marginals)
+graph.add_composition(marginals, inputs, multiplicity_parent=1, multiplicity_child='1..*')
+
+inputspace = UMLClass('InputSpace',
+                      attributes = {
+                          'input_obj':'Input',
+                          'meta_Model_type':'string'
+                          },
+                      methods = [
+                          'check_valid_inputs()', 'init_param_space()', 
+                          'build_polytypes()', 'transform()'
+                          ]
+                      )
+graph.add_class(inputspace)
+graph.add_composition(inputs, inputspace, multiplicity_parent=1, multiplicity_child=1)
+
+expdesign = UMLClass('ExpDesigns',
+                     attributes = {
+                         'sampling_method': 'string',
+                         'hdf5_file': 'string',
+                         'n_new_samples': 'int',
+                         'n_max_samples': 'int',
+                         'mod_LOO_threshold': 'double',
+                         'tradeoff_scheme':'string',
+                         'n_canddidate': 'int',
+                         'explore_method':'string',
+                         'exploit_method': 'string',
+                         'util_func':'string',
+                         'n_cand_groups': 'int',
+                         'n_replication': 'int',
+                         'post_snapshot': 'bool', 
+                         'step_snapshot':'int',
+                         'max_a_post': 'list',
+                         'adapt_verbose':'bool',
+                         'max_func_itr': 'int'
+                         },
+                     methods = [
+                         'generate_samples()', 'generate_ED()', 
+                         'read_from_file()', 'random_sampler()',
+                         'pcm_sampler()'
+                         ])
+graph.add_class(expdesign)
+graph.add_implementation(expdesign, inputspace)
+
+print_and_save(graph, 'input_classes')
\ No newline at end of file
diff --git a/docs/diagrams/classinteraction.gv b/docs/diagrams/classinteraction.gv
new file mode 100644
index 000000000..58f8687c9
--- /dev/null
+++ b/docs/diagrams/classinteraction.gv
@@ -0,0 +1,30 @@
+digraph classinteraction {
+	node [shape=box]
+	subgraph cluster_input {
+		Marginal -> Input
+	}
+	cluster_input -> ExpDesigns
+	cluster_input -> MetaModel
+	InputSpace -> MetaModel
+	subgraph cluster_regression {
+		BayesLinearRegression
+		EBLinearRegression
+		VBLinearRegression
+		OrthogonalMatchingPursuit
+		RegressionFastARD
+		RegressionFastLaplace
+	}
+	cluster_regression -> MetaModel
+	PyLinkForwardModel -> Engine
+	ExpDesigns -> Engine
+	MetaModel -> Engine
+	Exploration -> Engine
+	subgraph cluster_post {
+		PostProcessing
+		BayesInference -> BayesModelComparison
+		MCMC -> BayesInference
+	}
+	Engine -> cluster_post
+	Discrepancy -> Engine
+	Discrepancy -> BayesInference
+}
diff --git a/docs/diagrams/input_classes.dot b/docs/diagrams/input_classes.dot
new file mode 100644
index 000000000..fcf3204ae
--- /dev/null
+++ b/docs/diagrams/input_classes.dot
@@ -0,0 +1,9 @@
+digraph pyUML {
+Input [label="{Input|+ Marginals : list\l+ Rosenblatt : bool\l|+ add_marginals()\l}", shape=record];
+Marginal [label="{Marginal|+ name : string\l+ dist_type : string\l+ parameters : list\l+ input_data : array\l+ moments : list\l|}", shape=record];
+Input -> Marginal  [arrowtail=diamond, dir=back, headlabel="\n1..*", taillabel="\n1"];
+InputSpace [label="{InputSpace|+ input_obj : Input\l+ meta_Model_type : string\l|+ check_valid_inputs()\l+ init_param_space()\l+ build_polytypes()\l+ transform()\l}", shape=record];
+InputSpace -> Input  [arrowtail=diamond, dir=back, headlabel="\n1", taillabel="\n1"];
+ExpDesigns [label="{ExpDesigns|+ sampling_method : string\l+ hdf5_file : string\l+ n_new_samples : int\l+ n_max_samples : int\l+ mod_LOO_threshold : double\l+ tradeoff_scheme : string\l+ n_canddidate : int\l+ explore_method : string\l+ exploit_method : string\l+ util_func : string\l+ n_cand_groups : int\l+ n_replication : int\l+ post_snapshot : bool\l+ step_snapshot : int\l+ max_a_post : list\l+ adapt_verbose : bool\l+ max_func_itr : int\l|+ generate_samples()\l+ generate_ED()\l+ read_from_file()\l+ random_sampler()\l+ pcm_sampler()\l}", shape=record];
+InputSpace -> ExpDesigns  [arrowtail=onormal, dir=back];
+}
diff --git a/docs/diagrams/inputdesign.gv b/docs/diagrams/inputdesign.gv
new file mode 100644
index 000000000..36c0ae678
--- /dev/null
+++ b/docs/diagrams/inputdesign.gv
@@ -0,0 +1,9 @@
+digraph InputDesign {
+	Input
+	Marginal
+	InputSpace
+	ExpDesign
+	Marginal -> Input [label="1,..."]
+	Input -> InputSpace [label=1]
+	InputSpace -> ExpDesign [label="parent of"]
+}
diff --git a/docs/source/_static/custom.css b/docs/source/_static/custom.css
new file mode 100644
index 000000000..9a890582e
--- /dev/null
+++ b/docs/source/_static/custom.css
@@ -0,0 +1,9 @@
+div.leftside {
+    width: 60%;
+    padding: 0px 3px 0px 0px;
+    float: left;
+}
+
+div.rightside {
+    margin-left: 62%;
+}
\ No newline at end of file
diff --git a/docs/source/conf.py b/docs/source/conf.py
index b56918dd0..7b710d360 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -25,7 +25,7 @@ sys.path.insert(0, os.path.abspath('../../src/'))
 project = 'bayesvalidrox'
 copyright = '2023, Farid Mohammadi, Rebecca Kohlhaas'
 author = 'Farid Mohammadi, Rebecca Kohlhaas'
-release = '0.0.5'
+release = '1.0.0'
 
 # -- General configuration ---------------------------------------------------
 
@@ -58,4 +58,31 @@ html_theme = 'furo'
 # Add any paths that contain custom static files (such as style sheets) here,
 # relative to this directory. They are copied after the builtin static files,
 # so a file named "default.css" will overwrite the builtin "default.css".
-html_static_path = ['_static']
\ No newline at end of file
+html_static_path = ['_static']
+
+# Add the logo
+html_logo = 'BVRLogoV03_shorttext.png'
+
+# Other html options
+# Colors for BVRox:
+#'#9bb4e3', # very light blue
+#'#7d93dd', # light blue
+#'#5663a1', # mid blue
+#'#263455', # dark blue
+html_theme_options = {
+    'sidebar_hide_name': True,
+    'navigation_with_keys': True,
+    'light_css_variables': {
+        'color-brand-primary': '#5663a1',
+        'color-brand-content': '#5663a1',
+    },
+    'dark_css_variables': {
+        'color-brand-primary': '#9bb4e3',
+        'color-brand-content': '#9bb4e3',
+    },
+}
+
+# Html-related css - path is relative to html_static_path
+html_css_files = [
+    'custom.css',
+]
\ No newline at end of file
diff --git a/docs/source/index.rst b/docs/source/index.rst
index 7b707c7eb..028757fe8 100644
--- a/docs/source/index.rst
+++ b/docs/source/index.rst
@@ -1,22 +1,49 @@
 .. bayesvalidrox documentation master file, created by
    sphinx-quickstart on Wed Dec 13 11:14:59 2023.
-   You can adapt this file completely to your liking, but it should at least
-   contain the root `toctree` directive.
-
+   
 Surrogate-assisted Bayesian validation of computational models
 ==============================================================
-**bayesvalidrox** is an open-source python package that provides methods for surrogate modeling, Bayesian inference and model comparison.
-
+**BayesValidRox** is an open-source python package that provides methods for surrogate modeling, Bayesian inference and model comparison.
 
+.. image:: ../diagrams/balance.png
+   :width: 600
+   :alt: Weighting model results against data with associated uncertainty, costs and sparsity
+   
 An introductory tutorial to the overall workflow with **bayesvalidrox** is provided in :any:`tutorial` and descriptions of the available examples can be found in :any:`examples`.
 The functionality and options for the different classes is described more in-depth in :any:`packagedescription` and a list of all the classes and functions is provided in :any:`api`.
 
+Links
+-----
+* GitHub: https://git.iws.uni-stuttgart.de/inversemodeling/bayesvalidrox/-/tree/master?ref_type=heads
+* PyPI: https://pypi.org/project/bayesvalidrox/
+* Documentation:
+
+#TODO Add other links
 
-Contents
+Installation
+------------
+This package runs under Python 3.9 for versions <1.0.0 and 3.9+ from version 1.0.0 on, use pip to install:
+ $ pip install bayesvalidrox
+
+#TODO Note other needed installations and tips
+
+Quickstart
+----------
+#TODO A minimal example to get people started
+
+See also
 --------
+#TODO Link other websites that are related to BVR
+
+License
+-------
+#TODO Note the License under which BVR is released
+
+Further contents
+----------------
 
 .. toctree::
-   :maxdepth: 1
+   :maxdepth: 2
    
    tutorial
    examples
diff --git a/docs/source/input_description.rst b/docs/source/input_description.rst
new file mode 100644
index 000000000..27b97a81c
--- /dev/null
+++ b/docs/source/input_description.rst
@@ -0,0 +1,72 @@
+Priors, input space and experimental design
+*******************************************
+.. note::
+	#TODO Write a short intro to uncertain inputs and sampling 
+
+Input classes
+=============
+.. container:: twocol
+
+   .. container:: leftside
+   
+      Four classes contained in bayesvalidrox are associated with the inputs: :any:`bayesvalidrox.surrogate_models.inputs.Marginal`, :any:`bayesvalidrox.surrogate_models.inputs.Input`, :any:`bayesvalidrox.surrogate_models.input_space.InputSpace` and :any:`bayesvalidrox.surrogate_models.exp_designs.ExpDesigns`. 
+   
+      Uncertain parameters are specified via their marginal distributions in :any:`bayesvalidrox.surrogate_models.inputs.Marginal` objects as either distribution types with associated parameters, or via a set of realizations.
+      Supported distribution types include ``unif``, ``norm``, ``gamma``, ``beta``, ``lognorm``, ``expon`` and ``weibull``.
+   
+      All marginals contained in an :any:`bayesvalidrox.surrogate_models.inputs.Input` object should be defined in the same manner, mixing definitions via distribution type and sampels is not supported.
+
+      If ``rosenblatt`` is set as ``True``, then a Rosenblatt transform will be applied for training the surrogate.
+
+   .. container:: rightside
+   
+      .. image:: ../diagrams/input_classes.png
+         :width: 300
+         :alt: UML for input-related classes in bayesvalidrox
+   
+.. note::
+   When using a polynomial-type surrogate setting ``rosenblatt`` to ``True`` results in all hermite polynomials.
+   If all uncertain parameters are specified as samples, the corresponding polynomials are automatically calculated following an aPCE.
+   
+   #TODO Recheck this second point!
+   
+The :any:`bayesvalidrox.surrogate_models.input_space.InputSpace` checks the validity of the given marginals and builds the input space.
+This includes sampling from the distributions and applying the Rosenblatt transform or an isoprobabilistic transformation.
+
+The :any:`bayesvalidrox.surrogate_models.input_space.InputSpace` is used mainly in the surrogate model.
+The class :any:`bayesvalidrox.surrogate_models.exp_designs.ExpDesigns` additionally contains methods and attributes related to sampling from the input space for static and iterative training of the surrogate model.
+Supported sampling methods include ``random``, ``latin-hypercube``, ``sobol``, ``halton``, ``hammersley``, ``chebyshev(FT)``, ``grid(FT)`` and ``user`` for user-defined sampling.
+
+The options for iterative metamodel training are detailed in :any:`surrogate_description`.
+
+Example
+=======
+In practice, only the classes :any:`bayesvalidrox.surrogate_models.inputs.Input` and :any:`bayesvalidrox.surrogate_models.exp_designs.ExpDesigns` are directly used.
+
+>>> from bayesvalidrox import Input, ExpDesign
+
+Marginals of uncertain parameters can be directly added and defined on an ``Input`` object.
+
+>>> Inputs = Input()
+
+If they are defined via distribution types, the ``name``, ``dist_type`` and ``parameters`` for the distribution should be set.
+
+>>> Inputs.add_marginals()
+>>> Inputs.Marginals[0].name = '$X$'
+>>> Inputs.Marginals[0].dist_type = 'unif'
+>>> Inputs.Marginals[0].parameters =  [-5, 5]
+
+If they are given via data, only ``name`` and ``input_data`` are relevant.
+
+>>> Inputs.add_marginals()
+>>> Inputs.Marginals[0].name = '$X$'
+>>> Inputs.Marginals[0].input_data = inputParams[:, 0]
+
+An experimental design can be constructed based on these inputs.
+
+>>> ExpDesign = ExpDesign(Inputs)
+
+Samples of the marginals can be created by specifying a sampling method and generating the wanted number of samples.
+
+>>> ExpDesign.sampling_method = 'latin_hypercube'
+>>> samples = ExpDesign.generate_samples(100)
\ No newline at end of file
diff --git a/docs/source/packagedescription.rst b/docs/source/packagedescription.rst
index c836d36fb..33f946690 100644
--- a/docs/source/packagedescription.rst
+++ b/docs/source/packagedescription.rst
@@ -1,13 +1,38 @@
-PACKAGE DESCRIPTION
-*******************
-The package **bayesvalidrox** is split into multiple topics corresponding to the folder structure of the package.
-The folder `surrogate_models` contains all the functions and classes to set up the experimental design with priors and create and train the surrogate model.
-The computational model is linked via *pylink*.
-Postprocessing, Bayesian inference and Bayesian model comparison each also get their own section.
+USER GUIDE
+**********
 
+Introductory theory
+===================
+.. note::
+   #TODO Introduced some of the used basic terms and notations here to prepare for the detailed descriptions of each part.
 
-TODO: add image to show folder/file interconnection
 
-Priors, experimental design and surrogates
-==========================================
-The package **bayesvalidrox** 
+Overview
+========
+This package is split into multiple topics corresponding to the folder structure of the package.
+
+
+.. image:: ../diagrams/folder_structure.png
+   :width: 600
+   :alt: Folder structure of **bayesvalidrox**
+
+The folder `surrogate_models` contains all the functions and classes that are necessary in order to create and train the surrogate model.
+This includes 
+
+* defining the input marginals
+* setting properties of the sampling in an experimental design
+* choosing the surrogate model and its properties
+* training the surrogate model on model evaluations in a straightforward or iterative manner
+
+The computational model is linked via a *pylink* interface.
+We split this into the aspects :any:`input_description` and :any:`surrogate_description` to provide insight into the options available in bayesvalidrox.
+
+:any:`post_description` can be applied to trained surrogate models, or using the underlying models themselves.
+
+
+.. toctree::
+   :maxdepth: 1
+   
+   input_description
+   surrogate_description
+   post_description
diff --git a/docs/source/post_description.rst b/docs/source/post_description.rst
new file mode 100644
index 000000000..9950c8cf9
--- /dev/null
+++ b/docs/source/post_description.rst
@@ -0,0 +1,2 @@
+Postprocessing, Bayesian inference and Bayesian model comparison
+****************************************************************
\ No newline at end of file
diff --git a/docs/source/surrogate_description.rst b/docs/source/surrogate_description.rst
new file mode 100644
index 000000000..676b73ba6
--- /dev/null
+++ b/docs/source/surrogate_description.rst
@@ -0,0 +1,2 @@
+Training surrogate models
+*************************
\ No newline at end of file
diff --git a/docs/source/tutorial.rst b/docs/source/tutorial.rst
index 03d5a7462..468c50adc 100644
--- a/docs/source/tutorial.rst
+++ b/docs/source/tutorial.rst
@@ -14,7 +14,7 @@ Import necessary libraries
 
 Define the model with PyLinkForwardModel
 ----------------------------------------
-We use the :py:class:`bayesvalidrox.pylink.pylink.PyLinkForwardModel` object to define the model.
+We use the :any:`bayesvalidrox.pylink.pylink.PyLinkForwardModel` object to define the model.
 
 >>> from bayesvalidrox import PyLinkForwardModel
 >>> Model = PyLinkForwardModel()
@@ -94,7 +94,7 @@ Here we show both options, the associated example :any:`analyticalfunction` read
 
 Define surrogate (meta) model
 -----------------------------
-In **bayesvalidrox** a metamodel is an object of class :py:class:`bayesvalidrox.surrogate_models.surrogate_models.MetaModel`.
+In **bayesvalidrox** a metamodel is an object of class :any:`bayesvalidrox.surrogate_models.surrogate_models.MetaModel`.
 This object also accepts the inputs we defined in the previous section as an argument.
 
    
@@ -147,7 +147,7 @@ Various sampling methods are available, and the samples can also be given by the
 Train the surrogate with an engine
 ----------------------------------
 Training is done by giving the model, experimental design and the surrogate model to an engine, which performs the training for us.
-The engine is of class :py:class:`bayesvalidrox.surrogate_models.engine.Engine`.
+The engine is of class :any:`bayesvalidrox.surrogate_models.engine.Engine`.
 
 >>> engine = Engine(MetaModelOpts, Model, ExpDesign)
 
@@ -232,7 +232,7 @@ For calculating and plotting the validation error of the surrogate in each itera
 >>> ExpDesign.valid_samples = prior[:500]
 >>> ExpDesign.valid_model_runs = {'Z': prior_outputs[:500]}
 
-The sequential training is again performed by the class :py:class:`bayesvalidrox.surrogate_models.engine.Engine`, but using the function `train_sequential`.
+The sequential training is again performed by the class :any:`bayesvalidrox.surrogate_models.engine.Engine`, but using the function ``train_sequential``.
 
 >>> engine.ExpDesign = ExpDesign
 >>> engine.train_sequential()
@@ -241,8 +241,8 @@ The sequential training is again performed by the class :py:class:`bayesvalidrox
 
 Post-processing
 ---------------
-The available post-processing methods for **bayesvalidrox** are given in the class :py:class:`bayesvalidrox.post_processing.post_processing.PostProcessing`.
-All results created by this class are automatically stored in an output-folder ``Outputs_PostProcessing_*modelname``.
+The available post-processing methods for **bayesvalidrox** are given in the class :any:`bayesvalidrox.post_processing.post_processing.PostProcessing`.
+All results created by this class are automatically stored in an output folder ``Outputs_PostProcessing_*modelname``.
 
 >>> from bayesvalidrox import PostProcessing
 >>> PostPCE = PostProcessing(engine)
@@ -270,7 +270,7 @@ The method ``sobolIndicesPCE`` returns a dictionary that contains the total sobo
 
 Bayesian Inference
 ------------------
-Inverse parameter estimation can be done in **bayesvalidrox** with the class :py:class:`bayesvalidrox.bayes_inf.bayes_inf.BayesInference`.
+Inverse parameter estimation can be done in **bayesvalidrox** with the class :any:`bayesvalidrox.bayes_inference.bayes_inference.BayesInference`. 	
 
 >>> from bayesvalidrox import BayesInference
 >>> BayesOpts = BayesInference(engine)
diff --git a/examples/analytical-function/classinteraction.gv b/examples/analytical-function/classinteraction.gv
new file mode 100644
index 000000000..50824f1f3
--- /dev/null
+++ b/examples/analytical-function/classinteraction.gv
@@ -0,0 +1,44 @@
+digraph classinteraction {
+	node [shape=box]
+	PyLinkForwardModel
+	BayesInference
+	BayesModelComparison
+	Discrepancy
+	MCMC
+	PostProcessing
+	BayesLinearRegression
+	EBLinearRegression
+	VBLinearRegression
+	Engine
+	ExpDesigns
+	Exploration
+	InputSpace
+	Input
+	Marginal
+	OrthogonalMatchingPursuit
+	RegressionFastARD
+	RegressionFastLaplace
+	MetaModel
+	node [shape=ellipse]
+	gelman_rubin
+	within_range
+	adaptPlot
+	apoly_construction
+	gamma_mean
+	hellinger_distance
+	logpdf
+	subdomain
+	eval_rec_rule
+	eval_rec_rule_arbitrary
+	eval_univ_basis
+	poly_rec_coeffs
+	check_ranges
+	cross_truncate
+	glexindex
+	corr
+	update_precisions
+	corr_loocv_error
+	create_psi
+	gaussian_process_emulator
+	Input -> Marginal [label=""]
+}
-- 
GitLab