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feat: landscape-species and land use regression examples
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docs/api.md

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# API
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## Computing features
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```{eval-rst}
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.. autoclass:: focalpy.MultiScaleFeatureComputer
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.. autoclass:: focalpy.FocalAnalysis
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:members:
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```
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## Standalone topographic functions
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```{eval-rst}
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.. autofunction:: focalpy.topo.compute_terrain_attribute
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.. autofunction:: focalpy.topo.northness
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.. autofunction:: focalpy.topo.comparative_height_at_center
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.. autofunction:: focalpy.topo.flow_accumulation_at_center
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```

docs/conf.py

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# do NOT execute notebooks
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nbsphinx_execute = "never"
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# do NOT add ".ipynb" to source suffixes
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# see https://github.com/spatialaudio/nbsphinx/issues/310
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source_suffix = [".md", ".rst"]
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# theme
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html_theme = "pydata_sphinx_theme"

docs/index.md

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maxdepth: 1
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---
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overview
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user-guide/introduction
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api
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contributing

docs/references.bib

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year={2002}
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}
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@incollection{band2005heterogeneity,
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title={Heterogeneity in urban ecosystems: patterns and process},
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author={Band, Larry E and Cadenasso, Mary L and Grimmond, C Susan and Grove, J Morgan and Pickett, Steward TA},
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booktitle={Ecosystem function in heterogeneous landscapes},
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pages={257--278},
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year={2005},
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publisher={Springer}
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}
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@article{cadenasso2007spatial,
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title={Spatial heterogeneity in urban ecosystems: reconceptualizing land cover and a framework for classification},
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author={Cadenasso, Mary L and Pickett, Steward TA and Schwarz, Kirsten},
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journal={Frontiers in Ecology and the Environment},
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volume={5},
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number={2},
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pages={80--88},
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year={2007},
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publisher={Wiley Online Library}
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}
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@article{hoek2008review,
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title={A review of land-use regression models to assess spatial variation of outdoor air pollution},
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author={Hoek, Gerard and Beelen, Rob and De Hoogh, Kees and Vienneau, Danielle and Gulliver, John and Fischer, Paul and Briggs, David},
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publisher={Springer}
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}
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@article{dormann2013collinearity,
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title={Collinearity: a review of methods to deal with it and a simulation study evaluating their performance},
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author={Dormann, Carsten F and Elith, Jane and Bacher, Sven and Buchmann, Carsten and Carl, Gudrun and Carr{\'e}, Gabriel and Marqu{\'e}z, Jaime R Garc{\'\i}a and Gruber, Bernd and Lafourcade, Bruno and Leit{\~a}o, Pedro J and others},
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journal={Ecography},
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volume={36},
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number={1},
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pages={27--46},
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year={2013},
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publisher={Wiley Online Library}
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}
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@article{pasher2013optimizing,
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title={Optimizing landscape selection for estimating relative effects of landscape variables on ecological responses},
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author={Pasher, Jon and Mitchell, Scott W and King, Douglas J and Fahrig, Lenore and Smith, Adam C and Lindsay, Kathryn E},
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publisher={Springer}
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}
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@article{zhang2013hierarchical,
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title={A hierarchical patch mosaic ecosystem model for urban landscapes: model development and evaluation},
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author={Zhang, Chi and Wu, Jianguo and Grimm, Nancy B and McHale, Melissa and Buyantuyev, Alexander},
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journal={Ecological modelling},
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volume={250},
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pages={81--100},
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year={2013},
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publisher={Elsevier}
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}
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@misc{jackson2015ecologists,
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title={Are ecologists conducting research at the optimal scale?},
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author={Jackson, Heather Bird and Fahrig, Lenore},
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publisher={Wiley Online Library}
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}
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@article{schindler2015performance,
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title={Performance of methods to select landscape metrics for modelling species richness},
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author={Schindler, Stefan and von Wehrden, Henrik and Poirazidis, Kostas and Hochachka, Wesley M and Wrbka, Thomas and Kati, Vassiliki},
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journal={Ecological Modelling},
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volume={295},
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pages={107--112},
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year={2015},
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publisher={Elsevier}
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}
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@article{aronson2017biodiversity,
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title={Biodiversity in the city: key challenges for urban green space management},
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author={Aronson, Myla FJ and Lepczyk, Christopher A and Evans, Karl L and Goddard, Mark A and Lerman, Susannah B and MacIvor, J Scott and Nilon, Charles H and Vargo, Timothy},
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journal={Frontiers in Ecology and the Environment},
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volume={15},
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number={4},
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pages={189--196},
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year={2017},
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publisher={Wiley Online Library}
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}
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@article{riitters2019pattern,
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title={Pattern metrics for a transdisciplinary landscape ecology},
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author={Riitters, Kurt},
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journal={Landscape Ecology},
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volume={34},
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number={9},
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pages={2057--2063},
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year={2019},
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publisher={Springer}
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}
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@article{fournier2020origin,
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title={The origin of urban communities: From the regional species pool to community assemblages in city},
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author={Fournier, Bertrand and Frey, David and Moretti, Marco},
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journal={Journal of Biogeography},
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volume={47},
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number={3},
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pages={615--629},
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year={2020},
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publisher={Wiley Online Library}
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}
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@article{casanelles2021applying,
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title={Applying predictive models to study the ecological properties of urban ecosystems: A case study in Z{\"u}rich, Switzerland},
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author={Casanelles-Abella, Joan and Chauvier, Yohann and Zellweger, Florian and Villiger, Petrissa and Frey, David and Ginzler, Christian and Moretti, Marco and Pellissier, Lo{\"\i}c},
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journal={Landscape and Urban Planning},
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volume={214},
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pages={104137},
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year={2021},
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publisher={Elsevier}
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}
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@article{effrosynidis2021evaluation,
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title={An evaluation of feature selection methods for environmental data},
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author={Effrosynidis, Dimitrios and Arampatzis, Avi},
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journal={Ecological Informatics},
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volume={61},
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pages={101224},
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year={2021},
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publisher={Elsevier}
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}
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@article{giuliani2022downscaling,
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title={Downscaling Switzerland land use/land cover data using nearest neighbors and an expert system},
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author={Giuliani, Gregory and Rodila, Denisa and K{\"u}lling, Nathan and Maggini, Ramona and Lehmann, Anthony},

docs/user-guide/a01-data.ipynb

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docs/user-guide/introduction.ipynb

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docs/user-guide/introduction.md

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# User guide
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```{toctree}
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---
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hidden:
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maxdepth: 1
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---
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landscape-species-inference
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land-use-regression
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spatial-predictors
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a01-data
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```

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