wpgp/QGIS-pypopRF: QpypopRF v0.1.1
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| Autori principali: | , |
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| Natura: | Recurso digital |
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Zenodo
2025
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| _version_ | 1866902257493082112 |
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| author | Borys Nosatiuk Maksym Bondarenko |
| author_facet | Borys Nosatiuk Maksym Bondarenko |
| contents | <h1>Changelog</h1> <p>All notable changes to this project will be documented in this file.</p> <p>The format is based on <a href="https://keepachangelog.com/en/1.0.0/">Keep a Changelog</a>, and this project adheres to <a href="https://semver.org/spec/v2.0.0.html">Semantic Versioning</a>.</p> <h2>[0.1.1] - 2025-04-02</h2> <h3>Added</h3> <ul> <li>Logarithmic scale option for improved population density modeling</li> <li>Configurable selection threshold for feature importance (CCS Limit)</li> </ul> <h3>Changed</h3> <ul> <li>Optimized configuration updates to only log actual changes</li> <li>Improved plugin cleanup when restarting</li> <li>Enhanced UI layout in Settings tab</li> </ul> <h3>Fixed</h3> <ul> <li>Bug with PredictionWorker parameters</li> <li>Issues with model parameter passing for logarithmic transformations</li> </ul> <h2>[0.1.0] - 2024-02-13</h2> <p>First release of the QGIS pypopRF Plugin.</p> <h3>Added</h3> <ul> <li>Create high-resolution population maps from census data</li> <li>Use building data and other geospatial covariates as predictive variables</li> <li>Automated machine learning workflow with Random Forest</li> <li>Support for age-sex population structure mapping</li> <li>Parallel processing for large datasets</li> <li>Real-time progress monitoring and logging</li> <li>Integration with QGIS layer system</li> <li>Support for constraining layers and water masks</li> <li>Detailed processing logs and model statistics</li> <li>Feature importance analysis</li> <li>Support for QGIS 3.0+</li> <li>Python 3.9 - 3.12 compatibility</li> </ul> <h3>Dependencies</h3> <ul> <li>numpy==1.26.4</li> <li>rasterio==1.4.3</li> <li>geopandas==1.0.1</li> <li>scikit-learn==1.4.2</li> </ul> <h3>Documentation</h3> <ul> <li>Installation instructions</li> <li>User guide with interface description</li> <li>Input data requirements</li> <li>Settings configuration guide</li> <li>Running analysis documentation</li> </ul> |
| format | Recurso digital |
| id | zenodo_https___doi_org_10_5281_zenodo_15127009 |
| institution | Zenodo |
| language | |
| publishDate | 2025 |
| publisher | Zenodo |
| record_format | zenodo |
| spellingShingle | wpgp/QGIS-pypopRF: QpypopRF v0.1.1 Borys Nosatiuk Maksym Bondarenko <h1>Changelog</h1> <p>All notable changes to this project will be documented in this file.</p> <p>The format is based on <a href="https://keepachangelog.com/en/1.0.0/">Keep a Changelog</a>, and this project adheres to <a href="https://semver.org/spec/v2.0.0.html">Semantic Versioning</a>.</p> <h2>[0.1.1] - 2025-04-02</h2> <h3>Added</h3> <ul> <li>Logarithmic scale option for improved population density modeling</li> <li>Configurable selection threshold for feature importance (CCS Limit)</li> </ul> <h3>Changed</h3> <ul> <li>Optimized configuration updates to only log actual changes</li> <li>Improved plugin cleanup when restarting</li> <li>Enhanced UI layout in Settings tab</li> </ul> <h3>Fixed</h3> <ul> <li>Bug with PredictionWorker parameters</li> <li>Issues with model parameter passing for logarithmic transformations</li> </ul> <h2>[0.1.0] - 2024-02-13</h2> <p>First release of the QGIS pypopRF Plugin.</p> <h3>Added</h3> <ul> <li>Create high-resolution population maps from census data</li> <li>Use building data and other geospatial covariates as predictive variables</li> <li>Automated machine learning workflow with Random Forest</li> <li>Support for age-sex population structure mapping</li> <li>Parallel processing for large datasets</li> <li>Real-time progress monitoring and logging</li> <li>Integration with QGIS layer system</li> <li>Support for constraining layers and water masks</li> <li>Detailed processing logs and model statistics</li> <li>Feature importance analysis</li> <li>Support for QGIS 3.0+</li> <li>Python 3.9 - 3.12 compatibility</li> </ul> <h3>Dependencies</h3> <ul> <li>numpy==1.26.4</li> <li>rasterio==1.4.3</li> <li>geopandas==1.0.1</li> <li>scikit-learn==1.4.2</li> </ul> <h3>Documentation</h3> <ul> <li>Installation instructions</li> <li>User guide with interface description</li> <li>Input data requirements</li> <li>Settings configuration guide</li> <li>Running analysis documentation</li> </ul> |
| title | wpgp/QGIS-pypopRF: QpypopRF v0.1.1 |
| url | https://doi.org/10.5281/zenodo.15127009 |