From 59eb5672deec1219049b126a0c270a81eda839b9 Mon Sep 17 00:00:00 2001
From: dimitargeorgiev <d.georgiev21@imperial.ac.uk>
Date: Sat, 1 Jun 2024 09:59:13 +0100
Subject: [PATCH 1/9] added link to published paper to project.toml

---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 8b48046..324c131 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -43,7 +43,7 @@ requires-python = ">=3.8"
 [project.urls]
 Documentation = "https://ramanspy.readthedocs.io"
 Source = "https://github.com/barahona-research-group/RamanSPy"
-Preprint = "https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51"
+Paper = "https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383"
 
 [options.packages.find]
 where = "src"

From 50de119f6ea08d0c233b4485132aecd8e1af83ff Mon Sep 17 00:00:00 2001
From: dimitargeorgiev <d.georgiev21@imperial.ac.uk>
Date: Sat, 1 Jun 2024 10:00:44 +0100
Subject: [PATCH 2/9] added link to published paper to documentation

---
 docs/source/index.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/source/index.rst b/docs/source/index.rst
index 7e554c0..cde0d42 100644
--- a/docs/source/index.rst
+++ b/docs/source/index.rst
@@ -88,4 +88,4 @@ Also, if you find *RamanSPy* useful, please consider leaving a star on GitHub:
    :hidden:
 
    GitHub repository <https://github.com/barahona-research-group/RamanSPy>
-   Paper <https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51>
\ No newline at end of file
+   Paper <https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383>
\ No newline at end of file

From 6da4c7f5b091e0df3f519fab03b0969d95e963e1 Mon Sep 17 00:00:00 2001
From: dimitargeorgiev <d.georgiev21@imperial.ac.uk>
Date: Sat, 1 Jun 2024 10:12:11 +0100
Subject: [PATCH 3/9] added link to published paper to documentation

---
 docs/source/index.rst | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/docs/source/index.rst b/docs/source/index.rst
index cde0d42..22a66d8 100644
--- a/docs/source/index.rst
+++ b/docs/source/index.rst
@@ -14,11 +14,11 @@ Key features
 - Preprocessing pipelining
 - Preprocessing protocols
 - Analysis methods
+- AI and ML integration
 - Visualisation tools
-- AI integration
 - Datasets
+- Synthetic data generator
 - Metrics
-- Synthetic data generator (**new in versions >= 0.2.0**)
 
 |
 
@@ -34,7 +34,7 @@ Credits
 -----------------
 If you use this package for your research, please cite our paper:
 
-`Georgiev, D., Pedersen, S., Xie, R., Fernández-Galiana, Á., Stevens, M., & Barahona, M. (2023). RamanSPy: An open-source Python package for integrative Raman spectroscopy data analysis. ChemRxiv. doi:10.26434/chemrxiv-2023-m3xlm <https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51>`_
+`Georgiev, D.; Pedersen, S. V.; Xie, R.; Fernández-Galiana, Á.; Stevens, M. M.; Barahona, M. RamanSPy: An open-source Python package for integrative Raman spectroscopy data analysis. ACS Analytical Chemistry 2024, 96(21), 8492-8500, DOI: 10.1021/acs.analchem.4c00383 <https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383>`_
 
 |
 

From 22f24318933024ab4ca9e4158135fded50d4d828 Mon Sep 17 00:00:00 2001
From: dimitargeorgiev <d.georgiev21@imperial.ac.uk>
Date: Sat, 1 Jun 2024 10:16:03 +0100
Subject: [PATCH 4/9] added graphical abstract to documentation

---
 .../images/ramanspy_graphical_abstract.png     | Bin 0 -> 383736 bytes
 docs/source/index.rst                          |   6 ++++++
 2 files changed, 6 insertions(+)
 create mode 100644 docs/source/images/ramanspy_graphical_abstract.png

diff --git a/docs/source/images/ramanspy_graphical_abstract.png b/docs/source/images/ramanspy_graphical_abstract.png
new file mode 100644
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diff --git a/docs/source/index.rst b/docs/source/index.rst
index 22a66d8..0cb854f 100644
--- a/docs/source/index.rst
+++ b/docs/source/index.rst
@@ -6,6 +6,12 @@ day-to-day analyses, research applications, as well as the development and valid
 
 |
 
+.. image:: images/ramanspy_graphical_abstract.png
+  :width: 600
+  :alt: Overview of RamanSPy's functionalities
+
+|
+
 Key features
 -----------------
 - Common data format

From 01519335ac8428cc805ef87f075863c0fcb4c8da Mon Sep 17 00:00:00 2001
From: dimitargeorgiev <d.georgiev21@imperial.ac.uk>
Date: Sat, 1 Jun 2024 10:37:31 +0100
Subject: [PATCH 5/9] added logo and graphical abstract to README

---
 README.md | 18 +++++++++++++-----
 1 file changed, 13 insertions(+), 5 deletions(-)

diff --git a/README.md b/README.md
index 4b12afc..80a3ed6 100644
--- a/README.md
+++ b/README.md
@@ -1,10 +1,18 @@
-# RamanSPy
+<p align="center">
+  <a href="https://ramanspy.readthedocs.io/">
+    <img src="https://github.com/barahona-research-group/RamanSPy/blob/1121738ca4b8b64d938b81eefe32059ac33ace8e/docs/source/images/raman_logo_transparent.png" alt="RamanSPy logo"  width="360">
+  </a>
+</p>
+
+##
 
 [![Downloads](https://static.pepy.tech/badge/ramanspy)](https://pepy.tech/project/ramanspy)   [![contributions welcome](https://img.shields.io/badge/contributions-welcome-brightgreen.svg?style=flat)]([https://github.com/dwyl/esta/issues](https://github.com/barahona-research-group/RamanSPy/issues))
 
 
-*RamanSPy* is an open-source Python package for integrative
-Raman spectroscopy data analysis.
+#### *RamanSPy* is an open-source Python package for integrative Raman spectroscopy data analysis.
+
+
+![Overview of RamanSPy](docs/source/images/ramanspy_graphical_abstract.png)
 
 ## Key features
 
@@ -14,11 +22,11 @@ Raman spectroscopy data analysis.
 - Preprocessing pipelining
 - Preprocessing protocols
 - Analysis methods
+- AI & ML integration
 - Visualisation tools
-- AI integration
 - Datasets
+- Synthetic data generator
 - Metrics
-- Synthetic data generator (***new in versions >= 0.2.0***)
   
 
 ## Installation

From 7e69fadc216e4c2d5de6eb19a682efe2a34ff2b9 Mon Sep 17 00:00:00 2001
From: dimitargeorgiev <d.georgiev21@imperial.ac.uk>
Date: Sat, 1 Jun 2024 10:40:13 +0100
Subject: [PATCH 6/9] added bibtex to documentation

---
 docs/source/index.rst | 13 +++++++++++++
 1 file changed, 13 insertions(+)

diff --git a/docs/source/index.rst b/docs/source/index.rst
index 0cb854f..e2dad21 100644
--- a/docs/source/index.rst
+++ b/docs/source/index.rst
@@ -42,6 +42,19 @@ If you use this package for your research, please cite our paper:
 
 `Georgiev, D.; Pedersen, S. V.; Xie, R.; Fernández-Galiana, Á.; Stevens, M. M.; Barahona, M. RamanSPy: An open-source Python package for integrative Raman spectroscopy data analysis. ACS Analytical Chemistry 2024, 96(21), 8492-8500, DOI: 10.1021/acs.analchem.4c00383 <https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383>`_
 
+.. code-block:: latex
+
+    @article{georgiev2024ramanspy,
+        title={RamanSPy: An open-source Python package for integrative Raman spectroscopy data analysis},
+        author={Georgiev, Dimitar and Pedersen, Simon Vilms and Xie, Ruoxiao and Fern{\'a}ndez-Galiana, Alvaro and Stevens, Molly M and Barahona, Mauricio},
+        journal={Analytical Chemistry},
+        volume={96},
+        number={21},
+        pages={8492-8500},
+        year={2024},
+        doi={10.1021/acs.analchem.4c00383}
+    }
+
 |
 
 

From 88af243db2c89d6f6759f433c2aeb700d6bf6bcc Mon Sep 17 00:00:00 2001
From: dimitargeorgiev <d.georgiev21@imperial.ac.uk>
Date: Sat, 1 Jun 2024 10:45:17 +0100
Subject: [PATCH 7/9] rebuilt docs

---
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diff --git a/docs/build/html/.buildinfo b/docs/build/html/.buildinfo
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--- a/docs/build/html/_modules/index.html
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 <ul>
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-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
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diff --git a/docs/build/html/_modules/ramanspy/load.html b/docs/build/html/_modules/ramanspy/load.html
index 0047a7e..5bcc1e0 100644
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 </ul>
 
 </div>
diff --git a/docs/build/html/_modules/ramanspy/preprocessing/baseline.html b/docs/build/html/_modules/ramanspy/preprocessing/baseline.html
index 43f41e5..f214220 100644
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 <li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/_modules/ramanspy/synth/synth.html b/docs/build/html/_modules/ramanspy/synth/synth.html
index 4cec17c..f5cbb0f 100644
--- a/docs/build/html/_modules/ramanspy/synth/synth.html
+++ b/docs/build/html/_modules/ramanspy/synth/synth.html
@@ -265,7 +265,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/_sources/index.rst.txt b/docs/build/html/_sources/index.rst.txt
index 7e554c0..93c82c7 100644
--- a/docs/build/html/_sources/index.rst.txt
+++ b/docs/build/html/_sources/index.rst.txt
@@ -6,6 +6,13 @@ day-to-day analyses, research applications, as well as the development and valid
 
 |
 
+.. image:: images/ramanspy_graphical_abstract.png
+  :width: 600
+  :align: center
+  :alt: Overview of RamanSPy's functionalities
+
+|
+
 Key features
 -----------------
 - Common data format
@@ -14,11 +21,11 @@ Key features
 - Preprocessing pipelining
 - Preprocessing protocols
 - Analysis methods
+- AI and ML integration
 - Visualisation tools
-- AI integration
 - Datasets
+- Synthetic data generator
 - Metrics
-- Synthetic data generator (**new in versions >= 0.2.0**)
 
 |
 
@@ -34,7 +41,20 @@ Credits
 -----------------
 If you use this package for your research, please cite our paper:
 
-`Georgiev, D., Pedersen, S., Xie, R., Fernández-Galiana, Á., Stevens, M., & Barahona, M. (2023). RamanSPy: An open-source Python package for integrative Raman spectroscopy data analysis. ChemRxiv. doi:10.26434/chemrxiv-2023-m3xlm <https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51>`_
+`Georgiev, D.; Pedersen, S. V.; Xie, R.; Fernández-Galiana, Á.; Stevens, M. M.; Barahona, M. RamanSPy: An open-source Python package for integrative Raman spectroscopy data analysis. ACS Analytical Chemistry 2024, 96(21), 8492-8500, DOI: 10.1021/acs.analchem.4c00383 <https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383>`_
+
+.. code-block:: latex
+
+    @article{georgiev2024ramanspy,
+        title={RamanSPy: An open-source Python package for integrative Raman spectroscopy data analysis},
+        author={Georgiev, Dimitar and Pedersen, Simon Vilms and Xie, Ruoxiao and Fern{\'a}ndez-Galiana, Alvaro and Stevens, Molly M and Barahona, Mauricio},
+        journal={Analytical Chemistry},
+        volume={96},
+        number={21},
+        pages={8492-8500},
+        year={2024},
+        doi={10.1021/acs.analchem.4c00383}
+    }
 
 |
 
@@ -88,4 +108,4 @@ Also, if you find *RamanSPy* useful, please consider leaving a star on GitHub:
    :hidden:
 
    GitHub repository <https://github.com/barahona-research-group/RamanSPy>
-   Paper <https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51>
\ No newline at end of file
+   Paper <https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383>
\ No newline at end of file
diff --git a/docs/build/html/_templates/autosummary/class.html b/docs/build/html/_templates/autosummary/class.html
index a3c1c0e..c4e753e 100644
--- a/docs/build/html/_templates/autosummary/class.html
+++ b/docs/build/html/_templates/autosummary/class.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/analysis.html b/docs/build/html/analysis.html
index 932e90e..bce95db 100644
--- a/docs/build/html/analysis.html
+++ b/docs/build/html/analysis.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/auto_examples/index.html b/docs/build/html/auto_examples/index.html
index 453ce7b..a4fd7bf 100644
--- a/docs/build/html/auto_examples/index.html
+++ b/docs/build/html/auto_examples/index.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/auto_examples/plot_i_package_overview.html b/docs/build/html/auto_examples/plot_i_package_overview.html
index c22f092..a95bdc1 100644
--- a/docs/build/html/auto_examples/plot_i_package_overview.html
+++ b/docs/build/html/auto_examples/plot_i_package_overview.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/auto_examples/plot_i_preprocessing_pipelines.html b/docs/build/html/auto_examples/plot_i_preprocessing_pipelines.html
index 50a646b..6dc221c 100644
--- a/docs/build/html/auto_examples/plot_i_preprocessing_pipelines.html
+++ b/docs/build/html/auto_examples/plot_i_preprocessing_pipelines.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/auto_examples/plot_ii_dl_denoising.html b/docs/build/html/auto_examples/plot_ii_dl_denoising.html
index edd9026..c813044 100644
--- a/docs/build/html/auto_examples/plot_ii_dl_denoising.html
+++ b/docs/build/html/auto_examples/plot_ii_dl_denoising.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/auto_examples/plot_iii_bacteria_classification.html b/docs/build/html/auto_examples/plot_iii_bacteria_classification.html
index 71090c8..4f787d1 100644
--- a/docs/build/html/auto_examples/plot_iii_bacteria_classification.html
+++ b/docs/build/html/auto_examples/plot_iii_bacteria_classification.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/auto_examples/sg_execution_times.html b/docs/build/html/auto_examples/sg_execution_times.html
index df717a3..cadea5c 100644
--- a/docs/build/html/auto_examples/sg_execution_times.html
+++ b/docs/build/html/auto_examples/sg_execution_times.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/auto_tutorials/i-classes/plot_i_generic_container.html b/docs/build/html/auto_tutorials/i-classes/plot_i_generic_container.html
index aa46542..18db4f5 100644
--- a/docs/build/html/auto_tutorials/i-classes/plot_i_generic_container.html
+++ b/docs/build/html/auto_tutorials/i-classes/plot_i_generic_container.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/auto_tutorials/i-classes/plot_ii_spectrum_container.html b/docs/build/html/auto_tutorials/i-classes/plot_ii_spectrum_container.html
index bf4a829..1b5a55c 100644
--- a/docs/build/html/auto_tutorials/i-classes/plot_ii_spectrum_container.html
+++ b/docs/build/html/auto_tutorials/i-classes/plot_ii_spectrum_container.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/auto_tutorials/i-classes/plot_iii_image_container.html b/docs/build/html/auto_tutorials/i-classes/plot_iii_image_container.html
index 0f85961..ba9634e 100644
--- a/docs/build/html/auto_tutorials/i-classes/plot_iii_image_container.html
+++ b/docs/build/html/auto_tutorials/i-classes/plot_iii_image_container.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/auto_tutorials/i-classes/plot_iv_volume_container.html b/docs/build/html/auto_tutorials/i-classes/plot_iv_volume_container.html
index c48d18b..e141bf7 100644
--- a/docs/build/html/auto_tutorials/i-classes/plot_iv_volume_container.html
+++ b/docs/build/html/auto_tutorials/i-classes/plot_iv_volume_container.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/auto_tutorials/i-classes/sg_execution_times.html b/docs/build/html/auto_tutorials/i-classes/sg_execution_times.html
index 8a7a5a8..8413dec 100644
--- a/docs/build/html/auto_tutorials/i-classes/sg_execution_times.html
+++ b/docs/build/html/auto_tutorials/i-classes/sg_execution_times.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/auto_tutorials/ii-instrumental/i_witec.html b/docs/build/html/auto_tutorials/ii-instrumental/i_witec.html
index 8844b2c..7d96de4 100644
--- a/docs/build/html/auto_tutorials/ii-instrumental/i_witec.html
+++ b/docs/build/html/auto_tutorials/ii-instrumental/i_witec.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/auto_tutorials/ii-instrumental/ii_renishaw.html b/docs/build/html/auto_tutorials/ii-instrumental/ii_renishaw.html
index 67d57a5..27bcc7a 100644
--- a/docs/build/html/auto_tutorials/ii-instrumental/ii_renishaw.html
+++ b/docs/build/html/auto_tutorials/ii-instrumental/ii_renishaw.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
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-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/auto_tutorials/ii-instrumental/iii_ocean_insight.html b/docs/build/html/auto_tutorials/ii-instrumental/iii_ocean_insight.html
index cc22fc5..4e280c5 100644
--- a/docs/build/html/auto_tutorials/ii-instrumental/iii_ocean_insight.html
+++ b/docs/build/html/auto_tutorials/ii-instrumental/iii_ocean_insight.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
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-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/auto_tutorials/ii-instrumental/iv_other.html b/docs/build/html/auto_tutorials/ii-instrumental/iv_other.html
index 20e6dec..4917d5f 100644
--- a/docs/build/html/auto_tutorials/ii-instrumental/iv_other.html
+++ b/docs/build/html/auto_tutorials/ii-instrumental/iv_other.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
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-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/auto_tutorials/iii-datasets/ii_rruff.html b/docs/build/html/auto_tutorials/iii-datasets/ii_rruff.html
index b5f6fdf..d7674c7 100644
--- a/docs/build/html/auto_tutorials/iii-datasets/ii_rruff.html
+++ b/docs/build/html/auto_tutorials/iii-datasets/ii_rruff.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
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-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/auto_tutorials/iii-datasets/plot_i_bacteria.html b/docs/build/html/auto_tutorials/iii-datasets/plot_i_bacteria.html
index e7ac231..857da4b 100644
--- a/docs/build/html/auto_tutorials/iii-datasets/plot_i_bacteria.html
+++ b/docs/build/html/auto_tutorials/iii-datasets/plot_i_bacteria.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
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-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/auto_tutorials/iii-datasets/plot_ii_metrics.html b/docs/build/html/auto_tutorials/iii-datasets/plot_ii_metrics.html
index 2168ef6..7a21040 100644
--- a/docs/build/html/auto_tutorials/iii-datasets/plot_ii_metrics.html
+++ b/docs/build/html/auto_tutorials/iii-datasets/plot_ii_metrics.html
@@ -266,7 +266,7 @@
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-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/auto_tutorials/iii-datasets/sg_execution_times.html b/docs/build/html/auto_tutorials/iii-datasets/sg_execution_times.html
index 1f7f83f..9c3066f 100644
--- a/docs/build/html/auto_tutorials/iii-datasets/sg_execution_times.html
+++ b/docs/build/html/auto_tutorials/iii-datasets/sg_execution_times.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
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-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/auto_tutorials/index.html b/docs/build/html/auto_tutorials/index.html
index ed8647a..01aa906 100644
--- a/docs/build/html/auto_tutorials/index.html
+++ b/docs/build/html/auto_tutorials/index.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
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-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/auto_tutorials/iv-viz/plot_i_spectra.html b/docs/build/html/auto_tutorials/iv-viz/plot_i_spectra.html
index 9417e99..ce001ed 100644
--- a/docs/build/html/auto_tutorials/iv-viz/plot_i_spectra.html
+++ b/docs/build/html/auto_tutorials/iv-viz/plot_i_spectra.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
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-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
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diff --git a/docs/build/html/auto_tutorials/iv-viz/plot_ii_peaks.html b/docs/build/html/auto_tutorials/iv-viz/plot_ii_peaks.html
index 11ac819..bbb7987 100644
--- a/docs/build/html/auto_tutorials/iv-viz/plot_ii_peaks.html
+++ b/docs/build/html/auto_tutorials/iv-viz/plot_ii_peaks.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
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-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
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 </div>
diff --git a/docs/build/html/auto_tutorials/iv-viz/plot_ii_spectra_mean.html b/docs/build/html/auto_tutorials/iv-viz/plot_ii_spectra_mean.html
index f0bfce5..543ec80 100644
--- a/docs/build/html/auto_tutorials/iv-viz/plot_ii_spectra_mean.html
+++ b/docs/build/html/auto_tutorials/iv-viz/plot_ii_spectra_mean.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
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diff --git a/docs/build/html/auto_tutorials/iv-viz/plot_iii_image.html b/docs/build/html/auto_tutorials/iv-viz/plot_iii_image.html
index b7668c0..c9ba576 100644
--- a/docs/build/html/auto_tutorials/iv-viz/plot_iii_image.html
+++ b/docs/build/html/auto_tutorials/iv-viz/plot_iii_image.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
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-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
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diff --git a/docs/build/html/auto_tutorials/iv-viz/plot_iv_volume.html b/docs/build/html/auto_tutorials/iv-viz/plot_iv_volume.html
index 68eb9fd..d685956 100644
--- a/docs/build/html/auto_tutorials/iv-viz/plot_iv_volume.html
+++ b/docs/build/html/auto_tutorials/iv-viz/plot_iv_volume.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
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diff --git a/docs/build/html/auto_tutorials/iv-viz/plot_v_peak_dist.html b/docs/build/html/auto_tutorials/iv-viz/plot_v_peak_dist.html
index 65d59f6..003a1a6 100644
--- a/docs/build/html/auto_tutorials/iv-viz/plot_v_peak_dist.html
+++ b/docs/build/html/auto_tutorials/iv-viz/plot_v_peak_dist.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
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-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
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diff --git a/docs/build/html/auto_tutorials/iv-viz/plot_vi_customisation.html b/docs/build/html/auto_tutorials/iv-viz/plot_vi_customisation.html
index 9bedd71..6d3f7e7 100644
--- a/docs/build/html/auto_tutorials/iv-viz/plot_vi_customisation.html
+++ b/docs/build/html/auto_tutorials/iv-viz/plot_vi_customisation.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
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-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
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diff --git a/docs/build/html/auto_tutorials/iv-viz/sg_execution_times.html b/docs/build/html/auto_tutorials/iv-viz/sg_execution_times.html
index 56f92fc..880cffa 100644
--- a/docs/build/html/auto_tutorials/iv-viz/sg_execution_times.html
+++ b/docs/build/html/auto_tutorials/iv-viz/sg_execution_times.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
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diff --git a/docs/build/html/auto_tutorials/v-preprocessing/plot_i_predefined_methods.html b/docs/build/html/auto_tutorials/v-preprocessing/plot_i_predefined_methods.html
index 5d9aee3..84d91e0 100644
--- a/docs/build/html/auto_tutorials/v-preprocessing/plot_i_predefined_methods.html
+++ b/docs/build/html/auto_tutorials/v-preprocessing/plot_i_predefined_methods.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
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diff --git a/docs/build/html/auto_tutorials/v-preprocessing/plot_ii_custom_method.html b/docs/build/html/auto_tutorials/v-preprocessing/plot_ii_custom_method.html
index 76d3f88..8b96f33 100644
--- a/docs/build/html/auto_tutorials/v-preprocessing/plot_ii_custom_method.html
+++ b/docs/build/html/auto_tutorials/v-preprocessing/plot_ii_custom_method.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
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diff --git a/docs/build/html/auto_tutorials/v-preprocessing/plot_iii_custom_pipeline.html b/docs/build/html/auto_tutorials/v-preprocessing/plot_iii_custom_pipeline.html
index 45f12f0..dc06466 100644
--- a/docs/build/html/auto_tutorials/v-preprocessing/plot_iii_custom_pipeline.html
+++ b/docs/build/html/auto_tutorials/v-preprocessing/plot_iii_custom_pipeline.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
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-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
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diff --git a/docs/build/html/auto_tutorials/v-preprocessing/plot_iv_predefined_pipeline.html b/docs/build/html/auto_tutorials/v-preprocessing/plot_iv_predefined_pipeline.html
index 4f403bb..0fc2f70 100644
--- a/docs/build/html/auto_tutorials/v-preprocessing/plot_iv_predefined_pipeline.html
+++ b/docs/build/html/auto_tutorials/v-preprocessing/plot_iv_predefined_pipeline.html
@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/auto_tutorials/v-preprocessing/sg_execution_times.html b/docs/build/html/auto_tutorials/v-preprocessing/sg_execution_times.html
index 3a3824c..21ec46a 100644
--- a/docs/build/html/auto_tutorials/v-preprocessing/sg_execution_times.html
+++ b/docs/build/html/auto_tutorials/v-preprocessing/sg_execution_times.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
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diff --git a/docs/build/html/auto_tutorials/vi-analysis/plot_i_decomposition.html b/docs/build/html/auto_tutorials/vi-analysis/plot_i_decomposition.html
index ad21dce..4280326 100644
--- a/docs/build/html/auto_tutorials/vi-analysis/plot_i_decomposition.html
+++ b/docs/build/html/auto_tutorials/vi-analysis/plot_i_decomposition.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
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diff --git a/docs/build/html/auto_tutorials/vi-analysis/plot_ii_kmeans.html b/docs/build/html/auto_tutorials/vi-analysis/plot_ii_kmeans.html
index 6d41ced..41ef0e6 100644
--- a/docs/build/html/auto_tutorials/vi-analysis/plot_ii_kmeans.html
+++ b/docs/build/html/auto_tutorials/vi-analysis/plot_ii_kmeans.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
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diff --git a/docs/build/html/auto_tutorials/vi-analysis/plot_iii_unmixing.html b/docs/build/html/auto_tutorials/vi-analysis/plot_iii_unmixing.html
index 0ca1038..6321f1d 100644
--- a/docs/build/html/auto_tutorials/vi-analysis/plot_iii_unmixing.html
+++ b/docs/build/html/auto_tutorials/vi-analysis/plot_iii_unmixing.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
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diff --git a/docs/build/html/auto_tutorials/vi-analysis/plot_iv_integrative_svm.html b/docs/build/html/auto_tutorials/vi-analysis/plot_iv_integrative_svm.html
index 05617e1..a7bc0f8 100644
--- a/docs/build/html/auto_tutorials/vi-analysis/plot_iv_integrative_svm.html
+++ b/docs/build/html/auto_tutorials/vi-analysis/plot_iv_integrative_svm.html
@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/auto_tutorials/vi-analysis/plot_v_integrative_nn.html b/docs/build/html/auto_tutorials/vi-analysis/plot_v_integrative_nn.html
index 044d5f8..b634da0 100644
--- a/docs/build/html/auto_tutorials/vi-analysis/plot_v_integrative_nn.html
+++ b/docs/build/html/auto_tutorials/vi-analysis/plot_v_integrative_nn.html
@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/auto_tutorials/vi-analysis/sg_execution_times.html b/docs/build/html/auto_tutorials/vi-analysis/sg_execution_times.html
index 4af8aae..94e7f44 100644
--- a/docs/build/html/auto_tutorials/vi-analysis/sg_execution_times.html
+++ b/docs/build/html/auto_tutorials/vi-analysis/sg_execution_times.html
@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/auto_tutorials/vii-synth/plot_i_endmembers.html b/docs/build/html/auto_tutorials/vii-synth/plot_i_endmembers.html
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--- a/docs/build/html/auto_tutorials/vii-synth/plot_i_endmembers.html
+++ b/docs/build/html/auto_tutorials/vii-synth/plot_i_endmembers.html
@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/auto_tutorials/vii-synth/sg_execution_times.html b/docs/build/html/auto_tutorials/vii-synth/sg_execution_times.html
index 2cb1660..bb0fe96 100644
--- a/docs/build/html/auto_tutorials/vii-synth/sg_execution_times.html
+++ b/docs/build/html/auto_tutorials/vii-synth/sg_execution_times.html
@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/data_classes.html b/docs/build/html/data_classes.html
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@@ -266,7 +266,7 @@
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-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
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 </ul>
 
 </div>
diff --git a/docs/build/html/datasets.html b/docs/build/html/datasets.html
index 2f47f38..661497a 100644
--- a/docs/build/html/datasets.html
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@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/examples/README.html b/docs/build/html/examples/README.html
index 4bd163e..485b2b0 100644
--- a/docs/build/html/examples/README.html
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@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/generated/analysis/cluster/ramanspy.analysis.cluster.KMeans.html b/docs/build/html/generated/analysis/cluster/ramanspy.analysis.cluster.KMeans.html
index da4c23d..3a163e9 100644
--- a/docs/build/html/generated/analysis/cluster/ramanspy.analysis.cluster.KMeans.html
+++ b/docs/build/html/generated/analysis/cluster/ramanspy.analysis.cluster.KMeans.html
@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/generated/analysis/decompose/ramanspy.analysis.decompose.ICA.html b/docs/build/html/generated/analysis/decompose/ramanspy.analysis.decompose.ICA.html
index c39c14a..9586907 100644
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+++ b/docs/build/html/generated/analysis/decompose/ramanspy.analysis.decompose.ICA.html
@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/generated/analysis/decompose/ramanspy.analysis.decompose.NMF.html b/docs/build/html/generated/analysis/decompose/ramanspy.analysis.decompose.NMF.html
index 1549fd4..31e0c15 100644
--- a/docs/build/html/generated/analysis/decompose/ramanspy.analysis.decompose.NMF.html
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@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/generated/analysis/decompose/ramanspy.analysis.decompose.PCA.html b/docs/build/html/generated/analysis/decompose/ramanspy.analysis.decompose.PCA.html
index a6696ca..6b56ec4 100644
--- a/docs/build/html/generated/analysis/decompose/ramanspy.analysis.decompose.PCA.html
+++ b/docs/build/html/generated/analysis/decompose/ramanspy.analysis.decompose.PCA.html
@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/generated/analysis/unmix/ramanspy.analysis.unmix.FIPPI.html b/docs/build/html/generated/analysis/unmix/ramanspy.analysis.unmix.FIPPI.html
index d8ecc0d..47a1da3 100644
--- a/docs/build/html/generated/analysis/unmix/ramanspy.analysis.unmix.FIPPI.html
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@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/generated/analysis/unmix/ramanspy.analysis.unmix.NFINDR.html b/docs/build/html/generated/analysis/unmix/ramanspy.analysis.unmix.NFINDR.html
index ca3d778..53db423 100644
--- a/docs/build/html/generated/analysis/unmix/ramanspy.analysis.unmix.NFINDR.html
+++ b/docs/build/html/generated/analysis/unmix/ramanspy.analysis.unmix.NFINDR.html
@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/generated/analysis/unmix/ramanspy.analysis.unmix.PPI.html b/docs/build/html/generated/analysis/unmix/ramanspy.analysis.unmix.PPI.html
index 4e011d8..9c5450f 100644
--- a/docs/build/html/generated/analysis/unmix/ramanspy.analysis.unmix.PPI.html
+++ b/docs/build/html/generated/analysis/unmix/ramanspy.analysis.unmix.PPI.html
@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/generated/analysis/unmix/ramanspy.analysis.unmix.VCA.html b/docs/build/html/generated/analysis/unmix/ramanspy.analysis.unmix.VCA.html
index 8844e24..b987aa9 100644
--- a/docs/build/html/generated/analysis/unmix/ramanspy.analysis.unmix.VCA.html
+++ b/docs/build/html/generated/analysis/unmix/ramanspy.analysis.unmix.VCA.html
@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.AIRPLS.html b/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.AIRPLS.html
index d593c3a..27cbfce 100644
--- a/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.AIRPLS.html
+++ b/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.AIRPLS.html
@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.ARPLS.html b/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.ARPLS.html
index 20d7450..baa1520 100644
--- a/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.ARPLS.html
+++ b/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.ARPLS.html
@@ -266,7 +266,7 @@
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+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
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diff --git a/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.ASLS.html b/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.ASLS.html
index 9164251..476150f 100644
--- a/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.ASLS.html
+++ b/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.ASLS.html
@@ -266,7 +266,7 @@
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 </ul>
 
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diff --git a/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.ASPLS.html b/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.ASPLS.html
index 7627f67..7881e2a 100644
--- a/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.ASPLS.html
+++ b/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.ASPLS.html
@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.CornerCutting.html b/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.CornerCutting.html
index b5dae0b..b2662b3 100644
--- a/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.CornerCutting.html
+++ b/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.CornerCutting.html
@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.DRPLS.html b/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.DRPLS.html
index 2250ee1..5aa43fd 100644
--- a/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.DRPLS.html
+++ b/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.DRPLS.html
@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.FABC.html b/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.FABC.html
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--- a/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.FABC.html
+++ b/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.FABC.html
@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.Goldindec.html b/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.Goldindec.html
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--- a/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.Goldindec.html
+++ b/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.Goldindec.html
@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.IARPLS.html b/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.IARPLS.html
index 4da4d74..375d007 100644
--- a/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.IARPLS.html
+++ b/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.IARPLS.html
@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.IASLS.html b/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.IASLS.html
index dfd8099..829ba28 100644
--- a/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.IASLS.html
+++ b/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.IASLS.html
@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.IRSQR.html b/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.IRSQR.html
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--- a/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.IRSQR.html
+++ b/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.IRSQR.html
@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.ModPoly.html b/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.ModPoly.html
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--- a/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.ModPoly.html
+++ b/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.ModPoly.html
@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.Poly.html b/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.Poly.html
index 06a0674..e99d8d9 100644
--- a/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.Poly.html
+++ b/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.Poly.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/generated/prepprocessing/denoising/ramanspy.preprocessing.denoise.Gaussian.html b/docs/build/html/generated/prepprocessing/denoising/ramanspy.preprocessing.denoise.Gaussian.html
index ee11ab1..61f6dda 100644
--- a/docs/build/html/generated/prepprocessing/denoising/ramanspy.preprocessing.denoise.Gaussian.html
+++ b/docs/build/html/generated/prepprocessing/denoising/ramanspy.preprocessing.denoise.Gaussian.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/generated/prepprocessing/denoising/ramanspy.preprocessing.denoise.Kernel.html b/docs/build/html/generated/prepprocessing/denoising/ramanspy.preprocessing.denoise.Kernel.html
index 8645e5c..ad2be1e 100644
--- a/docs/build/html/generated/prepprocessing/denoising/ramanspy.preprocessing.denoise.Kernel.html
+++ b/docs/build/html/generated/prepprocessing/denoising/ramanspy.preprocessing.denoise.Kernel.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/generated/prepprocessing/denoising/ramanspy.preprocessing.denoise.SavGol.html b/docs/build/html/generated/prepprocessing/denoising/ramanspy.preprocessing.denoise.SavGol.html
index e4caf82..d22f09a 100644
--- a/docs/build/html/generated/prepprocessing/denoising/ramanspy.preprocessing.denoise.SavGol.html
+++ b/docs/build/html/generated/prepprocessing/denoising/ramanspy.preprocessing.denoise.SavGol.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/generated/prepprocessing/denoising/ramanspy.preprocessing.denoise.Whittaker.html b/docs/build/html/generated/prepprocessing/denoising/ramanspy.preprocessing.denoise.Whittaker.html
index da920dc..b872bf0 100644
--- a/docs/build/html/generated/prepprocessing/denoising/ramanspy.preprocessing.denoise.Whittaker.html
+++ b/docs/build/html/generated/prepprocessing/denoising/ramanspy.preprocessing.denoise.Whittaker.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/generated/prepprocessing/despiking/ramanspy.preprocessing.despike.WhitakerHayes.html b/docs/build/html/generated/prepprocessing/despiking/ramanspy.preprocessing.despike.WhitakerHayes.html
index cbec464..05b86f8 100644
--- a/docs/build/html/generated/prepprocessing/despiking/ramanspy.preprocessing.despike.WhitakerHayes.html
+++ b/docs/build/html/generated/prepprocessing/despiking/ramanspy.preprocessing.despike.WhitakerHayes.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/generated/prepprocessing/misc/ramanspy.preprocessing.misc.BackgroundSubtractor.html b/docs/build/html/generated/prepprocessing/misc/ramanspy.preprocessing.misc.BackgroundSubtractor.html
index cd39fd2..3c699fb 100644
--- a/docs/build/html/generated/prepprocessing/misc/ramanspy.preprocessing.misc.BackgroundSubtractor.html
+++ b/docs/build/html/generated/prepprocessing/misc/ramanspy.preprocessing.misc.BackgroundSubtractor.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/generated/prepprocessing/misc/ramanspy.preprocessing.misc.Cropper.html b/docs/build/html/generated/prepprocessing/misc/ramanspy.preprocessing.misc.Cropper.html
index c775734..ce54c59 100644
--- a/docs/build/html/generated/prepprocessing/misc/ramanspy.preprocessing.misc.Cropper.html
+++ b/docs/build/html/generated/prepprocessing/misc/ramanspy.preprocessing.misc.Cropper.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/generated/prepprocessing/norm/ramanspy.preprocessing.normalise.AUC.html b/docs/build/html/generated/prepprocessing/norm/ramanspy.preprocessing.normalise.AUC.html
index 70ab78d..a79cef9 100644
--- a/docs/build/html/generated/prepprocessing/norm/ramanspy.preprocessing.normalise.AUC.html
+++ b/docs/build/html/generated/prepprocessing/norm/ramanspy.preprocessing.normalise.AUC.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/generated/prepprocessing/norm/ramanspy.preprocessing.normalise.MaxIntensity.html b/docs/build/html/generated/prepprocessing/norm/ramanspy.preprocessing.normalise.MaxIntensity.html
index 7a96ce4..8365b31 100644
--- a/docs/build/html/generated/prepprocessing/norm/ramanspy.preprocessing.normalise.MaxIntensity.html
+++ b/docs/build/html/generated/prepprocessing/norm/ramanspy.preprocessing.normalise.MaxIntensity.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/generated/prepprocessing/norm/ramanspy.preprocessing.normalise.MinMax.html b/docs/build/html/generated/prepprocessing/norm/ramanspy.preprocessing.normalise.MinMax.html
index ef37611..03683aa 100644
--- a/docs/build/html/generated/prepprocessing/norm/ramanspy.preprocessing.normalise.MinMax.html
+++ b/docs/build/html/generated/prepprocessing/norm/ramanspy.preprocessing.normalise.MinMax.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/generated/prepprocessing/norm/ramanspy.preprocessing.normalise.Vector.html b/docs/build/html/generated/prepprocessing/norm/ramanspy.preprocessing.normalise.Vector.html
index d0fb9d5..f70e82b 100644
--- a/docs/build/html/generated/prepprocessing/norm/ramanspy.preprocessing.normalise.Vector.html
+++ b/docs/build/html/generated/prepprocessing/norm/ramanspy.preprocessing.normalise.Vector.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/generated/prepprocessing/protocols/ramanspy.preprocessing.protocols.bergholt2016.html b/docs/build/html/generated/prepprocessing/protocols/ramanspy.preprocessing.protocols.bergholt2016.html
index 3c40e4f..98193d1 100644
--- a/docs/build/html/generated/prepprocessing/protocols/ramanspy.preprocessing.protocols.bergholt2016.html
+++ b/docs/build/html/generated/prepprocessing/protocols/ramanspy.preprocessing.protocols.bergholt2016.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/generated/prepprocessing/protocols/ramanspy.preprocessing.protocols.georgiev2023_P1.html b/docs/build/html/generated/prepprocessing/protocols/ramanspy.preprocessing.protocols.georgiev2023_P1.html
index f9806d8..72c28e7 100644
--- a/docs/build/html/generated/prepprocessing/protocols/ramanspy.preprocessing.protocols.georgiev2023_P1.html
+++ b/docs/build/html/generated/prepprocessing/protocols/ramanspy.preprocessing.protocols.georgiev2023_P1.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/generated/prepprocessing/protocols/ramanspy.preprocessing.protocols.georgiev2023_P3.html b/docs/build/html/generated/prepprocessing/protocols/ramanspy.preprocessing.protocols.georgiev2023_P3.html
index 2885084..80e9746 100644
--- a/docs/build/html/generated/prepprocessing/protocols/ramanspy.preprocessing.protocols.georgiev2023_P3.html
+++ b/docs/build/html/generated/prepprocessing/protocols/ramanspy.preprocessing.protocols.georgiev2023_P3.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/genindex.html b/docs/build/html/genindex.html
index 0dd085b..971f79d 100644
--- a/docs/build/html/genindex.html
+++ b/docs/build/html/genindex.html
@@ -264,7 +264,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/index.html b/docs/build/html/index.html
index 5a5f586..941b53f 100644
--- a/docs/build/html/index.html
+++ b/docs/build/html/index.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
@@ -308,6 +308,10 @@ <h1><cite>RamanSPy</cite><a class="headerlink" href="#ramanspy" title="Link to t
 <div class="line-block">
 <div class="line"><br /></div>
 </div>
+<a class="reference internal image-reference" href="_images/ramanspy_graphical_abstract.png"><img alt="Overview of RamanSPy's functionalities" class="align-center" src="_images/ramanspy_graphical_abstract.png" style="width: 600px;" /></a>
+<div class="line-block">
+<div class="line"><br /></div>
+</div>
 <section id="key-features">
 <h2>Key features<a class="headerlink" href="#key-features" title="Link to this heading"></a></h2>
 <ul class="simple">
@@ -317,11 +321,11 @@ <h2>Key features<a class="headerlink" href="#key-features" title="Link to this h
 <li><p>Preprocessing pipelining</p></li>
 <li><p>Preprocessing protocols</p></li>
 <li><p>Analysis methods</p></li>
+<li><p>AI and ML integration</p></li>
 <li><p>Visualisation tools</p></li>
-<li><p>AI integration</p></li>
 <li><p>Datasets</p></li>
+<li><p>Synthetic data generator</p></li>
 <li><p>Metrics</p></li>
-<li><p>Synthetic data generator (<strong>new in versions &gt;= 0.2.0</strong>)</p></li>
 </ul>
 <div class="line-block">
 <div class="line"><br /></div>
@@ -339,7 +343,19 @@ <h2>Getting started<a class="headerlink" href="#getting-started" title="Link to
 <section id="credits">
 <h2>Credits<a class="headerlink" href="#credits" title="Link to this heading"></a></h2>
 <p>If you use this package for your research, please cite our paper:</p>
-<p><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Georgiev, D., Pedersen, S., Xie, R., Fernández-Galiana, Á., Stevens, M., &amp; Barahona, M. (2023). RamanSPy: An open-source Python package for integrative Raman spectroscopy data analysis. ChemRxiv. doi:10.26434/chemrxiv-2023-m3xlm</a></p>
+<p><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Georgiev, D.; Pedersen, S. V.; Xie, R.; Fernández-Galiana, Á.; Stevens, M. M.; Barahona, M. RamanSPy: An open-source Python package for integrative Raman spectroscopy data analysis. ACS Analytical Chemistry 2024, 96(21), 8492-8500, DOI: 10.1021/acs.analchem.4c00383</a></p>
+<div class="highlight-latex notranslate"><div class="highlight"><pre><span></span>@article<span class="nb">{</span>georgiev2024ramanspy,
+    title=<span class="nb">{</span>RamanSPy: An open-source Python package for integrative Raman spectroscopy data analysis<span class="nb">}</span>,
+    author=<span class="nb">{</span>Georgiev, Dimitar and Pedersen, Simon Vilms and Xie, Ruoxiao and Fern<span class="nb">{</span><span class="k">\&#39;</span>a<span class="nb">}</span>ndez-Galiana, Alvaro and Stevens, Molly M and Barahona, Mauricio<span class="nb">}</span>,
+    journal=<span class="nb">{</span>Analytical Chemistry<span class="nb">}</span>,
+    volume=<span class="nb">{</span>96<span class="nb">}</span>,
+    number=<span class="nb">{</span>21<span class="nb">}</span>,
+    pages=<span class="nb">{</span>8492-8500<span class="nb">}</span>,
+    year=<span class="nb">{</span>2024<span class="nb">}</span>,
+    doi=<span class="nb">{</span>10.1021/acs.analchem.4c00383<span class="nb">}</span>
+<span class="nb">}</span>
+</pre></div>
+</div>
 <div class="line-block">
 <div class="line"><br /></div>
 </div>
diff --git a/docs/build/html/installation.html b/docs/build/html/installation.html
index cb3dfde..33b3f20 100644
--- a/docs/build/html/installation.html
+++ b/docs/build/html/installation.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/loading.html b/docs/build/html/loading.html
index bbffa83..a111154 100644
--- a/docs/build/html/loading.html
+++ b/docs/build/html/loading.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/metrics.html b/docs/build/html/metrics.html
index 171cbfc..89f91b6 100644
--- a/docs/build/html/metrics.html
+++ b/docs/build/html/metrics.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
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diff --git a/docs/build/html/preprocessing.html b/docs/build/html/preprocessing.html
index fe07bc9..3387f61 100644
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diff --git a/docs/build/html/search.html b/docs/build/html/search.html
index 21c937a..60b5bca 100644
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\ No newline at end of file
diff --git a/docs/build/html/synth.html b/docs/build/html/synth.html
index dc7fcac..1ed4e06 100644
--- a/docs/build/html/synth.html
+++ b/docs/build/html/synth.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/tutorials/README.html b/docs/build/html/tutorials/README.html
index a5c6fcf..4d63fd2 100644
--- a/docs/build/html/tutorials/README.html
+++ b/docs/build/html/tutorials/README.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/tutorials/i-classes/README.html b/docs/build/html/tutorials/i-classes/README.html
index 38a530f..6813846 100644
--- a/docs/build/html/tutorials/i-classes/README.html
+++ b/docs/build/html/tutorials/i-classes/README.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/tutorials/ii-instrumental/README.html b/docs/build/html/tutorials/ii-instrumental/README.html
index dc11bd3..3c59528 100644
--- a/docs/build/html/tutorials/ii-instrumental/README.html
+++ b/docs/build/html/tutorials/ii-instrumental/README.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/tutorials/iii-datasets/README.html b/docs/build/html/tutorials/iii-datasets/README.html
index 8b3eb2c..2af6b75 100644
--- a/docs/build/html/tutorials/iii-datasets/README.html
+++ b/docs/build/html/tutorials/iii-datasets/README.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/tutorials/iv-viz/README.html b/docs/build/html/tutorials/iv-viz/README.html
index a21f1de..68b0c11 100644
--- a/docs/build/html/tutorials/iv-viz/README.html
+++ b/docs/build/html/tutorials/iv-viz/README.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/tutorials/v-preprocessing/README.html b/docs/build/html/tutorials/v-preprocessing/README.html
index edcef28..3eb616a 100644
--- a/docs/build/html/tutorials/v-preprocessing/README.html
+++ b/docs/build/html/tutorials/v-preprocessing/README.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/tutorials/vi-analysis/README.html b/docs/build/html/tutorials/vi-analysis/README.html
index ab280c1..1fd8e1a 100644
--- a/docs/build/html/tutorials/vi-analysis/README.html
+++ b/docs/build/html/tutorials/vi-analysis/README.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/tutorials/vii-synth/README.html b/docs/build/html/tutorials/vii-synth/README.html
index 0bdcbb1..f3ffb21 100644
--- a/docs/build/html/tutorials/vii-synth/README.html
+++ b/docs/build/html/tutorials/vii-synth/README.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/source/auto_tutorials/ii-instrumental/i_witec_codeobj.pickle b/docs/source/auto_tutorials/ii-instrumental/i_witec_codeobj.pickle
index 52ac4bf9ab2e84ff587d5ba0550bb04a2e6c4042..a62676616cc354e7f3e0c87df41ff346d98663a5 100644
GIT binary patch
delta 102
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zNu4rThfzwfhX=xoFV4s>Dw&eOHF1IrW8y?znThN5S$H}#cqgth;RMkgrKzQQ0Czzo
AeE<Le

delta 140
zcmcb@bcJbx-o%sA?maAdiMgp$dRWUdOHz}k^swdTr<CRZ1$c`Ra})E53o7+;@)J|0
z^zc9=;)^r#i%Kx0C$5&6_|S-*w=;vUqcnA*u7P+4dyha`QGRZGW^Q77YJ71?VsiGB
W49<xSQhXWQ8R8irrJbdTrFsBXEj5?`

diff --git a/docs/source/auto_tutorials/ii-instrumental/iv_other_codeobj.pickle b/docs/source/auto_tutorials/ii-instrumental/iv_other_codeobj.pickle
index 73253b97de1a7c2a7d5d2645b26400ac5fe9fe8f..4da89ac980d22a77650ca4d00ffa51e21e3e944c 100644
GIT binary patch
delta 128
zcmcc2c$sm6o~>X}Vs2tyaY3bCa6xKvNl|I;l-Mb?Q#5*5@)C1Xr}S{Zg?rd?^HWN5
zKw>aG6O#=rxC>JBic%9(;**QZAX+onfhu4k8Js<A1&MhniN#YgxHE(@cset9J4+Kw
F^#G(0F$Dks

delta 107
zcmcc2c$sm6o+)=hie6D_VoH2+aoLpEDYa8HdRX!jb5p1EaKMFo*mCnzN^^i>Yz2vV
zDT&1svkfNdNoZuS_izLkq$ZaXmF7;#-~{SO%uUQIE~uQ6!JQ$L!PA+++gX}ess{j|
CizpEQ

diff --git a/docs/source/index.rst b/docs/source/index.rst
index e2dad21..93c82c7 100644
--- a/docs/source/index.rst
+++ b/docs/source/index.rst
@@ -8,6 +8,7 @@ day-to-day analyses, research applications, as well as the development and valid
 
 .. image:: images/ramanspy_graphical_abstract.png
   :width: 600
+  :align: center
   :alt: Overview of RamanSPy's functionalities
 
 |

From 65036856321d3aa0b59db572fb368a905a3ac727 Mon Sep 17 00:00:00 2001
From: dimitargeorgiev <d.georgiev21@imperial.ac.uk>
Date: Sat, 1 Jun 2024 10:45:45 +0100
Subject: [PATCH 8/9] bumped up built version

---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 324c131..269b2a0 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -6,7 +6,7 @@ build-backend = "setuptools.build_meta"
 
 [project]
 name = "ramanspy"
-version = "0.2.9"
+version = "0.2.10"
 description = "RamanSPy: An open-source Python package for integrative Raman spectroscopy data analysis"
 readme = "README.md"
 authors = [{ name = "Dimitar Georgiev", email = "d.georgiev21@imperial.ac.uk" }]

From 197c24407507c9090d5402f2ec2710e2dfb434d3 Mon Sep 17 00:00:00 2001
From: Dimitar Georgiev <92256050+dgeorgiev21@users.noreply.github.com>
Date: Sat, 1 Jun 2024 10:57:53 +0100
Subject: [PATCH 9/9] Update README.md

---
 README.md | 13 +++++--------
 1 file changed, 5 insertions(+), 8 deletions(-)

diff --git a/README.md b/README.md
index 80a3ed6..23e7e26 100644
--- a/README.md
+++ b/README.md
@@ -1,21 +1,18 @@
 <p align="center">
   <a href="https://ramanspy.readthedocs.io/">
-    <img src="https://github.com/barahona-research-group/RamanSPy/blob/1121738ca4b8b64d938b81eefe32059ac33ace8e/docs/source/images/raman_logo_transparent.png" alt="RamanSPy logo"  width="360">
+    <img src="https://github.com/barahona-research-group/RamanSPy/blob/1121738ca4b8b64d938b81eefe32059ac33ace8e/docs/source/images/raman_logo_transparent.png" alt="RamanSPy logo"  width="300">
   </a>
 </p>
 
-##
+## *RamanSPy*: An open-source package for <ins>Raman</ins> <ins>S</ins>pectroscopy analytics in <ins>Py</ins>thon.
 
 [![Downloads](https://static.pepy.tech/badge/ramanspy)](https://pepy.tech/project/ramanspy)   [![contributions welcome](https://img.shields.io/badge/contributions-welcome-brightgreen.svg?style=flat)]([https://github.com/dwyl/esta/issues](https://github.com/barahona-research-group/RamanSPy/issues))
 
 
-#### *RamanSPy* is an open-source Python package for integrative Raman spectroscopy data analysis.
-
+## Key features
 
 ![Overview of RamanSPy](docs/source/images/ramanspy_graphical_abstract.png)
 
-## Key features
-
 - Common data format
 - Data loaders
 - Preprocessing methods
@@ -76,11 +73,11 @@ rp.plot.show()
 ## Documentation
 
 For more information about the functionalities of the package, refer to
-the [documentation](https://ramanspy.readthedocs.io).
+the [online documentation](https://ramanspy.readthedocs.io).
 
 ## Credits
 
-If you use this package for your research, please cite our paper:
+If you use *RamanSPy* for your research, please cite our paper:
 
 [Georgiev, D.; Pedersen, S. V.; Xie, R.; Fernández-Galiana, Á.; Stevens, M. M.; Barahona, M. *RamanSPy: An open-source Python package for integrative Raman spectroscopy data analysis*. ACS Analytical Chemistry **2024**, 96(21), 8492-8500, DOI: 10.1021/acs.analchem.4c00383](https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383)