EVOLUTION-MANAGER
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Simple features</h1> <h4 class="author">Claus O. Wilke</h4> <h4 class="date">2020-06-20</h4> <p>For geospatial applications, it may be convenient to convert isolines and isobands into simple features. This can be done with the function <code>iso_to_sfg()</code>, which converts an isolines or isobands object into an sf geometry collection. This converted object can then be further processed with functions from the <code>sf</code> package. For example, we can add them to an sf data frame and plot with ggplot2.</p> <div class="sourceCode" id="cb1"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb1-1" data-line-number="1"><span class="kw">library</span>(isoband)</a> <a class="sourceLine" id="cb1-2" data-line-number="2"><span class="kw">library</span>(ggplot2)</a> <a class="sourceLine" id="cb1-3" data-line-number="3"><span class="kw">suppressWarnings</span>(<span class="kw">library</span>(sf))</a> <a class="sourceLine" id="cb1-4" data-line-number="4"><span class="co">#> Linking to GEOS 3.7.2, GDAL 2.4.2, PROJ 5.2.0</span></a> <a class="sourceLine" id="cb1-5" data-line-number="5"></a> <a class="sourceLine" id="cb1-6" data-line-number="6">m <-<span class="st"> </span>volcano</a> <a class="sourceLine" id="cb1-7" data-line-number="7"></a> <a class="sourceLine" id="cb1-8" data-line-number="8"><span class="co"># make isobands</span></a> <a class="sourceLine" id="cb1-9" data-line-number="9">b <-<span class="st"> </span><span class="kw">isobands</span>((<span class="dv">1</span><span class="op">:</span><span class="kw">ncol</span>(m))<span class="op">/</span>(<span class="kw">ncol</span>(m)<span class="op">+</span><span class="dv">1</span>), (<span class="kw">nrow</span>(m)<span class="op">:</span><span class="dv">1</span>)<span class="op">/</span>(<span class="kw">nrow</span>(m)<span class="op">+</span><span class="dv">1</span>), m, <span class="dv">10</span><span class="op">*</span>(<span class="dv">9</span><span class="op">:</span><span class="dv">19</span>), <span class="dv">10</span><span class="op">*</span>(<span class="dv">10</span><span class="op">:</span><span class="dv">20</span>))</a> <a class="sourceLine" id="cb1-10" data-line-number="10">bands <-<span class="st"> </span><span class="kw">iso_to_sfg</span>(b)</a> <a class="sourceLine" id="cb1-11" data-line-number="11">data_bands <-<span class="st"> </span><span class="kw">st_sf</span>(</a> <a class="sourceLine" id="cb1-12" data-line-number="12"> <span class="dt">level =</span> <span class="dv">1</span><span class="op">:</span><span class="kw">length</span>(bands),</a> <a class="sourceLine" id="cb1-13" data-line-number="13"> <span class="dt">geometry =</span> <span class="kw">st_sfc</span>(bands)</a> <a class="sourceLine" id="cb1-14" data-line-number="14">)</a> <a class="sourceLine" id="cb1-15" data-line-number="15"></a> <a class="sourceLine" id="cb1-16" data-line-number="16"><span class="co"># make isolines</span></a> <a class="sourceLine" id="cb1-17" data-line-number="17">l <-<span class="st"> </span><span class="kw">isolines</span>((<span class="dv">1</span><span class="op">:</span><span class="kw">ncol</span>(m))<span class="op">/</span>(<span class="kw">ncol</span>(m)<span class="op">+</span><span class="dv">1</span>), (<span class="kw">nrow</span>(m)<span class="op">:</span><span class="dv">1</span>)<span class="op">/</span>(<span class="kw">nrow</span>(m)<span class="op">+</span><span class="dv">1</span>), m, <span class="dv">10</span><span class="op">*</span>(<span class="dv">10</span><span class="op">:</span><span class="dv">19</span>))</a> <a class="sourceLine" id="cb1-18" data-line-number="18">lines <-<span class="st"> </span><span class="kw">iso_to_sfg</span>(l)</a> <a class="sourceLine" id="cb1-19" data-line-number="19">data_lines <-<span class="st"> </span><span class="kw">st_sf</span>(</a> <a class="sourceLine" id="cb1-20" data-line-number="20"> <span class="dt">level =</span> <span class="dv">2</span><span class="op">:</span>(<span class="kw">length</span>(lines)<span class="op">+</span><span class="dv">1</span>),</a> <a class="sourceLine" id="cb1-21" data-line-number="21"> <span class="dt">geometry =</span> <span class="kw">st_sfc</span>(lines)</a> <a class="sourceLine" id="cb1-22" data-line-number="22">)</a> <a class="sourceLine" id="cb1-23" data-line-number="23"></a> <a class="sourceLine" id="cb1-24" data-line-number="24"><span class="co"># plot with geom_sf()</span></a> <a class="sourceLine" id="cb1-25" data-line-number="25"><span class="kw">ggplot</span>() <span class="op">+</span></a> <a class="sourceLine" id="cb1-26" data-line-number="26"><span class="st"> </span><span class="kw">geom_sf</span>(<span class="dt">data =</span> data_bands, <span class="kw">aes</span>(<span class="dt">fill =</span> level), <span class="dt">color =</span> <span class="ot">NA</span>, <span class="dt">alpha =</span> <span class="fl">0.7</span>) <span class="op">+</span></a> <a class="sourceLine" id="cb1-27" data-line-number="27"><span class="st"> </span><span class="kw">geom_sf</span>(<span class="dt">data =</span> data_lines, <span class="dt">color =</span> <span class="st">"black"</span>) <span class="op">+</span></a> <a class="sourceLine" id="cb1-28" data-line-number="28"><span class="st"> </span><span class="kw">scale_fill_viridis_c</span>(<span class="dt">guide =</span> <span class="st">"none"</span>) <span class="op">+</span></a> <a class="sourceLine" id="cb1-29" data-line-number="29"><span class="st"> </span><span class="kw">coord_sf</span>(<span class="dt">expand =</span> <span class="ot">FALSE</span>)</a></code></pre></div> <p><img 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" /><!-- --></p> <p>As a second application of this feature, we will take a photograph and convert it into a set of polygons that we plot with false colors.</p> <div class="sourceCode" id="cb2"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb2-1" data-line-number="1"><span class="kw">suppressMessages</span>(<span class="kw">library</span>(magick))</a> <a class="sourceLine" id="cb2-2" data-line-number="2"></a> <a class="sourceLine" id="cb2-3" data-line-number="3"><span class="co"># helper function to convert a raster image into isobands</span></a> <a class="sourceLine" id="cb2-4" data-line-number="4">sf_from_image <-<span class="st"> </span><span class="cf">function</span>(image) {</a> <a class="sourceLine" id="cb2-5" data-line-number="5"> image_gray <-<span class="st"> </span>image <span class="op">%>%</span><span class="st"> </span><span class="kw">image_quantize</span>(<span class="dt">colorspace =</span> <span class="st">"gray"</span>)</a> <a class="sourceLine" id="cb2-6" data-line-number="6"> image_raster <-<span class="st"> </span><span class="kw">as.raster</span>(image_gray)</a> <a class="sourceLine" id="cb2-7" data-line-number="7"> d <-<span class="st"> </span><span class="kw">dim</span>(image_raster)</a> <a class="sourceLine" id="cb2-8" data-line-number="8"> m <-<span class="st"> </span><span class="kw">matrix</span>(<span class="kw">c</span>((<span class="dv">255</span><span class="op">-</span><span class="kw">col2rgb</span>(image_raster)[<span class="dv">1</span>,])), <span class="dt">nrow =</span> d[<span class="dv">1</span>], <span class="dt">ncol =</span> d[<span class="dv">2</span>], <span class="dt">byrow =</span> <span class="ot">TRUE</span>)</a> <a class="sourceLine" id="cb2-9" data-line-number="9"> b <-<span class="st"> </span><span class="kw">isobands</span>(<span class="dv">1</span><span class="op">:</span>d[<span class="dv">2</span>], d[<span class="dv">1</span>]<span class="op">:</span><span class="dv">1</span>, m, <span class="dv">20</span><span class="op">*</span>(<span class="dv">0</span><span class="op">:</span><span class="dv">13</span>), <span class="dv">20</span><span class="op">*</span>(<span class="dv">1</span><span class="op">:</span><span class="dv">14</span>))</a> <a class="sourceLine" id="cb2-10" data-line-number="10"> bands <-<span class="st"> </span><span class="kw">iso_to_sfg</span>(b)</a> <a class="sourceLine" id="cb2-11" data-line-number="11"> data <-<span class="st"> </span><span class="kw">st_sf</span>(</a> <a class="sourceLine" id="cb2-12" data-line-number="12"> <span class="dt">level =</span> letters[<span class="dv">1</span><span class="op">:</span><span class="kw">length</span>(bands)],</a> <a class="sourceLine" id="cb2-13" data-line-number="13"> <span class="dt">geometry =</span> <span class="kw">st_sfc</span>(bands)</a> <a class="sourceLine" id="cb2-14" data-line-number="14"> )</a> <a class="sourceLine" id="cb2-15" data-line-number="15">}</a> <a class="sourceLine" id="cb2-16" data-line-number="16"></a> <a class="sourceLine" id="cb2-17" data-line-number="17"><span class="co"># load the image, convert, and plot</span></a> <a class="sourceLine" id="cb2-18" data-line-number="18">img <-<span class="st"> </span><span class="kw">image_resize</span>(<span class="kw">image_read</span>(<span class="kw">system.file</span>(<span class="st">"extdata"</span>, <span class="st">"ocean-cat.jpg"</span>, <span class="dt">package =</span> <span class="st">"isoband"</span>)), <span class="st">"200x200"</span>)</a> <a class="sourceLine" id="cb2-19" data-line-number="19">img_sf <-<span class="st"> </span><span class="kw">sf_from_image</span>(img)</a> <a class="sourceLine" id="cb2-20" data-line-number="20"></a> <a class="sourceLine" id="cb2-21" data-line-number="21"><span class="kw">ggplot</span>(img_sf) <span class="op">+</span><span class="st"> </span></a> <a class="sourceLine" id="cb2-22" data-line-number="22"><span class="st"> </span><span class="kw">geom_sf</span>(<span class="dt">color =</span> <span class="st">"blue"</span>, <span class="dt">fill =</span> <span class="ot">NA</span>, <span class="dt">size =</span> <span class="fl">0.05</span>) <span class="op">+</span><span class="st"> </span></a> <a class="sourceLine" id="cb2-23" data-line-number="23"><span class="st"> </span><span class="kw">coord_sf</span>(<span class="dt">expand =</span> <span class="ot">FALSE</span>) <span class="op">+</span></a> <a class="sourceLine" id="cb2-24" data-line-number="24"><span class="st"> </span><span class="kw">theme_gray</span>() <span class="op">+</span></a> <a class="sourceLine" id="cb2-25" data-line-number="25"><span class="st"> </span><span class="kw">theme</span>(</a> <a class="sourceLine" id="cb2-26" data-line-number="26"> <span class="dt">axis.ticks =</span> <span class="kw">element_blank</span>(),</a> <a class="sourceLine" id="cb2-27" data-line-number="27"> <span class="dt">axis.text =</span> <span class="kw">element_blank</span>(),</a> <a class="sourceLine" id="cb2-28" data-line-number="28"> <span class="dt">axis.title =</span> <span class="kw">element_blank</span>(),</a> <a class="sourceLine" id="cb2-29" data-line-number="29"> <span class="dt">axis.ticks.length =</span> grid<span class="op">::</span><span class="kw">unit</span>(<span class="dv">0</span>, <span class="st">"pt"</span>),</a> <a class="sourceLine" id="cb2-30" data-line-number="30"> <span class="dt">plot.margin =</span> <span class="kw">margin</span>(<span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>)</a> <a class="sourceLine" id="cb2-31" data-line-number="31"> )</a></code></pre></div> <p><img src="data:image/png;base64,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" /><!-- --></p> <div class="sourceCode" id="cb3"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb3-1" data-line-number="1"></a> <a class="sourceLine" id="cb3-2" data-line-number="2"></a> <a class="sourceLine" id="cb3-3" data-line-number="3"><span class="kw">ggplot</span>(img_sf) <span class="op">+</span><span class="st"> </span></a> <a class="sourceLine" id="cb3-4" data-line-number="4"><span class="st"> </span><span class="kw">geom_sf</span>(<span class="kw">aes</span>(<span class="dt">fill =</span> level, <span class="dt">color =</span> level)) <span class="op">+</span><span class="st"> </span></a> <a class="sourceLine" id="cb3-5" data-line-number="5"><span class="st"> </span><span class="kw">coord_sf</span>(<span class="dt">expand =</span> <span class="ot">FALSE</span>) <span class="op">+</span></a> <a class="sourceLine" id="cb3-6" data-line-number="6"><span class="st"> </span><span class="kw">theme_void</span>() <span class="op">+</span><span class="st"> </span></a> <a class="sourceLine" id="cb3-7" data-line-number="7"><span class="st"> </span><span class="kw">scale_fill_viridis_d</span>(</a> <a class="sourceLine" id="cb3-8" data-line-number="8"> <span class="dt">aesthetics =</span> <span class="kw">c</span>(<span class="st">"color"</span>, <span class="st">"fill"</span>), <span class="dt">option =</span> <span class="st">"B"</span>, <span class="dt">guide =</span> <span class="st">"none"</span>,</a> <a class="sourceLine" id="cb3-9" data-line-number="9"> <span class="dt">direction =</span> <span class="dv">-1</span></a> <a class="sourceLine" id="cb3-10" data-line-number="10"> )</a></code></pre></div> <p><img 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" /><!-- --></p> <div id="invalid-geometries" class="section level1"> <h1>Invalid geometries</h1> <p>When converting isolines or isobands into simple features, we can end up with geometries that are considered invalid. These are generally cases where isobands have portions with zero width or height, for example because a set of values in a single row or column is exactly equal to the lower boundary of an isoband. (The lower boundary of an isoband is included in that band, while the upper boundary is excluded.) As an example, consider the following elevation matrix, which yields one isoband with zero width and one with zero height.</p> <div class="sourceCode" id="cb4"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb4-1" data-line-number="1">m <-<span class="st"> </span><span class="kw">matrix</span>(</a> <a class="sourceLine" id="cb4-2" data-line-number="2"> <span class="kw">c</span>(<span class="fl">1.5</span>, <span class="fl">1.5</span>, <span class="fl">1.5</span>, <span class="fl">1.5</span>, <span class="fl">0.6</span>, <span class="dv">0</span>,</a> <a class="sourceLine" id="cb4-3" data-line-number="3"> <span class="fl">0.5</span>, <span class="fl">1.5</span>, <span class="fl">1.5</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>,</a> <a class="sourceLine" id="cb4-4" data-line-number="4"> <span class="dv">0</span>, <span class="dv">1</span>, <span class="dv">0</span>, <span class="dv">1</span>, <span class="dv">1</span>, <span class="dv">0</span>,</a> <a class="sourceLine" id="cb4-5" data-line-number="5"> <span class="dv">0</span>, <span class="dv">1</span>, <span class="dv">0</span>, <span class="fl">0.7</span>, <span class="dv">0</span>, <span class="dv">0</span>,</a> <a class="sourceLine" id="cb4-6" data-line-number="6"> <span class="fl">0.9</span>, <span class="fl">1.3</span>, <span class="fl">1.8</span>, <span class="fl">1.4</span>, <span class="fl">0.4</span>, <span class="dv">0</span></a> <a class="sourceLine" id="cb4-7" data-line-number="7"> ),</a> <a class="sourceLine" id="cb4-8" data-line-number="8"> <span class="dt">nrow =</span> <span class="dv">5</span>, <span class="dt">ncol =</span> <span class="dv">6</span>, <span class="dt">byrow =</span> <span class="ot">TRUE</span></a> <a class="sourceLine" id="cb4-9" data-line-number="9">)</a> <a class="sourceLine" id="cb4-10" data-line-number="10"></a> <a class="sourceLine" id="cb4-11" data-line-number="11"><span class="kw">plot_iso</span>(m, <span class="dv">1</span>, <span class="dv">2</span>)</a></code></pre></div> <p><img src="data:image/png;base64,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" /><!-- --></p> <p>The isobands are correct, but conversion into simple features yields invalid geometries.</p> <div class="sourceCode" id="cb5"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb5-1" data-line-number="1">b <-<span class="st"> </span><span class="kw">isobands</span>(<span class="dt">x =</span> <span class="dv">1</span><span class="op">:</span><span class="dv">6</span>, <span class="dt">y =</span> <span class="dv">5</span><span class="op">:</span><span class="dv">1</span>, <span class="dt">z =</span> m, <span class="dt">levels_low =</span> <span class="dv">0</span><span class="op">:</span><span class="dv">1</span>, <span class="dt">levels_high =</span> <span class="dv">1</span><span class="op">:</span><span class="dv">2</span>)</a> <a class="sourceLine" id="cb5-2" data-line-number="2">bands <-<span class="st"> </span><span class="kw">iso_to_sfg</span>(b)</a> <a class="sourceLine" id="cb5-3" data-line-number="3"></a> <a class="sourceLine" id="cb5-4" data-line-number="4">iso <-<span class="st"> </span><span class="kw">st_sf</span>(</a> <a class="sourceLine" id="cb5-5" data-line-number="5"> <span class="dt">id =</span> <span class="kw">factor</span>(<span class="dv">1</span><span class="op">:</span><span class="kw">length</span>(bands)),</a> <a class="sourceLine" id="cb5-6" data-line-number="6"> <span class="dt">geometry =</span> <span class="kw">st_sfc</span>(bands)</a> <a class="sourceLine" id="cb5-7" data-line-number="7">)</a> <a class="sourceLine" id="cb5-8" data-line-number="8"></a> <a class="sourceLine" id="cb5-9" data-line-number="9"><span class="kw">st_is_valid</span>(iso, <span class="dt">reason =</span> <span class="ot">TRUE</span>)</a> <a class="sourceLine" id="cb5-10" data-line-number="10"><span class="co">#> [1] "Too few points in geometry component[4 3]"</span></a> <a class="sourceLine" id="cb5-11" data-line-number="11"><span class="co">#> [2] "Too few points in geometry component[4 3]"</span></a></code></pre></div> <p>Invalid geometries can cause problems in some applications, even though they usually can be plotted with <code>geom_sf()</code>.</p> <div class="sourceCode" id="cb6"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb6-1" data-line-number="1"><span class="kw">ggplot</span>(iso, <span class="kw">aes</span>(<span class="dt">fill =</span> id)) <span class="op">+</span><span class="st"> </span></a> <a class="sourceLine" id="cb6-2" data-line-number="2"><span class="st"> </span><span class="kw">geom_sf</span>() <span class="op">+</span></a> <a class="sourceLine" id="cb6-3" data-line-number="3"><span class="st"> </span><span class="kw">theme</span>(<span class="dt">legend.position =</span> <span class="st">"bottom"</span>)</a></code></pre></div> <p><img src="data:image/png;base64,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" /><!-- --></p> <p>We can repair invalid geometries using <code>st_make_valid()</code>:</p> <div class="sourceCode" id="cb7"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb7-1" data-line-number="1"><span class="co">#iso_valid <- st_make_valid(iso)</span></a> <a class="sourceLine" id="cb7-2" data-line-number="2"><span class="co">#st_is_valid(iso_valid, reason=TRUE)</span></a></code></pre></div> <p>The resulting plot is unchanged. (This is not always the case; sometimes single lines between two polygons are eliminated by <code>st_make_valid()</code>.)</p> <div class="sourceCode" id="cb8"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb8-1" data-line-number="1"><span class="co">#ggplot(iso_valid, aes(fill = id)) +</span></a> <a class="sourceLine" id="cb8-2" data-line-number="2"><span class="co"># geom_sf() +</span></a> <a class="sourceLine" id="cb8-3" data-line-number="3"><span class="co"># theme(legend.position = "bottom")</span></a></code></pre></div> <p>Alternatively, we can avoid invalid geometries if we can guarantee that no elevation value ever is exactly equal to an isoband boundary. For example, if we shift all data values by a tiny amount (here, 1e-10) so they don’t coincide with the band limits, no invalid geometries are generated. The resulting plot again looks visually unchanged.</p> <div class="sourceCode" id="cb9"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb9-1" data-line-number="1">b <-<span class="st"> </span><span class="kw">isobands</span>(<span class="dt">x =</span> <span class="dv">1</span><span class="op">:</span><span class="dv">6</span>, <span class="dt">y =</span> <span class="dv">5</span><span class="op">:</span><span class="dv">1</span>, <span class="dt">z =</span> m <span class="op">+</span><span class="st"> </span><span class="fl">1e-10</span>, <span class="dt">levels_low =</span> <span class="dv">0</span><span class="op">:</span><span class="dv">1</span>, <span class="dt">levels_high =</span> <span class="dv">1</span><span class="op">:</span><span class="dv">2</span>)</a> <a class="sourceLine" id="cb9-2" data-line-number="2">bands <-<span class="st"> </span><span class="kw">iso_to_sfg</span>(b)</a> <a class="sourceLine" id="cb9-3" data-line-number="3">iso <-<span class="st"> </span><span class="kw">st_sf</span>(<span class="dt">id =</span> <span class="kw">factor</span>(<span class="dv">1</span><span class="op">:</span><span class="kw">length</span>(bands)), <span class="dt">geometry =</span> <span class="kw">st_sfc</span>(bands))</a> <a class="sourceLine" id="cb9-4" data-line-number="4"><span class="kw">st_is_valid</span>(iso, <span class="dt">reason =</span> <span class="ot">TRUE</span>)</a> <a class="sourceLine" id="cb9-5" data-line-number="5"><span class="co">#> [1] "Valid Geometry" "Valid Geometry"</span></a> <a class="sourceLine" id="cb9-6" data-line-number="6"></a> <a class="sourceLine" id="cb9-7" data-line-number="7"><span class="kw">ggplot</span>(iso, <span class="kw">aes</span>(<span class="dt">fill =</span> id)) <span class="op">+</span></a> <a class="sourceLine" id="cb9-8" data-line-number="8"><span class="st"> </span><span class="kw">geom_sf</span>() <span class="op">+</span></a> <a class="sourceLine" id="cb9-9" data-line-number="9"><span class="st"> </span><span class="kw">theme</span>(<span class="dt">legend.position =</span> <span class="st">"bottom"</span>)</a></code></pre></div> <p><img src="data:image/png;base64,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" 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