diff --git a/README.md b/README.md
index a7061afa..9454642c 100644
--- 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
index 95648af8..75aeb7aa 100644
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diff --git a/docs/build/doctrees/environment.pickle b/docs/build/doctrees/environment.pickle
index b1a8ecdb..38a293d8 100644
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diff --git a/docs/build/doctrees/index.doctree b/docs/build/doctrees/index.doctree
index 7b889584..016ae29e 100644
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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
index 42d8d1db..995e6a34 100644
Binary files a/docs/build/doctrees/usage/tutorials/functional/2-1-directional-semivariogram.doctree and b/docs/build/doctrees/usage/tutorials/functional/2-1-directional-semivariogram.doctree differ
diff --git a/docs/build/html/_modules/pyinterpolate/core/data_models/blocks.html b/docs/build/html/_modules/pyinterpolate/core/data_models/blocks.html
index 3827d522..339f6bd4 100644
--- 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 @@
pyinterpolate.core.data_models.blocks — pyinterpolate 1.0.0 documentation
+ pyinterpolate.core.data_models.blocks — pyinterpolate 1.0.3 documentation
@@ -38,7 +38,7 @@
pyinterpolate 1.0.0 documentation
+ pyinterpolate 1.0.3 documentation
diff --git a/docs/build/html/_modules/pyinterpolate/semivariogram/experimental/classes/directional_variogram.html b/docs/build/html/_modules/pyinterpolate/semivariogram/experimental/classes/directional_variogram.html
index fe3cae0f..bc7ae763 100644
--- a/docs/build/html/_modules/pyinterpolate/semivariogram/experimental/classes/directional_variogram.html
+++ b/docs/build/html/_modules/pyinterpolate/semivariogram/experimental/classes/directional_variogram.html
@@ -7,7 +7,7 @@
pyinterpolate.semivariogram.experimental.classes.directional_variogram — pyinterpolate 1.0.0 documentation
+ pyinterpolate.semivariogram.experimental.classes.directional_variogram — pyinterpolate 1.0.3 documentation
@@ -38,7 +38,7 @@
pyinterpolate 1.0.0 documentation
+ pyinterpolate 1.0.3 documentation
diff --git a/docs/build/html/_modules/pyinterpolate/semivariogram/experimental/classes/variogram_cloud.html b/docs/build/html/_modules/pyinterpolate/semivariogram/experimental/classes/variogram_cloud.html
index 4644b710..557f77c4 100644
--- a/docs/build/html/_modules/pyinterpolate/semivariogram/experimental/classes/variogram_cloud.html
+++ b/docs/build/html/_modules/pyinterpolate/semivariogram/experimental/classes/variogram_cloud.html
@@ -7,7 +7,7 @@
pyinterpolate.semivariogram.experimental.classes.variogram_cloud — pyinterpolate 1.0.0 documentation
+ pyinterpolate.semivariogram.experimental.classes.variogram_cloud — pyinterpolate 1.0.3 documentation
@@ -38,7 +38,7 @@
pyinterpolate 1.0.0 documentation
+ pyinterpolate 1.0.3 documentation
diff --git a/docs/build/html/_modules/pyinterpolate/semivariogram/experimental/experimental_covariogram.html b/docs/build/html/_modules/pyinterpolate/semivariogram/experimental/experimental_covariogram.html
index 73fc231f..b4c6c722 100644
--- a/docs/build/html/_modules/pyinterpolate/semivariogram/experimental/experimental_covariogram.html
+++ b/docs/build/html/_modules/pyinterpolate/semivariogram/experimental/experimental_covariogram.html
@@ -7,7 +7,7 @@
pyinterpolate.semivariogram.experimental.experimental_covariogram — pyinterpolate 1.0.0 documentation
+ pyinterpolate.semivariogram.experimental.experimental_covariogram — pyinterpolate 1.0.3 documentation
@@ -38,7 +38,7 @@
pyinterpolate 1.0.0 documentation
+ pyinterpolate 1.0.3 documentation
diff --git a/docs/build/html/_modules/pyinterpolate/semivariogram/experimental/experimental_semivariogram.html b/docs/build/html/_modules/pyinterpolate/semivariogram/experimental/experimental_semivariogram.html
index 9f269905..eb39b023 100644
--- a/docs/build/html/_modules/pyinterpolate/semivariogram/experimental/experimental_semivariogram.html
+++ b/docs/build/html/_modules/pyinterpolate/semivariogram/experimental/experimental_semivariogram.html
@@ -7,7 +7,7 @@
pyinterpolate.semivariogram.experimental.experimental_semivariogram — pyinterpolate 1.0.0 documentation
+ pyinterpolate.semivariogram.experimental.experimental_semivariogram — pyinterpolate 1.0.3 documentation
@@ -38,7 +38,7 @@
pyinterpolate 1.0.0 documentation
+ pyinterpolate 1.0.3 documentation
diff --git a/docs/build/html/_modules/pyinterpolate/semivariogram/indicator/indicator.html b/docs/build/html/_modules/pyinterpolate/semivariogram/indicator/indicator.html
index f6742b9d..8cea3fd5 100644
--- a/docs/build/html/_modules/pyinterpolate/semivariogram/indicator/indicator.html
+++ b/docs/build/html/_modules/pyinterpolate/semivariogram/indicator/indicator.html
@@ -7,7 +7,7 @@
pyinterpolate.semivariogram.indicator.indicator — pyinterpolate 1.0.0 documentation
+ pyinterpolate.semivariogram.indicator.indicator — pyinterpolate 1.0.3 documentation
@@ -38,7 +38,7 @@
pyinterpolate 1.0.0 documentation
+ pyinterpolate 1.0.3 documentation
@@ -188,6 +188,13 @@
+
+
+ Changes between version 0.x and 1.x
+
+
+
+
Development
@@ -324,6 +331,13 @@
+
+
+ Changes between version 0.x and 1.x
+
+
+
+
Development
diff --git a/docs/build/html/_modules/pyinterpolate/viz/raster.html b/docs/build/html/_modules/pyinterpolate/viz/raster.html
index c86c4a6e..85437b76 100644
--- a/docs/build/html/_modules/pyinterpolate/viz/raster.html
+++ b/docs/build/html/_modules/pyinterpolate/viz/raster.html
@@ -7,7 +7,7 @@
pyinterpolate.viz.raster — pyinterpolate 1.0.0 documentation
+ pyinterpolate.viz.raster — pyinterpolate 1.0.3 documentation
@@ -38,7 +38,7 @@
pyinterpolate 1.0.0 documentation
+ pyinterpolate 1.0.3 documentation
diff --git a/docs/build/html/_sources/community/community/use_cases.rst.txt b/docs/build/html/_sources/community/community/use_cases.rst.txt
index a4597643..2f3d5baa 100644
--- 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+).
\ No newline at end of file
+* `Lyme Disease Risk Assessment Based on the Earth Observation Data and Spatial Processing Technique. ESA Φ-week 2021 `_
+* `Disaggregation of socio-economic data `_
diff --git a/docs/build/html/_sources/index.rst.txt b/docs/build/html/_sources/index.rst.txt
index 02e45a4b..5919ab72 100644
--- 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
index df7af116..4835e2e5 100644
--- a/docs/build/html/community/community/use_cases.html
+++ b/docs/build/html/community/community/use_cases.html
@@ -443,12 +443,10 @@
diff --git a/docs/build/html/index.html b/docs/build/html/index.html
index f3e32eaf..95d2f028 100644
--- a/docs/build/html/index.html
+++ b/docs/build/html/index.html
@@ -410,7 +410,7 @@ Pyinterpolate
Note
-
The last documentation update: 2025-07-17
+
The last documentation update: 2025-09-19
Important notice
diff --git a/docs/build/html/searchindex.js b/docs/build/html/searchindex.js
index 27daab48..2840e6b0 100644
--- a/docs/build/html/searchindex.js
+++ b/docs/build/html/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"alltitles": {"1. Create Variogram Point Cloud": [[35, "1.-Create-Variogram-Point-Cloud"]], "1. Directional process": [[34, "1.-Directional-process"]], "1. Introduction - IDW as bechmarking tool": [[37, "1.-Introduction---IDW-as-bechmarking-tool"]], "1. Prepare data": [[38, "1.-Prepare-data"], [40, "1.-Prepare-data"], [41, "1.-Prepare-data"], [42, "1.-Prepare-data"], [43, "1.-Prepare-data"], [44, "1.-Prepare-data"]], "1. Set semivariogram model (fit)": [[36, "1.-Set-semivariogram-model-(fit)"]], "2. Analyze Variogram Point Cloud": [[35, "2.-Analyze-Variogram-Point-Cloud"]], "2. Analyze data distribution and remove potential outliers": [[38, "2.-Analyze-data-distribution-and-remove-potential-outliers"]], "2. Create Ordinary and Simple Kriging models": [[36, "2.-Create-Ordinary-and-Simple-Kriging-models"]], "2. Create directional and isotropic semivariograms": [[34, "2.-Create-directional-and-isotropic-semivariograms"]], "2. Create directional semivariograms": [[39, "2.-Create-directional-semivariograms"]], "2. Detect and remove outliers": [[40, "2.-Detect-and-remove-outliers"]], "2. Load regularized semivariogram model": [[42, "2.-Load-regularized-semivariogram-model"], [43, "2.-Load-regularized-semivariogram-model"], [44, "2.-Load-regularized-semivariogram-model"]], "2. Perform IDW and validate outputs": [[37, "2.-Perform-IDW-and-validate-outputs"]], "2. Set semivariogram parameters": [[41, "2.-Set-semivariogram-parameters"]], "2. Why do we use Spatial Dependency Index?": [[33, "2.-Why-do-we-use-Spatial-Dependency-Index?"]], "3. Compare semivariograms": [[34, "3.-Compare-semivariograms"]], "3. Create Variogram Clouds": [[38, "3.-Create-Variogram-Clouds"]], "3. Detect and remove outliers": [[35, "3.-Detect-and-remove-outliers"]], "3. Example: Spatial Dependence over the same study extent but for different elements": [[33, "3.-Example:-Spatial-Dependence-over-the-same-study-extent-but-for-different-elements"]], "3. Fit semivariogram model": [[40, "3.-Fit-semivariogram-model"]], "3. Interpolate with directional Kriging": [[39, "3.-Interpolate-with-directional-Kriging"]], "3. Perform Kriging and validate outputs": [[37, "3.-Perform-Kriging-and-validate-outputs"]], "3. Predict values at unknown locations and evaluate output": [[36, "3.-Predict-values-at-unknown-locations-and-evaluate-output"]], "3. Prepare data for Poisson Kriging": [[42, "3.-Prepare-data-for-Poisson-Kriging"], [43, "3.-Prepare-data-for-Poisson-Kriging"]], "3. Regularize semivariogram": [[41, "3.-Regularize-semivariogram"]], "3. Smooth blocks": [[44, "3.-Smooth-blocks"]], "4. API": [[33, "4.-API"]], "4. Compare models": [[39, "4.-Compare-models"]], "4. Compare triangular vs elliptical neighbors selection methods": [[34, "4.-Compare-triangular-vs-elliptical-neighbors-selection-methods"]], "4. Experimental variogram from the point cloud": [[35, "4.-Experimental-variogram-from-the-point-cloud"]], "4. Export results": [[44, "4.-Export-results"]], "4. Filtering areas": [[42, "4.-Filtering-areas"], [43, "4.-Filtering-areas"]], "4. Prepare canvas": [[40, "4.-Prepare-canvas"]], "4. Remove outliers from the point cloud": [[38, "4.-Remove-outliers-from-the-point-cloud"]], "4. Visualize process": [[41, "4.-Visualize-process"]], "5. Evaluate": [[42, "5.-Evaluate"], [43, "5.-Evaluate"]], "5. Export semivariogram": [[41, "5.-Export-semivariogram"]], "5. Interpolate": [[40, "5.-Interpolate"]], "5. Is variogram point cloud a scatter plot?": [[35, "5.-Is-variogram-point-cloud-a-scatter-plot?"]], "5. Kriging Models based on different variograms": [[38, "5.-Kriging-Models-based-on-different-variograms"]], "API": [[0, null]], "Advanced": [[30, "advanced"]], "Aggregated Variogram": [[9, "aggregated-variogram"]], "Area-to-Point Poisson Kriging": [[44, null]], "Area-to-area Poisson Kriging": [[7, "area-to-area-poisson-kriging"], [43, null]], "Area-to-point Poisson Kriging": [[7, "area-to-point-poisson-kriging"]], "Author(s)": [[15, "author-s"]], "Beginner": [[30, "beginner"]], "Benchmarking Kriging": [[37, null]], "Bibliography": [[25, null]], "Block": [[4, "block"]], "Block and Poisson Kriging": [[7, null]], "Blocks": [[2, "blocks"]], "Blocks to points with Ordinary Kriging": [[40, null]], "Blog posts": [[28, "blog-posts"]], "Box plot": [[35, "Box-plot"]], "Case 1: West-East direction": [[34, "Case-1:-West-East-direction"]], "Case 2: North-South direction": [[34, "Case-2:-North-South-direction"]], "Case 3: Northwest-Southeast direction": [[34, "Case-3:-Northwest-Southeast-direction"]], "Case 4: Northeast-Southwest direction": [[34, "Case-4:-Northeast-Southwest-direction"]], "Case 5: Isotropic variogram - no leading direction": [[34, "Case-5:-Isotropic-variogram---no-leading-direction"]], "Centroid-based Poisson Kriging": [[7, "centroid-based-poisson-kriging"]], "Changelog": [[31, "Changelog"], [32, "Changelog"], [33, "Changelog"], [34, "Changelog"], [35, "Changelog"], [36, "Changelog"], [37, "Changelog"], [38, "Changelog"], [39, "Changelog"], [40, "Changelog"], [41, "Changelog"], [42, "Changelog"], [43, "Changelog"], [44, "Changelog"]], "Changes between version 0.x and 1.x": [[1, null]], "Chapter 1: Create random surface": [[32, "Chapter-1:-Create-random-surface"]], "Chapter 1: data preparation": [[31, "Chapter-1:-data-preparation"]], "Chapter 2: Calculate the experimental semivariogram": [[32, "Chapter-2:-Calculate-the-experimental-semivariogram"]], "Chapter 2: Experimental Variogram": [[31, "Chapter-2:-Experimental-Variogram"]], "Chapter 3: Fit variogram models": [[32, "Chapter-3:-Fit-variogram-models"]], "Chapter 3: Theoretical Variogram": [[31, "Chapter-3:-Theoretical-Variogram"]], "Chapter 4: Compare variogram models": [[32, "Chapter-4:-Compare-variogram-models"]], "Chapter 4: Fit semivariogram model automatically": [[31, "Chapter-4:-Fit-semivariogram-model-automatically"]], "Chapter 5: Exporting model": [[31, "Chapter-5:-Exporting-model"]], "Chapter 6: Importing fitted model": [[31, "Chapter-6:-Importing-fitted-model"]], "Check points statistics for each lag": [[35, "Check-points-statistics-for-each-lag"]], "Citation": [[24, "citation"], [26, null]], "Classes": [[1, "classes"], [1, "id2"]], "Community": [[14, null]], "Conda": [[27, "conda"]], "Contents": [[24, "contents"]], "Contributors": [[15, null], [15, "id1"]], "Core data structures": [[2, null]], "Cross-validation": [[5, "cross-validation"]], "Dataset": [[31, "Dataset"]], "Deconvolution": [[9, "deconvolution"]], "Development": [[18, null], [20, null]], "Deviation": [[9, "deviation"]], 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36, "variogram": [9, 10, 31, 32, 34, 35, 38], "version": [1, 22, 24], "violin": 35, "visual": [13, 41], "we": 33, "weight": 6, "west": 34, "what": 33, "why": 33, "work": 27, "workshop": 28, "x": 1}})
\ No newline at end of file
diff --git a/docs/source/community/community/use_cases.rst b/docs/source/community/community/use_cases.rst
index a4597643..2f3d5baa 100644
--- 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+).
\ No newline at end of file
+* `Lyme Disease Risk Assessment Based on the Earth Observation Data and Spatial Processing Technique. ESA Φ-week 2021 `_
+* `Disaggregation of socio-economic data `_
diff --git a/docs/source/index.rst b/docs/source/index.rst
index 02e45a4b..5919ab72 100644
--- 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
................