DataverseLabs · SimonMolinsky · Sep 19, 2025 · Sep 19, 2025
diff --git a/README.md b/README.md
@@ -154,19 +154,12 @@ A world of advice, you should **always** use Virtual Environment for the install
 
 All tests are grouped in the `test` directory. If you would like to contribute, then you won't avoid testing, but it is described step-by-step here: [CONTRIBUTION.md](https://github.com/DataverseLabs/pyinterpolate/blob/main/CONTRIBUTION.md)
 
-## Commercial and scientific projects where library has been used
-
-* Tick-Borne Disease Detector (Data Lions company) for the European Space Agency (2019-2020).
-* B2C project related to the prediction of demand for specific flu medications (2020).
-* B2G project related to the large-scale infrastructure maintenance (2020-2021).
-* E-commerce service for reporting and analysis, building spatial / temporal profiles of customers (2022+).
-* The external data augmentation for e-commerce services (2022+).
-* Regional aggregates transformation and preprocessing for location intelligence tasks (2025+).
-
-## Community
-
-Join our community in Discord: [Discord Server Pyinterpolate](https://discord.gg/3EMuRkj)
+## Use cases
 
+* [Lyme Disease Risk Assessment Based on the Earth Observation Data and Spatial Processing Technique. ESA Φ-week 2021](https://phiweek.esa.int/detailed-programme)
+* [Disaggregation of socio-economic data](https://ml-gis-service.com/index.php/2022/12/09/get-more-from-crime-rate-data-and-other-socio-economic-indicators-with-pyinterpolate/)
+* [Interpolation of air pollution](https://ml-gis-service.com/index.php/2021/10/31/data-science-interpolate-air-quality-measurements-with-python/)
+* [Educational - Spatial Data Science for Social Geography Course - Interpolation](https://github.com/martinfleis/sds?tab=readme-ov-file#spatial-data-science-for-social-geography)
 
 ## Bibliography
 
@@ -178,6 +171,9 @@ Pyinterpolate was created thanks to many resources and all of them are pointed h
 - Goovaerts P., Kriging and Semivariogram Deconvolution in the Presence of Irregular Geographical Units, Mathematical Geology 40(1), 101-128, 2008
 - Deutsch C.V., Correcting for Negative Weights in Ordinary Kriging, Computers & Geosciences Vol.22, No.7, pp. 765-773, 1996
 
+## Community
+
+Join our community in Discord: [Discord Server Pyinterpolate](https://discord.gg/3EMuRkj)
 
 ## How to cite
 

diff --git a/docs/build/doctrees/community/community/use_cases.doctree b/docs/build/doctrees/community/community/use_cases.doctree
diff --git a/docs/build/doctrees/environment.pickle b/docs/build/doctrees/environment.pickle
diff --git a/docs/build/doctrees/index.doctree b/docs/build/doctrees/index.doctree
diff --git a/docs/build/doctrees/usage/tutorials/functional/2-1-directional-semivariogram.doctree b/docs/build/doctrees/usage/tutorials/functional/2-1-directional-semivariogram.doctree
diff --git a/docs/build/html/_modules/pyinterpolate/core/data_models/blocks.html b/docs/build/html/_modules/pyinterpolate/core/data_models/blocks.html
@@ -7,7 +7,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>pyinterpolate.core.data_models.blocks &#8212; pyinterpolate 1.0.0 documentation</title>
+    <title>pyinterpolate.core.data_models.blocks &#8212; pyinterpolate 1.0.3 documentation</title>
 
 
 
@@ -38,7 +38,7 @@
   <link rel="preload" as="script" href="../../../../_static/scripts/bootstrap.js?digest=8878045cc6db502f8baf" />
 <link rel="preload" as="script" href="../../../../_static/scripts/pydata-sphinx-theme.js?digest=8878045cc6db502f8baf" />
 
-    <script src="../../../../_static/documentation_options.js?v=8d563738"></script>
+    <script src="../../../../_static/documentation_options.js?v=baaebd52"></script>
     <script src="../../../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../../../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -111,7 +111,7 @@
 
 
 
-    <p class="title logo__title">pyinterpolate 1.0.0 documentation</p>
+    <p class="title logo__title">pyinterpolate 1.0.3 documentation</p>
 
 </a></div>
 

diff --git a/...html/_modules/pyinterpolate/semivariogram/experimental/classes/directional_variogram.html b/...html/_modules/pyinterpolate/semivariogram/experimental/classes/directional_variogram.html
@@ -7,7 +7,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>pyinterpolate.semivariogram.experimental.classes.directional_variogram &#8212; pyinterpolate 1.0.0 documentation</title>
+    <title>pyinterpolate.semivariogram.experimental.classes.directional_variogram &#8212; pyinterpolate 1.0.3 documentation</title>
 
 
 
@@ -38,7 +38,7 @@
   <link rel="preload" as="script" href="../../../../../_static/scripts/bootstrap.js?digest=8878045cc6db502f8baf" />
 <link rel="preload" as="script" href="../../../../../_static/scripts/pydata-sphinx-theme.js?digest=8878045cc6db502f8baf" />
 
-    <script src="../../../../../_static/documentation_options.js?v=8d563738"></script>
+    <script src="../../../../../_static/documentation_options.js?v=baaebd52"></script>
     <script src="../../../../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../../../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../../../../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -111,7 +111,7 @@
 
 
 
-    <p class="title logo__title">pyinterpolate 1.0.0 documentation</p>
+    <p class="title logo__title">pyinterpolate 1.0.3 documentation</p>
 
 </a></div>
 

diff --git a/...build/html/_modules/pyinterpolate/semivariogram/experimental/classes/variogram_cloud.html b/...build/html/_modules/pyinterpolate/semivariogram/experimental/classes/variogram_cloud.html
@@ -7,7 +7,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>pyinterpolate.semivariogram.experimental.classes.variogram_cloud &#8212; pyinterpolate 1.0.0 documentation</title>
+    <title>pyinterpolate.semivariogram.experimental.classes.variogram_cloud &#8212; pyinterpolate 1.0.3 documentation</title>
 
 
 
@@ -38,7 +38,7 @@
   <link rel="preload" as="script" href="../../../../../_static/scripts/bootstrap.js?digest=8878045cc6db502f8baf" />
 <link rel="preload" as="script" href="../../../../../_static/scripts/pydata-sphinx-theme.js?digest=8878045cc6db502f8baf" />
 
-    <script src="../../../../../_static/documentation_options.js?v=8d563738"></script>
+    <script src="../../../../../_static/documentation_options.js?v=baaebd52"></script>
     <script src="../../../../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../../../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../../../../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -111,7 +111,7 @@
 
 
 
-    <p class="title logo__title">pyinterpolate 1.0.0 documentation</p>
+    <p class="title logo__title">pyinterpolate 1.0.3 documentation</p>
 
 </a></div>
 

diff --git a/...uild/html/_modules/pyinterpolate/semivariogram/experimental/experimental_covariogram.html b/...uild/html/_modules/pyinterpolate/semivariogram/experimental/experimental_covariogram.html
@@ -7,7 +7,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>pyinterpolate.semivariogram.experimental.experimental_covariogram &#8212; pyinterpolate 1.0.0 documentation</title>
+    <title>pyinterpolate.semivariogram.experimental.experimental_covariogram &#8212; pyinterpolate 1.0.3 documentation</title>
 
 
 
@@ -38,7 +38,7 @@
   <link rel="preload" as="script" href="../../../../_static/scripts/bootstrap.js?digest=8878045cc6db502f8baf" />
 <link rel="preload" as="script" href="../../../../_static/scripts/pydata-sphinx-theme.js?digest=8878045cc6db502f8baf" />
 
-    <script src="../../../../_static/documentation_options.js?v=8d563738"></script>
+    <script src="../../../../_static/documentation_options.js?v=baaebd52"></script>
     <script src="../../../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../../../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -111,7 +111,7 @@
 
 
 
-    <p class="title logo__title">pyinterpolate 1.0.0 documentation</p>
+    <p class="title logo__title">pyinterpolate 1.0.3 documentation</p>
 
 </a></div>
 

diff --git a/...ld/html/_modules/pyinterpolate/semivariogram/experimental/experimental_semivariogram.html b/...ld/html/_modules/pyinterpolate/semivariogram/experimental/experimental_semivariogram.html
@@ -7,7 +7,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>pyinterpolate.semivariogram.experimental.experimental_semivariogram &#8212; pyinterpolate 1.0.0 documentation</title>
+    <title>pyinterpolate.semivariogram.experimental.experimental_semivariogram &#8212; pyinterpolate 1.0.3 documentation</title>
 
 
 
@@ -38,7 +38,7 @@
   <link rel="preload" as="script" href="../../../../_static/scripts/bootstrap.js?digest=8878045cc6db502f8baf" />
 <link rel="preload" as="script" href="../../../../_static/scripts/pydata-sphinx-theme.js?digest=8878045cc6db502f8baf" />
 
-    <script src="../../../../_static/documentation_options.js?v=8d563738"></script>
+    <script src="../../../../_static/documentation_options.js?v=baaebd52"></script>
     <script src="../../../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../../../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -111,7 +111,7 @@
 
 
 
-    <p class="title logo__title">pyinterpolate 1.0.0 documentation</p>
+    <p class="title logo__title">pyinterpolate 1.0.3 documentation</p>
 
 </a></div>
 

diff --git a/docs/build/html/_modules/pyinterpolate/semivariogram/indicator/indicator.html b/docs/build/html/_modules/pyinterpolate/semivariogram/indicator/indicator.html
@@ -7,7 +7,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>pyinterpolate.semivariogram.indicator.indicator &#8212; pyinterpolate 1.0.0 documentation</title>
+    <title>pyinterpolate.semivariogram.indicator.indicator &#8212; pyinterpolate 1.0.3 documentation</title>
 
 
 
@@ -38,7 +38,7 @@
   <link rel="preload" as="script" href="../../../../_static/scripts/bootstrap.js?digest=8878045cc6db502f8baf" />
 <link rel="preload" as="script" href="../../../../_static/scripts/pydata-sphinx-theme.js?digest=8878045cc6db502f8baf" />
 
-    <script src="../../../../_static/documentation_options.js?v=8d563738"></script>
+    <script src="../../../../_static/documentation_options.js?v=baaebd52"></script>
     <script src="../../../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../../../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -111,7 +111,7 @@
 
 
 
-    <p class="title logo__title">pyinterpolate 1.0.0 documentation</p>
+    <p class="title logo__title">pyinterpolate 1.0.3 documentation</p>
 
 </a></div>
 
@@ -188,6 +188,13 @@
 </li>
 
 
+<li class=" ">
+  <a class="nav-link dropdown-item nav-internal" href="../../../../api/changes.html">
+    Changes between version 0.x and 1.x
+  </a>
+</li>
+
+
 <li class=" ">
   <a class="nav-link dropdown-item nav-internal" href="../../../../contributor/development.html">
     Development
@@ -324,6 +331,13 @@
 </li>
 
 
+<li class="nav-item ">
+  <a class="nav-link nav-internal" href="../../../../api/changes.html">
+    Changes between version 0.x and 1.x
+  </a>
+</li>
+
+
 <li class="nav-item ">
   <a class="nav-link nav-internal" href="../../../../contributor/development.html">
     Development

diff --git a/docs/build/html/_modules/pyinterpolate/viz/raster.html b/docs/build/html/_modules/pyinterpolate/viz/raster.html
@@ -7,7 +7,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>pyinterpolate.viz.raster &#8212; pyinterpolate 1.0.0 documentation</title>
+    <title>pyinterpolate.viz.raster &#8212; pyinterpolate 1.0.3 documentation</title>
 
 
 
@@ -38,7 +38,7 @@
   <link rel="preload" as="script" href="../../../_static/scripts/bootstrap.js?digest=8878045cc6db502f8baf" />
 <link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=8878045cc6db502f8baf" />
 
-    <script src="../../../_static/documentation_options.js?v=8d563738"></script>
+    <script src="../../../_static/documentation_options.js?v=baaebd52"></script>
     <script src="../../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -111,7 +111,7 @@
 
 
 
-    <p class="title logo__title">pyinterpolate 1.0.0 documentation</p>
+    <p class="title logo__title">pyinterpolate 1.0.3 documentation</p>
 
 </a></div>
 

diff --git a/docs/build/html/_sources/community/community/use_cases.rst.txt b/docs/build/html/_sources/community/community/use_cases.rst.txt
@@ -1,9 +1,7 @@
 Use Cases
 =========
 
-* Tick-Borne Disease Detector for the European Space Agency (2019-2020).
-* B2C project related to the prediction of demand for specific flu medications (2020).
-* B2G project related to the large-scale infrastructure maintenance (2020-2021).
-* E-commerce service for reporting and analysis, building spatial / temporal profiles of customers (2022+).
-* The external data augmentation for e-commerce services (2022+).
-* As a module for the hotel price optimization system (2023+).
+* `Lyme Disease Risk Assessment Based on the Earth Observation Data and Spatial Processing Technique. ESA Φ-week 2021 <https://phiweek.esa.int/detailed-programme>`_
+* `Disaggregation of socio-economic data <https://ml-gis-service.com/index.php/2022/12/09/get-more-from-crime-rate-data-and-other-socio-economic-indicators-with-pyinterpolate/>`_
+* `Interpolation of air pollution <https://ml-gis-service.com/index.php/2021/10/31/data-science-interpolate-air-quality-measurements-with-python/>`_
+* `Educational - Spatial Data Science for Social Geography Course - Interpolation <https://github.com/martinfleis/sds?tab=readme-ov-file#spatial-data-science-for-social-geography>`_
diff --git a/docs/build/html/_sources/index.rst.txt b/docs/build/html/_sources/index.rst.txt
@@ -14,7 +14,7 @@ Pyinterpolate
 -----------------
 
 .. note::
-   The last documentation update: *2025-07-17*
+   The last documentation update: *2025-09-19*
 
 Important notice
 ................

diff --git a/docs/build/html/community/community/use_cases.html b/docs/build/html/community/community/use_cases.html
@@ -443,12 +443,10 @@
   <section id="use-cases">
 <h1>Use Cases<a class="headerlink" href="#use-cases" title="Link to this heading">#</a></h1>
 <ul class="simple">
-<li><p>Tick-Borne Disease Detector for the European Space Agency (2019-2020).</p></li>
-<li><p>B2C project related to the prediction of demand for specific flu medications (2020).</p></li>
-<li><p>B2G project related to the large-scale infrastructure maintenance (2020-2021).</p></li>
-<li><p>E-commerce service for reporting and analysis, building spatial / temporal profiles of customers (2022+).</p></li>
-<li><p>The external data augmentation for e-commerce services (2022+).</p></li>
-<li><p>As a module for the hotel price optimization system (2023+).</p></li>
+<li><p><a class="reference external" href="https://phiweek.esa.int/detailed-programme">Lyme Disease Risk Assessment Based on the Earth Observation Data and Spatial Processing Technique. ESA Φ-week 2021</a></p></li>
+<li><p><a class="reference external" href="https://ml-gis-service.com/index.php/2022/12/09/get-more-from-crime-rate-data-and-other-socio-economic-indicators-with-pyinterpolate/">Disaggregation of socio-economic data</a></p></li>
+<li><p><a class="reference external" href="https://ml-gis-service.com/index.php/2021/10/31/data-science-interpolate-air-quality-measurements-with-python/">Interpolation of air pollution</a></p></li>
+<li><p><a class="reference external" href="https://github.com/martinfleis/sds?tab=readme-ov-file#spatial-data-science-for-social-geography">Educational - Spatial Data Science for Social Geography Course - Interpolation</a></p></li>
 </ul>
 </section>
 

diff --git a/docs/build/html/index.html b/docs/build/html/index.html
@@ -410,7 +410,7 @@ <h1>Pyinterpolate<a class="headerlink" href="#pyinterpolate" title="Link to this
 <h2><strong>version 1.0.3</strong><a class="headerlink" href="#version-1-0-3" title="Link to this heading">#</a></h2>
 <div class="admonition note">
 <p class="admonition-title">Note</p>
-<p>The last documentation update: <em>2025-07-17</em></p>
+<p>The last documentation update: <em>2025-09-19</em></p>
 </div>
 <section id="important-notice">
 <h3>Important notice<a class="headerlink" href="#important-notice" title="Link to this heading">#</a></h3>

diff --git a/docs/build/html/searchindex.js b/docs/build/html/searchindex.js
diff --git a/docs/source/community/community/use_cases.rst b/docs/source/community/community/use_cases.rst
@@ -1,9 +1,7 @@
 Use Cases
 =========
 
-* Tick-Borne Disease Detector for the European Space Agency (2019-2020).
-* B2C project related to the prediction of demand for specific flu medications (2020).
-* B2G project related to the large-scale infrastructure maintenance (2020-2021).
-* E-commerce service for reporting and analysis, building spatial / temporal profiles of customers (2022+).
-* The external data augmentation for e-commerce services (2022+).
-* As a module for the hotel price optimization system (2023+).
+* `Lyme Disease Risk Assessment Based on the Earth Observation Data and Spatial Processing Technique. ESA Φ-week 2021 <https://phiweek.esa.int/detailed-programme>`_
+* `Disaggregation of socio-economic data <https://ml-gis-service.com/index.php/2022/12/09/get-more-from-crime-rate-data-and-other-socio-economic-indicators-with-pyinterpolate/>`_
+* `Interpolation of air pollution <https://ml-gis-service.com/index.php/2021/10/31/data-science-interpolate-air-quality-measurements-with-python/>`_
+* `Educational - Spatial Data Science for Social Geography Course - Interpolation <https://github.com/martinfleis/sds?tab=readme-ov-file#spatial-data-science-for-social-geography>`_
diff --git a/docs/source/index.rst b/docs/source/index.rst
@@ -14,7 +14,7 @@ Pyinterpolate
 -----------------
 
 .. note::
-   The last documentation update: *2025-07-17*
+   The last documentation update: *2025-09-19*
 
 Important notice
 ................