├── .Rbuildignore ├── .gitignore ├── DESCRIPTION ├── LICENSE ├── README.md ├── _bookdown.yml ├── _bookdown_files ├── extending_files │ ├── figure-html │ │ └── eberg-pnts-eml-1.png │ └── figure-latex │ │ └── eberg-pnts-eml-1.pdf ├── resampling_files │ ├── figure-html │ │ ├── eberg-allpnts-1.png │ │ ├── eberg-eml-1.png │ │ ├── eberg-grid-1.png │ │ ├── eberg-grid-sample-1.png │ │ ├── eberg-iprob-1.png │ │ ├── eberg-pred-erf-1.png │ │ ├── eberg-var-eml-1.png │ │ ├── edgeroi-grid-sample-1.png │ │ ├── edgeroi-map-1.png │ │ └── edgeroi-var-eml-1.png │ └── figure-latex │ │ ├── eberg-allpnts-1.pdf │ │ ├── eberg-eml-1.pdf │ │ ├── eberg-grid-1.pdf │ │ ├── eberg-grid-sample-1.pdf │ │ ├── eberg-iprob-1.pdf │ │ ├── eberg-pred-erf-1.pdf │ │ ├── eberg-var-eml-1.pdf │ │ ├── edgeroi-grid-sample-1.pdf │ │ ├── edgeroi-map-1.pdf │ │ └── edgeroi-var-eml-1.pdf ├── resampling_st_files │ ├── figure-html │ │ ├── map-eml-vw-1.png │ │ ├── map-eml.vw-1.png │ │ └── map-vw-1.png │ └── figure-latex │ │ └── map-eml-vw-1.pdf └── sampling_files │ ├── figure-html │ ├── eberg-clhs-1.png │ ├── eberg-fs-1.png │ ├── eberg-fs2-1.png │ ├── eberg-fscs-1.png │ ├── eberg-fscs-pnts-1.png │ ├── eberg-lhs2-1.png │ ├── eberg-maxlike-1.png │ ├── eberg-maxlike2-1.png │ └── eberg-srs-1.png │ └── figure-latex │ ├── eberg-clhs-1.pdf │ ├── eberg-fs-1.pdf │ ├── eberg-fs2-1.pdf │ ├── eberg-fscs-1.pdf │ ├── eberg-fscs-pnts-1.pdf │ ├── eberg-lhs2-1.pdf │ ├── eberg-maxlike-1.pdf │ ├── eberg-maxlike2-1.pdf │ └── eberg-srs-1.pdf ├── _common.R ├── _main.log ├── _main.rds ├── _output.yaml ├── cover.jpg ├── cover.png ├── docs ├── .nojekyll ├── _main.pdf ├── _main.tex ├── alt-text-generating-2nd-3rd-round-sampling.html ├── alt-text-generating-spatial-sampling.html ├── alt-text-resampling-for-spatiotemporal-machine-learning.html ├── alt-text-resampling-methods-for-machine-learning.html ├── alt-text.html ├── cover.png ├── extending.md ├── extending_files │ └── figure-html │ │ └── eberg-pnts-eml-1.png ├── generating-2nd-3rd-round-sampling.html ├── generating-spatial-sampling.html ├── img │ ├── Fig_D1_design_scheme.jpg │ ├── Fig_PCA_components_Ebergotzen.png │ ├── Fig_sampling_reanalysis.png │ ├── Fig_summary_comparison_sampling_eberg.jpg │ ├── Fig_zone_radius_CV.png │ ├── edgeroi_predictions_SOC_5cm.png │ ├── plot_CV_SOC_EML.png │ ├── plot_CV_SOC_RF.png │ ├── plot_CV_VW_EML.png │ └── plot_CV_VW_RF.png ├── index.html ├── index.md ├── libs │ ├── bootstrap-4.6.0 │ │ ├── bootstrap.bundle.min.js │ │ ├── bootstrap.min.css │ │ └── fonts │ │ │ └── bootstrap │ │ │ ├── glyphicons-halflings-regular.eot │ │ │ ├── glyphicons-halflings-regular.svg │ │ │ ├── glyphicons-halflings-regular.ttf │ │ │ ├── glyphicons-halflings-regular.woff │ │ │ └── glyphicons-halflings-regular.woff2 │ ├── bs3compat-0.3.1 │ │ ├── bs3compat.js │ │ ├── tabs.js │ │ └── transition.js │ ├── bs4_book-1.0.0 │ │ ├── bs4_book.css │ │ └── bs4_book.js │ ├── header-attrs-2.8.1 │ │ └── header-attrs.js │ └── jquery-3.6.0 │ │ └── jquery-3.6.0.min.js ├── reference-keys.txt ├── references.html ├── resampling-for-spatiotemporal-machine-learning.html ├── resampling-methods-for-machine-learning.html ├── resampling.md ├── resampling_files │ └── figure-html │ │ ├── eberg-allpnts-1.png │ │ ├── eberg-eml-1.png │ │ ├── eberg-grid-1.png │ │ ├── eberg-grid-sample-1.png │ │ ├── eberg-iprob-1.png │ │ ├── eberg-pred-erf-1.png │ │ ├── eberg-var-eml-1.png │ │ ├── edgeroi-grid-sample-1.png │ │ ├── edgeroi-map-1.png │ │ └── edgeroi-var-eml-1.png ├── resampling_st.md ├── resampling_st_files │ └── figure-html │ │ ├── map-eml-vw-1.png │ │ ├── map-eml.vw-1.png │ │ └── map-vw-1.png ├── sampling.md ├── sampling_files │ └── figure-html │ │ ├── eberg-clhs-1.png │ │ ├── eberg-fs-1.png │ │ ├── eberg-fs2-1.png │ │ ├── eberg-fscs-1.png │ │ ├── eberg-fscs-pnts-1.png │ │ ├── eberg-lhs2-1.png │ │ ├── eberg-maxlike-1.png │ │ ├── eberg-maxlike2-1.png │ │ └── eberg-srs-1.png ├── search.json ├── summary-notes.html ├── summary.md └── tex │ ├── R_logo.svg.png │ ├── envirometrix_logo_ml.png │ └── opengeohub_logo_ml.png ├── extdata ├── cookfarm_grid10m.rds ├── cookfarm_st.rds ├── eberg_dtm_25m.rds ├── edgeroi.grids.100m.rds └── preparing_eberg.R ├── extending.Rmd ├── fonts └── Source Code Pro │ ├── SourceCodePro-Black.ttf │ ├── SourceCodePro-Bold.ttf │ ├── SourceCodePro-ExtraLight.ttf │ ├── SourceCodePro-Light.ttf │ ├── SourceCodePro-Medium.ttf │ ├── SourceCodePro-Regular.ttf │ └── SourceCodePro-Semibold.ttf ├── ga_script.html ├── img ├── Fig_D1_design_scheme.jpg ├── Fig_PCA_components_Ebergotzen.png ├── Fig_sampling_reanalysis.png ├── Fig_summary_comparison_sampling_eberg.jpg ├── Fig_zone_radius_CV.png ├── edgeroi_predictions_SOC_5cm.png ├── plot_CV_SOC_EML.png ├── plot_CV_SOC_RF.png ├── plot_CV_VW_EML.png └── plot_CV_VW_RF.png ├── index.Rmd ├── latex ├── after_body.tex ├── before_body.tex └── preamble.tex ├── output ├── edgeroi_soc_rmspe.tif └── summary_plot.rds ├── r4ds.css ├── resampling.Rmd ├── resampling_st.Rmd ├── 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