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2 changes: 1 addition & 1 deletion 12-spatial-cv.md
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Expand Up @@ -23,7 +23,7 @@ library(lgr) # logging framework for R
library(mlr3) # unified interface to machine learning algorithms
library(mlr3learners) # most important machine learning algorithms
library(mlr3extralearners) # access to even more learning algorithms
library(mlr3proba) # make probabilistic predictions, here only needed for mlr3extralearners::list_learners()
library(mlr3proba) # here needed for mlr3extralearners::list_learners()
library(mlr3spatiotempcv) # spatiotemporal resampling strategies
library(mlr3tuning) # hyperparameter tuning
library(mlr3viz) # plotting functions for mlr3 objects
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Expand Up @@ -129,7 +129,7 @@ <h2>Second Edition</h2>
<footer class="bg-primary text-light mt-5"><div class="container"><div class="row">

<div class="col-12 col-md-6 mt-3">
<p>"<strong>Geocomputation with R</strong>" was written by Robin Lovelace, Jakub Nowosad, Jannes Muenchow. It was last built on 2024-10-06.</p>
<p>"<strong>Geocomputation with R</strong>" was written by Robin Lovelace, Jakub Nowosad, Jannes Muenchow. It was last built on 2024-10-07.</p>
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<footer class="bg-primary text-light mt-5"><div class="container"><div class="row">

<div class="col-12 col-md-6 mt-3">
<p>"<strong>Geocomputation with R</strong>" was written by Robin Lovelace, Jakub Nowosad, Jannes Muenchow. It was last built on 2024-10-06.</p>
<p>"<strong>Geocomputation with R</strong>" was written by Robin Lovelace, Jakub Nowosad, Jannes Muenchow. It was last built on 2024-10-07.</p>
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<div class="col-12 col-md-6 mt-3">
<p>"<strong>Geocomputation with R</strong>" was written by Robin Lovelace, Jakub Nowosad, Jannes Muenchow. It was last built on 2024-10-06.</p>
<p>"<strong>Geocomputation with R</strong>" was written by Robin Lovelace, Jakub Nowosad, Jannes Muenchow. It was last built on 2024-10-07.</p>
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<footer class="bg-primary text-light mt-5"><div class="container"><div class="row">

<div class="col-12 col-md-6 mt-3">
<p>"<strong>Geocomputation with R</strong>" was written by Robin Lovelace, Jakub Nowosad, Jannes Muenchow. It was last built on 2024-10-06.</p>
<p>"<strong>Geocomputation with R</strong>" was written by Robin Lovelace, Jakub Nowosad, Jannes Muenchow. It was last built on 2024-10-07.</p>
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<footer class="bg-primary text-light mt-5"><div class="container"><div class="row">

<div class="col-12 col-md-6 mt-3">
<p>"<strong>Geocomputation with R</strong>" was written by Robin Lovelace, Jakub Nowosad, Jannes Muenchow. It was last built on 2024-10-06.</p>
<p>"<strong>Geocomputation with R</strong>" was written by Robin Lovelace, Jakub Nowosad, Jannes Muenchow. It was last built on 2024-10-07.</p>
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<footer class="bg-primary text-light mt-5"><div class="container"><div class="row">

<div class="col-12 col-md-6 mt-3">
<p>"<strong>Geocomputation with R</strong>" was written by Robin Lovelace, Jakub Nowosad, Jannes Muenchow. It was last built on 2024-10-06.</p>
<p>"<strong>Geocomputation with R</strong>" was written by Robin Lovelace, Jakub Nowosad, Jannes Muenchow. It was last built on 2024-10-07.</p>
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2 changes: 1 addition & 1 deletion foreword-1st-edition.html
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<footer class="bg-primary text-light mt-5"><div class="container"><div class="row">

<div class="col-12 col-md-6 mt-3">
<p>"<strong>Geocomputation with R</strong>" was written by Robin Lovelace, Jakub Nowosad, Jannes Muenchow. It was last built on 2024-10-06.</p>
<p>"<strong>Geocomputation with R</strong>" was written by Robin Lovelace, Jakub Nowosad, Jannes Muenchow. It was last built on 2024-10-07.</p>
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<footer class="bg-primary text-light mt-5"><div class="container"><div class="row">

<div class="col-12 col-md-6 mt-3">
<p>"<strong>Geocomputation with R</strong>" was written by Robin Lovelace, Jakub Nowosad, Jannes Muenchow. It was last built on 2024-10-06.</p>
<p>"<strong>Geocomputation with R</strong>" was written by Robin Lovelace, Jakub Nowosad, Jannes Muenchow. It was last built on 2024-10-07.</p>
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<footer class="bg-primary text-light mt-5"><div class="container"><div class="row">

<div class="col-12 col-md-6 mt-3">
<p>"<strong>Geocomputation with R</strong>" was written by Robin Lovelace, Jakub Nowosad, Jannes Muenchow. It was last built on 2024-10-06.</p>
<p>"<strong>Geocomputation with R</strong>" was written by Robin Lovelace, Jakub Nowosad, Jannes Muenchow. It was last built on 2024-10-07.</p>
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<footer class="bg-primary text-light mt-5"><div class="container"><div class="row">

<div class="col-12 col-md-6 mt-3">
<p>"<strong>Geocomputation with R</strong>" was written by Robin Lovelace, Jakub Nowosad, Jannes Muenchow. It was last built on 2024-10-06.</p>
<p>"<strong>Geocomputation with R</strong>" was written by Robin Lovelace, Jakub Nowosad, Jannes Muenchow. It was last built on 2024-10-07.</p>
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Expand Up @@ -118,7 +118,7 @@ <h1>Welcome<a class="anchor" aria-label="anchor" href="#welcome"><i class="fas f
<p>The online version of the book is hosted at <a href="https://r.geocompx.org">r.geocompx.org</a> and kept up-to-date by <a href="https://github.com/geocompx/geocompr/actions">GitHub Actions</a>.
Its current ‘build status’ as follows:</p>
<p><a href="https://github.com/geocompx/geocompr/actions"><img src="https://github.com/geocompx/geocompr/workflows/Render/badge.svg" alt="Actions"></a></p>
<p>This version of the book was built on GH Actions on 2024-10-06.</p>
<p>This version of the book was built on GH Actions on 2024-10-07.</p>
<p><a rel="license" href="http://creativecommons.org/licenses/by-nc-nd/4.0/"><img alt="Creative Commons License" style="border-width:0" src="https://i.creativecommons.org/l/by-nc-nd/4.0/88x31.png"></a><br>This book is licensed to you under a <a rel="license" href="http://creativecommons.org/licenses/by-nc-nd/4.0/">Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License</a>.</p>
<p><a rel="license" href="https://creativecommons.org/publicdomain/zero/1.0/"><img alt="Creative Commons License" style="border-width:0" src="https://licensebuttons.net/l/zero/1.0/88x31.png"></a><br>The code samples in this book are licensed under <a rel="license" href="https://creativecommons.org/publicdomain/zero/1.0/">Creative Commons CC0 1.0 Universal (CC0 1.0)</a>.</p>
<div id="how-to-contribute" class="section level2 unnumbered">
Expand Down Expand Up @@ -231,7 +231,7 @@ <h2>Second Edition</h2>
<footer class="bg-primary text-light mt-5"><div class="container"><div class="row">

<div class="col-12 col-md-6 mt-3">
<p>"<strong>Geocomputation with R</strong>" was written by Robin Lovelace, Jakub Nowosad, Jannes Muenchow. It was last built on 2024-10-06.</p>
<p>"<strong>Geocomputation with R</strong>" was written by Robin Lovelace, Jakub Nowosad, Jannes Muenchow. It was last built on 2024-10-07.</p>
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---
title: 'Geocomputation with R'
author: 'Robin Lovelace, Jakub Nowosad, Jannes Muenchow'
date: '2024-10-06'
date: '2024-10-07'
site: bookdown::bookdown_site
output: bookdown::bs4_book
documentclass: krantz
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[![Actions](https://github.com/geocompx/geocompr/workflows/Render/badge.svg)](https://github.com/geocompx/geocompr/actions)

This version of the book was built on GH Actions on 2024-10-06.
This version of the book was built on GH Actions on 2024-10-07.

<a rel="license" href="http://creativecommons.org/licenses/by-nc-nd/4.0/"><img alt="Creative Commons License" style="border-width:0" src="https://i.creativecommons.org/l/by-nc-nd/4.0/88x31.png"/></a><br/>This book is licensed to you under a <a rel="license" href="http://creativecommons.org/licenses/by-nc-nd/4.0/">Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License</a>.

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<footer class="bg-primary text-light mt-5"><div class="container"><div class="row">

<div class="col-12 col-md-6 mt-3">
<p>"<strong>Geocomputation with R</strong>" was written by Robin Lovelace, Jakub Nowosad, Jannes Muenchow. It was last built on 2024-10-06.</p>
<p>"<strong>Geocomputation with R</strong>" was written by Robin Lovelace, Jakub Nowosad, Jannes Muenchow. It was last built on 2024-10-07.</p>
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<footer class="bg-primary text-light mt-5"><div class="container"><div class="row">

<div class="col-12 col-md-6 mt-3">
<p>"<strong>Geocomputation with R</strong>" was written by Robin Lovelace, Jakub Nowosad, Jannes Muenchow. It was last built on 2024-10-06.</p>
<p>"<strong>Geocomputation with R</strong>" was written by Robin Lovelace, Jakub Nowosad, Jannes Muenchow. It was last built on 2024-10-07.</p>
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<div class="col-12 col-md-6 mt-3">
<p>"<strong>Geocomputation with R</strong>" was written by Robin Lovelace, Jakub Nowosad, Jannes Muenchow. It was last built on 2024-10-06.</p>
<p>"<strong>Geocomputation with R</strong>" was written by Robin Lovelace, Jakub Nowosad, Jannes Muenchow. It was last built on 2024-10-07.</p>
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<footer class="bg-primary text-light mt-5"><div class="container"><div class="row">

<div class="col-12 col-md-6 mt-3">
<p>"<strong>Geocomputation with R</strong>" was written by Robin Lovelace, Jakub Nowosad, Jannes Muenchow. It was last built on 2024-10-06.</p>
<p>"<strong>Geocomputation with R</strong>" was written by Robin Lovelace, Jakub Nowosad, Jannes Muenchow. It was last built on 2024-10-07.</p>
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<footer class="bg-primary text-light mt-5"><div class="container"><div class="row">

<div class="col-12 col-md-6 mt-3">
<p>"<strong>Geocomputation with R</strong>" was written by Robin Lovelace, Jakub Nowosad, Jannes Muenchow. It was last built on 2024-10-06.</p>
<p>"<strong>Geocomputation with R</strong>" was written by Robin Lovelace, Jakub Nowosad, Jannes Muenchow. It was last built on 2024-10-07.</p>
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<div class="col-12 col-md-6 mt-3">
<p>"<strong>Geocomputation with R</strong>" was written by Robin Lovelace, Jakub Nowosad, Jannes Muenchow. It was last built on 2024-10-06.</p>
<p>"<strong>Geocomputation with R</strong>" was written by Robin Lovelace, Jakub Nowosad, Jannes Muenchow. It was last built on 2024-10-07.</p>
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<div class="col-12 col-md-6 mt-3">
<p>"<strong>Geocomputation with R</strong>" was written by Robin Lovelace, Jakub Nowosad, Jannes Muenchow. It was last built on 2024-10-06.</p>
<p>"<strong>Geocomputation with R</strong>" was written by Robin Lovelace, Jakub Nowosad, Jannes Muenchow. It was last built on 2024-10-07.</p>
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<footer class="bg-primary text-light mt-5"><div class="container"><div class="row">

<div class="col-12 col-md-6 mt-3">
<p>"<strong>Geocomputation with R</strong>" was written by Robin Lovelace, Jakub Nowosad, Jannes Muenchow. It was last built on 2024-10-06.</p>
<p>"<strong>Geocomputation with R</strong>" was written by Robin Lovelace, Jakub Nowosad, Jannes Muenchow. It was last built on 2024-10-07.</p>
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Expand Up @@ -124,7 +124,7 @@ <h2>Prerequisites<a class="anchor" aria-label="anchor" href="#prerequisites-10">
<span><span class="kw"><a href="https://rdrr.io/r/base/library.html">library</a></span><span class="op">(</span><span class="va"><a href="https://mlr3.mlr-org.com">mlr3</a></span><span class="op">)</span> <span class="co"># unified interface to machine learning algorithms</span></span>
<span><span class="kw"><a href="https://rdrr.io/r/base/library.html">library</a></span><span class="op">(</span><span class="va"><a href="https://mlr3learners.mlr-org.com">mlr3learners</a></span><span class="op">)</span> <span class="co"># most important machine learning algorithms</span></span>
<span><span class="kw"><a href="https://rdrr.io/r/base/library.html">library</a></span><span class="op">(</span><span class="va">mlr3extralearners</span><span class="op">)</span> <span class="co"># access to even more learning algorithms</span></span>
<span><span class="kw"><a href="https://rdrr.io/r/base/library.html">library</a></span><span class="op">(</span><span class="va"><a href="https://mlr3proba.mlr-org.com">mlr3proba</a></span><span class="op">)</span> <span class="co"># make probabilistic predictions, here only needed for mlr3extralearners::list_learners()</span></span>
<span><span class="kw"><a href="https://rdrr.io/r/base/library.html">library</a></span><span class="op">(</span><span class="va"><a href="https://mlr3proba.mlr-org.com">mlr3proba</a></span><span class="op">)</span> <span class="co"># here needed for mlr3extralearners::list_learners()</span></span>
<span><span class="kw"><a href="https://rdrr.io/r/base/library.html">library</a></span><span class="op">(</span><span class="va"><a href="https://mlr3spatiotempcv.mlr-org.com/">mlr3spatiotempcv</a></span><span class="op">)</span> <span class="co"># spatiotemporal resampling strategies</span></span>
<span><span class="kw"><a href="https://rdrr.io/r/base/library.html">library</a></span><span class="op">(</span><span class="va"><a href="https://mlr3tuning.mlr-org.com">mlr3tuning</a></span><span class="op">)</span> <span class="co"># hyperparameter tuning</span></span>
<span><span class="kw"><a href="https://rdrr.io/r/base/library.html">library</a></span><span class="op">(</span><span class="va"><a href="https://mlr3viz.mlr-org.com">mlr3viz</a></span><span class="op">)</span> <span class="co"># plotting functions for mlr3 objects</span></span>
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<footer class="bg-primary text-light mt-5"><div class="container"><div class="row">

<div class="col-12 col-md-6 mt-3">
<p>"<strong>Geocomputation with R</strong>" was written by Robin Lovelace, Jakub Nowosad, Jannes Muenchow. It was last built on 2024-10-06.</p>
<p>"<strong>Geocomputation with R</strong>" was written by Robin Lovelace, Jakub Nowosad, Jannes Muenchow. It was last built on 2024-10-07.</p>
</div>

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<footer class="bg-primary text-light mt-5"><div class="container"><div class="row">

<div class="col-12 col-md-6 mt-3">
<p>"<strong>Geocomputation with R</strong>" was written by Robin Lovelace, Jakub Nowosad, Jannes Muenchow. It was last built on 2024-10-06.</p>
<p>"<strong>Geocomputation with R</strong>" was written by Robin Lovelace, Jakub Nowosad, Jannes Muenchow. It was last built on 2024-10-07.</p>
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<footer class="bg-primary text-light mt-5"><div class="container"><div class="row">

<div class="col-12 col-md-6 mt-3">
<p>"<strong>Geocomputation with R</strong>" was written by Robin Lovelace, Jakub Nowosad, Jannes Muenchow. It was last built on 2024-10-06.</p>
<p>"<strong>Geocomputation with R</strong>" was written by Robin Lovelace, Jakub Nowosad, Jannes Muenchow. It was last built on 2024-10-07.</p>
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