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<body>
<h1 class="title toc-ignore">TerraclimateR</h1>
<style>
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<p>The terraclimate data set<a href="#fn1" class="footnote-ref" id="fnref1"><sup>1</sup></a> provides data on 14 climatic variables
through time since 1958 at ~4km resolution in space and monthly
resolution in time. TerraclimateR is a lightweight package that
implements a single function (<code>get_terraclim</code>) to access
these data and import them directly into R in long format.</p>
<h3>
General information:
</h3>
<p><a href="https://www.climatologylab.org/terraclimate.html" class="uri">https://www.climatologylab.org/terraclimate.html</a></p>
<h3>
Usage
</h3>
<details class="chunk-details" open><summary class="chunk-summary"><span class="chunk-summary-text">Code</span></summary>
<div class="sourceCode" id="cb1"><pre class="sourceCode r fold-show"><code class="sourceCode r"><span id="cb1-1"><a href="#cb1-1" tabindex="-1"></a><span class="fu">library</span>(TerraclimateR)</span>
<span id="cb1-2"><a href="#cb1-2" tabindex="-1"></a><span class="fu">suppressPackageStartupMessages</span>(<span class="fu">library</span>(tidyverse))</span></code></pre></div>
</details>
<p>Input data (<code>df</code>) is required in the following format: a
data.frame (or matrix) containing at least three variables (columns): a
(unique) identifier, latitude, and longitude:</p>
<details class="chunk-details" open><summary class="chunk-summary"><span class="chunk-summary-text">Code</span></summary>
<div class="sourceCode" id="cb2"><pre class="sourceCode r fold-show"><code class="sourceCode r"><span id="cb2-1"><a href="#cb2-1" tabindex="-1"></a>df <span class="ot"><-</span> tidyr<span class="sc">::</span><span class="fu">tribble</span>(</span>
<span id="cb2-2"><a href="#cb2-2" tabindex="-1"></a> <span class="sc">~</span>id, <span class="sc">~</span>lat, <span class="sc">~</span>lon,</span>
<span id="cb2-3"><a href="#cb2-3" tabindex="-1"></a> <span class="st">"Vilcabamba"</span>, <span class="sc">-</span><span class="fl">4.260641</span>, <span class="sc">-</span><span class="fl">79.22274</span>,</span>
<span id="cb2-4"><a href="#cb2-4" tabindex="-1"></a> <span class="st">"Paracas"</span>, <span class="sc">-</span><span class="fl">13.833881</span>, <span class="sc">-</span><span class="fl">76.25046</span>,</span>
<span id="cb2-5"><a href="#cb2-5" tabindex="-1"></a> <span class="st">"Puerto Viejo"</span>, <span class="fl">9.656562</span>, <span class="sc">-</span><span class="fl">82.75600</span>,</span>
<span id="cb2-6"><a href="#cb2-6" tabindex="-1"></a> <span class="st">"Trinidad"</span>, <span class="fl">21.808230</span>, <span class="sc">-</span><span class="fl">79.98102</span>,</span>
<span id="cb2-7"><a href="#cb2-7" tabindex="-1"></a> <span class="st">"Cartagena"</span>, <span class="fl">10.172151</span>, <span class="sc">-</span><span class="fl">75.74658</span></span>
<span id="cb2-8"><a href="#cb2-8" tabindex="-1"></a>)</span></code></pre></div>
</details>
<p>To retrieve climatic data for these observations (rows), a character
containing selected terraclimate variables is passed to the
<code>clim_vars</code> argument (e.g. <code>c("aet", "def")</code>). The
follwing variables are available:</p>
<h3>
Available terraclimate variables:
</h3>
<table style="width:100%;">
<colgroup>
<col width="11%" />
<col width="43%" />
<col width="34%" />
<col width="11%" />
</colgroup>
<thead>
<tr class="header">
<th align="left">Code</th>
<th align="left">Variable</th>
<th align="left">Detail</th>
<th align="left">Unit</th>
</tr>
</thead>
<tbody>
<tr class="odd">
<td align="left"><strong>aet</strong></td>
<td align="left">Actual Evapotranspiration</td>
<td align="left">monthly total</td>
<td align="left"><span class="math inline">\(mm\)</span></td>
</tr>
<tr class="even">
<td align="left"><strong>def</strong></td>
<td align="left">Climate Water Deficit</td>
<td align="left">monthly total</td>
<td align="left"><span class="math inline">\(mm\)</span></td>
</tr>
<tr class="odd">
<td align="left"><strong>pet</strong></td>
<td align="left">Potential evapotranspiration</td>
<td align="left">monthly total</td>
<td align="left"><span class="math inline">\(mm\)</span></td>
</tr>
<tr class="even">
<td align="left"><strong>ppt</strong></td>
<td align="left">Precipitation</td>
<td align="left">monthly total</td>
<td align="left"><span class="math inline">\(mm\)</span></td>
</tr>
<tr class="odd">
<td align="left"><strong>q</strong></td>
<td align="left">Runoff</td>
<td align="left">monthly total</td>
<td align="left"><span class="math inline">\(mm\)</span></td>
</tr>
<tr class="even">
<td align="left"><strong>soil</strong></td>
<td align="left">Soil Moisture</td>
<td align="left">total column at end of month</td>
<td align="left"><span class="math inline">\(mm\)</span></td>
</tr>
<tr class="odd">
<td align="left"><strong>srad</strong></td>
<td align="left">Downward surface shortwave radiation</td>
<td align="left"></td>
<td align="left"><span class="math inline">\(W/m^2\)</span></td>
</tr>
<tr class="even">
<td align="left"><strong>swe</strong></td>
<td align="left">Snow water equivalent</td>
<td align="left">at end of month</td>
<td align="left"><span class="math inline">\(mm\)</span></td>
</tr>
<tr class="odd">
<td align="left"><strong>tmax</strong></td>
<td align="left">Max Temperature</td>
<td align="left">average for month</td>
<td align="left"><span class="math inline">\(C\)</span></td>
</tr>
<tr class="even">
<td align="left"><strong>tmin</strong></td>
<td align="left">Min Temperature</td>
<td align="left">average for month</td>
<td align="left"><span class="math inline">\(C\)</span></td>
</tr>
<tr class="odd">
<td align="left"><strong>vap</strong></td>
<td align="left">Vapor pressure</td>
<td align="left">average for month</td>
<td align="left"><span class="math inline">\(kPa\)</span></td>
</tr>
<tr class="even">
<td align="left"><strong>ws</strong></td>
<td align="left">Wind speed</td>
<td align="left">average for month</td>
<td align="left"><span class="math inline">\(m/s\)</span></td>
</tr>
<tr class="odd">
<td align="left"><strong>vpd</strong></td>
<td align="left">Vapor Pressure Deficit</td>
<td align="left">average for month</td>
<td align="left"><span class="math inline">\(kPa\)</span></td>
</tr>
<tr class="even">
<td align="left"><strong>PDSI</strong></td>
<td align="left">Palmer Drought Severity Index</td>
<td align="left">at end of month</td>
<td align="left">unitless</td>
</tr>
</tbody>
</table>
<p>To retrieve all of these variables, pass
<code>climvars = "ALL"</code>.</p>
<hr>
<p><br> <strong>Example:</strong></p>
<p>Retrieving data for minimum temperature per month (<em>tmin</em>) and
monthly precipitation (<em>ppt</em>):</p>
<details class="chunk-details" open><summary class="chunk-summary"><span class="chunk-summary-text">Code</span></summary>
<div class="sourceCode" id="cb3"><pre class="sourceCode r fold-show"><code class="sourceCode r"><span id="cb3-1"><a href="#cb3-1" tabindex="-1"></a>nc_df <span class="ot"><-</span> <span class="fu">get_terraclim</span>(<span class="at">df =</span> df,</span>
<span id="cb3-2"><a href="#cb3-2" tabindex="-1"></a> <span class="at">id_var =</span> id,</span>
<span id="cb3-3"><a href="#cb3-3" tabindex="-1"></a> <span class="at">lon_var =</span> lon,</span>
<span id="cb3-4"><a href="#cb3-4" tabindex="-1"></a> <span class="at">lat_var =</span> lat,</span>
<span id="cb3-5"><a href="#cb3-5" tabindex="-1"></a> <span class="at">clim_vars =</span> <span class="fu">c</span>(<span class="st">"tmin"</span>, <span class="st">"ppt"</span>),</span>
<span id="cb3-6"><a href="#cb3-6" tabindex="-1"></a> <span class="at">show_prog =</span> <span class="cn">TRUE</span>,</span>
<span id="cb3-7"><a href="#cb3-7" tabindex="-1"></a> <span class="at">conserve =</span> <span class="cn">TRUE</span>)</span></code></pre></div>
</details>
<p>The column <code>id</code> is retained and still contains our sample
identifiers. The column <code>year</code> contains values ranging from
1958, the start of the terraclimate data set, to the latest year for
which data are available. <code>month</code> specifies the month, and
<code>variable</code> indicates the terraclimate variable.
<code>value</code> is the value of the respective variable at the given
month in the given year at the given location. Because
<code>conserve = TRUE</code> was set in the function call, all the
columns of the initial data.frame are still present. If the data.frame
contains a lot of variables and hundreds of observations, it is
advisable to set <code>conserve = FALSE</code> since this results in a
lot of redundant information and may slow down computation. Also, if
column names <em>year</em>, <em>month</em>, <em>variable</em>, or
<em>value</em> are in original data they will be renamed
(e.g. <em>year</em> to <em>year.x</em> and <em>year.y</em>) to guarantee
unique variable names. Returning the data in long format facilitates
further processing in a <em>tidy</em> style (see <a href="https://cran.r-project.org/web/packages/tidyr/vignettes/tidy-data.html">tidy
data</a>).</p>
<details class="chunk-details" open><summary class="chunk-summary"><span class="chunk-summary-text">Code</span></summary>
<div class="sourceCode" id="cb4"><pre class="sourceCode r fold-show"><code class="sourceCode r"><span id="cb4-1"><a href="#cb4-1" tabindex="-1"></a><span class="fu">str</span>(nc_df)</span></code></pre></div>
</details>
<pre><code>## 'data.frame': 7800 obs. of 7 variables:
## $ id : chr "Cartagena" "Cartagena" "Cartagena" "Cartagena" ...
## $ year : int 2022 2022 2022 2022 2022 2022 2022 2022 2022 2022 ...
## $ month : Factor w/ 12 levels "Jan","Feb","Mar",..: 4 3 8 5 6 7 12 9 10 11 ...
## $ variable: Factor w/ 2 levels "ppt","tmin": 1 1 1 1 1 1 1 1 1 1 ...
## $ value : num 200.5 4.6 217 213.7 281.6 ...
## $ lat : num 10.2 10.2 10.2 10.2 10.2 ...
## $ lon : num -75.7 -75.7 -75.7 -75.7 -75.7 ...</code></pre>
<p>Retrieving data for only one year:</p>
<details class="chunk-details" open><summary class="chunk-summary"><span class="chunk-summary-text">Code</span></summary>
<div class="sourceCode" id="cb6"><pre class="sourceCode r fold-show"><code class="sourceCode r"><span id="cb6-1"><a href="#cb6-1" tabindex="-1"></a><span class="fu">get_terraclim</span>(<span class="at">df =</span> df[<span class="dv">1</span>, ],</span>
<span id="cb6-2"><a href="#cb6-2" tabindex="-1"></a> <span class="at">id_var =</span> id,</span>
<span id="cb6-3"><a href="#cb6-3" tabindex="-1"></a> <span class="at">lon_var =</span> lon,</span>
<span id="cb6-4"><a href="#cb6-4" tabindex="-1"></a> <span class="at">lat_var =</span> lat,</span>
<span id="cb6-5"><a href="#cb6-5" tabindex="-1"></a> <span class="at">clim_vars =</span> <span class="st">"ppt"</span>,</span>
<span id="cb6-6"><a href="#cb6-6" tabindex="-1"></a> <span class="at">show_prog =</span> <span class="cn">FALSE</span>,</span>
<span id="cb6-7"><a href="#cb6-7" tabindex="-1"></a> <span class="at">conserve =</span> <span class="cn">FALSE</span>,</span>
<span id="cb6-8"><a href="#cb6-8" tabindex="-1"></a> <span class="at">year =</span> <span class="dv">2021</span>)</span></code></pre></div>
</details>
<pre><code>## id year month variable value
## 1 Vilcabamba 2021 Jan ppt 102.9
## 2 Vilcabamba 2021 Feb ppt 125.8
## 3 Vilcabamba 2021 Mar ppt 336.7
## 4 Vilcabamba 2021 Apr ppt 162.9
## 5 Vilcabamba 2021 May ppt 54.8
## 6 Vilcabamba 2021 Jun ppt 41.4
## 7 Vilcabamba 2021 Jul ppt 20.3
## 8 Vilcabamba 2021 Aug ppt 14.9
## 9 Vilcabamba 2021 Sep ppt 20.8
## 10 Vilcabamba 2021 Oct ppt 101.2
## 11 Vilcabamba 2021 Nov ppt 72.3
## 12 Vilcabamba 2021 Dec ppt 70.4</code></pre>
<p>Retrieving data for a range of years:</p>
<details class="chunk-details" open><summary class="chunk-summary"><span class="chunk-summary-text">Code</span></summary>
<div class="sourceCode" id="cb8"><pre class="sourceCode r fold-show"><code class="sourceCode r"><span id="cb8-1"><a href="#cb8-1" tabindex="-1"></a>nc_df_1990_2000 <span class="ot"><-</span> <span class="fu">get_terraclim</span>(<span class="at">df =</span> df[<span class="dv">1</span>, ],</span>
<span id="cb8-2"><a href="#cb8-2" tabindex="-1"></a> <span class="at">id_var =</span> id,</span>
<span id="cb8-3"><a href="#cb8-3" tabindex="-1"></a> <span class="at">lon_var =</span> lon,</span>
<span id="cb8-4"><a href="#cb8-4" tabindex="-1"></a> <span class="at">lat_var =</span> lat,</span>
<span id="cb8-5"><a href="#cb8-5" tabindex="-1"></a> <span class="at">clim_vars =</span> <span class="st">"ppt"</span>,</span>
<span id="cb8-6"><a href="#cb8-6" tabindex="-1"></a> <span class="at">show_prog =</span> <span class="cn">FALSE</span>,</span>
<span id="cb8-7"><a href="#cb8-7" tabindex="-1"></a> <span class="at">conserve =</span> <span class="cn">FALSE</span>) <span class="sc">%>%</span> </span>
<span id="cb8-8"><a href="#cb8-8" tabindex="-1"></a> dplyr<span class="sc">::</span><span class="fu">filter</span>(year <span class="sc">%in%</span> <span class="dv">1990</span><span class="sc">:</span><span class="dv">2000</span>)</span>
<span id="cb8-9"><a href="#cb8-9" tabindex="-1"></a></span>
<span id="cb8-10"><a href="#cb8-10" tabindex="-1"></a><span class="fu">str</span>(nc_df_1990_2000)</span></code></pre></div>
</details>
<pre><code>## 'data.frame': 132 obs. of 5 variables:
## $ id : chr "Vilcabamba" "Vilcabamba" "Vilcabamba" "Vilcabamba" ...
## $ year : int 1990 1990 1990 1990 1990 1990 1990 1990 1990 1990 ...
## $ month : Factor w/ 12 levels "Jan","Feb","Mar",..: 1 2 3 4 5 6 7 8 9 10 ...
## $ variable: Factor w/ 1 level "ppt": 1 1 1 1 1 1 1 1 1 1 ...
## $ value : num 82.3 129.9 115.9 107.6 44.9 ...</code></pre>
<hr>
<p><br> <strong>NA Handling</strong></p>
<p>Missing values, i.e., NA’s, are not discarded by
<code>get_terraclim</code>.</p>
<details class="chunk-details" open><summary class="chunk-summary"><span class="chunk-summary-text">Code</span></summary>
<div class="sourceCode" id="cb10"><pre class="sourceCode r fold-show"><code class="sourceCode r"><span id="cb10-1"><a href="#cb10-1" tabindex="-1"></a>incomplete_df <span class="ot"><-</span> <span class="fu">tribble</span>(</span>
<span id="cb10-2"><a href="#cb10-2" tabindex="-1"></a> <span class="sc">~</span>id, <span class="sc">~</span>lat, <span class="sc">~</span>lon,</span>
<span id="cb10-3"><a href="#cb10-3" tabindex="-1"></a> <span class="st">"Vilcabamba"</span>, <span class="sc">-</span><span class="fl">4.260641</span>, <span class="sc">-</span><span class="fl">79.22274</span>,</span>
<span id="cb10-4"><a href="#cb10-4" tabindex="-1"></a> <span class="cn">NA</span>, <span class="sc">-</span><span class="fl">13.833881</span>, <span class="sc">-</span><span class="fl">76.25046</span>,</span>
<span id="cb10-5"><a href="#cb10-5" tabindex="-1"></a> <span class="st">"Puerto Viejo"</span>, <span class="cn">NA</span>, <span class="sc">-</span><span class="fl">82.75600</span>,</span>
<span id="cb10-6"><a href="#cb10-6" tabindex="-1"></a> <span class="st">"Trinidad"</span>, <span class="cn">NA</span>, <span class="cn">NA</span>,</span>
<span id="cb10-7"><a href="#cb10-7" tabindex="-1"></a> <span class="cn">NA</span>, <span class="cn">NA</span>, <span class="cn">NA</span></span>
<span id="cb10-8"><a href="#cb10-8" tabindex="-1"></a>)</span></code></pre></div>
</details>
<details class="chunk-details" open><summary class="chunk-summary"><span class="chunk-summary-text">Code</span></summary>
<div class="sourceCode" id="cb11"><pre class="sourceCode r fold-show"><code class="sourceCode r"><span id="cb11-1"><a href="#cb11-1" tabindex="-1"></a>incomplete_nc_df <span class="ot"><-</span> <span class="fu">get_terraclim</span>(<span class="at">df =</span> incomplete_df,</span>
<span id="cb11-2"><a href="#cb11-2" tabindex="-1"></a> <span class="at">id_var =</span> id,</span>
<span id="cb11-3"><a href="#cb11-3" tabindex="-1"></a> <span class="at">lon_var =</span> lon,</span>
<span id="cb11-4"><a href="#cb11-4" tabindex="-1"></a> <span class="at">lat_var =</span> lat,</span>
<span id="cb11-5"><a href="#cb11-5" tabindex="-1"></a> <span class="at">clim_vars =</span> <span class="fu">c</span>(<span class="st">"tmin"</span>),</span>
<span id="cb11-6"><a href="#cb11-6" tabindex="-1"></a> <span class="at">conserve =</span> <span class="cn">TRUE</span>)</span>
<span id="cb11-7"><a href="#cb11-7" tabindex="-1"></a></span>
<span id="cb11-8"><a href="#cb11-8" tabindex="-1"></a>incomplete_nc_df <span class="sc">%>%</span> <span class="fu">group_by</span>(id, lat, lon) <span class="sc">%>%</span> <span class="fu">reframe</span>(<span class="at">data_length =</span> <span class="fu">n</span>())</span></code></pre></div>
</details>
<pre><code>## # A tibble: 5 × 4
## id lat lon data_length
## <chr> <dbl> <dbl> <int>
## 1 NA.2 -13.8 -76.3 780
## 2 NA.5 NA NA 1
## 3 Puerto Viejo NA -82.8 1
## 4 Trinidad NA NA 1
## 5 Vilcabamba -4.26 -79.2 780</code></pre>
<details class="chunk-details" open><summary class="chunk-summary"><span class="chunk-summary-text">Code</span></summary>
<div class="sourceCode" id="cb13"><pre class="sourceCode r fold-show"><code class="sourceCode r"><span id="cb13-1"><a href="#cb13-1" tabindex="-1"></a><span class="fu">summary</span>(incomplete_nc_df)</span></code></pre></div>
</details>
<pre><code>## id year month variable value
## Length:1563 Min. :1958 Jan :130 tmin:1560 Min. :10.84
## Class :character 1st Qu.:1974 Feb :130 NA's: 3 1st Qu.:12.77
## Mode :character Median :1990 Mar :130 Median :13.51
## Mean :1990 Apr :130 Mean :14.18
## 3rd Qu.:2006 May :130 3rd Qu.:14.88
## Max. :2022 (Other):910 Max. :21.47
## NA's :3 NA's : 3 NA's :3
## lat lon
## Min. :-13.834 Min. :-82.76
## 1st Qu.:-13.834 1st Qu.:-79.22
## Median : -9.047 Median :-79.22
## Mean : -9.047 Mean :-77.74
## 3rd Qu.: -4.261 3rd Qu.:-76.25
## Max. : -4.261 Max. :-76.25
## NA's :3 NA's :2</code></pre>
<p>But exclusion of missing values is easy:</p>
<details class="chunk-details" open><summary class="chunk-summary"><span class="chunk-summary-text">Code</span></summary>
<div class="sourceCode" id="cb15"><pre class="sourceCode r fold-show"><code class="sourceCode r"><span id="cb15-1"><a href="#cb15-1" tabindex="-1"></a>incomplete_nc_df <span class="sc">%>%</span> <span class="fu">drop_na</span>() <span class="sc">%>%</span> <span class="fu">summary</span>()</span></code></pre></div>
</details>
<pre><code>## id year month variable value
## Length:1560 Min. :1958 Jan :130 tmin:1560 Min. :10.84
## Class :character 1st Qu.:1974 Feb :130 1st Qu.:12.77
## Mode :character Median :1990 Mar :130 Median :13.51
## Mean :1990 Apr :130 Mean :14.18
## 3rd Qu.:2006 May :130 3rd Qu.:14.88
## Max. :2022 Jun :130 Max. :21.47
## (Other):780
## lat lon
## Min. :-13.834 Min. :-79.22
## 1st Qu.:-13.834 1st Qu.:-79.22
## Median : -9.047 Median :-77.74
## Mean : -9.047 Mean :-77.74
## 3rd Qu.: -4.261 3rd Qu.:-76.25
## Max. : -4.261 Max. :-76.25
## </code></pre>
<h3>
Integration into <em>Tidy</em> Workflow
</h3>
<p><br> <strong>Transformations (Examples)</strong></p>
<details class="chunk-details" open><summary class="chunk-summary"><span class="chunk-summary-text">Code</span></summary>
<div class="sourceCode" id="cb17"><pre class="sourceCode r fold-show"><code class="sourceCode r"><span id="cb17-1"><a href="#cb17-1" tabindex="-1"></a>nc_df <span class="sc">%>%</span> </span>
<span id="cb17-2"><a href="#cb17-2" tabindex="-1"></a> <span class="fu">group_by</span>(id, month, variable) <span class="sc">%>%</span> </span>
<span id="cb17-3"><a href="#cb17-3" tabindex="-1"></a> <span class="fu">summarise</span>(<span class="at">monthly_mean =</span> <span class="fu">mean</span>(value), <span class="at">.groups =</span> <span class="st">"drop"</span>) <span class="sc">%>%</span> </span>
<span id="cb17-4"><a href="#cb17-4" tabindex="-1"></a> <span class="fu">pivot_wider</span>(<span class="at">values_from =</span> monthly_mean, <span class="at">names_from =</span> variable)</span></code></pre></div>
</details>
<pre><code>## # A tibble: 60 × 4
## id month ppt tmin
## <chr> <fct> <dbl> <dbl>
## 1 Cartagena Jan 3.22 22.7
## 2 Cartagena Feb 0.778 22.9
## 3 Cartagena Mar 5.83 23.5
## 4 Cartagena Apr 103. 24.1
## 5 Cartagena May 160. 24.3
## 6 Cartagena Jun 160. 24.4
## 7 Cartagena Jul 117. 24.2
## 8 Cartagena Aug 184. 24.4
## 9 Cartagena Sep 149. 24.3
## 10 Cartagena Oct 240. 23.9
## # ℹ 50 more rows</code></pre>
<details class="chunk-details" open><summary class="chunk-summary"><span class="chunk-summary-text">Code</span></summary>
<div class="sourceCode" id="cb19"><pre class="sourceCode r fold-show"><code class="sourceCode r"><span id="cb19-1"><a href="#cb19-1" tabindex="-1"></a>nc_df <span class="sc">%>%</span> <span class="fu">group_by</span>(id, year, variable) <span class="sc">%>%</span> <span class="fu">summarize</span>(<span class="at">yearly_sum =</span> <span class="fu">sum</span>(value), <span class="at">.groups =</span> <span class="st">"drop"</span>)</span></code></pre></div>
</details>
<pre><code>## # A tibble: 650 × 4
## id year variable yearly_sum
## <chr> <int> <fct> <dbl>
## 1 Cartagena 1958 ppt 1105.
## 2 Cartagena 1958 tmin 280.
## 3 Cartagena 1959 ppt 960.
## 4 Cartagena 1959 tmin 270.
## 5 Cartagena 1960 ppt 1525.
## 6 Cartagena 1960 tmin 276.
## 7 Cartagena 1961 ppt 1256.
## 8 Cartagena 1961 tmin 273.
## 9 Cartagena 1962 ppt 1262
## 10 Cartagena 1962 tmin 270.
## # ℹ 640 more rows</code></pre>
<p><br> <strong>Visualisation</strong></p>
<p>It’s always convenient to plot the data in order to quickly identify
incorrect coordinates, e.g., inverted values.</p>
<details class="chunk-details"><summary class="chunk-summary"><span class="chunk-summary-text">Code</span></summary>
<div class="sourceCode" id="cb21"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb21-1"><a href="#cb21-1" tabindex="-1"></a>world_map <span class="ot"><-</span> ggplot2<span class="sc">::</span><span class="fu">map_data</span>(<span class="st">"world"</span>)</span>
<span id="cb21-2"><a href="#cb21-2" tabindex="-1"></a></span>
<span id="cb21-3"><a href="#cb21-3" tabindex="-1"></a>dplyr<span class="sc">::</span><span class="fu">distinct</span>(world_map, region) <span class="sc">%>%</span></span>
<span id="cb21-4"><a href="#cb21-4" tabindex="-1"></a> <span class="fu">ggplot</span>() <span class="sc">+</span></span>
<span id="cb21-5"><a href="#cb21-5" tabindex="-1"></a> <span class="fu">geom_map</span>(<span class="at">map =</span> world_map, <span class="fu">aes</span>(<span class="at">map_id =</span> region), </span>
<span id="cb21-6"><a href="#cb21-6" tabindex="-1"></a> <span class="at">fill =</span> <span class="st">"gray90"</span>, <span class="at">color =</span> <span class="st">"gray20"</span>, <span class="at">linewidth =</span> <span class="fl">0.2</span>) <span class="sc">+</span></span>
<span id="cb21-7"><a href="#cb21-7" tabindex="-1"></a> <span class="fu">geom_point</span>(<span class="at">data =</span> df, <span class="at">mapping =</span> <span class="fu">aes</span>(lon, lat), <span class="at">fill =</span> <span class="st">"#3366ff"</span>, <span class="at">size =</span> <span class="dv">3</span>, <span class="at">shape =</span> <span class="dv">21</span>) <span class="sc">+</span></span>
<span id="cb21-8"><a href="#cb21-8" tabindex="-1"></a> <span class="fu">geom_label</span>(<span class="at">data =</span> df <span class="sc">%>%</span> <span class="fu">mutate</span>(<span class="at">lon =</span> <span class="fu">case_when</span>(id <span class="sc">==</span> <span class="st">"Puerto Viejo"</span> <span class="sc">~</span> lon <span class="sc">-</span> <span class="dv">3</span>, </span>
<span id="cb21-9"><a href="#cb21-9" tabindex="-1"></a> id <span class="sc">==</span> <span class="st">"Cartagena"</span> <span class="sc">~</span> lon <span class="sc">+</span> <span class="dv">3</span>,</span>
<span id="cb21-10"><a href="#cb21-10" tabindex="-1"></a> <span class="at">.default =</span> lon)), </span>
<span id="cb21-11"><a href="#cb21-11" tabindex="-1"></a> <span class="at">mapping =</span> <span class="fu">aes</span>(lon, lat <span class="sc">-</span> <span class="fl">2.5</span>, <span class="at">label =</span> id)) <span class="sc">+</span></span>
<span id="cb21-12"><a href="#cb21-12" tabindex="-1"></a> <span class="fu">expand_limits</span>(<span class="at">x =</span> <span class="fu">c</span>(<span class="fu">min</span>(df<span class="sc">$</span>lon) <span class="sc">-</span> <span class="dv">15</span>, <span class="fu">max</span>(df<span class="sc">$</span>lon) <span class="sc">+</span> <span class="dv">15</span>), </span>
<span id="cb21-13"><a href="#cb21-13" tabindex="-1"></a> <span class="at">y =</span> <span class="fu">c</span>(<span class="fu">min</span>(df<span class="sc">$</span>lat) <span class="sc">-</span> <span class="dv">5</span>, <span class="fu">max</span>(df<span class="sc">$</span>lat) <span class="sc">+</span> <span class="dv">5</span>)) <span class="sc">+</span></span>
<span id="cb21-14"><a href="#cb21-14" tabindex="-1"></a> <span class="fu">coord_equal</span>(<span class="at">expand =</span> <span class="cn">FALSE</span>) <span class="sc">+</span></span>
<span id="cb21-15"><a href="#cb21-15" tabindex="-1"></a> <span class="fu">labs</span>(<span class="at">x =</span> <span class="st">"Longitude"</span>, <span class="at">y =</span> <span class="st">"Latitude"</span>, <span class="at">title =</span> <span class="st">"Geographic Locations of Observations"</span>) <span class="sc">+</span></span>
<span id="cb21-16"><a href="#cb21-16" tabindex="-1"></a> <span class="fu">theme_linedraw</span>() </span></code></pre></div>
</details>
<p><img 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" /><!-- --></p>
<details class="chunk-details"><summary class="chunk-summary"><span class="chunk-summary-text">Code</span></summary>
<div class="sourceCode" id="cb22"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb22-1"><a href="#cb22-1" tabindex="-1"></a>nc_df <span class="sc">%>%</span> <span class="fu">filter</span>(id <span class="sc">==</span> <span class="st">"Cartagena"</span> <span class="sc">&</span> variable <span class="sc">==</span> <span class="st">"tmin"</span>) <span class="sc">%>%</span> </span>
<span id="cb22-2"><a href="#cb22-2" tabindex="-1"></a><span class="fu">ggplot</span>() <span class="sc">+</span></span>
<span id="cb22-3"><a href="#cb22-3" tabindex="-1"></a> <span class="fu">aes</span>(<span class="at">group =</span> year, <span class="at">x =</span> month, <span class="at">y =</span> value, <span class="at">color =</span> year) <span class="sc">+</span></span>
<span id="cb22-4"><a href="#cb22-4" tabindex="-1"></a> <span class="fu">geom_line</span>(<span class="at">linewidth =</span> <span class="fl">1.5</span>) <span class="sc">+</span></span>
<span id="cb22-5"><a href="#cb22-5" tabindex="-1"></a> <span class="fu">scale_color_viridis_c</span>(<span class="at">option =</span> <span class="st">"rocket"</span>, <span class="at">name =</span> <span class="st">"Year"</span>) <span class="sc">+</span></span>
<span id="cb22-6"><a href="#cb22-6" tabindex="-1"></a> <span class="fu">labs</span>(<span class="at">x =</span> <span class="st">"Month"</span>, <span class="at">y =</span> <span class="fu">expression</span>(Temp[min]<span class="sc">~</span><span class="st">"[°C]"</span>), <span class="at">title =</span> <span class="st">"Yearly Course of Minimum Temperature in Cartagena, CO"</span>) <span class="sc">+</span></span>
<span id="cb22-7"><a href="#cb22-7" tabindex="-1"></a> <span class="fu">theme_dark</span>() <span class="sc">+</span></span>
<span id="cb22-8"><a href="#cb22-8" tabindex="-1"></a> <span class="fu">theme</span>(<span class="at">legend.key.height =</span> <span class="fu">unit</span>(<span class="fl">0.8</span>, <span class="st">"in"</span>))</span></code></pre></div>
</details>
<p><img 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" /><!-- --></p>
<details class="chunk-details"><summary class="chunk-summary"><span class="chunk-summary-text">Code</span></summary>
<div class="sourceCode" id="cb23"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb23-1"><a href="#cb23-1" tabindex="-1"></a>nc_df <span class="sc">%>%</span> </span>
<span id="cb23-2"><a href="#cb23-2" tabindex="-1"></a> <span class="fu">filter</span>(id <span class="sc">!=</span> <span class="st">"Paracas"</span> <span class="sc">&</span> variable <span class="sc">==</span> <span class="st">"ppt"</span>) <span class="sc">%>%</span> </span>
<span id="cb23-3"><a href="#cb23-3" tabindex="-1"></a> <span class="fu">group_by</span>(id, variable, month) <span class="sc">%>%</span> </span>
<span id="cb23-4"><a href="#cb23-4" tabindex="-1"></a> <span class="fu">summarise</span>(<span class="at">monthly_mean =</span> <span class="fu">mean</span>(value), <span class="at">se =</span> <span class="fu">sd</span>(value)<span class="sc">/</span><span class="fu">sqrt</span>(<span class="fu">n</span>()), <span class="at">.groups =</span> <span class="st">"drop"</span>) <span class="sc">%>%</span> </span>
<span id="cb23-5"><a href="#cb23-5" tabindex="-1"></a> <span class="fu">ggplot</span>() <span class="sc">+</span></span>
<span id="cb23-6"><a href="#cb23-6" tabindex="-1"></a> <span class="fu">geom_col</span>(<span class="fu">aes</span>(<span class="at">x =</span> month, <span class="at">y =</span> monthly_mean, <span class="at">fill =</span> id), <span class="at">color =</span> <span class="st">"gray20"</span>) <span class="sc">+</span></span>
<span id="cb23-7"><a href="#cb23-7" tabindex="-1"></a> <span class="fu">geom_errorbar</span>(<span class="fu">aes</span>(<span class="at">x =</span> month, <span class="at">ymin =</span> monthly_mean <span class="sc">-</span> se, <span class="at">ymax =</span> monthly_mean <span class="sc">+</span> se), </span>
<span id="cb23-8"><a href="#cb23-8" tabindex="-1"></a> <span class="at">color =</span> <span class="st">"gray20"</span>, <span class="at">width =</span> <span class="fl">0.3</span>) <span class="sc">+</span></span>
<span id="cb23-9"><a href="#cb23-9" tabindex="-1"></a> <span class="fu">facet_wrap</span>(. <span class="sc">~</span> id) <span class="sc">+</span></span>
<span id="cb23-10"><a href="#cb23-10" tabindex="-1"></a> <span class="fu">labs</span>(<span class="at">x =</span> <span class="st">"Month"</span>, <span class="at">y =</span> <span class="st">"Precipitation [mm]"</span>, <span class="at">title =</span> <span class="st">"Average Precipitation per Month"</span>) <span class="sc">+</span></span>
<span id="cb23-11"><a href="#cb23-11" tabindex="-1"></a> <span class="fu">scale_fill_brewer</span>(<span class="at">palette =</span> <span class="st">"Set1"</span>) <span class="sc">+</span></span>
<span id="cb23-12"><a href="#cb23-12" tabindex="-1"></a> <span class="fu">theme_classic</span>() <span class="sc">+</span></span>
<span id="cb23-13"><a href="#cb23-13" tabindex="-1"></a> <span class="fu">theme</span>(<span class="at">legend.position =</span> <span class="st">"none"</span>, <span class="at">strip.background =</span> <span class="fu">element_blank</span>())</span></code></pre></div>
</details>
<p><img 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" /><!-- --></p>
<details class="chunk-details"><summary class="chunk-summary"><span class="chunk-summary-text">Code</span></summary>
<div class="sourceCode" id="cb24"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb24-1"><a href="#cb24-1" tabindex="-1"></a>nc_df <span class="sc">%>%</span> </span>
<span id="cb24-2"><a href="#cb24-2" tabindex="-1"></a> <span class="fu">filter</span>(variable <span class="sc">==</span> <span class="st">"ppt"</span>) <span class="sc">%>%</span> </span>
<span id="cb24-3"><a href="#cb24-3" tabindex="-1"></a> <span class="fu">group_by</span>(id, variable, year) <span class="sc">%>%</span> </span>
<span id="cb24-4"><a href="#cb24-4" tabindex="-1"></a> <span class="fu">summarise</span>(<span class="at">yearly_sum =</span> <span class="fu">sum</span>(value), <span class="at">.groups =</span> <span class="st">"drop"</span>) <span class="sc">%>%</span> </span>
<span id="cb24-5"><a href="#cb24-5" tabindex="-1"></a> <span class="fu">filter</span>(id <span class="sc">==</span> <span class="st">"Vilcabamba"</span>) <span class="sc">%>%</span> </span>
<span id="cb24-6"><a href="#cb24-6" tabindex="-1"></a> <span class="fu">ggplot</span>() <span class="sc">+</span></span>
<span id="cb24-7"><a href="#cb24-7" tabindex="-1"></a> <span class="fu">geom_smooth</span>(<span class="fu">aes</span>(<span class="at">x =</span> year, <span class="at">y =</span> yearly_sum), </span>
<span id="cb24-8"><a href="#cb24-8" tabindex="-1"></a> <span class="at">color =</span> <span class="st">"#3366ff"</span>, <span class="at">linewidth =</span> <span class="fl">1.5</span>, <span class="at">method =</span> lm, <span class="at">formula =</span> <span class="st">"y ~ x"</span>) <span class="sc">+</span></span>
<span id="cb24-9"><a href="#cb24-9" tabindex="-1"></a> <span class="fu">geom_point</span>(<span class="fu">aes</span>(<span class="at">x =</span> year, <span class="at">y =</span> yearly_sum), <span class="at">color =</span> <span class="st">"gray20"</span>) <span class="sc">+</span></span>
<span id="cb24-10"><a href="#cb24-10" tabindex="-1"></a> <span class="fu">geom_line</span>(<span class="fu">aes</span>(<span class="at">x =</span> year, <span class="at">y =</span> yearly_sum), <span class="at">color =</span> <span class="st">"gray20"</span>) <span class="sc">+</span></span>
<span id="cb24-11"><a href="#cb24-11" tabindex="-1"></a> <span class="fu">labs</span>(<span class="at">x =</span> <span class="st">"Year"</span>, <span class="at">y =</span> <span class="st">"Precipitation per Year [mm]"</span>, <span class="at">title =</span> <span class="st">"Yearly Precipitation in Vilcabamba"</span>) <span class="sc">+</span></span>
<span id="cb24-12"><a href="#cb24-12" tabindex="-1"></a> <span class="fu">theme_classic</span>()</span></code></pre></div>
</details>
<p><img 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" /><!-- --></p>
<h3>
Additional Information
</h3>
<p>There are currently two helper functions used internally in
<code>TerraclimateR</code>. If you are interested you get further
information:</p>
<details class="chunk-details" open><summary class="chunk-summary"><span class="chunk-summary-text">Code</span></summary>
<div class="sourceCode" id="cb25"><pre class="sourceCode r fold-show"><code class="sourceCode r"><span id="cb25-1"><a href="#cb25-1" tabindex="-1"></a>?TerraclimateR<span class="sc">:::</span><span class="fu">get_terraclim_single</span>()</span>
<span id="cb25-2"><a href="#cb25-2" tabindex="-1"></a></span>
<span id="cb25-3"><a href="#cb25-3" tabindex="-1"></a>?TerraclimateR<span class="sc">:::</span><span class="fu">show_progress</span>()</span></code></pre></div>
</details>
<p><br> <br></p>
<div class="footnotes footnotes-end-of-document">
<hr />
<ol>
<li id="fn1"><p>Abatzoglou, J., Dobrowski, S., Parks, S. et
al. TerraClimate, a high-resolution global dataset of monthly climate
and climatic water balance from 1958–2015. Sci Data 5, 170191 (2018). <a href="https://doi.org/10.1038/sdata.2017.191" class="uri">https://doi.org/10.1038/sdata.2017.191</a><a href="#fnref1" class="footnote-back">↩︎</a></p></li>
</ol>
</div>
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