From ce6c41d8e7a90790fee7179193fc091c0f44d0bc Mon Sep 17 00:00:00 2001 From: Francesco Sabatini <francesco.sabatini@idiv.de> Date: Fri, 13 Mar 2020 15:06:04 +0100 Subject: [PATCH] HTML sent to GitLab - 05 still to fix --- .gitignore | 1 - code/03_TaxonomicBackbone.html | 6281 +++++++++++++ code/04_buildHeader.html | 5324 +++++++++++ code/05_ExtractEnvironment.html | 5955 ++++++++++++ code/06_buildDT.html | 5592 ++++++++++++ code/07_buildCWMs.html | 14690 ++++++++++++++++++++++++++++++ 6 files changed, 37842 insertions(+), 1 deletion(-) create mode 100644 code/03_TaxonomicBackbone.html create mode 100644 code/04_buildHeader.html create mode 100644 code/05_ExtractEnvironment.html create mode 100644 code/06_buildDT.html create mode 100644 code/07_buildCWMs.html diff --git a/.gitignore b/.gitignore index 34e0cc9..db84ecb 100644 --- a/.gitignore +++ b/.gitignore @@ -1,4 +1,3 @@ -*.html code/*_cache/* code/*_files/* sPlot_data_export/* diff --git a/code/03_TaxonomicBackbone.html 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) 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plant trait data base TRY version 5. +</div> + +</div> + +<div id="TOC"> +<ul> +<li><a href="#data-preparation"><span class="toc-section-number">1</span> Data preparation</a><ul> +<li><a href="#load-packages"><span class="toc-section-number">1.1</span> Load packages</a></li> +<li><a href="#read-in-taxon-names-from-splot-and-try"><span class="toc-section-number">1.2</span> Read in taxon names from <span>sPlot</span> and <span>TRY</span></a></li> +<li><a href="#import-lists-of-species-classified-into-groups"><span class="toc-section-number">1.3</span> Import lists of species classified into groups</a></li> +<li><a href="#combine-species-lists"><span class="toc-section-number">1.4</span> Combine species lists</a></li> +<li><a href="#a-priori-cleaning-of-names"><span class="toc-section-number">1.5</span> A-priori cleaning of names</a></li> +<li><a href="#manual-cleaning"><span class="toc-section-number">1.6</span> Manual cleaning</a></li> +</ul></li> +<li><a href="#match-names-against-taxonomic-name-resolution-service-tnrs"><span class="toc-section-number">2</span> Match names against Taxonomic Name Resolution Service (<span>TNRS</span>)</a><ul> +<li><a href="#ID"><span class="toc-section-number">2.1</span> TNRS settings</a></li> +<li><a href="#iteration-1---read-and-combine-tnrs-result-files"><span class="toc-section-number">2.2</span> Iteration 1 - Read and combine TNRS result files</a></li> +<li><a href="#iteration-2---reimport-resolved-species-names-from-tnrs-and-mark-solved"><span class="toc-section-number">2.3</span> Iteration 2 - Reimport resolved species names from TNRS and mark solved</a></li> +<li><a href="#iteration-3---reimport-resolved-species-names-from-tnrs_ncbi"><span class="toc-section-number">2.4</span> Iteration 3 - Reimport resolved species names from <code>TNRS_NCBI</code></a></li> +<li><a href="#iteration-4---using-the-plant-list-matching-tools-for-unresolved-names"><span class="toc-section-number">2.5</span> Iteration 4 - Using <code>The Plant List</code> matching tools for unresolved names</a></li> +</ul></li> +<li><a href="#merge-the-resolved-species-lists-into-a-backbone"><span class="toc-section-number">3</span> Merge the resolved species lists into a Backbone</a><ul> +<li><a href="#read-files"><span class="toc-section-number">3.1</span> Read files</a></li> +<li><a href="#tag-unresolved-names-and-create-output-columns"><span class="toc-section-number">3.2</span> Tag unresolved names and create output columns</a></li> +<li><a href="#complete-list-of-families"><span class="toc-section-number">3.3</span> Complete list of families</a></li> +<li><a href="#create-field-name_short"><span class="toc-section-number">3.4</span> Create field <code>Name_short</code></a></li> +<li><a href="#create-field-is_vascular_plant-and-taxon-group"><span class="toc-section-number">3.5</span> Create field <code>is_vascular_plant</code> and <code>Taxon group</code></a></li> +<li><a href="#export-backbone"><span class="toc-section-number">3.6</span> Export Backbone</a></li> +<li><a href="#export-species-list-to-request-in-try"><span class="toc-section-number">3.7</span> Export species list to request in TRY</a></li> +</ul></li> +<li><a href="#statistics"><span class="toc-section-number">4</span> Statistics</a><ul> +<li><a href="#statistics-for-backbone-combining-names-in-splot3.0-and-try5.0"><span class="toc-section-number">4.1</span> Statistics for backbone combining names in <code>sPlot3.0</code> and <code>TRY5.0</code></a></li> +<li><a href="#stats-for-the-corrected-names-in-splot-only"><span class="toc-section-number">4.2</span> Stats for the corrected names in <code>sPlot</code> only:</a></li> +</ul></li> +<li><a href="#appendix"><span class="toc-section-number">5</span> Appendix</a><ul> +<li><a href="#create-lists-of-genera-manually-classified-into-taxonomic-groups"><span class="toc-section-number">5.1</span> Create lists of genera manually classified into taxonomic groups</a></li> +</ul></li> +<li><a href="#r-settings"><span class="toc-section-number">6</span> <code>R</code>-settings</a></li> +</ul> +</div> + +<center> +<img src="data:image/png;base64,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" title="sPlot Logo" /> +</center> +<p><strong>Timestamp:</strong> Thu Mar 12 15:08:28 2020<br /> +<strong>Drafted:</strong> Francesco Maria Sabatini<br /> +<strong>Revised:</strong> Helge Bruelheide, Borja Jimenez-Alfaro<br /> +<strong>Version:</strong> 1.2</p> +<p><strong>Changes to Version 1.1</strong> Additional manual cleaning of species names from BJA, UJ and HB.<br /> +<strong>Changes to Version 1.2</strong> Changed order of ranking TNRS databases, when a name is matched across more than 1 DB; Using cleaned version of DT table (after stripping non-closed quotation marks). Additionally check with TPL those species that, even if resolved in TNRS, did not return an accepted name.</p> +<div id="data-preparation" class="section level1"> +<h1><span class="header-section-number">1</span> Data preparation</h1> +<div id="load-packages" class="section level2"> +<h2><span class="header-section-number">1.1</span> Load packages</h2> +<pre class="r"><code>library(reshape2) +library(tidyverse) +library(readr) +library(data.table) +library(knitr) +library(kableExtra) +library(stringr) +library(taxize) +library(Taxonstand) +library(vegdata)</code></pre> +</div> +<div id="read-in-taxon-names-from-splot-and-try" class="section level2"> +<h2><span class="header-section-number">1.2</span> Read in taxon names from <a href="https://www.idiv.de/sdiv/working_groups/wg_pool/splot/splot_database.html">sPlot</a> and <a href="https://www.try-db.org/TryWeb/Home.php">TRY</a></h2> +<pre class="r"><code>#import and save splot names from DT table +DT0 <- readr::read_delim("../sPlot_data_export/sPlot_3_0_2_species_test.csv", + delim="\t", + col_type = cols( + PlotObservationID = col_double(), + Taxonomy = col_character(), + `Taxon group` = col_character(), + `Taxon group ID` = col_double(), + `Turboveg2 concept` = col_character(), + `Matched concept` = col_character(), + Match = col_double(), + Layer = col_double(), + `Cover %` = col_double(), + `Cover code` = col_character(), + x_ = col_double() + ) + ) </code></pre> +</div> +<div id="import-lists-of-species-classified-into-groups" class="section level2"> +<h2><span class="header-section-number">1.3</span> Import lists of species classified into groups</h2> +<p>These objects are defined in the appendix</p> +<pre class="r"><code>load("../_derived/taxa_manual.RData")</code></pre> +<pre class="r"><code>splot.species <- DT0 %>% + rename(Species.original=`Turboveg2 concept`, Matched.concept=`Matched concept`) %>% + filter(`Taxon group`!="Mushroom") %>% + dplyr::select(Species.original, Matched.concept) %>% + distinct() %>% + group_by(Matched.concept) %>% + mutate(fungi= word(Matched.concept, 1) %in% mushroom) %>% + ungroup() %>% + filter(fungi==F) %>% + dplyr::select(Species.original, Matched.concept) + +write_csv(splot.species, path = "../_derived/splot3.0.2.species.csv")</code></pre> +<p>!!! I used the column from TRY with the full species name, not the column with only two-word name strings</p> +<pre class="r"><code>splot.species <- read_csv("../_derived/splot3.0.2.species.csv") + +try.species <- readr::read_csv("../_input/AccSpecies_TRY5.csv", col_names = F, locale = locale(encoding = 'Latin1')) %>% + dplyr::select(-X6, -X7) %>% + rename(try.ID=X1, FullSpecies=X2, Species=X3, Genus=X4, Family=X5, GrowthForm=X8) + +# Sneak in species from the Alpine database (Borja & Riccardo), as a courtesy to Project #18 +alpine.species <- read_delim("../_input/new_alpine_species.txt", col_names = F, delim = "\t", locale = locale(encoding = 'Latin1')) %>% + rename(Species=X1)</code></pre> +<p>Use the <code>Matched.concept</code> column, as it already contains some standardization by <a href="https://www.wur.nl/de/Personen/drs.-SM-Stephan-Hennekens.htm">Stephan Hennekkens</a> according to <a href="https://www.synbiosys.alterra.nl/turboveg/contact.htm">synbiosys</a>.</p> +<p>sPlot 3.0.1 contains 107473 different species names.<br /> +TRY 5. contains 302729.<br /> +I add to this a list of 2961 alpine species delivered from Riccardo Testolin, within sPlot Project #18.</p> +</div> +<div id="combine-species-lists" class="section level2"> +<h2><span class="header-section-number">1.4</span> Combine species lists</h2> +<pre class="r"><code>spec.list.TRY.sPlot <- splot.species %>% + dplyr::select(Matched.concept) %>% + rename(Species=Matched.concept) %>% + mutate(Source="S") %>% + bind_rows(try.species %>% + dplyr::select(FullSpecies) %>% ##using the full name from TRY + rename(Species=FullSpecies) %>% + mutate(Source="T")) %>% + bind_rows(alpine.species %>% + mutate(Source="A")) %>% + reshape2::dcast(Species ~ Source) %>% + mutate(A=ifelse(A>=1, "A", "")) %>% + mutate(S=ifelse(S>=1, "S", "")) %>% + mutate(T=ifelse(T>=1, "T", "")) %>% + mutate(Source=paste(S, T, A, sep="")) %>% + dplyr::select(-A, -S, -T) + + #Number of species unique and in common across databases</code></pre> +<p>The <strong>total number of species</strong> in the backbone is 346438.</p> +<table class="table table-striped table-hover table-condensed table-responsive" style="width: auto !important; margin-left: auto; margin-right: auto;"> +<caption> +Number of taxa per database +</caption> +<thead> +<tr> +<th style="text-align:left;"> +Source +</th> +<th style="text-align:right;"> +Num.taxa +</th> +</tr> +</thead> +<tbody> +<tr> +<td style="text-align:left;"> +sPlot only +</td> +<td style="text-align:right;"> +43716 +</td> +</tr> +<tr> +<td style="text-align:left;"> +TRY only +</td> +<td style="text-align:right;"> +238137 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Alpine only +</td> +<td style="text-align:right;"> +365 +</td> +</tr> +<tr> +<td style="text-align:left;"> +sPlot + TRY +</td> +<td style="text-align:right;"> +61624 +</td> +</tr> +<tr> +<td style="text-align:left;"> +sPlot + Alpine +</td> +<td style="text-align:right;"> +423 +</td> +</tr> +<tr> +<td style="text-align:left;"> +TRY + Alpine +</td> +<td style="text-align:right;"> +463 +</td> +</tr> +<tr> +<td style="text-align:left;"> +sPlot + TRY + Alpine +</td> +<td style="text-align:right;"> +1710 +</td> +</tr> +</tbody> +</table> +</div> +<div id="a-priori-cleaning-of-names" class="section level2"> +<h2><span class="header-section-number">1.5</span> A-priori cleaning of names</h2> +<p>Stripping unwanted characters as well as abbreviation (such as hybrid markers) which would prevent name matching:</p> +<pre class="r"><code>#Ancillary function to change to lower case +firstup <- function(x) { + substr(x, 1, 1) <- toupper(substr(x, 1, 1)) + x +} + +spec.list.TRY.sPlot <- spec.list.TRY.sPlot %>% + mutate(OriginalNames=Species) %>% + mutate(Species=tolower(Species)) %>% + mutate(Species=firstup(Species)) %>% + dplyr::select(OriginalNames, Species, Source) %>% + mutate(Species=gsub('*', '', Species, fixed=TRUE)) %>% + mutate(Species=gsub('cf. ', '', Species, fixed=TRUE)) %>% + mutate(Species=gsub('Cf. ', '', Species, fixed=TRUE)) %>% + mutate(Species=gsub('[', '', Species, fixed=TRUE)) %>% + mutate(Species=gsub(']', '', Species, fixed=TRUE)) %>% + mutate(Species=gsub(' x ', ' ', Species, fixed=TRUE)) %>% + mutate(Species=gsub('×', '', Species, fixed=TRUE)) %>% + mutate(Species=gsub('aff ', '', Species, fixed=TRUE)) %>% + mutate(Species=gsub('(', '', Species, fixed=TRUE)) %>% + mutate(Species=gsub(')', '', Species, fixed=TRUE)) %>% + mutate(Species=gsub(' cf ', ' ', Species, fixed=TRUE)) %>% + mutate(Species=gsub(' aff. ', ' ', Species, fixed=TRUE)) %>% + mutate(Species=gsub('c‚e', 'ceae', Species, fixed=TRUE)) %>% + mutate(Species=gsub(' ', ' ', Species, fixed=TRUE)) %>% + mutate(Species=gsub(' ', ' ', Species, fixed=TRUE)) %>% + mutate(Species=gsub(' ', ' ', Species, fixed=TRUE)) %>% + mutate(Species=gsub('x-', '', Species, fixed=TRUE)) %>% + mutate(Species=gsub('X-', '', Species, fixed=TRUE)) %>% + mutate(Species=gsub('×', '', Species, fixed=TRUE)) %>% + mutate(Species=gsub('like ', '', Species, fixed=TRUE)) %>% + mutate(Species=gsub(',', '', Species, fixed=TRUE)) %>% + mutate(Species=gsub('#', '', Species, fixed=TRUE)) %>% + mutate(Species=gsub('_', ' ', Species))</code></pre> +<p>For all names, that have a number in their first word, and consist of <span class="math inline">\(>\)</span> 1 words, remove that word:</p> +<pre class="r"><code>spec.list.TRY.sPlot <- spec.list.TRY.sPlot %>% + mutate(firstWordWithNumbers=grepl('[0-9]', word(Species, 1))) %>% + mutate(numberOfWords= sapply(gregexpr("\\W+", Species), length) + 1) %>% + mutate(Species=ifelse((firstWordWithNumbers & numberOfWords > 1), + sapply(Species, + function(x) substr(x, start=regexpr(pattern =' ', text=x)+1, + stop=nchar(x))), Species))</code></pre> +<p>Correct some name abbreviations using <code>taxname.abbr</code> in <code>vegdata</code>:</p> +<pre class="r"><code>spec.list.TRY.sPlot <- spec.list.TRY.sPlot %>% + mutate(Species=taxname.abbr(spec.list.TRY.sPlot$Species)) %>% + dplyr::select(OriginalNames, Species, Source) %>% + distinct()</code></pre> +</div> +<div id="manual-cleaning" class="section level2"> +<h2><span class="header-section-number">1.6</span> Manual cleaning</h2> +<p>Fix known issues in some species names</p> +<pre class="r"><code>#Manual cleaning +spec.list.TRY.sPlot <- spec.list.TRY.sPlot %>% + mutate(Species=tolower(Species)) %>% + mutate(Species=firstup(Species)) %>% + mutate(Species=gsub("^Str ", "", Species)) %>% + mutate(Species=gsub("^Unknown ", "", Species)) %>% + mutate(Species=firstup(Species)) %>% + mutate(Species=gsub(" [0-9]*$", "", Species)) %>% #delete digits at end of object + mutate(Species=gsub("^\\d+|\\d+$", "", Species)) %>% #delete digits at the beginning or end of a string + mutate(Species=gsub(" sp.$", "", Species)) %>% + mutate(Species=gsub(" sp$", "", Species)) %>% + mutate(Species=gsub(" species$", "", Species)) %>% + mutate(Species=gsub(" *$", "", Species)) %>% + mutate(Species=gsub(" #$", "", Species)) %>% + mutate(Species=gsub(" m$", "", Species)) %>% + mutate(Species=gsub("acea ", "aceae ", Species)) %>% + mutate(Species=gsub('^Agropyrum', 'Agropyron', Species)) %>% + mutate(Species=gsub('^Anno ', 'Annona ', Species)) %>% + mutate(Species=gsub('Adpdytes dimidiata', 'Apodytes dimidiata', Species)) %>% + mutate(Species=gsub('Adenostorna fasciculaturn', 'Adenostoma fasciculatum', Species)) %>% + mutate(Species=gsub('Arctostapliylos glallca', 'Arctostaphylos glauca', Species)) %>% + mutate(Species=gsub('Bituminosa bituminosa', 'Bituminaria bituminosa', Species)) %>% + mutate(Species=gsub('Causurina equisitifolia', 'Causuarina equisetifolia', Species)) %>% + mutate(Species=gsub('Convulvus arvensis', 'Convolvulus arvensis', Species)) %>% + mutate(Species=gsub('Diospyrus dygina', 'Diospyros dygina', Species)) %>% + mutate(Species=gsub('^Dodoea', 'Dodonaea', Species)) %>% + mutate(Species=gsub('^Boheravia', 'Boerhavia', Species)) %>% + mutate(Species=gsub('Centaria maculosa', 'Centaurea maculosa', Species)) %>% + mutate(Species=gsub('Chamrenerium angustifolium', 'Chamaenerion angustifolium', Species)) %>% + mutate(Species=gsub('^Chicorium', 'Cichorium', Species)) %>% + mutate(Species=gsub('^Cirsiumum', 'Cirsium', Species)) %>% + mutate(Species=gsub('^Colubrium', 'Colubrina', Species)) %>% + mutate(Species=gsub('^Corymbium', 'Corymbia', Species)) %>% + mutate(Species=gsub('Cosmos bipinnata', 'Cosmos bipinnatus', Species)) %>% + mutate(Species=gsub('Diospyrus dygina', 'Diospyros digyna', Species)) %>% + mutate(Species=gsub('Diospyros egbert', 'Diospyros egbert-walkeri', Species)) %>% + mutate(Species=gsub('Dispyrus halesioides', 'Diospyros halesioides', Species)) %>% + mutate(Species=gsub('^Drymis', 'Drimys', Species)) %>% + mutate(Species=gsub('^Dysoxylon', 'Dysoxylum', Species)) %>% + mutate(Species=gsub('^Eleaegnus', 'Elaeagnus', Species)) %>% + mutate(Species=gsub('^Eleutherant', 'Eleutherantera', Species)) %>% + mutate(Species=gsub('^Echicea', 'Echinacea', Species)) %>% + mutate(Species=gsub('Gauteria foliolata', 'Gaultheria foliolosa', Species)) %>% + mutate(Species=gsub('^Geophylla', 'Geophyla', Species)) %>% + mutate(Species=gsub('Gloichidion insignis', 'Glochidion insigne', Species)) %>% + mutate(Species=gsub('^Glycium', 'Glycine', Species)) %>% + mutate(Species=gsub('^Hammalis', 'Hamamelis', Species)) %>% + mutate(Species=gsub('^Hippochoeris', 'Hypochaeris', Species)) %>% + mutate(Species=gsub('Ilix tephrohylla', 'Ilex tephrophylla', Species)) %>% + mutate(Species=gsub('^Jasininum', 'Jasminum', Species)) %>% + mutate(Species=gsub('Jenipa conjuta', 'Jenipa conjunta', Species)) %>% + mutate(Species=gsub('^Lechytis', 'Lecythis', Species)) %>% + mutate(Species=gsub('Lespedeza juncus', 'Lespedeza juncea', Species)) %>% + mutate(Species=gsub('Licania apelata', 'Licania apetala', Species)) %>% + mutate(Species=gsub('Limeum arenicola', 'Limeum arenicolum', Species)) %>% + mutate(Species=gsub('^Maniota', 'Manihot', Species)) %>% + mutate(Species=gsub('^Menta', 'Mentha', Species)) %>% + mutate(Species=gsub('Metophyum brownei', 'Metopium brownei', Species)) %>% + mutate(Species=gsub('Miliusa tomentosum', 'Miliusa tomentosa', Species)) %>% + mutate(Species=gsub('Mimululus ringens', 'Mimulus ringens', Species)) %>% + mutate(Species=gsub('Nardus strictus', 'Nardus stricta', Species)) %>% + mutate(Species=gsub('Neea glomeratha', 'Neea glomerata', Species)) %>% + mutate(Species=gsub('^Onopordon', 'Onopordum', Species)) %>% + mutate(Species=gsub('^Orbigynia', 'Orbignya', Species)) %>% + mutate(Species=gsub('Orites excelsa', 'Orites excelsus', Species)) %>% + mutate(Species=gsub('Paedorata lutea', 'Paederota lutea', Species)) %>% + mutate(Species=gsub('Palaquin ellipticum', 'Palaquium ellipticum', Species)) %>% + mutate(Species=gsub('Palmeria arfakensis', 'Palmeria arfakiana', Species)) %>% + mutate(Species=gsub('Petalostcmum purpureum', 'Petalostemum purpureum', Species)) %>% + mutate(Species=gsub('Petalostimum purpureum', 'Petalostemum purpureum', Species)) %>% + mutate(Species=gsub('^Petrosileum', 'Petroselinum', Species)) %>% + mutate(Species=gsub('Phlomis herba', 'Phlomis herba-venti', Species)) %>% + mutate(Species=gsub('^Phyllirea', 'Phillyrea', Species)) %>% + mutate(Species=gsub('Physilus pumula', 'Physalus pumila', Species)) %>% + mutate(Species=gsub('Picea maria', 'Picea mariana', Species)) %>% + mutate(Species=gsub('Picea retroXexa', 'Picea retroflexa', Species)) %>% + mutate(Species=gsub('Pilayella litoralis', 'Pilayella littoralis', Species)) %>% + mutate(Species=gsub('Placocarpus schaereri', 'Platecarpus schaerer', Species)) %>% + mutate(Species=gsub('Placocarpus schraereri', 'Platecarpus schaerer', Species)) %>% + mutate(Species=gsub('^Pulteea', 'Pultenaea', Species)) %>% + mutate(Species=gsub('Quercus rubrum', 'Quercus rubra', Species)) %>% + mutate(Species=gsub('Rubus fruticosa', 'Rubus fruticosus', Species)) %>% + mutate(Species=gsub('Rubus saxatile', 'Rubus saxatilis', Species)) %>% + mutate(Species=gsub('Rubus sylvatici', 'Rubus sylvaticus', Species)) %>% + mutate(Species=gsub('^Sanguiria', 'Sanguinaria', Species)) %>% + mutate(Species=gsub('Sarauja nepaulensis', 'Sarauja nepalensis', Species)) %>% + mutate(Species=gsub('^Sateria', 'Setaria', Species)) %>% + mutate(Species=gsub('Sauraiea nepulensis', 'Saurauia nepalensis', Species)) %>% + mutate(Species=gsub('Schneckia australis', 'Schenckia australis', Species)) %>% + mutate(Species=gsub('Smirnium oleastrum', 'Smyrnium olusatrum', Species)) %>% + mutate(Species=gsub('Solms laubachia', 'Solms-laubachia himalayensis', Species)) %>% + mutate(Species=gsub('Stellaria chamaejasme', 'Stellera chamaejasme', Species)) %>% + mutate(Species=gsub('Steraria parviflora', 'Setaria parviflora', Species)) %>% + mutate(Species=gsub('^Stuartia', 'Stewartia', Species)) %>% + mutate(Species=gsub('Sycops sinensis', 'Sycopsis sinensis', Species)) %>% + mutate(Species=gsub('Tacetum vulgare', 'Tanacetum vulgare', Species)) %>% + mutate(Species=gsub('Talinurn angustissimun', 'Talinun angustissimun', Species)) %>% + mutate(Species=gsub('Talloma hodgsoni', 'Talauma hodgsonii', Species)) %>% + mutate(Species=gsub('Taraxacum albo', 'Taraxacum album', Species)) %>% + mutate(Species=gsub('Tetragonia falcata', 'Tetragona falcata', Species)) %>% + mutate(Species=gsub('Trapogogon', 'Tragopogon', Species)) %>% + mutate(Species=gsub('Zyzyphus saeri', 'Zizyphus saeri', Species)) %>% + mutate(Species=gsub('^Helicrysum', 'Helichrysum', Species)) %>% + mutate(Species=gsub('^Diceropappus rhinocerotis', 'Elytropappus rhinocerotis', Species)) %>% + mutate(Species=gsub('^Euphorbiace ', 'Euphorbiacaea ', Species)) %>% + mutate(Species=gsub('^Gloecapsa', 'Gloeocapsa', Species)) %>% + mutate(Species=gsub('Glycirhiza', 'Glycyrrhiza', Species)) %>% + mutate(Species=gsub('Abiesnordmannia', 'Abies nordmannia', Species)) %>% + mutate(Species=gsub('Alnus inca', 'Alnus incana', Species)) %>% + mutate(Species=gsub('Amalencier alnifolia', 'Amalenchier alnifolia', Species)) %>% + mutate(Species=gsub('Antylis barba-jovis', 'Anthyllis barba-jovis', Species)) %>% + mutate(Species=gsub('^Albizzia "', 'Albizia ', Species)) %>% + mutate(Species=gsub('^Ipomoena ', 'Ipomoea ', Species)) %>% + mutate(Species=gsub('^Ipomea ', 'Ipomoea ', Species)) %>% + mutate(Species=gsub('Ipomo wolco', 'Ipomoea wolcottiana', Species)) %>% + ## additional manual cleaning from UJ, BJA, HB + mutate(Species=gsub('Abacaba palm', 'Oenocarpus balickii', Species)) %>% + mutate(Species=gsub('Acerkuomeii', 'Acer kuomeii', Species)) %>% + mutate(Species=gsub('Alder$', 'Alnus', Species)) %>% + mutate(Species=gsub('Amapa$', 'Tabebuia', Species)) %>% + mutate(Species=gsub('Amapa amargoso', 'Parahancornia amapa', Species)) %>% + mutate(Species=gsub('Amapa doce$', 'Tabebuia', Species)) %>% + mutate(Species=gsub('Amapai$', 'Tabebuia', Species)) %>% + mutate(Species=gsub('Amapaí$', 'Tabebuia', Species)) %>% + mutate(Species=gsub('Amapa m1', 'Tabebuia', Species)) %>% + mutate(Species=gsub('Amaranth$', 'Amaranthus', Species)) %>% + mutate(Species=gsub('Amophora fruticosa', 'Amorpha fruticosa', Species)) %>% + mutate(Species=gsub('Anacardiace ', 'Anacardiaceae ', Species)) %>% + mutate(Species=gsub('Anagallisarvensis', 'Anagallis arvensis', Species)) %>% + mutate(Species=gsub('Anemonenarcissiflora var.', 'Anemone narcissiflora', Species)) %>% + mutate(Species=gsub('Anenome ', 'Anemone', Species)) %>% + mutate(Species=gsub('Anona ', 'Annona ', Species)) %>% + mutate(Species=gsub('Antylis ', 'Anthyllis', Species)) %>% + mutate(Species=gsub('Apocyncadea gelbblueh$', 'Apocynaceae', Species)) %>% + mutate(Species=gsub('Aracium', 'Crepis', Species)) %>% + mutate(Species=gsub('Ardis mexic', 'Ardisia mexicana subsp. siltepecana', Species)) %>% + mutate(Species=gsub('Ardis verap', 'Ardisia verapazensis', Species)) %>% + mutate(Species=gsub('Argenomne hummemannii', 'Argemone hunnemanni', Species)) %>% + mutate(Species=gsub('Artabotus', 'Artabotrys', Species)) %>% + mutate(Species=gsub('Artemisiaintegrifolia', 'Artemisia integrifolia', Species)) %>% + mutate(Species=gsub('Asclepiacea$', 'Asclepiadaceae', Species)) %>% + mutate(Species=gsub('Asclep. klimmer', 'Asclepiadaceae', Species)) %>% + mutate(Species=gsub('Astartoseris triquetra', 'Lactuca triquetra', Species)) %>% + mutate(Species=gsub('Asteracee ', 'Asteraceae ', Species)) %>% + mutate(Species=gsub('Avenula glauc$', 'Avenula', Species)) %>% + mutate(Species=gsub('Baikea plurijuga', 'Baikiaea plurijuga', Species)) %>% + mutate(Species=gsub('Binse rundbl', 'Juncaceae', Species)) %>% + mutate(Species=gsub('Blättrige fabaceae th', 'Fabaceae', Species)) %>% + mutate(Species=gsub('Bonel macro$', 'Bonellia macrocarpa subsp. macrocarpa', Species)) %>% + mutate(Species=gsub('Boraginacee samtig', 'Boraginaceae', Species)) %>% + mutate(Species=gsub('Bri¢fitos', 'Bryophyta', Species)) %>% + mutate(Species=gsub('Bryophyte$', 'Bryophyta', Species)) %>% + mutate(Species=gsub('Bryopsida', 'Bryophyta', Species)) %>% + mutate(Species=gsub('Carallia macrophylla', 'Carallia', Species)) %>% + mutate(Species=gsub('Carexectabilis', 'Carex spectabilis', Species)) %>% + mutate(Species=gsub('Carex fein', 'Carex', Species)) %>% + mutate(Species=gsub('Cerania vermicularis', 'Thamnolia vermicularis', Species)) %>% + mutate(Species=gsub('Chamelauci merredin', 'Chamelaucium', Species)) %>% + mutate(Species=gsub('Chamelau drummon', 'Chamelaucium', Species)) %>% + mutate(Species=gsub('Charophyta', 'Characeae', Species)) %>% + mutate(Species=gsub('Cheiridopsis-keimlinge', 'Cheiridopsis', Species)) %>% + mutate(Species=gsub('Chenopodiacee$', 'Chenopodiaceae', Species)) %>% + mutate(Species=gsub('Chiangioden mexicanum', 'Chiangiodendron mexicanum', Species)) %>% + mutate(Species=gsub('Chiranthode pentadactylon', 'Chiranthodendron pentadactylon', Species)) %>% + mutate(Species=gsub('Chrysobalan ', 'Chrysobalanus ', Species)) %>% + mutate(Species=gsub('Cladapodiella', 'Cladopodiella', Species)) %>% + mutate(Species=gsub('Cleidium ', 'Cleidion ', Species)) %>% + mutate(Species=gsub('Collema/leptogium lichenoides', 'Collemataceae', Species)) %>% + mutate(Species=gsub('Comarostaph discolor', 'Comarostaphylis discolor', Species)) %>% + mutate(Species=gsub('Combretdodendrum africana', 'Combretodendrum africanum', Species)) %>% + mutate(Species=gsub('Commelinacaea floscopa', 'Floscopa glomerata', Species)) %>% + mutate(Species=gsub('Coyncia setigera', 'Coincya setigera', Species)) %>% + mutate(Species=gsub('Crataeva', 'Crateva', Species)) %>% + mutate(Species=gsub('Craterosperma', 'Rubiaceae', Species)) %>% + mutate(Species=gsub('Crespicium', 'Burseraceae', Species)) %>% + mutate(Species=gsub('Critoniadel nubigenus', 'Critoniadelphus nubigenus', Species)) %>% + mutate(Species=gsub('Crotalaria/vigna?', 'Fabaceae', Species)) %>% + mutate(Species=gsub('Croto billb', 'Croton billbergianus subsp. pyramidalis', Species)) %>% + mutate(Species=gsub('Dana„ racemosa', 'Danae racemosa', Species)) %>% + mutate(Species=gsub('Deehasia', 'Dehaasia', Species)) %>% + mutate(Species=gsub('Dichapetala', 'Dichapetalum', Species)) %>% + mutate(Species=gsub('Distel bractea', 'Asteracaea', Species)) %>% + mutate(Species=gsub('Distelig asteraceae', 'Asteracaea', Species)) %>% + mutate(Species=gsub('Dodon visco', 'Dodonaea viscosa', Species)) %>% + mutate(Species=gsub('Doldenbluetler', 'Apiaceae', Species)) %>% + mutate(Species=gsub('Echinosurus capitatus', 'Poaceae', Species)) %>% + mutate(Species=gsub('Einähriges gras$', 'Poaceae', Species)) %>% + mutate(Species=gsub('Einähriges gras von gestern$', 'Poaceae', Species)) %>% + mutate(Species=gsub('Einblütiges rispengras', 'Poaceae', Species)) %>% + mutate(Species=gsub('Eiovaltrichtergrundblatt orchidee', 'Orchidaceae', Species)) %>% + mutate(Species=gsub('Elongata subsp.', 'Pohlia elongata', Species)) %>% + mutate(Species=gsub('Enriquebelt ', 'Enriquebeltrania ', Species)) %>% + mutate(Species=gsub('Entermorpha ', 'Enteromorpha ', Species)) %>% + mutate(Species=gsub('Erodiurn$', 'Erodium', Species)) %>% + mutate(Species=gsub('Euc. chloroclada x camaldulensis', 'Eucalyptus', Species)) %>% + mutate(Species=gsub('Euphorbiacée ipatouduluga gouduatché', 'Euphorbiaceae', Species)) %>% + mutate(Species=gsub('Fabacee kleeblatt stengel schwarzdrüsi', 'Fabaceae', Species)) %>% + mutate(Species=gsub('Fabaceenstrauch wie 132446 f', 'Fabaceae', Species)) %>% + mutate(Species=gsub('Fabaceenstr kleinbltrg', 'Fabaceae', Species)) %>% + mutate(Species=gsub('Fabacee wie lotus f', 'Fabaceae', Species)) %>% + mutate(Species=gsub('Farn', 'Pteridophyta', Species)) %>% + mutate(Species=gsub('Farn cystopteris', 'Cystopteris', Species)) %>% + mutate(Species=gsub('Fern', 'Pteridophyta', Species)) %>% + mutate(Species=replace(Species, list=word(Species, 1)=="Fingergras", values="Digitaria")) %>% + mutate(Species=replace(Species, list=word(Species, 1)=="Fingerhirse", values="Digitaria")) %>% + mutate(Species=gsub('Gelbe onagraceae', 'Onagraceae', Species)) %>% + mutate(Species=gsub('Gramine', 'Poaceae', Species)) %>% + mutate(Species=gsub('Graminea', 'Poaceae', Species)) %>% + mutate(Species=gsub('Graminia', 'Poaceae', Species)) %>% + mutate(Species=gsub('Grannenquecke', 'Poaceae', Species)) %>% + mutate(Species=replace(Species, + list=word(Species, 1)=="Gras", + values="Poaceae")) %>% + mutate(Species=gsub('Gynostachi dicanthus', 'Gymnostachium diacanthus', Species)) %>% + mutate(Species=gsub('Hafer haarkranz', 'Poaceae', Species)) %>% + mutate(Species=gsub('Hapolosiphon', 'Hapalosiphon', Species)) %>% + mutate(Species=gsub('Heliocrysum', 'Helichrysum', Species)) %>% + mutate(Species=replace(Species, list=word(Species, 1)=="Hepaticae", values="Bryophyta")) %>% + mutate(Species=gsub('Hepaticas', 'Bryophyta', Species)) %>% + mutate(Species=gsub('Hepatophyta', 'Bryophyta', Species)) %>% + mutate(Species=gsub('Hermerocalis', 'Hemerocallis', Species)) %>% + mutate(Species=replace(Species, + list=word(Species, 1)=="Hirse", + values="Poaceae")) %>% + mutate(Species=gsub('Hirte trian', 'Hirtella triandra subsp. media', Species)) %>% + mutate(Species=replace(Species, list=word(Species, 1)=="Hohlzahn", values="Lamiaceae")) %>% + mutate(Species=gsub('Hondurodend urceolatum', 'Hondurodendron urceolatum', Species)) %>% + mutate(Species=gsub('Hornklee gelb', 'Fabaceae', Species)) %>% + mutate(Species=replace(Species, + list=word(Species, 1)=="Horstgras", + values="Poaceae")) %>% + mutate(Species=replace(Species, + list=word(Species, 1)=="Huehnerhirse", + values="Digitaria")) %>% + mutate(Species=gsub('Hydrocoleus lyngbyaceus', 'Hydrocoleum lyngbyaceum', Species)) %>% + mutate(Species=gsub('Hyernima nipensis', 'Hieronyma nipensis', Species)) %>% + mutate(Species=gsub('Hyeronima', 'Hieronyma', Species)) %>% + mutate(Species=gsub('Hypocal angusti', 'Hypocalymma angustifolium', Species)) %>% + mutate(Species=gsub('Hypocalym nambung', 'Hypocalymma', Species)) %>% + mutate(Species=gsub('Hyprium', 'Hypericum', Species)) %>% + mutate(Species=gsub('Igelkolben', 'Sparganium', Species)) %>% + mutate(Species=gsub('Ilexã‚â paraguariensis', 'Ilex', Species)) %>% + mutate(Species=gsub('Ipomea', 'Ipomoea', Species)) %>% + mutate(Species=gsub('Ipomoena', 'Ipomoea', Species)) %>% + mutate(Species=gsub('Jm kürbis stark behaart', 'Cucurbitaceae', Species)) %>% + mutate(Species=gsub('Juncaginacee/triglochin', 'Triglochin', Species)) %>% + mutate(Species=gsub('Juncas', 'Juncus', Species)) %>% + mutate(Species=gsub('Keilblatt cyperus', 'Cyperus', Species)) %>% + mutate(Species=gsub('Khh 3010 polygalacee', 'Polygalaceae', Species)) %>% + mutate(Species=gsub(' Khh 3014 liliacee 3f„ch. kapsel schwarze samen', 'Liliaceae', Species)) %>% + mutate(Species=gsub('Khh 3024 brachiaria', 'Brachiaria', Species)) %>% + mutate(Species=gsub('Khh 3025 liliaceae gelbe blten breite bl„tter', 'Liliaceae', Species)) %>% + mutate(Species=gsub('Khh 3037 ficus', 'Ficus', Species)) %>% + mutate(Species=gsub('Khh 3054 ficus iteophylla miq.', 'Ficus', Species)) %>% + mutate(Species=gsub('Kl. borstgras', 'Poaceae', Species)) %>% + mutate(Species=gsub('Kleine malvaceae', 'Malvaceae', Species)) %>% + mutate(Species=replace(Species, + list=word(Species, 1)=="Kletter", + values="Asteraceae")) %>% + mutate(Species=gsub('Klimmer asclepiadaceae', 'Asclepiadaceae', Species)) %>% + mutate(Species=gsub('Klimmer curcuvitaceae', 'Cucurbitaceae', Species)) %>% + mutate(Species=gsub('Kl. sauergras', 'Cyperaceae', Species)) %>% + mutate(Species=gsub('Knabenkraut gefleckt', 'Orchis', Species)) %>% + mutate(Species=gsub('Knubbelblüt. gras haarkranz vgl f', 'Poaceae', Species)) %>% + mutate(Species=replace(Species, + list=word(Species, 1)=="Koenigskerze", + values="Verbascum")) %>% + mutate(Species=gsub('Kriechgras zynodon', 'Poaceae', Species)) %>% + mutate(Species=gsub('Kürbis', 'Cucurbitaceae', Species)) %>% + mutate(Species=gsub('Lamiaceen strauch', 'Lamiaceae', Species)) %>% + mutate(Species=gsub('Lamiacee orange', 'Lamiaceae', Species)) %>% + mutate(Species=gsub('Lamiales orobanchaceae + phrymaceae + plantaginaceae + scrophulariaceae', 'Orobanchaceae', Species)) %>% + mutate(Species=gsub('Lantanacamara wandelrösschen', 'Lantana camara', Species)) %>% + mutate(Species=gsub('Lasiopeta watheroo k. shepherd & c. wilkins ks', 'Lasiopetalum', Species)) %>% + mutate(Species=gsub('Leg-inderteminada', 'Fabaceae', Species)) %>% + mutate(Species=gsub('Legu 1fiedrig groá schlank', 'Fabaceae', Species)) %>% + mutate(Species=gsub('Legume$', 'Fabaceae', Species)) %>% + mutate(Species=gsub('Leguminosae spgm', 'Fabaceae', Species)) %>% + mutate(Species=gsub('Leguminosea', 'Fabaceae', Species)) %>% + mutate(Species=replace(Species, + list=word(Species, 1)=="Leguminose", + values="Fabaceae")) %>% + mutate(Species=gsub('Leheelo grass', 'Poaceae', Species)) %>% + mutate(Species=gsub('Lepid carra', 'Lepiderema', Species)) %>% + mutate(Species=gsub('Lich caloplaca', 'Caloplaca', Species)) %>% + mutate(Species=gsub('Liliacee', 'Liliaceae', Species)) %>% + mutate(Species=replace(Species, + list=word(Species, 1)=="Lilie", + values="Liliaceae")) %>% + mutate(Species=gsub('Liliengewächs', 'Liliaceae', Species)) %>% + mutate(Species=gsub('Lisea', 'Litsea', Species)) %>% + mutate(Species=gsub('Lisymachia', 'Lysimachia', Species)) %>% + mutate(Species=replace(Species, + list=word(Species, 1)=="Liverwort", + values="Bryophyta")) %>% + mutate(Species=gsub('Livwort', 'Bryophyta', Species)) %>% + mutate(Species=gsub('Lonicerachrysantha', 'Lonicera chrysantha', Species)) %>% + mutate(Species=gsub('Lycoctamnus barbatus', 'Aconitum barbatum', Species)) %>% + mutate(Species=gsub('Lygopus', 'Lycopus', Species)) %>% + mutate(Species=gsub('Maitenus', 'Maytenus', Species)) %>% + mutate(Species=replace(Species, + list=word(Species, 1)=="Malpighiace", + values="Malpighiaceae")) %>% + mutate(Species=gsub('Malpighiales chrysobalanaceae + humiriaceae', 'Malpighiaceae', Species)) %>% + mutate(Species=replace(Species, + list=word(Species, 1)=="Malve", + values="Malvaceae")) %>% + mutate(Species=replace(Species, + list=word(Species, 1)=="Mammutgras", + values="Poaceae")) %>% + mutate(Species=gsub('Mammutgrass', 'Poaceae', Species)) %>% + mutate(Species=gsub('Maqui guian', 'Maquira guianensis subsp. costaricana', Species)) %>% + mutate(Species=gsub('Marchantiophyta', 'Bryophyta', Species)) %>% + mutate(Species=gsub('Mariana aphylla', 'Maireana aphylla', Species)) %>% + mutate(Species=gsub('Mehrfingeriges ährengras', 'Poaceae', Species)) %>% + mutate(Species=replace(Species, + list=word(Species, 1)=="Melastomata", + values="Melastomataceae")) %>% + mutate(Species=gsub('Mesembr minibl', 'Mesembryanthemum', Species)) %>% + mutate(Species=gsub('Mesostomma kotschyanum', 'Mesostemma kotschyana', Species)) %>% + mutate(Species=gsub('Microhepatics', 'Bryophyta', Species)) %>% + mutate(Species=gsub('Micromeria micrantha', 'Micromeria graeca subsp. micrantha', Species)) %>% + mutate(Species=gsub('Mimose minifiedrig f', 'Fabaceae', Species)) %>% + mutate(Species=gsub('Miniepilobium', 'Epilobium', Species)) %>% + mutate(Species=gsub('Minimargerite', 'Asteraceae', Species)) %>% + mutate(Species=gsub('Miniochna', 'Ochna', Species)) %>% + mutate(Species=gsub('Minischilf 132466 f', 'Poaceae', Species)) %>% + mutate(Species=gsub('Mistletoe', 'Viscum', Species)) %>% + mutate(Species=gsub('Mniaecia', 'Mniaceae', Species)) %>% + mutate(Species=gsub('Molemo', 'Turraea', Species)) %>% + mutate(Species=gsub('Molses', 'Bryophyta', Species)) %>% + mutate(Species=gsub('Momisa pigra', 'Mimosa pigra', Species)) %>% + mutate(Species=gsub('Monandrus squarrosus', 'Cyperus squarrosus', Species)) %>% + mutate(Species=gsub('Monchema debile', 'Monechma debile', Species)) %>% + mutate(Species=replace(Species, + list=word(Species, 1)=="Monochna", + values="Polygalaceae")) %>% + mutate(Species=replace(Species, + list=word(Species, 1)=="Moos", + values="Bryophyta")) %>% + mutate(Species=gsub('Moospolster grau-grün', 'Bryophyta', Species)) %>% + mutate(Species=gsub('Mortonioden ', 'Mortoniodendron ', Species)) %>% + mutate(Species=gsub('Mos onbekend', 'Bryophyta', Species)) %>% + mutate(Species=gsub('Mossen overige', 'Bryophyta', Species)) %>% + mutate(Species=gsub('Mougetia', 'Mougeotia', Species)) %>% + mutate(Species=replace(Species, + list=word(Species, 1)=="Musci", + values="Bryophyta")) %>% + mutate(Species=gsub('Myciantes', 'Myrcianthes', Species)) %>% + mutate(Species=gsub('Myrciaã‚â pulchra', 'Myrcia pulchra', Species)) %>% + mutate(Species=gsub('Myrcianov.', 'Myrcia', Species, fixed = T)) %>% + mutate(Species=gsub('Myrsi coria', 'Myrsine coriacea', Species)) %>% + mutate(Species=gsub('Myrtaceenstrauch', 'Myrtaceae', Species)) %>% + mutate(Species=gsub('Nachtkerze fru dreispaltig', 'Onagracaee', Species)) %>% + mutate(Species=gsub('Neobartsia crenoloba', 'Bartsia crenoloba', Species)) %>% + mutate(Species=gsub('None$', 'Nonea', Species)) %>% + mutate(Species=gsub('Ocos adenophylla', 'Symplocos adenophylla', Species)) %>% + mutate(Species=gsub('Officinale subsp. group', 'Taraxacum officinale s.l.', Species)) %>% + mutate(Species=gsub('Orch$', 'Orchidaceae', Species)) %>% + mutate(Species=gsub('Orchid', 'Orchidaceae', Species)) %>% + mutate(Species=replace(Species, + list=word(Species, 1)=="Orchidee", + values="Orchidaceae")) %>% + mutate(Species=replace(Species, + list=word(Species, 1) %in% c("Papilonacea", "Papilionacea"), + values="Fabaceae")) %>% + mutate(Species=gsub('Pasania dodoniifolia', 'Lithocarpus dodonaeifolius', Species)) %>% + mutate(Species=gsub('Phoebengmoensis', 'Phoebe hungmoensis', Species)) %>% + mutate(Species=gsub('Picra antid$', 'Picramnia antidesma subsp. fessonia', Species)) %>% + mutate(Species=gsub('Pinopsida', 'Coniferae', Species)) %>% + mutate(Species=gsub('Pisonianov.', 'Pisonia', Species, fixed=T)) %>% + mutate(Species=gsub('Pithecellob ', 'Pithecellobium ', Species)) %>% + mutate(Species=gsub('Pithecocten', 'Pithecoctenium', Species)) %>% + mutate(Species=gsub('Pleradenoph longicuspis', 'Pleradenophora longicuspis', Species)) %>% + mutate(Species=gsub('Pleuranthod ', 'Pleuranthodendron ', Species)) %>% + mutate(Species=gsub('Poales', 'Poaceae', Species)) %>% + mutate(Species=replace(Species, + list=word(Species, 1) %in% c("Polygalacea", "Polygalacee"), + values="Polygalaceae")) %>% + mutate(Species=replace(Species, + list=word(Species, 1) %in% c("Polygonaceae", "Polygonacee"), + values="Polygonaceae")) %>% + mutate(Species=gsub('Polygonumlongisetum', 'Polygonum longisetum', Species)) %>% + mutate(Species=gsub('Posoq coria subsp. maxima', 'Posoqueria coriacea subsp. maxima', Species)) %>% + mutate(Species=gsub('Prosthecidi ', 'Prosthecidiscus ', Species)) %>% + mutate(Species=gsub('Pseudo bidens', '', Species)) %>% + mutate(Species=replace(Species, + list=word(Species, 1) %in% + c("Pseudobriza", "Pseudofingergras", + "Pseudogerste", "Puschelgras", "Quecke", + "Queckenblatt", "Queckengras", + "Roggen/hafer", "Ruchgras", "Silbergras", + "Suessgras"), + values="Poaceae")) %>% + mutate(Species=gsub('Ptarmica', 'Achillea', Species)) %>% + mutate(Species=gsub('Pterost cauline leaves n. gibson & m.n. lyons', 'Pterostegia', Species)) %>% + mutate(Species=gsub('Quararibeaã‚â guianensis', 'Quararibea guianensis', Species)) %>% + mutate(Species=gsub('Rainfarn f', 'Asteraceae', Species)) %>% + mutate(Species=gsub('Ranke ipomoea', 'Ipomoea', Species)) %>% + mutate(Species=gsub('Ranke rubiaceae', 'Rubiaceae', Species)) %>% + mutate(Species=gsub('Rauwolfia', 'Rauvolfia', Species)) %>% + mutate(Species=gsub('Rheinfarn', 'Asteraceae', Species)) %>% + mutate(Species=gsub('Rhodostemon kunthiana', 'Rhodostemonodaphne kunthiana', Species)) %>% + mutate(Species=gsub('Riccardia/aneura', 'Bryophyta', Species)) %>% + mutate(Species=gsub('Rietgras steril 134051a', 'Poaceae', Species)) %>% + mutate(Species=gsub('Rosenbergio formosum', 'Rosenbergiodendron formosum', Species)) %>% + mutate(Species=gsub('Rotes puschelgras', 'Poaceae', Species)) %>% + mutate(Species=replace(Species, + list=word(Species, 1)=="Rubiacea", + values="Rubiaceae")) %>% + mutate(Species=gsub('Rytidospe goomallin a.g. gunness et al. oakp 10/', 'Rytidosperma', Species)) %>% + mutate(Species=gsub('Salacia idoensis', 'Salacia', Species)) %>% + mutate(Species=gsub('Samphire', 'Amaranthaceae', Species)) %>% + mutate(Species=replace(Species, + list=word(Species, 1) %in% + c("Sauergras", "Schlanksegge", "Sedge", + "Segge", "Simse"), + values="Cyperaceae")) %>% + mutate(Species=gsub('Scaev repen subsp. north sandp r.j. cranf & p.j. spenc', 'Scaevola repens', Species)) %>% + mutate(Species=replace(Species, + list=word(Species, 1)=="Schachtelhalm", + values="Equisetaceae")) %>% + mutate(Species=replace(Species, + list=word(Species, 1)=="Schnittlauch", + values="Amaryllidaceae")) %>% + mutate(Species=gsub('Schwertlilie trocken', 'Iridaceae', Species)) %>% + mutate(Species=replace(Species, + list=word(Species, 1) %in% c("Scropholacea", "Scrophulariacea", "Scroph."), + values="Scrophulariacea")) %>% + mutate(Species=gsub('Sitzende onagraceae', 'Onagraceae', Species)) %>% + mutate(Species=gsub('Sonnenblume', 'Asteraceae', Species)) %>% + mutate(Species=gsub('Stachelgurke', 'Cucurbitaceae', Species)) %>% + mutate(Species=gsub('Stark behaarte malve', 'Malvaceae', Species)) %>% + mutate(Species=gsub('Staude asteraceae bl watteweich f', 'Asteraceae', Species)) %>% + mutate(Species=gsub('Staude crotalaria unterseite silber', 'Crotalaria', Species)) %>% + mutate(Species=gsub('Staude solanum', 'Solanaceae', Species)) %>% + mutate(Species=gsub('Staude tephrosia', 'Tephrosia', Species)) %>% + mutate(Species=gsub('Stipagrosist panicle gross', 'Stipagrostis', Species)) %>% + mutate(Species=gsub('Asteraceae u silber', 'Asteraceae', Species)) %>% + mutate(Species=gsub('Stratonostoc communeá', 'Stratonostoc commune', Species)) %>% + mutate(Species=gsub('Strauch asteraceae nadelblätt.', 'Asteraceae', Species)) %>% + mutate(Species=gsub('Strauch blatt wie salix reticulata astera', 'Asteraceae', Species)) %>% + mutate(Species=gsub('Strauch blatt wie salix reticulata astera 132534b', 'Asteraceae', Species)) %>% + mutate(Species=gsub('Strauch fabaceae gerieft schote', 'Fabaceae', Species)) %>% + mutate(Species=replace(Species, + list=word(Species, 1)=="Strauch" & + word(Species,2)=="Rubiaceae", + values="Rubiaceae")) %>% + mutate(Species=gsub('Fabaceae samtig bl lanzettlich', 'Fabaceae', Species)) %>% + mutate(Species=gsub('Ochna mini', 'Ochna', Species)) %>% + mutate(Species=gsub('Stryphnoden microstachyum', 'Stryphnodendron microstachyum', Species)) %>% + mutate(Species=gsub('Sumpfgladiole haarig', 'Gladiolus', Species)) %>% + mutate(Species=gsub('Sygnum ramphicarpa', 'Scrophulariaceae', Species)) %>% + mutate(Species=replace(Species, + list=word(Species, 1)=="Symplococar", + values="Symplococarpon")) %>% + mutate(Species=gsub('Sysirinchium', 'Sisyrinchium', Species)) %>% + mutate(Species=gsub('Syzigium accuminatisima', 'Syzygium acuminatissimum', Species)) %>% + mutate(Species=gsub('Tabernaemon ', 'Tabernaemontana ', Species)) %>% + mutate(Species=gsub('Thalassodend', 'Thalassodendron', Species)) %>% + mutate(Species=gsub('Thinouia canescens', 'Thinouia', Species)) %>% + mutate(Species=gsub('Thistle', 'Asteraceae', Species)) %>% + mutate(Species=gsub('Trisetumicatum', 'Trisetum spicatum', Species)) %>% + mutate(Species=gsub('Undetermined sedge', 'Cyperaceae', Species)) %>% + mutate(Species=replace(Species, + list=word(Species, 1) %in% + c("Liverwort", "Liverworts", "Moss"), + values="Bryophyta")) %>% + mutate(Species=gsub('Vismi bacci', 'Vismia baccifera subsp. ferruginea', Species)) %>% + mutate(Species=gsub('Weidenr”schen', 'Onagraceae', Species)) %>% + mutate(Species=gsub('Weißpelziger brauner Spross Asteracea', 'Asteraceae', Species)) %>% + mutate(Species=gsub('Wie stipagrostis', 'Poaceae', Species)) %>% + mutate(Species=gsub('Wincassia', 'Fabaceae', Species)) %>% + mutate(Species=gsub('xDactyloden st-quintini', 'Dactylodenia st-quintinii', Species)) %>% + mutate(Species=gsub('Zizyphus sp1 IUCN1', 'Zizyphus', Species)) %>% + mutate(Species=gsub('Zwiebel Lilaceae steril', 'Lilaceae', Species)) %>% + mutate(Species=gsub('Zwstr faurea', 'Faurea', Species)) %>% + mutate(Species=gsub('Quercus crispla', 'Quercus crispula', Species)) %>% + mutate(Species=gsub('Corallorrhiza', 'Corallorhiza', Species)) %>% + mutate(Species=gsub('Brunella vulgaris', 'Prunella vulgaris', Species))</code></pre> +<p>A total of 23286 species names were modified. Although substantially improved, the species list has still quite a lot of inconsistencies. The total list submitted to TNRS contains 333137 species names.</p> +</div> +</div> +<div id="match-names-against-taxonomic-name-resolution-service-tnrs" class="section level1"> +<h1><span class="header-section-number">2</span> Match names against Taxonomic Name Resolution Service (<a href="http://tnrs.iplantcollaborative.org">TNRS</a>)</h1> +<p>Export species name list</p> +<pre class="r"><code>write_csv(spec.list.TRY.sPlot %>% dplyr::select(Species) %>% distinct() , + path = "../_derived/TNRS_submit/tnrs_submit_iter1.csv")</code></pre> +<p>The csv-file of species names was submitted to Taxonomic Name Resolution Service web application (Boyle et al. 2013, iPlant Collaborative (2015). TNRS version 4.0 was used, which became available in August 2015 (this version also included The Plant List version 1.1). TNRS was queried on 24/02/2020.</p> +<div id="ID" class="section level2"> +<h2><span class="header-section-number">2.1</span> TNRS settings</h2> +<p>The following settings were used for resolving names on TNRS.</p> +<div id="ID" class="section level3"> +<h3><span class="header-section-number">2.1.1</span> Sources for name resolution</h3> +<p>The initial TNRS name resolution run was based on the <strong>five standard sources</strong> that were <strong>ranked according to preference</strong> in the following order (default of TNRS):</p> +<ol style="list-style-type: decimal"> +<li>The Plant List (<a href="http://www.theplantlist.org/">TPL</a>)<span class="citation">[@TPL2013]</span></li> +<li>The Global Compositae Checklist (<a href="http://compositae.landcareresearch.co.nz/">GCC</a>)<span class="citation">[@Flann2009]</span></li> +<li>The International Legume Database and Information Service (<a href="http://www.ildis.org/">ILDIS</a>)<span class="citation">[@ILDIS2006]</span></li> +<li><a href="http://www.tropicos.org/">Tropicos</a> <span class="citation">[@TROPICOS2013]</span></li> +<li>PLANTS Database (<a href="https://plants.usda.gov/java/">USDA</a>)<span class="citation">[@USDA2012]</span></li> +</ol> +</div> +<div id="family-classification" class="section level3"> +<h3><span class="header-section-number">2.1.2</span> Family Classification</h3> +<p>Resolved names were assigned to families based on the <a href="http://onlinelibrary.wiley.com/doi/10.1111/j.1095-8339.2009.00996.x/abstract">APGIII classification</a> <span class="citation">[@Chase2009]</span>, the same classification system used by Tropicos.</p> +</div> +<div id="retrieve-results" class="section level3"> +<h3><span class="header-section-number">2.1.3</span> Retrieve results</h3> +<p>Once the matching process was finished, results were retrieved from TNRS using the <code>Detailed Download</code> option that included the full name information (parsed components, warnings, links to sources, etc.). We retrieved all the matches for each species, constrained by source (TNRS default), where the name in the first source was selected as best match, unless there was <code>no suitable match found</code> in that source, the match from the next lower-ranked source was selected, until all resources where exhausted.</p> +</div> +<div id="ID" class="section level3"> +<h3><span class="header-section-number">2.1.4</span> General procedure</h3> +<p>Manually inspect the TNRS-results table in a spreadsheat application (i.e. LibreOffice or Excel). Starting with the highest taxonomic rank considered (i.e. Family). For instance, if manual checking of the TRNS output reveals that all accepted names or synonyms that have accuracy scores >0.9 are correct taxon names, use the following selection procedure:</p> +<ul> +<li>Name_matched_rank (==Family)</li> +<li>Taxonomic_status (==Accepted, Synomyn)</li> +<li>Family_score (>0.9)</li> +</ul> +<p>Continue this selection procedure for entries that were matched at lower taxonomic ranks, i.e. genus, species, etc..</p> +</div> +</div> +<div id="iteration-1---read-and-combine-tnrs-result-files" class="section level2"> +<h2><span class="header-section-number">2.2</span> Iteration 1 - Read and combine TNRS result files</h2> +<p>Read the files downloaded from TNRS into <code>R</code>.</p> +<pre class="r"><code>tnrs.res0 <- readr::read_delim("../_derived/TNRS_submit/tnrs_results_iter1.txt", delim="\t", locale = locale(encoding = 'UTF-8'),quote="", + col_type = cols( + .default = col_character(), + Name_number = col_double(), + Overall_score = col_double(), + Name_score = col_double(), + Author_score = col_double(), + Family_score = col_double(), + Genus_score = col_double(), + Specific_epithet_score = col_double(), + Infraspecific_epithet_score = col_double(), + Infraspecific_epithet_2_score = col_double(), + Selected = col_logical() + ))</code></pre> +<div id="select-best-match-for-each-submitted-name" class="section level3"> +<h3><span class="header-section-number">2.2.1</span> Select best match for each submitted name</h3> +<p>Best matches are selected in successive steps, depending at which taxonomic level each record was matched. Records were sorted based on decreasing match scores. Matches at low taxonomic level (variety, subspecies) were favoured over matches at high taxonomic levels (family, sections). When having exactly the same ranks, the records were ranked based on their source, as explained above.<br /> +For each name submitted, only the record having the highest rank was retained.</p> +<pre class="r"><code>#reorder priorities +TNRS.priorities <- c("tpl;gcc;tropicos;usda", + "tpl;gcc;tropicos", + "tpl;gcc;usda", + "tpl;ildis;tropicos", + "tpl;ildis;usda", + "tpl;tropicos;usda", + "tpl;gcc", + "tpl;ildis", + "tpl;tropicos", + "tpl;usda", + + + "gcc;tropicos;usda", + "gcc;tropicos", + "tropicos;gcc", + "gcc;usda", + "gcc", + + "ildis;tropicos;usda", + "ildis;tropicos", + "ildis;usda", + "ildis", + + "tpl", # move tpl down the list, + # because for legumes and composites, + # tpl relies on gcc or ILDIS + "tropicos;usda", + "tropicos", + "usda" )</code></pre> +<pre class="r"><code>tnrs.res <- tnrs.res0 %>% + mutate(Name_matched_rank=factor(Name_matched_rank, + levels=c("variety", "subspecies", "species", "genus", + "family", "section", "supersection", + "infraspecies", "forma", "race", + "nothosubspecies", "proles", "monstr", + "series"))) %>% + mutate(Source=factor(Source, levels=TNRS.priorities)) %>% + mutate(Taxonomic_status=factor(Taxonomic_status, + levels=c("Accepted","Synonym", "No opinion","Invalid", + "Illegitimate","Misapplied","Rejected name"))) %>% + #filter(Taxonomic_status %in% c("Accepted", "Synonym")) %>% + arrange(Name_number, + desc(Genus_score), + desc(Specific_epithet_score), + desc(Infraspecific_epithet_2_score), + desc(Infraspecific_epithet_score), + desc(Family_score), + desc(Name_score), + desc(Overall_score), + Source, + Taxonomic_status) %>% + group_by(Name_submitted) %>% + slice(1)</code></pre> +<p>After this first step, there are 1709 records for which no match was found. Another 15578 were unreliably matched (overall match score <0.9).</p> +</div> +<div id="ID" class="section level3"> +<h3><span class="header-section-number">2.2.2</span> Family level</h3> +<p>Manually inspect sorted table and select all entries at the highest hierarchical level (family). Manually identify the family accuracy score threshold value above which a name can be considered a correct name. In the following case, this corresponds to a score $>$0.88.</p> +<pre class="r"><code>index.family <- which(tnrs.res$Name_matched_rank == "family" & + (tnrs.res$Taxonomic_status == "Accepted" | + tnrs.res$Taxonomic_status == "Synonym") & + tnrs.res$Family_score > 0.88) +length(index.family)</code></pre> +<pre><code>## [1] 741</code></pre> +</div> +<div id="genus-level" class="section level3"> +<h3><span class="header-section-number">2.2.3</span> Genus level</h3> +<pre class="r"><code>index.genus <- which(tnrs.res$Name_matched_rank == "genus" & + ( tnrs.res$Taxonomic_status %in% c("Synonym", "Accepted") & + tnrs.res$Genus_score > 0.83) + | + ( tnrs.res$Taxonomic_status == "No opinion" & + tnrs.res$Genus_score >= 0.99)) +length(index.genus)</code></pre> +<pre><code>## [1] 45771</code></pre> +</div> +<div id="species-level" class="section level3"> +<h3><span class="header-section-number">2.2.4</span> Species level</h3> +<pre class="r"><code>index.species <- which(tnrs.res$Name_matched_rank == "species" & + ( (tnrs.res$Taxonomic_status == "Accepted" | #condition 1 + tnrs.res$Taxonomic_status == "Synonym") & + tnrs.res$Genus_score > 0.78 & + tnrs.res$Name_score > 0.90) + | + ( tnrs.res$Genus_score > 0.90 & # condition 2 - effective for records with subspecies information + (tnrs.res$Specific_epithet_score > 0.90) + )) +length(index.species)</code></pre> +<pre><code>## [1] 311135</code></pre> +</div> +<div id="subspecies-level" class="section level3"> +<h3><span class="header-section-number">2.2.5</span> Subspecies level</h3> +<pre class="r"><code>index.subspec <- which( (tnrs.res$Name_matched_rank %in% c("infraspecies", "subspecies") | + is.na(tnrs.res$Name_matched_rank)) & # there are a few records at sub-species level which are not categorized + (tnrs.res$Taxonomic_status == "Accepted" | + tnrs.res$Taxonomic_status == "Synonym")) +length(index.subspec)</code></pre> +<pre><code>## [1] 8499</code></pre> +<pre class="r"><code>index.variety <- which(tnrs.res$Name_matched_rank == "variety" & + (tnrs.res$Taxonomic_status == "Accepted" | + tnrs.res$Taxonomic_status == "Synonym")) +length(index.variety)</code></pre> +<pre><code>## [1] 7179</code></pre> +<pre class="r"><code>index.infraspec <- which(tnrs.res$Name_matched_rank == "infraspecies") +length(index.infraspec)</code></pre> +<pre><code>## [1] 92</code></pre> +<pre class="r"><code>index.forma <- which(tnrs.res$Name_matched_rank == "forma") +length(index.forma)</code></pre> +<pre><code>## [1] 173</code></pre> +</div> +<div id="identifying-non-matched-species-that-are-spermatophyta" class="section level3"> +<h3><span class="header-section-number">2.2.6</span> Identifying “non-matched” species that are spermatophyta</h3> +<pre class="r"><code>index.spermatophyt <- which(tnrs.res$Name_matched == "No suitable matches found." + & word(tnrs.res$Name_submitted, 1) == "Spermatophyta") +length(index.spermatophyt)</code></pre> +<pre><code>## [1] 47</code></pre> +</div> +<div id="select-certain-or-uncertain-names" class="section level3"> +<h3><span class="header-section-number">2.2.7</span> Select <code>certain</code> or <code>uncertain</code> names</h3> +<p>Select names that do not fulfill the search criteria, i.e. that were not selected as certain species, for further name matching.</p> +<pre class="r"><code>index.tnrs <- unique(c(index.family, index.forma, index.genus, index.species, index.subspec, + index.variety, index.spermatophyt)) + +tnrs.res.certain <- tnrs.res[index.tnrs,] +dim(tnrs.res.certain)</code></pre> +<pre><code>## [1] 329815 36</code></pre> +<pre class="r"><code>write.csv(tnrs.res.certain, file = "../_derived/TNRS_submit/tnrs.res.iter1.certain.csv") + +tnrs.res.uncertain <- tnrs.res[-index.tnrs,] +dim(tnrs.res.uncertain)</code></pre> +<pre><code>## [1] 3319 36</code></pre> +<pre class="r"><code>write.csv(tnrs.res.uncertain, file = "../_derived/TNRS_submit/tnrs.res.iter1.uncertain.csv") + +save(tnrs.res.certain, tnrs.res.uncertain, file="../_derived/TNRS_submit/tnrs.iter1.RData")</code></pre> +</div> +<div id="delete-subspecies-information-and-rerun-match-in-tnrs" class="section level3"> +<h3><span class="header-section-number">2.2.8</span> Delete subspecies information and rerun match in TNRS</h3> +<p>Many unmatched records do contain subspecies information which could not be retrieved in TNRS, although genus and species seem to be spelled correctly. Also, sometimes the mismatch derives from having the word ‘species’ or ‘sp’ at the end of the name.</p> +<pre class="r"><code>tnrs.submit.iter2 <- data.frame(old=tnrs.res.uncertain$Name_submitted) %>% + mutate(old=as.character(old)) %>% + mutate(new=old) + +# delete remaining records of mushroom species +tnrs.submit.iter2 <- tnrs.submit.iter2 %>% + filter(!word(new,1) %in% mushroom) + +# Extract family name for unidentified species +tnrs.submit.iter2 <- tnrs.submit.iter2 %>% + na.omit() %>% + group_by(old) %>% + mutate(family.lev=str_extract(word(new,1), pattern='([^\\s]+aceae)')) %>% + mutate(new=ifelse(is.na(family.lev), new, family.lev)) %>% + dplyr::select(-family.lev) %>% + ungroup() + +#Cut to the first 2 words in the name string +tnrs.submit.iter2 <- tnrs.submit.iter2 %>% + group_by(old) %>% + mutate(Name_binomial=paste(word(new, c(1,2)), collapse=" ")) %>% + ungroup() %>% + mutate(Name_binomial=gsub(' NA$', '', Name_binomial))</code></pre> +</div> +<div id="save-species-list-to-submit-to-tnrs-for-iteration-2" class="section level3"> +<h3><span class="header-section-number">2.2.9</span> Save species list to submit to TNRS for iteration 2</h3> +<pre class="r"><code>write_csv(tnrs.submit.iter2 %>% + dplyr::select(Name_binomial) %>% + #After cleaning some names now match to those already resolved in iteration 1. Take them out + filter(!Name_binomial %in% tnrs.res.certain$Name_submitted) %>% + distinct(), path="../_derived/TNRS_submit/tnrs_submit_iter2.csv")</code></pre> +</div> +</div> +<div id="iteration-2---reimport-resolved-species-names-from-tnrs-and-mark-solved" class="section level2"> +<h2><span class="header-section-number">2.3</span> Iteration 2 - Reimport resolved species names from TNRS and mark solved</h2> +<pre class="r"><code>tnrs.res.iter2.raw <- readr::read_delim("../_derived/TNRS_submit/tnrs_results_iter2.txt", delim="\t", locale = locale(encoding = 'UTF-8'),quote="", + col_type = cols( + .default = col_character(), + Name_number = col_double(), + Overall_score = col_double(), + Name_score = col_double(), + Author_score = col_double(), + Family_score = col_double(), + Genus_score = col_double(), + Specific_epithet_score = col_double(), + Infraspecific_epithet_score = col_double(), + Infraspecific_epithet_2_score = col_double(), + Selected = col_logical() + )) + +tnrs.res.iter2 <- tnrs.res.iter2.raw %>% + mutate(Name_matched_rank=factor(Name_matched_rank, + levels=c("variety", "subspecies", "species", + "genus", "family", "section", + "supersection", "infraspecies", "forma", + "race", "nothosubspecies", "proles", + "monstr", "series"))) %>% + mutate(Source=factor(Source, levels=TNRS.priorities)) %>% + mutate(Taxonomic_status=factor(Taxonomic_status, + levels=c("Accepted","Synonym", "No opinion", + "Invalid","Illegitimate","Misapplied", + "Rejected name"))) %>% + arrange(Name_number, + desc(Genus_score), + desc(Specific_epithet_score), + desc(Infraspecific_epithet_2_score), + desc(Infraspecific_epithet_score), + desc(Family_score), + desc(Name_score), + desc(Overall_score), + Source, + Taxonomic_status) %>% + group_by(Name_submitted) %>% + slice(1)</code></pre> +<div id="family-level" class="section level3"> +<h3><span class="header-section-number">2.3.1</span> Family level</h3> +<pre class="r"><code>index.family <- which(tnrs.res.iter2$Name_matched_rank == "family" & + (tnrs.res.iter2$Taxonomic_status == "Accepted" | + tnrs.res.iter2$Taxonomic_status == "Synonym") & + tnrs.res.iter2$Family_score > 0.88) +length(index.family)</code></pre> +<pre><code>## [1] 2</code></pre> +</div> +<div id="genus-level-1" class="section level3"> +<h3><span class="header-section-number">2.3.2</span> Genus level</h3> +<pre class="r"><code>index.genus <- which(tnrs.res.iter2$Name_matched_rank == "genus" & + (tnrs.res.iter2$Taxonomic_status %in% c("Accepted","Synonym") & + tnrs.res.iter2$Genus_score >= 0.90 & + tnrs.res.iter2$Name_score > 0.49)) +length(index.genus)</code></pre> +<pre><code>## [1] 17</code></pre> +</div> +<div id="species-level-1" class="section level3"> +<h3><span class="header-section-number">2.3.3</span> Species level</h3> +<pre class="r"><code>index.species <- which(tnrs.res.iter2$Name_matched_rank == "species" & + #(tnrs.res.iter2$Taxonomic_status == "Accepted" | + # tnrs.res.iter2$Taxonomic_status == "Synonym") & + tnrs.res.iter2$Genus_score >= 0.80 & + tnrs.res.iter2$Specific_epithet_score > 0.90) +length(index.species)</code></pre> +<pre><code>## [1] 32</code></pre> +</div> +<div id="subspecies-level-1" class="section level3"> +<h3><span class="header-section-number">2.3.4</span> Subspecies level</h3> +<pre class="r"><code>index.infraspec <- which(tnrs.res.iter2$Name_matched_rank == "infraspecies") +length(index.infraspec)</code></pre> +<pre><code>## [1] 0</code></pre> +<pre class="r"><code>index.subspec <- which((tnrs.res.iter2$Name_matched_rank %in% c("infraspecies", "subspecies") | + is.na(tnrs.res.iter2$Name_matched_rank)) & # there are a few records at sub-species level which are not categorized + (tnrs.res.iter2$Taxonomic_status == "Accepted" | + tnrs.res.iter2$Taxonomic_status == "Synonym")) +length(index.subspec)</code></pre> +<pre><code>## [1] 0</code></pre> +<pre class="r"><code>index.variety <- which(tnrs.res.iter2$Name_matched_rank == "variety" & + (tnrs.res.iter2$Taxonomic_status == "Accepted" | + tnrs.res.iter2$Taxonomic_status == "Synonym")) +length(index.variety)</code></pre> +<pre><code>## [1] 0</code></pre> +<pre class="r"><code>index.forma <- which(tnrs.res.iter2$Name_matched_rank == "forma") +length(index.forma)</code></pre> +<pre><code>## [1] 0</code></pre> +<pre class="r"><code>index.spermatophyt <- which(tnrs.res.iter2$Name_matched == "No suitable matches found." + & word(tnrs.res.iter2$Name_submitted, 1) == "Spermatophyta") +length(index.spermatophyt)</code></pre> +<pre><code>## [1] 0</code></pre> +<pre class="r"><code>index.tnrs.iter2 <- unique(c(index.family, index.forma, index.genus, index.species, index.subspec, + index.variety, index.spermatophyt)) + +tnrs.res.iter2.certain <- tnrs.res.iter2[index.tnrs.iter2,] +dim(tnrs.res.iter2.certain)</code></pre> +<pre><code>## [1] 51 36</code></pre> +<pre class="r"><code>write.csv(tnrs.res.iter2.certain, file = "../_derived/TNRS_submit/tnrs.res.iter2.certain.csv") + +tnrs.res.iter2.uncertain <- tnrs.res.iter2[-index.tnrs.iter2,] +dim(tnrs.res.iter2.uncertain)</code></pre> +<pre><code>## [1] 2745 36</code></pre> +<pre class="r"><code>write.csv(tnrs.res.iter2.uncertain, file = "../_derived/TNRS_submit/tnrs.res.iter2.uncertain.csv") + +save(tnrs.res.iter2.certain, tnrs.res.iter2.uncertain, + tnrs.submit.iter2, file="../_derived/TNRS_submit/tnrs.iter2.RData")</code></pre> +</div> +<div id="save-species-list-to-submit-to-tnrs-for-iteration-3" class="section level3"> +<h3><span class="header-section-number">2.3.5</span> Save species list to submit to TNRS for iteration 3</h3> +<pre class="r"><code>write_csv(tnrs.res.iter2.uncertain[,2], path = "../_derived/TNRS_submit/tnrs_submit_iter3.csv")</code></pre> +<p>This list was submitted to <code>TNRS</code>, but only selecting the <code>NCBI</code> database.</p> +</div> +</div> +<div id="iteration-3---reimport-resolved-species-names-from-tnrs_ncbi" class="section level2"> +<h2><span class="header-section-number">2.4</span> Iteration 3 - Reimport resolved species names from <code>TNRS_NCBI</code></h2> +<pre class="r"><code>tnrs.res.iter3.raw <- readr::read_delim("../_derived/TNRS_submit/tnrs_results_iter3.txt", delim="\t", + locale = locale(encoding = 'UTF-8'),quote="", + col_type = cols( + .default = col_character(), + Name_number = col_double(), + Overall_score = col_double(), + Name_score = col_double(), + Author_score = col_double(), + Family_score = col_double(), + Genus_score = col_double(), + Specific_epithet_score = col_double(), + Infraspecific_epithet_score = col_double(), + Infraspecific_epithet_2_score = col_double(), + Selected = col_logical() + )) + +tnrs.ncbi <- tnrs.res.iter3.raw %>% + mutate(Name_matched_rank=factor(Name_matched_rank, + levels=c("variety", "subspecies", "species", + "genus", "family", "section", "supersection", + "infraspecies", "forma", "race", + "nothosubspecies", "proles", "monstr", + "series"))) %>% + mutate(Taxonomic_status=factor(Taxonomic_status, + levels=c("Accepted","Synonym", "No opinion","Invalid", + "Illegitimate","Misapplied","Rejected name"))) %>% + arrange(Name_number, + desc(Genus_score), + desc(Specific_epithet_score), + desc(Infraspecific_epithet_2_score), + desc(Infraspecific_epithet_score), + desc(Family_score), + desc(Name_score), + desc(Overall_score), + Source, + Taxonomic_status) %>% + group_by(Name_submitted) %>% + slice(1)</code></pre> +<div id="family-level-1" class="section level3"> +<h3><span class="header-section-number">2.4.1</span> Family level</h3> +<pre class="r"><code>index.family <- which(tnrs.ncbi$Name_matched_rank == "family" & + (tnrs.ncbi$Taxonomic_status == "Accepted"| + tnrs.ncbi$Taxonomic_status == "Synonym") & + tnrs.ncbi$Family_score > 0.85) +length(index.family)</code></pre> +<pre><code>## [1] 8</code></pre> +</div> +<div id="genus-level-2" class="section level3"> +<h3><span class="header-section-number">2.4.2</span> Genus level</h3> +<pre class="r"><code>index.genus <- which(tnrs.ncbi$Name_matched_rank == "genus" & + tnrs.ncbi$Taxonomic_status %in% c("Accepted", "Synonym", "No opinion") & + ( + (tnrs.ncbi$Genus_score > 0.89 & + tnrs.ncbi$Name_score > 0.49) | + (tnrs.ncbi$Genus_score > 0.99 & + tnrs.ncbi$Name_score > 0.2) + )) +length(index.genus)</code></pre> +<pre><code>## [1] 286</code></pre> +</div> +<div id="species-level-2" class="section level3"> +<h3><span class="header-section-number">2.4.3</span> Species level</h3> +<pre class="r"><code>index.species.1 <- which(tnrs.ncbi$Name_matched_rank == "species" & + (tnrs.ncbi$Taxonomic_status == "Accepted" | + tnrs.ncbi$Taxonomic_status == "Synonym") & + tnrs.ncbi$Name_score > 0.94 & + tnrs.ncbi$Specific_epithet_score>=0.67) +length(index.species.1)</code></pre> +<pre><code>## [1] 180</code></pre> +<pre class="r"><code>index.species.2 <- which(tnrs.ncbi$Name_matched_rank == "species" & + (tnrs.ncbi$Taxonomic_status == "Accepted" | + tnrs.ncbi$Taxonomic_status == "Synonym") & + tnrs.ncbi$Genus_score > 0.81 & + tnrs.ncbi$Name_score > 0.51 & + tnrs.ncbi$Specific_epithet_score>=0.67) +length(index.species.2)</code></pre> +<pre><code>## [1] 196</code></pre> +<pre class="r"><code>index.species.3 <- which(tnrs.ncbi$Name_matched_rank == "species" & + tnrs.ncbi$Taxonomic_status == "No opinion" & + tnrs.ncbi$Genus_score > 0.7 & + tnrs.ncbi$Specific_epithet_score > 0.75) +length(index.species.3)</code></pre> +<pre><code>## [1] 0</code></pre> +<pre class="r"><code>index.species <- unique(c(index.species.1, index.species.2, index.species.3)) +length(index.species)</code></pre> +<pre><code>## [1] 212</code></pre> +</div> +<div id="variety-level" class="section level3"> +<h3><span class="header-section-number">2.4.4</span> Variety level</h3> +<pre class="r"><code>index.var <- which((tnrs.ncbi$Name_matched_rank == "subspecies" | + tnrs.ncbi$Name_matched_rank == "unknown" | + tnrs.ncbi$Name_matched_rank == "variety") & + (tnrs.ncbi$Taxonomic_status == "Accepted" | + tnrs.ncbi$Taxonomic_status == "No opinion" | + tnrs.ncbi$Taxonomic_status == "Synonym")) +length(index.var)</code></pre> +<pre><code>## [1] 0</code></pre> +</div> +<div id="select-certain-or-uncertain-names-1" class="section level3"> +<h3><span class="header-section-number">2.4.5</span> Select <code>certain</code> or <code>uncertain</code> names</h3> +<pre class="r"><code>index.ncbi <- unique(c(index.family, index.genus, index.species, index.var)) + +tnrs.ncbi.certain <- tnrs.ncbi[index.ncbi,] +nrow(tnrs.ncbi.certain)</code></pre> +<pre><code>## [1] 506</code></pre> +<pre class="r"><code>write_csv(tnrs.ncbi.certain, path = "../_derived/TNRS_submit/tnrs.ncbi.certain.csv") + +tnrs.ncbi.uncertain <- tnrs.ncbi[-index.ncbi,] +nrow(tnrs.ncbi.uncertain)</code></pre> +<pre><code>## [1] 2239</code></pre> +<pre class="r"><code>write_csv(tnrs.ncbi.uncertain, path = "../_derived/TNRS_submit/tnrs.ncbi.uncertain.csv") +save(tnrs.ncbi.certain, tnrs.ncbi.uncertain, file="../_derived/TNRS_submit/tnrs.iter3.RData")</code></pre> +<p>After iteration 3, there are still 2239 unresolved taxa.</p> +</div> +</div> +<div id="iteration-4---using-the-plant-list-matching-tools-for-unresolved-names" class="section level2"> +<h2><span class="header-section-number">2.5</span> Iteration 4 - Using <code>The Plant List</code> matching tools for unresolved names</h2> +<p>Generate names list from <code>tnrs.ncbi.uncertain</code> to be matched against <code>The Plant List</code>, using <code>Taxonstand::TPL</code>. Add to this list, also all those species that in the first iterations did not return an accepted name.</p> +<pre class="r"><code>tpl.submit <- tnrs.res.certain %>% + filter(is.na(Accepted_name)) %>% + dplyr::select(Name_submitted) %>% + bind_rows(tnrs.res.iter2.certain %>% + filter(is.na(Accepted_name)) %>% + dplyr::select(Name_submitted)) %>% + bind_rows(tnrs.ncbi.certain %>% + filter(is.na(Accepted_name)) %>% + dplyr::select(Name_submitted)) %>% + bind_rows(tnrs.ncbi.uncertain %>% + dplyr::select(Name_submitted)) %>% + distinct() +nrow(tpl.submit) +write_csv(tpl.submit, path="../_derived/TPL/tpl.submit.csv") + +#divide in 99 batches +indices <- 1:nrow(tpl.submit) +chunks <- split(indices, sort(indices%%99)) + +library(doParallel) +library(parallel) +cl <- makeForkCluster(5, outfile="") +registerDoParallel(cl) + +tpl.ncbi <- foreach(i=1:length(chunks), .combine=rbind) %dopar% { + tmp <- (TPL(tpl.submit$Name_submitted[chunks[[i]]])) + save(tmp, file=paste0("../_derived/TNRS_submit/TPL_foreach/tpl.ncbi", i,".RData")) + return(tmp) +} +stopCluster(cl) +save(tpl.ncbi, file = "../_derived/TPL/tpl_results_iter4.RData")</code></pre> +<pre class="r"><code>load("../_derived/TPL/tpl_results_iter4.RData") +tpl.ncbi.certain <- tpl.ncbi %>% + filter(Plant.Name.Index==T | Higher.level==T) +nrow(tpl.ncbi.certain)</code></pre> +<pre><code>## [1] 27338</code></pre> +<pre class="r"><code>write_csv(tpl.ncbi.certain, path = "../_derived/TPL/tpl.ncbi.certain.csv") + +tpl.ncbi.uncertain <- tpl.ncbi %>% + filter(Plant.Name.Index==F & Higher.level==F) %>% + dplyr::select(Taxon) +nrow(tpl.ncbi.uncertain)</code></pre> +<pre><code>## [1] 5771</code></pre> +<pre class="r"><code>write_csv(tpl.ncbi.uncertain, path = "../_derived/TPL/tpl.ncbi.uncertain.csv") + +save(tpl.ncbi.certain, tpl.ncbi.uncertain, file="../_derived/TNRS_submit/tnrs.iter4.RData")</code></pre> +</div> +</div> +<div id="merge-the-resolved-species-lists-into-a-backbone" class="section level1"> +<h1><span class="header-section-number">3</span> Merge the resolved species lists into a Backbone</h1> +<div id="read-files" class="section level2"> +<h2><span class="header-section-number">3.1</span> Read files</h2> +<pre class="r"><code>load("../_derived/TNRS_submit/tnrs.iter1.RData") +load("../_derived/TNRS_submit/tnrs.iter2.RData") +load("../_derived/TNRS_submit/tnrs.iter3.RData") +load("../_derived/TNRS_submit/tnrs.iter4.RData") + +#Double check of wrong taxa from TNRS +finalcheck <- c("Salix repens subsp. repens var. repens","Hieracium lachenalii") +tpl.ncbi.certain <- tpl.ncbi.certain %>% + bind_rows(TPL(finalcheck))</code></pre> +<p>Combine the <code>certain</code> data sets:</p> +<pre class="r"><code>Backbone <- spec.list.TRY.sPlot %>% + as.tbl() %>% + rename(Name_sPlot_TRY=OriginalNames, + Name_string_corr1=Species) %>% + left_join(tnrs.submit.iter2 %>% + dplyr::select(-new) %>% + rename(Name_string_corr1=old, Name_string_corr2=Name_binomial), + by="Name_string_corr1") %>% + mutate(Name_submitted=ifelse(!is.na(Name_string_corr2), Name_string_corr2, Name_string_corr1)) %>% + dplyr::select(Name_sPlot_TRY, Name_string_corr1, Name_string_corr2, Source, Name_submitted) %>% + rename(sPlot_TRY=Source) %>% + left_join(tnrs.res.certain %>% + #filter(!is.na(Accepted_name)) %>% + bind_rows(tnrs.res.iter2.certain) %>% + bind_rows(tnrs.ncbi.certain) %>% + #reformat TPL output to tnrs output + bind_rows(tpl.ncbi.certain %>% + rename(Name_submitted=Taxon, + Name_matched_url=ID, + Taxonomic_status=Taxonomic.status, + Accepted_name_author=New.Authority, + Accepted_name_url=New.ID, + Accepted_name_family=Family, + Selected=Plant.Name.Index) %>% + mutate_at(.vars=vars(New.Hybrid.marker, New.Infraspecific.rank, New.Infraspecific), + .fun=~ifelse(is.na(.), "", .)) %>% + mutate(Accepted_name=paste(New.Genus, New.Hybrid.marker, + New.Species, New.Infraspecific.rank, + New.Infraspecific)) %>% + mutate(Accepted_name=gsub(pattern="\\s+", " ", Accepted_name)) %>% + mutate(Accepted_name_species=paste(New.Genus, New.Hybrid.marker, New.Species)) %>% + mutate(Accepted_name_species=gsub(pattern="\\s+", " ", Accepted_name_species)) %>% + mutate(Accepted_name_rank=ifelse(Higher.level==F, "species", NA)) %>% + mutate(Source=paste("tpl", TPL.version)) %>% + dplyr::select( (data.frame(colmatch=match(colnames(tnrs.ncbi), + names(.))) %>% + filter(!is.na(colmatch)))$colmatch) + ) %>% + group_by(Name_submitted) %>% #Some double matches. Prioritize best taxonomic status + mutate(Taxonomic_status=factor(Taxonomic_status, + levels=c("Accepted","Synonym", "No opinion","Invalid", + "Illegitimate","Misapplied","Rejected name", + "Unresolved"))) %>% + arrange(Taxonomic_status) %>% + slice(1) %>% + #delete empty spaces at end of names + mutate(Accepted_name=gsub(pattern=" $", replacement="", x=Accepted_name)) %>% + mutate(Accepted_name_species=gsub(pattern=" $", replacement="", x=Accepted_name_species)), + by="Name_submitted") +#Double check +nrow(Backbone) == nrow(spec.list.TRY.sPlot)</code></pre> +<pre><code>## [1] TRUE</code></pre> +</div> +<div id="tag-unresolved-names-and-create-output-columns" class="section level2"> +<h2><span class="header-section-number">3.2</span> Tag unresolved names and create output columns</h2> +<p>Add four additional columns. If names were neither resolved at the accepted or synonym level, set <code>Status_correct == "Other"</code>, and assign <code>No suitable matches found.</code> to the remaining species.</p> +<pre class="r"><code>Backbone <- Backbone %>% + mutate(Status_correct=fct_collapse(Taxonomic_status, + Other=c("No opinion","Invalid", "Unresolved", + "Illegitimate","Misapplied","Rejected name"))) %>% + mutate(Status_correct=fct_explicit_na(Status_correct, "No suitable matches found.")) %>% + #Create Name_correct field. Use Accepted names, if any. Otherwise matched names. + mutate(Name_correct=ifelse(!is.na(Accepted_name), + Accepted_name, + Name_matched)) %>% + mutate(Genus_correct=ifelse(!is.na(Name_correct) & (!Accepted_name_rank %in% c("family")), + word(Name_correct,1), + NA)) %>% + mutate(Rank_correct=ifelse(!is.na(Name_matched_rank), + as.character(Name_matched_rank), + "higher")) %>% + mutate(Rank_correct=factor(Rank_correct, levels=c("higher", "family", "genus", "species", + "subspecies", "variety", "infraspecies", + "race", "forma"))) + +summary(Backbone$Status_correct)</code></pre> +<pre><code>## Accepted Synonym +## 284561 28617 +## Other No suitable matches found. +## 30085 3175</code></pre> +<pre class="r"><code>summary(Backbone$Rank_correct)</code></pre> +<pre><code>## higher family genus species subspecies variety +## 6390 1889 27104 294425 8948 7443 +## infraspecies race forma +## 92 0 147</code></pre> +<p>There are 3070 species names for which we found no match in any of the taxonomic resources we used. Yet, for as many as 35383 taxa, the matching did not properly resolve the species name, and we only found a match at genus or higher level.</p> +</div> +<div id="complete-list-of-families" class="section level2"> +<h2><span class="header-section-number">3.3</span> Complete list of families</h2> +<p>There are 35195 records with missing family information. Create field <code>Family_correct</code>.</p> +<pre class="r"><code>Backbone <- Backbone %>% + mutate(family.lev=str_extract(word(Name_correct,1), pattern='([^\\s]+aceae)')) %>% + mutate(Family_correct=ifelse(!is.na(Accepted_name_family), + Accepted_name_family, + family.lev)) %>% + dplyr::select(-family.lev) + +# Remaining records with missing family info +sum((is.na(Backbone$Family_correct)))</code></pre> +<pre><code>## [1] 33398</code></pre> +<div id="resolve-genera-with-missing-family-info-with-tnrs" class="section level3"> +<h3><span class="header-section-number">3.3.1</span> Resolve genera with missing family info with <code>TNRS</code></h3> +<pre class="r"><code>Genera_submit <- Backbone %>% + filter(is.na(Family_correct)) %>% + dplyr::select(Genus_correct) %>% + distinct() + +write_csv(Genera_submit, "../_derived/TNRS_submit/Genera_submit.csv")</code></pre> +<p>Import results from TNRS. Best match only and simple download</p> +<pre class="r"><code>import.profile <- cols( + Name_submitted = col_character(), + Name_matched = col_character(), + Author_matched = col_logical(), + Overall_score = col_double(), + Taxonomic_status = col_character(), + Accepted_name = col_character(), + Accepted_author = col_character(), + Accepted_family = col_character(), + Source = col_character(), + Warnings = col_character(), + Accepted_name_lsid = col_character() +) + +tnrs.genera <- read_delim("../_derived/TNRS_submit/tnrs_genera.txt", delim="\t", + locale = locale(encoding = 'UTF-8'),quote="",col_type = import.profile)</code></pre> +<p>Attach resolved families to backbone</p> +<pre class="r"><code>Backbone <- Backbone %>% + left_join(tnrs.genera %>% + dplyr::select(Name_submitted, Accepted_family) %>% + rename(Genus_correct=Name_submitted, Family_import=Accepted_family), + by="Genus_correct") %>% + mutate(Family_correct=ifelse(is.na(Family_correct), + Family_import, + Family_correct)) %>% + dplyr::select(-Family_import) + +#Records with missing family info +sum(is.na(Backbone$Family_correct))</code></pre> +<pre><code>## [1] 10067</code></pre> +</div> +<div id="complement-with-data-from-try-5.0" class="section level3"> +<h3><span class="header-section-number">3.3.2</span> Complement with data from <code>TRY 5.0</code></h3> +<p>Data from try were received by <a href="jkattge@bgc-jena.mpg.de">Jens Kattge</a> on Jan 21, 2020.</p> +<pre class="r"><code># Species, Genus, Family from try +try.species <- read_csv( + "../_input/TRY5.0_v1.1/TRY_5_GapFilledData_2020/input_data/hierarchy.info.csv", + locale = locale(encoding = "latin1")) + +Backbone <- Backbone %>% + left_join(try.species %>% + dplyr::select(Genus_correct=Genus, family=Family) %>% + distinct() %>% + filter(family != "") %>% + group_by(Genus_correct), + by="Genus_correct") %>% + mutate(Family_correct=coalesce(Family_correct, family)) %>% + dplyr::select(-family) + +# Remaining records with missing family info +sum((is.na(Backbone$Family_correct)))</code></pre> +<pre><code>## [1] 7954</code></pre> +</div> +<div id="complement-with-data-from-the-catalogue-of-life" class="section level3"> +<h3><span class="header-section-number">3.3.3</span> Complement with data from <code>The Catalogue of Life</code></h3> +<pre class="r"><code>#Download data from Catalogue of Life - 2019 +download.file("http://www.catalogueoflife.org/DCA_Export/zip/archive-kingdom-plantae-bl3.zip", + destfile="/data/sPlot/users/Francesco/Ancillary_Data/Catalogue_of_Life/CatLife2019.zip") +unzip("/data/sPlot/users/Francesco/Ancillary_Data/Catalogue_of_Life/CatLife2019.zip", files="taxa.txt", exdir = "/data/sPlot/users/Francesco/Ancillary_Data/Catalogue_of_Life/")</code></pre> +<pre class="r"><code>cat.life <- read_delim("/data/sPlot/users/Francesco/Ancillary_Data/Catalogue_of_Life/taxa.txt", + delim="\t", + col_types = cols( + .default = col_character(), + taxonID = col_double(), + datasetID = col_double(), + acceptedNameUsageID = col_double(), + parentNameUsageID = col_double(), + superfamily = col_logical(), + subgenus = col_logical(), + source = col_logical(), + namePublishedIn = col_logical(), + modified = col_character(), + taxonConceptID = col_double(), + isExtinct = col_logical() + )) %>% + #correct family names to match to the standards in TPL + mutate(family=ifelse(family=="Fabaceae", "Leguminosae", family)) %>% + mutate(family=ifelse(family=="Asteraceae", "Compositae", family)) + +Genera_missing <- Backbone %>% + filter(is.na(Family_correct) & !is.na(Genus_correct)) %>% + dplyr::select(Genus_correct) %>% + distinct() + +Backbone <- Backbone %>% + left_join(cat.life %>% + dplyr::select(genus, family) %>% + distinct() %>% + filter(family != "") %>% + group_by(genus) %>% #There are two genera with multiple attribution to families + slice(1) %>% + filter(genus %in% Genera_missing$Genus_correct) %>% + rename(Genus_correct=genus), + by="Genus_correct") %>% + mutate(Family_correct=coalesce(Family_correct, family)) %>% + dplyr::select(-family) + +#Records with missing family info +sum(is.na(Backbone$Family_correct))</code></pre> +<pre><code>## [1] 6914</code></pre> +<p>After matching the remaining genera with the Catalogue of life there are still 6914 records without Family affiliation, for a total of 1281 genera.</p> +</div> +<div id="manually-fix-some-known-issues" class="section level3"> +<h3><span class="header-section-number">3.3.4</span> Manually fix some known issues</h3> +<pre class="r"><code>Backbone <- Backbone %>% + mutate(Family_correct=replace(Family_correct, + list=Genus_correct=="Coptidium", + values="Ranunculaceae")) %>% + mutate(Family_correct=replace(Family_correct, + list=Genus_correct=="Balanocarpus", + values="Dipterocarpaceae" )) %>% + mutate(Family_correct=replace(Family_correct, + list=Genus_correct=="Cardaminopsis", + values="Brassicaceae" )) %>% + mutate(Family_correct=replace(Family_correct, + list=Genus_correct=="Carpolepis", + values="Myrtaceae" )) %>% + mutate(Family_correct=replace(Family_correct, + list=Genus_correct=="Cathartolinum", + values="Linaceae" )) %>% + mutate(Family_correct=replace(Family_correct, + list=Genus_correct=="Didiscus", + values="Araliaceae" )) %>% + mutate(Family_correct=replace(Family_correct, + list=Genus_correct=="Grammadenia", + values="Primulaceae" )) %>% + mutate(Family_correct=replace(Family_correct, + list=Genus_correct=="Antholoma", + values="Elaeocarpaceae" )) %>% + mutate(Family_correct=replace(Family_correct, + list=Genus_correct=="Odontarrhena", + values="Brassicaceae" )) %>% + mutate(Family_correct=replace(Family_correct, + list=Genus_correct=="Trichinium", + values="Amaranthaceae" )) %>% + mutate(Family_correct=replace(Family_correct, + list=Genus_correct=="Limonium", + values="Plumbaginaceae" )) %>% + mutate(Family_correct=replace(Family_correct, + list=Genus_correct=="Eunanus", + values="Phrymaceae" )) %>% + mutate(Family_correct=replace(Family_correct, + list=Genus_correct=="Sunaptea", + values="Dipterocarpaceae" )) %>% + mutate(Family_correct=replace(Family_correct, + list=Genus_correct=="Aconogonon", + values="Polygonaceae" )) %>% + mutate(Family_correct=replace(Family_correct, + list=Genus_correct=="Cajophora", + values="Loasaceae" )) %>% + mutate(Family_correct=replace(Family_correct, + list=Genus_correct=="Calobota", + values="Leguminosae" )) %>% + mutate(Family_correct=replace(Family_correct, + list=Genus_correct=="Alsine", + values="Caryophyllaceae" )) %>% + mutate(Family_correct=replace(Family_correct, + list=Genus_correct=="Cyanococcus", + values="Ericaceae" )) %>% + mutate(Family_correct=ifelse(Family_correct %in% c("Papilionaceae", "Fabaceae"), + "Leguminosae", Family_correct)) %>% + mutate(Family_correct=ifelse(Family_correct=="Asteraceae", "Compositae", Family_correct)) %>% + mutate(Family_correct=ifelse(Family_correct=="Unknown", NA, Family_correct)) + +#Records with missing family info +sum(is.na(Backbone$Family_correct))</code></pre> +<pre><code>## [1] 6830</code></pre> +</div> +<div id="derive-info-from-other-species-of-the-same-genera-in-the-backbone-itself" class="section level3"> +<h3><span class="header-section-number">3.3.5</span> Derive info from other species of the same Genera in the Backbone itself</h3> +<p>Derive family info from each genus in the backbone, and use this info to complement records from the same genera, but with missing family info.</p> +<pre class="r"><code>genera_families <- Backbone %>% + filter(Taxonomic_status=="Accepted") %>% + dplyr::select(Genus_correct, Family_correct) %>% + rename(family=Family_correct) %>% + distinct() %>% + na.omit() %>% + #for some genera there are multiple families assigned + # (e.g. in case of unresolved species names ) + # Extract the family names that occurs most often across each genus + group_by(Genus_correct, family) %>% + summarize(n=n()) %>% + arrange(desc(n)) %>% + slice(1) %>% + ungroup() %>% + dplyr::select(-n) + +# Assign family derived from backbone to other records +Backbone <- Backbone %>% + left_join(genera_families, by="Genus_correct") %>% + mutate(Family_correct=ifelse( (is.na(Family_correct) & !is.na(family)), + family, + Family_correct)) %>% + dplyr::select(-family) + +#Records with missing family info +sum(is.na(Backbone$Family_correct))</code></pre> +<pre><code>## [1] 6366</code></pre> +<pre class="r"><code>nrow(Backbone) == nrow(spec.list.TRY.sPlot)</code></pre> +<pre><code>## [1] TRUE</code></pre> +</div> +<div id="delete-records-assigned-to-mushroom-families-if-any" class="section level3"> +<h3><span class="header-section-number">3.3.6</span> Delete records assigned to mushroom families, if any</h3> +<pre class="r"><code>mushroom.families <- c("Physalacriaceae", "Clavariaceae","Agaricaceae","Roccellaceae", + "Atheliaceae","Meruliaceae","Helotiaceae", "Dacrymycetaceae", "Boletaceae", + "Cortinariaceae", "Polyporaceae", "Pleosporaceae", + "Leotiaceae","Dermateaceae","Hymenochaetaceae","Stereaceae","Tremellaceae") +Backbone <- Backbone %>% + filter(!Genus_correct %in% mushroom) %>% + filter(!Family_correct %in% mushroom.families)</code></pre> +</div> +</div> +<div id="create-field-name_short" class="section level2"> +<h2><span class="header-section-number">3.4</span> Create field <code>Name_short</code></h2> +<p>Shorten names that have more than two words and where the second word is a x. If there is no species name available, fill in with either genus or family info</p> +<pre class="r"><code>Backbone <- Backbone %>% + mutate(Name_short=Name_correct) %>% + mutate(Name_short=gsub(pattern=" x ", replacement=" ", x=Name_short, fixed=T)) %>% + mutate(Name_short=word(Name_short, start=1L, end=2L)) %>% + mutate(Name_short=ifelse(!is.na(Name_short), + Name_short, + ifelse(!is.na(Genus_correct), + Genus_correct, + ifelse(!is.na(Family_correct), + Family_correct, + NA)))) + +sum(is.na(Backbone$Name_short))</code></pre> +<pre><code>## [1] 3076</code></pre> +<pre class="r"><code>sum(is.na(Backbone$Name_correct))</code></pre> +<pre><code>## [1] 3070</code></pre> +</div> +<div id="create-field-is_vascular_plant-and-taxon-group" class="section level2"> +<h2><span class="header-section-number">3.5</span> Create field <code>is_vascular_plant</code> and <code>Taxon group</code></h2> +<p>Attach phylum information from <code>The Catalogue of Life</code>.</p> +<pre class="r"><code>Backbone <- Backbone %>% + left_join(cat.life %>% + dplyr::select(phylum, family) %>% + distinct() %>% + na.omit() %>% + rename(Family_correct=family), + by="Family_correct") </code></pre> +<p>Create fields <code>is_vascular_species</code> and <code>Taxon group</code> based on list of family manually classified, and on phyla from <code>The Catalogue of Life</code>.<br /> +Assign all families that belong to <code>Tracheophyta</code> to category <code>is_vascular_species</code>, based on</p> +<pre class="r"><code>Backbone <- Backbone %>% + mutate(is_vascular_species=ifelse(phylum=="Tracheophyta", T, F)) %>% + mutate(is_vascular_species=replace(is_vascular_species, + list=Family_correct %in% vascular, + values=T)) %>% + mutate(`Taxon group`="Unknown") %>% + mutate(`Taxon group`=ifelse((!is.na(is_vascular_species) & is_vascular_species==T), + "Vascular plant", `Taxon group`)) %>% + mutate(`Taxon group`=replace(`Taxon group`, + list=Family_correct %in% lichens, + values="Lichen")) %>% + mutate(`Taxon group`=replace(`Taxon group`, + list=Genus_correct %in% lichen.genera, + values="Lichen")) %>% + mutate(`Taxon group`=replace(`Taxon group`, + list=Family_correct %in% algae_diatoms, + values="Alga")) %>% + mutate(`Taxon group`=replace(`Taxon group`, + list=phylum %in% c("Glaucophyta", "Rhodophyta", "Charophyta", "Chlorophyta"), + values="Alga")) %>% + mutate(`Taxon group`=replace(`Taxon group`, + list=Family_correct %in% mosses, + values="Moss")) %>% + mutate(`Taxon group`=replace(`Taxon group`, + list=phylum %in% c("Bryophyta", "Bryophyta", "Anthocerotophyta" ), + values="Moss")) %>% + mutate(is_vascular_species=ifelse(`Taxon group` %in% c("Moss", "Alga", "Lichen"), + F, is_vascular_species)) +table(Backbone$`Taxon group`, exclude=NULL)</code></pre> +<pre><code>## +## Alga Lichen Moss Unknown Vascular plant +## 211 4470 2961 6802 331948</code></pre> +<pre class="r"><code>table(Backbone$is_vascular_species, exclude=NULL)</code></pre> +<pre><code>## +## FALSE TRUE <NA> +## 8819 331948 5625</code></pre> +</div> +<div id="export-backbone" class="section level2"> +<h2><span class="header-section-number">3.6</span> Export Backbone</h2> +<table class="table table-striped table-hover table-condensed table-responsive" style="width: auto !important; margin-left: auto; margin-right: auto;"> +<caption> +Example of Backbone (only 20 randomly selected taxa shown +</caption> +<thead> +<tr> +<th style="text-align:left;"> +Name_sPlot_TRY +</th> +<th style="text-align:left;"> +Name_string_corr1 +</th> +<th style="text-align:left;"> +Name_string_corr2 +</th> +<th style="text-align:left;"> +sPlot_TRY +</th> +<th style="text-align:left;"> +Name_submitted +</th> +<th style="text-align:right;"> +Name_number +</th> +<th style="text-align:right;"> +Overall_score +</th> +<th style="text-align:left;"> +Name_matched +</th> +<th style="text-align:left;"> +Name_matched_rank +</th> +<th style="text-align:right;"> +Name_score +</th> +<th style="text-align:left;"> +Name_matched_author +</th> +<th style="text-align:left;"> +Name_matched_url +</th> +<th style="text-align:left;"> +Author_matched +</th> +<th style="text-align:right;"> +Author_score +</th> +<th style="text-align:left;"> +Family_matched +</th> +<th style="text-align:right;"> +Family_score +</th> +<th style="text-align:left;"> +Name_matched_accepted_family +</th> +<th style="text-align:left;"> +Genus_matched +</th> +<th style="text-align:right;"> +Genus_score +</th> +<th style="text-align:left;"> +Specific_epithet_matched +</th> +<th style="text-align:right;"> +Specific_epithet_score +</th> +<th style="text-align:left;"> +Infraspecific_rank +</th> +<th style="text-align:left;"> +Infraspecific_epithet_matched +</th> +<th style="text-align:right;"> +Infraspecific_epithet_score +</th> +<th style="text-align:left;"> +Infraspecific_rank_2 +</th> +<th style="text-align:left;"> +Infraspecific_epithet_2_matched +</th> +<th style="text-align:right;"> +Infraspecific_epithet_2_score +</th> +<th style="text-align:left;"> +Annotations +</th> +<th style="text-align:left;"> +Unmatched_terms +</th> +<th style="text-align:left;"> +Taxonomic_status +</th> +<th style="text-align:left;"> +Accepted_name +</th> +<th style="text-align:left;"> +Accepted_name_author +</th> +<th style="text-align:left;"> +Accepted_name_rank +</th> +<th style="text-align:left;"> +Accepted_name_url +</th> +<th style="text-align:left;"> +Accepted_name_species +</th> +<th style="text-align:left;"> +Accepted_name_family +</th> +<th style="text-align:left;"> +Selected +</th> +<th style="text-align:left;"> +Source +</th> +<th style="text-align:left;"> +Warnings +</th> +<th style="text-align:left;"> +Accepted_name_lsid +</th> +<th style="text-align:left;"> +Status_correct +</th> +<th style="text-align:left;"> +Name_correct +</th> +<th style="text-align:left;"> +Genus_correct +</th> +<th style="text-align:left;"> +Rank_correct +</th> +<th style="text-align:left;"> +Family_correct +</th> +<th style="text-align:left;"> +Name_short +</th> +<th style="text-align:left;"> +phylum +</th> +<th style="text-align:left;"> +is_vascular_species +</th> +<th style="text-align:left;"> +Taxon group +</th> +</tr> +</thead> +<tbody> +<tr> +<td style="text-align:left;"> +Thesium elatius +</td> +<td style="text-align:left;"> +Thesium elatius +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +ST +</td> +<td style="text-align:left;"> +Thesium elatius +</td> +<td style="text-align:right;"> +310914 +</td> +<td style="text-align:right;"> +1.0 +</td> +<td style="text-align:left;"> +Thesium elatius +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +Sond. +</td> +<td style="text-align:left;"> +<a href="http://www.theplantlist.org/tpl1.1/record/tro-28500141;http://www.tropicos.org/Name/28500141" class="uri">http://www.theplantlist.org/tpl1.1/record/tro-28500141;http://www.tropicos.org/Name/28500141</a> +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +Santalaceae +</td> +<td style="text-align:left;"> +Thesium +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +elatius +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +Accepted +</td> +<td style="text-align:left;"> +Thesium elatius +</td> +<td style="text-align:left;"> +Sond. +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +<a href="http://www.theplantlist.org/tpl1.1/record/tro-28500141;http://www.tropicos.org/Name/28500141" class="uri">http://www.theplantlist.org/tpl1.1/record/tro-28500141;http://www.tropicos.org/Name/28500141</a> +</td> +<td style="text-align:left;"> +Thesium elatius +</td> +<td style="text-align:left;"> +Santalaceae +</td> +<td style="text-align:left;"> +TRUE +</td> +<td style="text-align:left;"> +tpl;tropicos +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +Accepted +</td> +<td style="text-align:left;"> +Thesium elatius +</td> +<td style="text-align:left;"> +Thesium +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Santalaceae +</td> +<td style="text-align:left;"> +Thesium elatius +</td> +<td style="text-align:left;"> +Tracheophyta +</td> +<td style="text-align:left;"> +TRUE +</td> +<td style="text-align:left;"> +Vascular plant +</td> +</tr> +<tr> +<td style="text-align:left;"> +Jaltomata darcyana +</td> +<td style="text-align:left;"> +Jaltomata darcyana +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +T +</td> +<td style="text-align:left;"> +Jaltomata darcyana +</td> +<td style="text-align:right;"> +167046 +</td> +<td style="text-align:right;"> +1.0 +</td> +<td style="text-align:left;"> +Jaltomata darcyana +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +Mione +</td> +<td style="text-align:left;"> +<a href="http://www.theplantlist.org/tpl1.1/record/kew-2331924;http://www.tropicos.org/Name/50285562" class="uri">http://www.theplantlist.org/tpl1.1/record/kew-2331924;http://www.tropicos.org/Name/50285562</a> +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +Solanaceae +</td> +<td style="text-align:left;"> +Jaltomata +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +darcyana +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +No opinion +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +; +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +TRUE +</td> +<td style="text-align:left;"> +tpl;tropicos +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +Other +</td> +<td style="text-align:left;"> +Jaltomata darcyana +</td> +<td style="text-align:left;"> +Jaltomata +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Solanaceae +</td> +<td style="text-align:left;"> +Jaltomata darcyana +</td> +<td style="text-align:left;"> +Tracheophyta +</td> +<td style="text-align:left;"> +TRUE +</td> +<td style="text-align:left;"> +Vascular plant +</td> +</tr> +<tr> +<td style="text-align:left;"> +Brachanthemum pulvinatum +</td> +<td style="text-align:left;"> +Brachanthemum pulvinatum +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +T +</td> +<td style="text-align:left;"> +Brachanthemum pulvinatum +</td> +<td style="text-align:right;"> +44632 +</td> +<td style="text-align:right;"> +1.0 +</td> +<td style="text-align:left;"> +Brachanthemum pulvinatum +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +(Hand.-Mazz.) C.Shih +</td> +<td style="text-align:left;"> +<a href="http://dixon.iplantcollaborative.org/CompositaeWeb/default.aspx?Page=NameDetails&TabNum=0&NameId=A9A425BB-EF6C-4EF2-8B06-91FEE22A65BE" class="uri">http://dixon.iplantcollaborative.org/CompositaeWeb/default.aspx?Page=NameDetails&TabNum=0&NameId=A9A425BB-EF6C-4EF2-8B06-91FEE22A65BE</a> +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +Asteraceae +</td> +<td style="text-align:left;"> +Brachanthemum +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +pulvinatum +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +Accepted +</td> +<td style="text-align:left;"> +Brachanthemum pulvinatum +</td> +<td style="text-align:left;"> +(Hand.-Mazz.) C.Shih +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +<a href="http://dixon.iplantcollaborative.org/CompositaeWeb/default.aspx?Page=NameDetails&TabNum=0&NameId=A9A425BB-EF6C-4EF2-8B06-91FEE22A65BE" class="uri">http://dixon.iplantcollaborative.org/CompositaeWeb/default.aspx?Page=NameDetails&TabNum=0&NameId=A9A425BB-EF6C-4EF2-8B06-91FEE22A65BE</a> +</td> +<td style="text-align:left;"> +Brachanthemum pulvinatum +</td> +<td style="text-align:left;"> +Asteraceae +</td> +<td style="text-align:left;"> +TRUE +</td> +<td style="text-align:left;"> +gcc +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +<a href="urn:lsid:compositae.org:names:A9A425BB-EF6C-4EF2-8B06-91FEE22A65BE" class="uri">urn:lsid:compositae.org:names:A9A425BB-EF6C-4EF2-8B06-91FEE22A65BE</a> +</td> +<td style="text-align:left;"> +Accepted +</td> +<td style="text-align:left;"> +Brachanthemum pulvinatum +</td> +<td style="text-align:left;"> +Brachanthemum +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Compositae +</td> +<td style="text-align:left;"> +Brachanthemum pulvinatum +</td> +<td style="text-align:left;"> +Tracheophyta +</td> +<td style="text-align:left;"> +TRUE +</td> +<td style="text-align:left;"> +Vascular plant +</td> +</tr> +<tr> +<td style="text-align:left;"> +Collema occultatum +</td> +<td style="text-align:left;"> +Collema occultatum +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +ST +</td> +<td style="text-align:left;"> +Collema occultatum +</td> +<td style="text-align:right;"> +76233 +</td> +<td style="text-align:right;"> +1.0 +</td> +<td style="text-align:left;"> +Collema occultatum +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +Bagl. +</td> +<td style="text-align:left;"> +<a href="http://plants.usda.gov/java/profile?symbol=COOC8" class="uri">http://plants.usda.gov/java/profile?symbol=COOC8</a> +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +Collemataceae +</td> +<td style="text-align:left;"> +Collema +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +occultatum +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +Accepted +</td> +<td style="text-align:left;"> +Collema occultatum +</td> +<td style="text-align:left;"> +Bagl. +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +<a href="http://plants.usda.gov/java/profile?symbol=COOC8" class="uri">http://plants.usda.gov/java/profile?symbol=COOC8</a> +</td> +<td style="text-align:left;"> +Collema occultatum +</td> +<td style="text-align:left;"> +Collemataceae +</td> +<td style="text-align:left;"> +TRUE +</td> +<td style="text-align:left;"> +usda +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +Accepted +</td> +<td style="text-align:left;"> +Collema occultatum +</td> +<td style="text-align:left;"> +Collema +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Collemataceae +</td> +<td style="text-align:left;"> +Collema occultatum +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +FALSE +</td> +<td style="text-align:left;"> +Lichen +</td> +</tr> +<tr> +<td style="text-align:left;"> +Geissanthus pyramidatus +</td> +<td style="text-align:left;"> +Geissanthus pyramidatus +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +T +</td> +<td style="text-align:left;"> +Geissanthus pyramidatus +</td> +<td style="text-align:right;"> +137221 +</td> +<td style="text-align:right;"> +1.0 +</td> +<td style="text-align:left;"> +Geissanthus pyramidatus +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +(Mez) G.Agostini +</td> +<td style="text-align:left;"> +<a href="http://www.theplantlist.org/tpl1.1/record/kew-2818596" class="uri">http://www.theplantlist.org/tpl1.1/record/kew-2818596</a> +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +Primulaceae +</td> +<td style="text-align:left;"> +Geissanthus +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +pyramidatus +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +Accepted +</td> +<td style="text-align:left;"> +Geissanthus pyramidatus +</td> +<td style="text-align:left;"> +(Mez) G.Agostini +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +<a href="http://www.theplantlist.org/tpl1.1/record/kew-2818596" class="uri">http://www.theplantlist.org/tpl1.1/record/kew-2818596</a> +</td> +<td style="text-align:left;"> +Geissanthus pyramidatus +</td> +<td style="text-align:left;"> +Primulaceae +</td> +<td style="text-align:left;"> +TRUE +</td> +<td style="text-align:left;"> +tpl +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +Accepted +</td> +<td style="text-align:left;"> +Geissanthus pyramidatus +</td> +<td style="text-align:left;"> +Geissanthus +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Primulaceae +</td> +<td style="text-align:left;"> +Geissanthus pyramidatus +</td> +<td style="text-align:left;"> +Tracheophyta +</td> +<td style="text-align:left;"> +TRUE +</td> +<td style="text-align:left;"> +Vascular plant +</td> +</tr> +<tr> +<td style="text-align:left;"> +Siparuna subinodora +</td> +<td style="text-align:left;"> +Siparuna subinodora +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +ST +</td> +<td style="text-align:left;"> +Siparuna subinodora +</td> +<td style="text-align:right;"> +289351 +</td> +<td style="text-align:right;"> +1.0 +</td> +<td style="text-align:left;"> +Siparuna subinodora +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +(Ruiz & Pav.) A. DC. +</td> +<td style="text-align:left;"> +<a href="http://www.theplantlist.org/tpl1.1/record/tro-21200188;http://www.tropicos.org/Name/21200188" class="uri">http://www.theplantlist.org/tpl1.1/record/tro-21200188;http://www.tropicos.org/Name/21200188</a> +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +Siparunaceae +</td> +<td style="text-align:left;"> +Siparuna +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +subinodora +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +Accepted +</td> +<td style="text-align:left;"> +Siparuna subinodora +</td> +<td style="text-align:left;"> +(Ruiz & Pav.) A. DC. +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +<a href="http://www.theplantlist.org/tpl1.1/record/tro-21200188;http://www.tropicos.org/Name/21200188" class="uri">http://www.theplantlist.org/tpl1.1/record/tro-21200188;http://www.tropicos.org/Name/21200188</a> +</td> +<td style="text-align:left;"> +Siparuna subinodora +</td> +<td style="text-align:left;"> +Siparunaceae +</td> +<td style="text-align:left;"> +TRUE +</td> +<td style="text-align:left;"> +tpl;tropicos +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +Accepted +</td> +<td style="text-align:left;"> +Siparuna subinodora +</td> +<td style="text-align:left;"> +Siparuna +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Siparunaceae +</td> +<td style="text-align:left;"> +Siparuna subinodora +</td> +<td style="text-align:left;"> +Tracheophyta +</td> +<td style="text-align:left;"> +TRUE +</td> +<td style="text-align:left;"> +Vascular plant +</td> +</tr> +<tr> +<td style="text-align:left;"> +ABIURANA +</td> +<td style="text-align:left;"> +Abiurana +</td> +<td style="text-align:left;"> +Abiurana +</td> +<td style="text-align:left;"> +T +</td> +<td style="text-align:left;"> +Abiurana +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +No suitable matches found. +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +higher +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +Unknown +</td> +</tr> +<tr> +<td style="text-align:left;"> +Lygodium reticulatum +</td> +<td style="text-align:left;"> +Lygodium reticulatum +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +ST +</td> +<td style="text-align:left;"> +Lygodium reticulatum +</td> +<td style="text-align:right;"> +187789 +</td> +<td style="text-align:right;"> +1.0 +</td> +<td style="text-align:left;"> +Lygodium reticulatum +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +Schkuhr +</td> +<td style="text-align:left;"> +<a href="http://www.theplantlist.org/tpl1.1/record/tro-50085733;http://www.tropicos.org/Name/50085733" class="uri">http://www.theplantlist.org/tpl1.1/record/tro-50085733;http://www.tropicos.org/Name/50085733</a> +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +Lygodiaceae +</td> +<td style="text-align:left;"> +Lygodium +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +reticulatum +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +No opinion +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +; +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +TRUE +</td> +<td style="text-align:left;"> +tpl;tropicos +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +Other +</td> +<td style="text-align:left;"> +Lygodium reticulatum +</td> +<td style="text-align:left;"> +Lygodium +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Lygodiaceae +</td> +<td style="text-align:left;"> +Lygodium reticulatum +</td> +<td style="text-align:left;"> +Tracheophyta +</td> +<td style="text-align:left;"> +TRUE +</td> +<td style="text-align:left;"> +Vascular plant +</td> +</tr> +<tr> +<td style="text-align:left;"> +Couma macrocarpa +</td> +<td style="text-align:left;"> +Couma macrocarpa +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +ST +</td> +<td style="text-align:left;"> +Couma macrocarpa +</td> +<td style="text-align:right;"> +81530 +</td> +<td style="text-align:right;"> +1.0 +</td> +<td style="text-align:left;"> +Couma macrocarpa +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +Barb.Rodr. +</td> +<td style="text-align:left;"> +<a href="http://www.theplantlist.org/tpl1.1/record/kew-48382" class="uri">http://www.theplantlist.org/tpl1.1/record/kew-48382</a> +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +Apocynaceae +</td> +<td style="text-align:left;"> +Couma +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +macrocarpa +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +Accepted +</td> +<td style="text-align:left;"> +Couma macrocarpa +</td> +<td style="text-align:left;"> +Barb.Rodr. +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +<a href="http://www.theplantlist.org/tpl1.1/record/kew-48382" class="uri">http://www.theplantlist.org/tpl1.1/record/kew-48382</a> +</td> +<td style="text-align:left;"> +Couma macrocarpa +</td> +<td style="text-align:left;"> +Apocynaceae +</td> +<td style="text-align:left;"> +TRUE +</td> +<td style="text-align:left;"> +tpl +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +Accepted +</td> +<td style="text-align:left;"> +Couma macrocarpa +</td> +<td style="text-align:left;"> +Couma +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Apocynaceae +</td> +<td style="text-align:left;"> +Couma macrocarpa +</td> +<td style="text-align:left;"> +Tracheophyta +</td> +<td style="text-align:left;"> +TRUE +</td> +<td style="text-align:left;"> +Vascular plant +</td> +</tr> +<tr> +<td style="text-align:left;"> +Saccharum spontaneum subsp. aegyptiacum +</td> +<td style="text-align:left;"> +Saccharum spontaneum subsp. aegyptiacum +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +ST +</td> +<td style="text-align:left;"> +Saccharum spontaneum subsp. aegyptiacum +</td> +<td style="text-align:right;"> +272980 +</td> +<td style="text-align:right;"> +1.0 +</td> +<td style="text-align:left;"> +Saccharum spontaneum subsp. aegyptiacum +</td> +<td style="text-align:left;"> +subspecies +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +(Willd.) Hack. +</td> +<td style="text-align:left;"> +<a href="http://www.theplantlist.org/tpl1.1/record/kew-440050;http://www.tropicos.org/Name/25548551" class="uri">http://www.theplantlist.org/tpl1.1/record/kew-440050;http://www.tropicos.org/Name/25548551</a> +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +Poaceae +</td> +<td style="text-align:left;"> +Saccharum +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +spontaneum +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +subsp. +</td> +<td style="text-align:left;"> +aegyptiacum +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +Accepted +</td> +<td style="text-align:left;"> +Saccharum spontaneum subsp. aegyptiacum +</td> +<td style="text-align:left;"> +(Willd.) Hack. +</td> +<td style="text-align:left;"> +subspecies +</td> +<td style="text-align:left;"> +<a href="http://www.theplantlist.org/tpl1.1/record/kew-440050;http://www.tropicos.org/Name/25548551" class="uri">http://www.theplantlist.org/tpl1.1/record/kew-440050;http://www.tropicos.org/Name/25548551</a> +</td> +<td style="text-align:left;"> +Saccharum spontaneum +</td> +<td style="text-align:left;"> +Poaceae +</td> +<td style="text-align:left;"> +TRUE +</td> +<td style="text-align:left;"> +tpl;tropicos +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +Accepted +</td> +<td style="text-align:left;"> +Saccharum spontaneum subsp. aegyptiacum +</td> +<td style="text-align:left;"> +Saccharum +</td> +<td style="text-align:left;"> +subspecies +</td> +<td style="text-align:left;"> +Poaceae +</td> +<td style="text-align:left;"> +Saccharum spontaneum +</td> +<td style="text-align:left;"> +Tracheophyta +</td> +<td style="text-align:left;"> +TRUE +</td> +<td style="text-align:left;"> +Vascular plant +</td> +</tr> +<tr> +<td style="text-align:left;"> +Strophanthus gerrardii +</td> +<td style="text-align:left;"> +Strophanthus gerrardii +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +T +</td> +<td style="text-align:left;"> +Strophanthus gerrardii +</td> +<td style="text-align:right;"> +300341 +</td> +<td style="text-align:right;"> +1.0 +</td> +<td style="text-align:left;"> +Strophanthus gerrardii +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +Stapf +</td> +<td style="text-align:left;"> +<a href="http://www.theplantlist.org/tpl1.1/record/kew-198221;http://www.tropicos.org/Name/1805103" class="uri">http://www.theplantlist.org/tpl1.1/record/kew-198221;http://www.tropicos.org/Name/1805103</a> +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +Apocynaceae +</td> +<td style="text-align:left;"> +Strophanthus +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +gerrardii +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +Accepted +</td> +<td style="text-align:left;"> +Strophanthus gerrardii +</td> +<td style="text-align:left;"> +Stapf +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +<a href="http://www.theplantlist.org/tpl1.1/record/kew-198221;http://www.tropicos.org/Name/1805103" class="uri">http://www.theplantlist.org/tpl1.1/record/kew-198221;http://www.tropicos.org/Name/1805103</a> +</td> +<td style="text-align:left;"> +Strophanthus gerrardii +</td> +<td style="text-align:left;"> +Apocynaceae +</td> +<td style="text-align:left;"> +TRUE +</td> +<td style="text-align:left;"> +tpl;tropicos +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +Accepted +</td> +<td style="text-align:left;"> +Strophanthus gerrardii +</td> +<td style="text-align:left;"> +Strophanthus +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Apocynaceae +</td> +<td style="text-align:left;"> +Strophanthus gerrardii +</td> +<td style="text-align:left;"> +Tracheophyta +</td> +<td style="text-align:left;"> +TRUE +</td> +<td style="text-align:left;"> +Vascular plant +</td> +</tr> +<tr> +<td style="text-align:left;"> +Buglossoides +</td> +<td style="text-align:left;"> +Buglossoides +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +T +</td> +<td style="text-align:left;"> +Buglossoides +</td> +<td style="text-align:right;"> +47851 +</td> +<td style="text-align:right;"> +1.0 +</td> +<td style="text-align:left;"> +Buglossoides +</td> +<td style="text-align:left;"> +genus +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +<a href="http://www.theplantlist.org/tpl1.1/search?q=Buglossoides;http://plants.usda.gov/java/profile?symbol=BUGLO" class="uri">http://www.theplantlist.org/tpl1.1/search?q=Buglossoides;http://plants.usda.gov/java/profile?symbol=BUGLO</a> +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +Boraginaceae +</td> +<td style="text-align:left;"> +Buglossoides +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +Accepted +</td> +<td style="text-align:left;"> +Buglossoides +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +genus +</td> +<td style="text-align:left;"> +<a href="http://www.theplantlist.org/tpl1.1/search?q=Buglossoides;http://plants.usda.gov/java/profile?symbol=BUGLO" class="uri">http://www.theplantlist.org/tpl1.1/search?q=Buglossoides;http://plants.usda.gov/java/profile?symbol=BUGLO</a> +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +Boraginaceae +</td> +<td style="text-align:left;"> +TRUE +</td> +<td style="text-align:left;"> +tpl;usda +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +Accepted +</td> +<td style="text-align:left;"> +Buglossoides +</td> +<td style="text-align:left;"> +Buglossoides +</td> +<td style="text-align:left;"> +genus +</td> +<td style="text-align:left;"> +Boraginaceae +</td> +<td style="text-align:left;"> +Buglossoides +</td> +<td style="text-align:left;"> +Tracheophyta +</td> +<td style="text-align:left;"> +TRUE +</td> +<td style="text-align:left;"> +Vascular plant +</td> +</tr> +<tr> +<td style="text-align:left;"> +Stenocereus humilis +</td> +<td style="text-align:left;"> +Stenocereus humilis +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +T +</td> +<td style="text-align:left;"> +Stenocereus humilis +</td> +<td style="text-align:right;"> +297764 +</td> +<td style="text-align:right;"> +1.0 +</td> +<td style="text-align:left;"> +Stenocereus humilis +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +(Britton & Rose) D.R.Hunt +</td> +<td style="text-align:left;"> +<a href="http://www.theplantlist.org/tpl1.1/record/kew-2485931" class="uri">http://www.theplantlist.org/tpl1.1/record/kew-2485931</a> +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +Cactaceae +</td> +<td style="text-align:left;"> +Stenocereus +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +humilis +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +No opinion +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +TRUE +</td> +<td style="text-align:left;"> +tpl +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +Other +</td> +<td style="text-align:left;"> +Stenocereus humilis +</td> +<td style="text-align:left;"> +Stenocereus +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Cactaceae +</td> +<td style="text-align:left;"> +Stenocereus humilis +</td> +<td style="text-align:left;"> +Tracheophyta +</td> +<td style="text-align:left;"> +TRUE +</td> +<td style="text-align:left;"> +Vascular plant +</td> +</tr> +<tr> +<td style="text-align:left;"> +Paullinia dodgei +</td> +<td style="text-align:left;"> +Paullinia dodgei +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +T +</td> +<td style="text-align:left;"> +Paullinia dodgei +</td> +<td style="text-align:right;"> +227110 +</td> +<td style="text-align:right;"> +1.0 +</td> +<td style="text-align:left;"> +Paullinia dodgei +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +Standl. +</td> +<td style="text-align:left;"> +<a href="http://www.theplantlist.org/tpl1.1/record/tro-28600225;http://www.tropicos.org/Name/28600225" class="uri">http://www.theplantlist.org/tpl1.1/record/tro-28600225;http://www.tropicos.org/Name/28600225</a> +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +Sapindaceae +</td> +<td style="text-align:left;"> +Paullinia +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +dodgei +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +Accepted +</td> +<td style="text-align:left;"> +Paullinia dodgei +</td> +<td style="text-align:left;"> +Standl. +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +<a href="http://www.theplantlist.org/tpl1.1/record/tro-28600225;http://www.tropicos.org/Name/28600225" class="uri">http://www.theplantlist.org/tpl1.1/record/tro-28600225;http://www.tropicos.org/Name/28600225</a> +</td> +<td style="text-align:left;"> +Paullinia dodgei +</td> +<td style="text-align:left;"> +Sapindaceae +</td> +<td style="text-align:left;"> +TRUE +</td> +<td style="text-align:left;"> +tpl;tropicos +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +Accepted +</td> +<td style="text-align:left;"> +Paullinia dodgei +</td> +<td style="text-align:left;"> +Paullinia +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Sapindaceae +</td> +<td style="text-align:left;"> +Paullinia dodgei +</td> +<td style="text-align:left;"> +Tracheophyta +</td> +<td style="text-align:left;"> +TRUE +</td> +<td style="text-align:left;"> +Vascular plant +</td> +</tr> +<tr> +<td style="text-align:left;"> +Leucopogon elegans +</td> +<td style="text-align:left;"> +Leucopogon elegans +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +ST +</td> +<td style="text-align:left;"> +Leucopogon elegans +</td> +<td style="text-align:right;"> +178957 +</td> +<td style="text-align:right;"> +1.0 +</td> +<td style="text-align:left;"> +Leucopogon elegans +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +Sond. +</td> +<td style="text-align:left;"> +<a href="http://www.theplantlist.org/tpl1.1/record/kew-2339600" class="uri">http://www.theplantlist.org/tpl1.1/record/kew-2339600</a> +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +Ericaceae +</td> +<td style="text-align:left;"> +Leucopogon +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +elegans +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +No opinion +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +TRUE +</td> +<td style="text-align:left;"> +tpl +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +Other +</td> +<td style="text-align:left;"> +Leucopogon elegans +</td> +<td style="text-align:left;"> +Leucopogon +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Ericaceae +</td> +<td style="text-align:left;"> +Leucopogon elegans +</td> +<td style="text-align:left;"> +Tracheophyta +</td> +<td style="text-align:left;"> +TRUE +</td> +<td style="text-align:left;"> +Vascular plant +</td> +</tr> +<tr> +<td style="text-align:left;"> +Acer heldreichii +</td> +<td style="text-align:left;"> +Acer heldreichii +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +ST +</td> +<td style="text-align:left;"> +Acer heldreichii +</td> +<td style="text-align:right;"> +3104 +</td> +<td style="text-align:right;"> +1.0 +</td> +<td style="text-align:left;"> +Acer heldreichii +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +Orph. ex Boiss. +</td> +<td style="text-align:left;"> +<a href="http://www.theplantlist.org/tpl1.1/record/kew-2615704;http://www.tropicos.org/Name/200120" class="uri">http://www.theplantlist.org/tpl1.1/record/kew-2615704;http://www.tropicos.org/Name/200120</a> +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +Sapindaceae +</td> +<td style="text-align:left;"> +Acer +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +heldreichii +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +Accepted +</td> +<td style="text-align:left;"> +Acer heldreichii +</td> +<td style="text-align:left;"> +Orph. ex Boiss. +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +<a href="http://www.theplantlist.org/tpl1.1/record/kew-2615704;http://www.tropicos.org/Name/200120" class="uri">http://www.theplantlist.org/tpl1.1/record/kew-2615704;http://www.tropicos.org/Name/200120</a> +</td> +<td style="text-align:left;"> +Acer heldreichii +</td> +<td style="text-align:left;"> +Sapindaceae +</td> +<td style="text-align:left;"> +TRUE +</td> +<td style="text-align:left;"> +tpl;tropicos +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +Accepted +</td> +<td style="text-align:left;"> +Acer heldreichii +</td> +<td style="text-align:left;"> +Acer +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Sapindaceae +</td> +<td style="text-align:left;"> +Acer heldreichii +</td> +<td style="text-align:left;"> +Tracheophyta +</td> +<td style="text-align:left;"> +TRUE +</td> +<td style="text-align:left;"> +Vascular plant +</td> +</tr> +<tr> +<td style="text-align:left;"> +Orobanche alsatica aggr. +</td> +<td style="text-align:left;"> +Orobanche alsatica agg. +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +S +</td> +<td style="text-align:left;"> +Orobanche alsatica agg. +</td> +<td style="text-align:right;"> +218404 +</td> +<td style="text-align:right;"> +0.9 +</td> +<td style="text-align:left;"> +Orobanche alsatica +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +Kirschl. +</td> +<td style="text-align:left;"> +<a href="http://www.theplantlist.org/tpl1.1/record/kew-2397012;http://www.tropicos.org/Name/23600014" class="uri">http://www.theplantlist.org/tpl1.1/record/kew-2397012;http://www.tropicos.org/Name/23600014</a> +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +Orobanchaceae +</td> +<td style="text-align:left;"> +Orobanche +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +alsatica +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +agg. +</td> +<td style="text-align:left;"> +Accepted +</td> +<td style="text-align:left;"> +Orobanche alsatica +</td> +<td style="text-align:left;"> +Kirschl. +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +<a href="http://www.theplantlist.org/tpl1.1/record/kew-2397012;http://www.tropicos.org/Name/23600014" class="uri">http://www.theplantlist.org/tpl1.1/record/kew-2397012;http://www.tropicos.org/Name/23600014</a> +</td> +<td style="text-align:left;"> +Orobanche alsatica +</td> +<td style="text-align:left;"> +Orobanchaceae +</td> +<td style="text-align:left;"> +TRUE +</td> +<td style="text-align:left;"> +tpl;tropicos +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +Accepted +</td> +<td style="text-align:left;"> +Orobanche alsatica +</td> +<td style="text-align:left;"> +Orobanche +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Orobanchaceae +</td> +<td style="text-align:left;"> +Orobanche alsatica +</td> +<td style="text-align:left;"> +Tracheophyta +</td> +<td style="text-align:left;"> +TRUE +</td> +<td style="text-align:left;"> +Vascular plant +</td> +</tr> +<tr> +<td style="text-align:left;"> +Daviesia ulicifolia subsp. ruscifolia +</td> +<td style="text-align:left;"> +Daviesia ulicifolia subsp. ruscifolia +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +S +</td> +<td style="text-align:left;"> +Daviesia ulicifolia subsp. ruscifolia +</td> +<td style="text-align:right;"> +94669 +</td> +<td style="text-align:right;"> +1.0 +</td> +<td style="text-align:left;"> +Daviesia ulicifolia subsp. ruscifolia +</td> +<td style="text-align:left;"> +subspecies +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +(A. Cunn. ex Benth.) G. Chandler & Crisp +</td> +<td style="text-align:left;"> +<a href="http://www.theplantlist.org/tpl1.1/record/tro-50200390;http://www.tropicos.org/Name/50200390" class="uri">http://www.theplantlist.org/tpl1.1/record/tro-50200390;http://www.tropicos.org/Name/50200390</a> +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +Fabaceae +</td> +<td style="text-align:left;"> +Daviesia +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +ulicifolia +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +subsp. +</td> +<td style="text-align:left;"> +ruscifolia +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +Accepted +</td> +<td style="text-align:left;"> +Daviesia ulicifolia subsp. ruscifolia +</td> +<td style="text-align:left;"> +(A. Cunn. ex Benth.) G. Chandler & Crisp +</td> +<td style="text-align:left;"> +subspecies +</td> +<td style="text-align:left;"> +<a href="http://www.theplantlist.org/tpl1.1/record/tro-50200390;http://www.tropicos.org/Name/50200390" class="uri">http://www.theplantlist.org/tpl1.1/record/tro-50200390;http://www.tropicos.org/Name/50200390</a> +</td> +<td style="text-align:left;"> +Daviesia ulicifolia +</td> +<td style="text-align:left;"> +Fabaceae +</td> +<td style="text-align:left;"> +TRUE +</td> +<td style="text-align:left;"> +tpl;tropicos +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +Accepted +</td> +<td style="text-align:left;"> +Daviesia ulicifolia subsp. ruscifolia +</td> +<td style="text-align:left;"> +Daviesia +</td> +<td style="text-align:left;"> +subspecies +</td> +<td style="text-align:left;"> +Leguminosae +</td> +<td style="text-align:left;"> +Daviesia ulicifolia +</td> +<td style="text-align:left;"> +Tracheophyta +</td> +<td style="text-align:left;"> +TRUE +</td> +<td style="text-align:left;"> +Vascular plant +</td> +</tr> +<tr> +<td style="text-align:left;"> +Lavandula rotundifolia +</td> +<td style="text-align:left;"> +Lavandula rotundifolia +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +T +</td> +<td style="text-align:left;"> +Lavandula rotundifolia +</td> +<td style="text-align:right;"> +174133 +</td> +<td style="text-align:right;"> +1.0 +</td> +<td style="text-align:left;"> +Lavandula rotundifolia +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +Benth. +</td> +<td style="text-align:left;"> +<a href="http://www.theplantlist.org/tpl1.1/record/kew-109075" class="uri">http://www.theplantlist.org/tpl1.1/record/kew-109075</a> +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +Lamiaceae +</td> +<td style="text-align:left;"> +Lavandula +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +rotundifolia +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +Accepted +</td> +<td style="text-align:left;"> +Lavandula rotundifolia +</td> +<td style="text-align:left;"> +Benth. +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +<a href="http://www.theplantlist.org/tpl1.1/record/kew-109075" class="uri">http://www.theplantlist.org/tpl1.1/record/kew-109075</a> +</td> +<td style="text-align:left;"> +Lavandula rotundifolia +</td> +<td style="text-align:left;"> +Lamiaceae +</td> +<td style="text-align:left;"> +TRUE +</td> +<td style="text-align:left;"> +tpl +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +Accepted +</td> +<td style="text-align:left;"> +Lavandula rotundifolia +</td> +<td style="text-align:left;"> +Lavandula +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Lamiaceae +</td> +<td style="text-align:left;"> +Lavandula rotundifolia +</td> +<td style="text-align:left;"> +Tracheophyta +</td> +<td style="text-align:left;"> +TRUE +</td> +<td style="text-align:left;"> +Vascular plant +</td> +</tr> +<tr> +<td style="text-align:left;"> +Smallanthus quichensis +</td> +<td style="text-align:left;"> +Smallanthus quichensis +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +T +</td> +<td style="text-align:left;"> +Smallanthus quichensis +</td> +<td style="text-align:right;"> +290331 +</td> +<td style="text-align:right;"> +1.0 +</td> +<td style="text-align:left;"> +Smallanthus quichensis +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +(J.M. Coult.) H. Rob. +</td> +<td style="text-align:left;"> +<a href="http://www.tropicos.org/Name/2734077" class="uri">http://www.tropicos.org/Name/2734077</a> +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +Asteraceae +</td> +<td style="text-align:left;"> +Smallanthus +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +quichensis +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +Accepted +</td> +<td style="text-align:left;"> +Smallanthus quichensis +</td> +<td style="text-align:left;"> +(J.M. Coult.) H. Rob. +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +<a href="http://www.tropicos.org/Name/2734077" class="uri">http://www.tropicos.org/Name/2734077</a> +</td> +<td style="text-align:left;"> +Smallanthus quichensis +</td> +<td style="text-align:left;"> +Asteraceae +</td> +<td style="text-align:left;"> +TRUE +</td> +<td style="text-align:left;"> +tropicos +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +Accepted +</td> +<td style="text-align:left;"> +Smallanthus quichensis +</td> +<td style="text-align:left;"> +Smallanthus +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Compositae +</td> +<td style="text-align:left;"> +Smallanthus quichensis +</td> +<td style="text-align:left;"> +Tracheophyta +</td> +<td style="text-align:left;"> +TRUE +</td> +<td style="text-align:left;"> +Vascular plant +</td> +</tr> +</tbody> +</table> +<div id="description-of-fields-in-the-backbone" class="section level3"> +<h3><span class="header-section-number">3.6.1</span> Description of fields in the Backbone</h3> +<p><em>Name_sPlot_TRY</em> - Name as retrieved in sPlot or TRY<br /> +<em>Name_string_corr1</em> - Name after first round of string cleaning<br /> +<em>Name_string_corr2</em> - Name after second round of string cleaning<br /> +<em>sPlot_TRY</em> - Origin or species name (S - sPlot, T - Try, A - Alpine dataset & combinations)<br /> +<em>Name_submitted</em> - Name as submitted to TNRS\TPL<br /> +<em>Name_number</em> - Number of species names when submitted to TNRS\TPL<br /> +<em>Overall_score</em> - Matching score from TNRS<br /> +<em>Name_matched</em> - Name matched in TNRS\TPL<br /> +<em>Name_matched_rank</em> - Taxonomic rank of name matched (e.g., species, family…)<br /> +<em>Name_score</em> - Matching score of name matched<br /> +<em>Name_matched_author</em> - Author names of matched names<br /> +<em>Name_matched_url</em> - Url from TNRS\TPL of matche name<br /> +<em>Author_matched</em> - Authors as matched from query (Empty since we only submitted species names)<br /> +<em>Author_score</em> - Score of author matching (Empty since we only submitted species names)<br /> +<em>Family_matched</em> - Family of the matched name<br /> +<em>Family_score</em> - Score of matched family name<br /> +<em>Name_matched_accepted_family</em> - Accepted family of the matched name (if available)<br /> +<em>Genus_matched</em> - Genus of the matched name<br /> +<em>Genus_score</em> - Score of matched genus name<br /> +<em>Specific_epithet_matched</em> - Specific epithet of the matched name<br /> +<em>Specific_epithet_score</em> - Score Specific epithet of the matched name<br /> +<em>Infraspecific_rank</em> - Rank of matched name, if below species<br /> +<em>Infraspecific_epithet_matched</em> - Infraspecific epithet of matched name<br /> +<em>Infraspecific_epithet_score</em>- Score of infraspecific epithet of matched name<br /> +<em>Infraspecific_rank_2</em> - Rank of matched name (2nd level), if below species<br /> +<em>Infraspecific_epithet_2_matched</em> - Infraspecific epithet (2nd level) of matched name<br /> +<em>Infraspecific_epithet_2_score</em> - Score of infraspecific epithet (2nd level) of matched name<br /> +<em>Annotations</em> -<br /> +<em>Unmatched_terms</em> -<br /> +<em>Taxonomic_status</em> - Status of matched name (Accepted, Synonim, Unresolved…)<br /> +<em>Accepted_name</em> - Accepted name<br /> +<em>Accepted_name_author</em> - Author of accepted name<br /> +<em>Accepted_name_rank</em> - Rank of accepted name (family, genus, species, infraspecific…)<br /> +<em>Accepted_name_url</em> - url of accepted name<br /> +<em>Accepted_name_species</em> - Accepted species name (if <code>Accepted_name_rank</code> at species level of lower)<br /> +<em>Accepted_name_family</em> - Family of accepted name <em>Selected</em> - ignore <em>Source</em> - Database where the info comes from <em>Warnings</em> -<br /> +<em>Accepted_name_lsid</em> -<br /> +<strong>Below columns added specifically for this backbone</strong><br /> +<em>Status_correct</em> - Simplification of <code>Taxonomic_status</code><br /> +<em>Name_correct</em> - If Accepted_name is non-null, otherwise returnes <code>Name_matched</code>. This field represent the union of accepted + matched name<br /> +<em>Genus_correct</em> - Genus derived from <code>Name_correct</code>, but only when <code>Accepted_name_rank</code> is lower than family<br /> +<em>Rank_correct</em> - Simplification of <code>Accepted_name_rank</code><br /> +<em>Family_correct</em> - Family of <code>Name_correct</code>. Complements <code>Accepted_name_family</code> with multiple sources<br /> +<em>Name_short</em> - First two words of <code>Name_correct</code><br /> +<em>phylum</em> - As derived from <code>The Catalogue of Life</code><br /> +<em>is_vascular_species</em> - As derived based on selection of <code>phylum</code> from <code>The Catalogue of Life</code><br /> +<em><code>Taxon group</code></em> - Taxon group, as in Turboveg. ‘Vascular plant’, ‘Moss’ (include liverworts), ‘Lichen’, ‘Algae’, ’Unknown</p> +<pre class="r"><code>save(Backbone, mushroom, mushroom.families, lichen.genera, + file="../_output/Backbone3.0.RData")</code></pre> +</div> +</div> +<div id="export-species-list-to-request-in-try" class="section level2"> +<h2><span class="header-section-number">3.7</span> Export species list to request in TRY</h2> +<pre class="r"><code>ToSubmit1 <- Backbone %>% + filter(grepl(sPlot_TRY, pattern = "S")) %>% + filter(grepl(sPlot_TRY, pattern = "T")) %>% + dplyr::select(Name_sPlot_TRY) %>% + rename(Name_submit = Name_sPlot_TRY) + +## add names from T, which match names from S only after standardization +ToSubmit2 <- Backbone %>% + filter(grepl(sPlot_TRY, pattern = "T")) %>% + filter(!grepl(sPlot_TRY, pattern = "S")) %>% + filter(Name_sPlot_TRY %in% ((Backbone %>% + filter(grepl(sPlot_TRY, pattern = "S")) %>% + filter(!grepl(sPlot_TRY, pattern = "T")) %>% + dplyr::select(Name_correct) %>% + distinct())$Name_correct)) %>% + dplyr::select(Name_sPlot_TRY) %>% + rename(Name_submit = Name_sPlot_TRY) + +ToSubmit <- ToSubmit1 %>% + bind_rows(ToSubmit2) + +write_csv(ToSubmit, "../_output/Submit_TRY.csv")</code></pre> +<p>Submitting 70417 species names to <code>TRY</code>.</p> +<div id="check-how-many-species-from-splot-where-submitted-to-try5.0" class="section level3"> +<h3><span class="header-section-number">3.7.1</span> Check how many species from sPlot where submitted to <code>TRY5.0</code></h3> +<pre class="r"><code>Matched_names <- Backbone %>% + filter(grepl(sPlot_TRY, pattern = "S")) %>% + filter(Name_sPlot_TRY %in% ToSubmit$Name_submit) %>% + bind_rows(Backbone %>% + filter(grepl(sPlot_TRY, pattern = "S")) %>% + filter(Name_correct %in% ToSubmit$Name_submit)) %>% + distinct() </code></pre> +<p>Of the species names submitted to <code>TRY</code> there are 89827 species names that match sPlot’s (+ Alpine dataset) species names, before or after taxonomic resolution. These correspond to 67803 species names, AFTER taxonomic resolution.</p> +</div> +</div> +</div> +<div id="statistics" class="section level1"> +<h1><span class="header-section-number">4</span> Statistics</h1> +<div id="statistics-for-backbone-combining-names-in-splot3.0-and-try5.0" class="section level2"> +<h2><span class="header-section-number">4.1</span> Statistics for backbone combining names in <code>sPlot3.0</code> and <code>TRY5.0</code></h2> +<div id="all-taxon-name-entries" class="section level3"> +<h3><span class="header-section-number">4.1.1</span> All taxon name entries</h3> +<pre class="r"><code>load("../_output/Backbone3.0.RData")</code></pre> +<p><strong>How many new entries are in the backbone 3.0 compared to the backbone 2.1? How many entries are in common?</strong></p> +<p>The new backbone contains 346392. The backbone 2.1 contained 130602. The two backbones have 116309 records in common.</p> +<p><strong>Database affiliations (<code>sPlot 3.1</code>, <code>TRY 3.0</code>, and <code>Alpine</code>).</strong></p> +<table class="table table-striped table-hover table-condensed table-responsive" style="width: auto !important; margin-left: auto; margin-right: auto;"> +<caption> +Number of (standardized) name entries unique to, or shared between sPlot (S), TRY (T) and Alpine (A). +</caption> +<thead> +<tr> +<th style="text-align:left;"> +Var1 +</th> +<th style="text-align:right;"> +Freq +</th> +</tr> +</thead> +<tbody> +<tr> +<td style="text-align:left;"> +A +</td> +<td style="text-align:right;"> +365 +</td> +</tr> +<tr> +<td style="text-align:left;"> +S +</td> +<td style="text-align:right;"> +43715 +</td> +</tr> +<tr> +<td style="text-align:left;"> +SA +</td> +<td style="text-align:right;"> +423 +</td> +</tr> +<tr> +<td style="text-align:left;"> +ST +</td> +<td style="text-align:right;"> +61624 +</td> +</tr> +<tr> +<td style="text-align:left;"> +STA +</td> +<td style="text-align:right;"> +1710 +</td> +</tr> +<tr> +<td style="text-align:left;"> +T +</td> +<td style="text-align:right;"> +238092 +</td> +</tr> +<tr> +<td style="text-align:left;"> +TA +</td> +<td style="text-align:right;"> +463 +</td> +</tr> +</tbody> +</table> +<p>107472 of the total number of entries belong to sPlot. 301889 name entries belong to TRY.</p> +<strong>Taxonomic ranks:</strong> +<table class="table table-striped table-hover table-condensed table-responsive" style="width: auto !important; margin-left: auto; margin-right: auto;"> +<caption> +Number of (standardized) name entries per taxonomic rank. +</caption> +<thead> +<tr> +<th style="text-align:left;"> +Var1 +</th> +<th style="text-align:right;"> +Freq +</th> +</tr> +</thead> +<tbody> +<tr> +<td style="text-align:left;"> +higher +</td> +<td style="text-align:right;"> +6390 +</td> +</tr> +<tr> +<td style="text-align:left;"> +family +</td> +<td style="text-align:right;"> +1889 +</td> +</tr> +<tr> +<td style="text-align:left;"> +genus +</td> +<td style="text-align:right;"> +27104 +</td> +</tr> +<tr> +<td style="text-align:left;"> +species +</td> +<td style="text-align:right;"> +294379 +</td> +</tr> +<tr> +<td style="text-align:left;"> +subspecies +</td> +<td style="text-align:right;"> +8948 +</td> +</tr> +<tr> +<td style="text-align:left;"> +variety +</td> +<td style="text-align:right;"> +7443 +</td> +</tr> +<tr> +<td style="text-align:left;"> +infraspecies +</td> +<td style="text-align:right;"> +92 +</td> +</tr> +<tr> +<td style="text-align:left;"> +race +</td> +<td style="text-align:right;"> +0 +</td> +</tr> +<tr> +<td style="text-align:left;"> +forma +</td> +<td style="text-align:right;"> +147 +</td> +</tr> +</tbody> +</table> +<strong>Taxonomic status:</strong> +<table class="table table-striped table-hover table-condensed table-responsive" style="width: auto !important; margin-left: auto; margin-right: auto;"> +<caption> +Number of (standardized) name entries for taxonomic status +</caption> +<thead> +<tr> +<th style="text-align:left;"> +Var1 +</th> +<th style="text-align:right;"> +Freq +</th> +</tr> +</thead> +<tbody> +<tr> +<td style="text-align:left;"> +Accepted +</td> +<td style="text-align:right;"> +284516 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Synonym +</td> +<td style="text-align:right;"> +28616 +</td> +</tr> +<tr> +<td style="text-align:left;"> +No opinion +</td> +<td style="text-align:right;"> +29313 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Invalid +</td> +<td style="text-align:right;"> +369 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Illegitimate +</td> +<td style="text-align:right;"> +386 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Misapplied +</td> +<td style="text-align:right;"> +13 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Rejected name +</td> +<td style="text-align:right;"> +1 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Unresolved +</td> +<td style="text-align:right;"> +3 +</td> +</tr> +<tr> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +3175 +</td> +</tr> +</tbody> +</table> +<p><strong>Total number of unique standardized taxon names and families:</strong></p> +<pre class="r"><code>length(unique(Backbone$Name_short))-1 # minus 1 for NA</code></pre> +<pre><code>## [1] 271883</code></pre> +<pre class="r"><code>length(unique(Backbone$Family_correct))-1 # minus 1 for NA</code></pre> +<pre><code>## [1] 733</code></pre> +<p><strong>Number of entries corresponding to vascular plant species:</strong></p> +<pre class="r"><code>table(Backbone$is_vascular_species, exclude=NULL)</code></pre> +<pre><code>## +## FALSE TRUE <NA> +## 8819 331948 5625</code></pre> +<p><strong>Number of duplicated entries after taxonomic standardization:</strong> Frequency of original (non-standardized) species names per resolved (non-standardized) name (excluding non-vascular and non-matched species).</p> +<pre class="r"><code>df.count <- Backbone %>% + dplyr::filter(is_vascular_species == TRUE & !is.na(Name_correct)) %>% + dplyr::group_by(Name_correct) %>% + dplyr::summarise(n = n()) %>% + dplyr::arrange(desc(n))</code></pre> +<table class="table table-striped table-hover table-condensed table-responsive" style="width: auto !important; margin-left: auto; margin-right: auto;"> +<caption> +Number of unresolved, original name entries per resolved name. (Only first 20 shown +</caption> +<thead> +<tr> +<th style="text-align:left;"> +Name_correct +</th> +<th style="text-align:right;"> +n +</th> +</tr> +</thead> +<tbody> +<tr> +<td style="text-align:left;"> +Poaceae +</td> +<td style="text-align:right;"> +222 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Lauraceae +</td> +<td style="text-align:right;"> +177 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Fabaceae +</td> +<td style="text-align:right;"> +149 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Asteraceae +</td> +<td style="text-align:right;"> +148 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Miconia +</td> +<td style="text-align:right;"> +144 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Carex +</td> +<td style="text-align:right;"> +139 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Psychotria +</td> +<td style="text-align:right;"> +131 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Eugenia +</td> +<td style="text-align:right;"> +117 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Cyperus +</td> +<td style="text-align:right;"> +104 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Piper +</td> +<td style="text-align:right;"> +84 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Myrcia +</td> +<td style="text-align:right;"> +83 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Ocotea +</td> +<td style="text-align:right;"> +83 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Taraxacum +</td> +<td style="text-align:right;"> +83 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Rubiaceae +</td> +<td style="text-align:right;"> +78 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Ficus +</td> +<td style="text-align:right;"> +75 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Inga +</td> +<td style="text-align:right;"> +75 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Sloanea +</td> +<td style="text-align:right;"> +69 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Nectandra +</td> +<td style="text-align:right;"> +68 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Myrtaceae +</td> +<td style="text-align:right;"> +67 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Lamiaceae +</td> +<td style="text-align:right;"> +62 +</td> +</tr> +</tbody> +</table> +</div> +<div id="based-on-unique-standardized-names" class="section level3"> +<h3><span class="header-section-number">4.1.2</span> Based on <code>unique</code> standardized names</h3> +<p>Generate version of the backbone that only includes the unique resolved names in <code>Name.short</code>, and for the non-unique names, the first rows of duplicated name:</p> +<pre class="r"><code>Backbone.uni <- Backbone %>% + distinct(Name_short, .keep_all = T) %>% + filter(!is.na(Name_short))</code></pre> +<p>There are 271883 unique taxon names the in the backbone.</p> +<p>Exclude the non-vascular plant and non-matching taxon names:</p> +<pre class="r"><code>Backbone.uni.vasc <- Backbone.uni %>% + dplyr::filter(is_vascular_species == TRUE)</code></pre> +<p><strong>Now, run the stats for unique resolved names (excluding non-vascular and non-matching taxa):</strong></p> +<pre class="r"><code>length(Backbone.uni.vasc$Name_short)</code></pre> +<pre><code>## [1] 263299</code></pre> +<p>There are 0 unique (vascular plant) taxon names:</p> +<table class="table table-striped table-hover table-condensed table-responsive" style="width: auto !important; margin-left: auto; margin-right: auto;"> +<caption> +Number of (standardized) vascular plant taxon names per unique to, and shared between TRY (S), sPlot (T) and the Alpine (A) dataset. +</caption> +<thead> +<tr> +<th style="text-align:left;"> +Var1 +</th> +<th style="text-align:right;"> +Freq +</th> +</tr> +</thead> +<tbody> +<tr> +<td style="text-align:left;"> +A +</td> +<td style="text-align:right;"> +179 +</td> +</tr> +<tr> +<td style="text-align:left;"> +S +</td> +<td style="text-align:right;"> +12931 +</td> +</tr> +<tr> +<td style="text-align:left;"> +SA +</td> +<td style="text-align:right;"> +253 +</td> +</tr> +<tr> +<td style="text-align:left;"> +ST +</td> +<td style="text-align:right;"> +49305 +</td> +</tr> +<tr> +<td style="text-align:left;"> +STA +</td> +<td style="text-align:right;"> +1337 +</td> +</tr> +<tr> +<td style="text-align:left;"> +T +</td> +<td style="text-align:right;"> +198911 +</td> +</tr> +<tr> +<td style="text-align:left;"> +TA +</td> +<td style="text-align:right;"> +383 +</td> +</tr> +</tbody> +</table> +<strong>Taxonomic ranks:</strong> +<table class="table table-striped table-hover table-condensed table-responsive" style="width: auto !important; margin-left: auto; margin-right: auto;"> +<caption> +Number of (standardized) name entries per taxonomic rank. +</caption> +<thead> +<tr> +<th style="text-align:left;"> +Var1 +</th> +<th style="text-align:right;"> +Freq +</th> +</tr> +</thead> +<tbody> +<tr> +<td style="text-align:left;"> +higher +</td> +<td style="text-align:right;"> +719 +</td> +</tr> +<tr> +<td style="text-align:left;"> +family +</td> +<td style="text-align:right;"> +163 +</td> +</tr> +<tr> +<td style="text-align:left;"> +genus +</td> +<td style="text-align:right;"> +6879 +</td> +</tr> +<tr> +<td style="text-align:left;"> +species +</td> +<td style="text-align:right;"> +254529 +</td> +</tr> +<tr> +<td style="text-align:left;"> +subspecies +</td> +<td style="text-align:right;"> +555 +</td> +</tr> +<tr> +<td style="text-align:left;"> +variety +</td> +<td style="text-align:right;"> +435 +</td> +</tr> +<tr> +<td style="text-align:left;"> +infraspecies +</td> +<td style="text-align:right;"> +3 +</td> +</tr> +<tr> +<td style="text-align:left;"> +race +</td> +<td style="text-align:right;"> +0 +</td> +</tr> +<tr> +<td style="text-align:left;"> +forma +</td> +<td style="text-align:right;"> +16 +</td> +</tr> +</tbody> +</table> +<strong>Taxonomic status:</strong> +<table class="table table-striped table-hover table-condensed table-responsive" style="width: auto !important; margin-left: auto; margin-right: auto;"> +<caption> +Number of (standardized) name entries per taxonomic status +</caption> +<thead> +<tr> +<th style="text-align:left;"> +Var1 +</th> +<th style="text-align:right;"> +Freq +</th> +</tr> +</thead> +<tbody> +<tr> +<td style="text-align:left;"> +Accepted +</td> +<td style="text-align:right;"> +228356 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Synonym +</td> +<td style="text-align:right;"> +10370 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Other +</td> +<td style="text-align:right;"> +24573 +</td> +</tr> +<tr> +<td style="text-align:left;"> +No suitable matches found. +</td> +<td style="text-align:right;"> +0 +</td> +</tr> +</tbody> +</table> +<p><strong>Total number of unique standardized taxon names and families:</strong></p> +<pre class="r"><code>length(unique(Backbone.uni.vasc$Name_short))-1 # minus 1 for NA</code></pre> +<pre><code>## [1] 263298</code></pre> +<pre class="r"><code>length(unique(Backbone.uni.vasc$Family_correct))-1</code></pre> +<pre><code>## [1] 508</code></pre> +</div> +</div> +<div id="stats-for-the-corrected-names-in-splot-only" class="section level2"> +<h2><span class="header-section-number">4.2</span> Stats for the corrected names in <code>sPlot</code> only:</h2> +<pre class="r"><code>Backbone.uni.sPlot <- Backbone.uni.vasc %>% + filter(sPlot_TRY %in% c("S", "ST", "SA", "STA"))</code></pre> +<p>There are 63826 unique, corrected names of vascular plants for sPlot species</p> +<strong>Database affiliations</strong> +<table class="table table-striped table-hover table-condensed table-responsive" style="width: auto !important; margin-left: auto; margin-right: auto;"> +<caption> +Number of (standardized) vascular plant taxon names per unique to sPlot (S), and shared with TRY (ST), the Alpine dataset (SA) or both (STA). +</caption> +<thead> +<tr> +<th style="text-align:left;"> +Var1 +</th> +<th style="text-align:right;"> +Freq +</th> +</tr> +</thead> +<tbody> +<tr> +<td style="text-align:left;"> +S +</td> +<td style="text-align:right;"> +12931 +</td> +</tr> +<tr> +<td style="text-align:left;"> +SA +</td> +<td style="text-align:right;"> +253 +</td> +</tr> +<tr> +<td style="text-align:left;"> +ST +</td> +<td style="text-align:right;"> +49305 +</td> +</tr> +<tr> +<td style="text-align:left;"> +STA +</td> +<td style="text-align:right;"> +1337 +</td> +</tr> +</tbody> +</table> +<strong>Taxonomic ranks:</strong> +<table class="table table-striped table-hover table-condensed table-responsive" style="width: auto !important; margin-left: auto; margin-right: auto;"> +<caption> +Number of (standardized) vascular plant taxon names per taxonomic rank. +</caption> +<thead> +<tr> +<th style="text-align:left;"> +Var1 +</th> +<th style="text-align:right;"> +Freq +</th> +</tr> +</thead> +<tbody> +<tr> +<td style="text-align:left;"> +higher +</td> +<td style="text-align:right;"> +186 +</td> +</tr> +<tr> +<td style="text-align:left;"> +family +</td> +<td style="text-align:right;"> +106 +</td> +</tr> +<tr> +<td style="text-align:left;"> +genus +</td> +<td style="text-align:right;"> +961 +</td> +</tr> +<tr> +<td style="text-align:left;"> +species +</td> +<td style="text-align:right;"> +61887 +</td> +</tr> +<tr> +<td style="text-align:left;"> +subspecies +</td> +<td style="text-align:right;"> +433 +</td> +</tr> +<tr> +<td style="text-align:left;"> +variety +</td> +<td style="text-align:right;"> +246 +</td> +</tr> +<tr> +<td style="text-align:left;"> +infraspecies +</td> +<td style="text-align:right;"> +0 +</td> +</tr> +<tr> +<td style="text-align:left;"> +race +</td> +<td style="text-align:right;"> +0 +</td> +</tr> +<tr> +<td style="text-align:left;"> +forma +</td> +<td style="text-align:right;"> +7 +</td> +</tr> +</tbody> +</table> +<strong>Taxonomic status:</strong> +<table class="table table-striped table-hover table-condensed table-responsive" style="width: auto !important; margin-left: auto; margin-right: auto;"> +<caption> +Number of (standardized) vascular plant taxon names that correspond to <code>Accepted</code>, <code>Synonyms</code> or Unresolved species, respecively. +</caption> +<thead> +<tr> +<th style="text-align:left;"> +Var1 +</th> +<th style="text-align:right;"> +Freq +</th> +</tr> +</thead> +<tbody> +<tr> +<td style="text-align:left;"> +Accepted +</td> +<td style="text-align:right;"> +53539 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Synonym +</td> +<td style="text-align:right;"> +4537 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Other +</td> +<td style="text-align:right;"> +5750 +</td> +</tr> +<tr> +<td style="text-align:left;"> +No suitable matches found. +</td> +<td style="text-align:right;"> +0 +</td> +</tr> +</tbody> +</table> +<p><strong>Number of families in sPlot</strong>:</p> +<pre class="r"><code>length(unique(Backbone$Family_correct))</code></pre> +<pre><code>## [1] 734</code></pre> +<p><strong>Done!</strong></p> +<hr /> +</div> +</div> +<div id="appendix" class="section level1"> +<h1><span class="header-section-number">5</span> Appendix</h1> +<div id="create-lists-of-genera-manually-classified-into-taxonomic-groups" class="section level2"> +<h2><span class="header-section-number">5.1</span> Create lists of genera manually classified into taxonomic groups</h2> +</div> +</div> +<div id="r-settings" class="section level1"> +<h1><span class="header-section-number">6</span> <code>R</code>-settings</h1> +<pre class="r"><code>sessionInfo()</code></pre> +<pre><code>## R version 3.6.3 (2020-02-29) +## Platform: x86_64-pc-linux-gnu (64-bit) +## Running under: Ubuntu 16.04.6 LTS +## +## Matrix products: default +## BLAS: /usr/lib/openblas-base/libblas.so.3 +## LAPACK: /usr/lib/libopenblasp-r0.2.18.so +## +## locale: +## [1] LC_CTYPE=en_US.UTF-8 LC_NUMERIC=C +## [3] LC_TIME=en_US.UTF-8 LC_COLLATE=en_US.UTF-8 +## [5] LC_MONETARY=en_US.UTF-8 LC_MESSAGES=en_US.UTF-8 +## [7] LC_PAPER=en_US.UTF-8 LC_NAME=C +## [9] LC_ADDRESS=C LC_TELEPHONE=C +## [11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C +## +## attached base packages: +## [1] stats graphics grDevices utils datasets methods base +## +## other attached packages: +## [1] vegdata_0.9.7 foreign_0.8-76 Taxonstand_2.1 pbapply_1.4-2 +## [5] taxize_0.9.92 kableExtra_1.1.0 knitr_1.28 data.table_1.12.8 +## [9] forcats_0.5.0 stringr_1.4.0 dplyr_0.8.5 purrr_0.3.3 +## [13] readr_1.3.1 tidyr_1.0.2 tibble_2.1.3 ggplot2_3.3.0 +## [17] tidyverse_1.3.0 reshape2_1.4.3 +## +## loaded via a namespace (and not attached): +## [1] Rcpp_1.0.3 lubridate_1.7.4 ape_5.3 lattice_0.20-40 +## [5] zoo_1.8-7 foreach_1.4.8 assertthat_0.2.1 digest_0.6.23 +## [9] R6_2.4.1 cellranger_1.1.0 plyr_1.8.6 backports_1.1.5 +## [13] reprex_0.3.0 evaluate_0.14 highr_0.8 httr_1.4.1 +## [17] pillar_1.4.2 rlang_0.4.4 curl_4.3 readxl_1.3.1 +## [21] rstudioapi_0.11 rmarkdown_2.1 webshot_0.5.2 munsell_0.5.0 +## [25] broom_0.5.5 compiler_3.6.3 modelr_0.1.6 xfun_0.12 +## [29] pkgconfig_2.0.3 htmltools_0.4.0 tidyselect_1.0.0 httpcode_0.2.0 +## [33] codetools_0.2-16 reshape_0.8.8 fansi_0.4.1 viridisLite_0.3.0 +## [37] crayon_1.3.4 dbplyr_1.4.2 withr_2.1.2 crul_0.9.0 +## [41] grid_3.6.3 nlme_3.1-145 jsonlite_1.6.1 gtable_0.3.0 +## [45] lifecycle_0.2.0 DBI_1.1.0 magrittr_1.5 scales_1.1.0 +## [49] cli_2.0.2 stringi_1.4.6 fs_1.3.2 xml2_1.2.2 +## [53] generics_0.0.2 vctrs_0.2.3 iterators_1.0.12 tools_3.6.3 +## [57] bold_0.9.0 glue_1.3.1 hms_0.5.3 parallel_3.6.3 +## [61] yaml_2.2.1 colorspace_1.4-1 rvest_0.3.5 haven_2.2.0</code></pre> +</div> + + + + +</div> + +<script> + +// add bootstrap table styles to pandoc tables +function bootstrapStylePandocTables() { + $('tr.header').parent('thead').parent('table').addClass('table table-condensed'); +} +$(document).ready(function () { + bootstrapStylePandocTables(); +}); + + +</script> + +<!-- tabsets --> + +<script> +$(document).ready(function () { + window.buildTabsets("TOC"); +}); + +$(document).ready(function () { + 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) 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+ border-radius: 4px; + background-color: transparent; +} + +.tabset-dropdown > .nav-tabs.nav-tabs-open > li { + display: block; + float: none; +} + +.tabset-dropdown > .nav-tabs > li { + display: none; +} +</style> + +<!-- code folding --> + + + + +</head> + +<body> + + +<div class="container-fluid main-container"> + + + + +<div class="fluid-row" id="header"> + + + +<h1 class="title toc-ignore">sPlot3.0 - Build Header</h1> +<h4 class="author">Francesco Maria Sabatini</h4> +<h4 class="date">2/4/2020</h4> + +</div> + + +<center> +<img 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" title="sPlot Logo" /> +</center> +<p><strong>Timestamp:</strong> Fri Mar 13 13:56:17 2020<br /> +<strong>Drafted:</strong> Francesco Maria Sabatini<br /> +<strong>Revised:</strong><br /> +<strong>version:</strong> 1.0</p> +<p>This report documents the construction of the header file for sPlot 3.0. It is based on dataset sPlot_3.0.2, received on 24/07/2019 from Stephan Hennekens.</p> +<pre class="r"><code>knitr::opts_chunk$set(echo = TRUE) +library(tidyverse) +library(viridis) +library(readr) +library(xlsx) +library(knitr) +library(kableExtra) + +## Spatial packages +library(rgdal) +library(sp) +library(rgeos) +library(raster) +library(rworldmap) +library(elevatr) +library(sf) +library(rnaturalearth) +library(dggridR) + +#save temporary files +write("TMPDIR = /data/sPlot/users/Francesco/_tmp", file=file.path(Sys.getenv('TMPDIR'), '.Renviron')) +write("R_USER = /data/sPlot/users/Francesco/_tmp", file=file.path(Sys.getenv('R_USER'), '.Renviron')) +rasterOptions(tmpdir="/data/sPlot/users/Francesco/_tmp")</code></pre> +<pre class="bash"><code># escape all double quotation marks. Run in Linux terminal +#sed 's/"/\\"/g' sPlot_3_0_2_header.csv > sPlot_3_0_2_header_test.csv + +#more general alternative in case some " are already escaped +##first removing \s before all "s, and then adding \ before all ": +#sed 's/\([^\\]\)"/\1\\\"/g; s/"/\\"/g' +</code></pre> +<div id="import-data" class="section level2"> +<h2>1 Import data</h2> +<p>Import header data</p> +<pre class="r"><code>header0 <- readr::read_delim("../sPlot_data_export/sPlot_3_0_2_header_test.csv", locale = locale(encoding = 'UTF-8'), + delim="\t", col_types=cols( + PlotObservationID = col_double(), + PlotID = col_double(), + `TV2 relevé number` = col_double(), + Country = col_factor(), + `Cover abundance scale` = col_factor(), + `Date of recording` = col_date(format="%d-%m-%Y"), + `Relevé area (m²)` = col_double(), + `Altitude (m)` = col_double(), + `Aspect (°)` = col_double(), + `Slope (°)` = col_double(), + `Cover total (%)` = col_double(), + `Cover tree layer (%)` = col_double(), + `Cover shrub layer (%)` = col_double(), + `Cover herb layer (%)` = col_double(), + `Cover moss layer (%)` = col_double(), + `Cover lichen layer (%)` = col_double(), + `Cover algae layer (%)` = col_double(), + `Cover litter layer (%)` = col_double(), + `Cover open water (%)` = col_double(), + `Cover bare rock (%)` = col_double(), + `Height (highest) trees (m)` = col_double(), + `Height lowest trees (m)` = col_double(), + `Height (highest) shrubs (m)` = col_double(), + `Height lowest shrubs (m)` = col_double(), + `Aver. height (high) herbs (cm)` = col_double(), + `Aver. height lowest herbs (cm)` = col_double(), + `Maximum height herbs (cm)` = col_double(), + `Maximum height cryptogams (mm)` = col_double(), + `Mosses identified (y/n)` = col_factor(), + `Lichens identified (y/n)` = col_factor(), + COMMUNITY = col_character(), + SUBSTRATE = col_character(), + Locality = col_character(), + ORIG_NUM = col_double(), + ALLIAN_REV = col_character(), + REV_AUTHOR = col_character(), + Forest = col_logical(), + Grassland = col_logical(), + Wetland = col_logical(), + `Sparse vegetation` = col_logical(), + Shrubland = col_logical(), + `Plants recorded` = col_factor(), + `Herbs identified (y/n)` = col_factor(), + Naturalness = col_factor(), + EUNIS = col_factor(), + Longitude = col_double(), + Latitude = col_double(), + `Location uncertainty (m)` = col_double(), + Dataset = col_factor(), + GUID = col_character() +)) %>% + rename(Sparse.vegetation=`Sparse vegetation`, + ESY=EUNIS) %>% + dplyr::select(-COMMUNITY, -ALLIAN_REV, -REV_AUTHOR, -SUBSTRATE) %>% #too sparse information to be useful + dplyr::select(-PlotID) #identical to PlotObservationID</code></pre> +<p>The following column names occurred in the header of sPlot v2.1 and are currently missing from the header of v3.0<br /> +1. Syntaxon<br /> +2. Cover cryptogams (%)<br /> +3. Cover bare soil (%)<br /> +4. is.forest<br /> +5. is.non.forest<br /> +6. EVA<br /> +7. Biome<br /> +8. BiomeID<br /> +9. CONTINENT<br /> +10. POINT_X<br /> +11. POINT_Y<br /> +~~ Columns #1, #2, #3, #10, #11 will be dropped. The others will be derived below.</p> +<div id="solve-spatial-problems" class="section level3"> +<h3>1.1 Solve spatial problems</h3> +<p>There are 2020 plots in the Nile dataset without spatial coordinates. Assign manually with wide (90km) location uncertainty.</p> +<pre class="r"><code>header <- header0 %>% + mutate(Latitude=replace(Latitude, + list=(is.na(Latitude) & Dataset=="Egypt Nile delta"), + values=30.917351)) %>% + mutate(Longitude=replace(Longitude, + list=(is.na(Longitude) & Dataset=="Egypt Nile delta"), + values=31.138534)) %>% + mutate(`Location uncertainty (m)`=replace(`Location uncertainty (m)`, + list=(is.na(`Location uncertainty (m)`) & Dataset=="Egypt Nile delta"), + values=-90000))</code></pre> +<p>There are two plots in the <code>Romania Grassland Databse</code> and ~4442 plots in the <code>Japan</code> database, whose lat\long are inverted. Correct.</p> +<pre class="r"><code>toswap <- c(which(header$Dataset=="Japan" & header$Latitude>90), + which(header$Dataset=="Romania Grassland Database" & header$Longitude>40)) +header[toswap, c("Latitude", "Longitude")] <- header[toswap, c("Longitude", "Latitude")]</code></pre> +<p>There are 237563 plots without location uncertainty. As a first approximation, we assign the median of the respective dataset, as a negative value to indicate this is an estimation, rather than a measure.</p> +<pre class="r"><code>header <- header %>% + left_join(header %>% + group_by(Dataset) %>% + summarize(loc.uncer.median=median(`Location uncertainty (m)`, na.rm=T)), + by="Dataset") %>% + mutate(`Location uncertainty (m)`=ifelse( is.na(`Location uncertainty (m)` & !is.na(Latitude)), + -abs(loc.uncer.median), + `Location uncertainty (m)`)) %>% + dplyr::select(-loc.uncer.median)</code></pre> +<p>There are still 91960 plots with no estimation of location uncertainty.<br /> + Assign plot size to plots in the Patagonia dataset (input of Ana Cingolani)</p> +<pre class="r"><code>header <- header %>% + mutate(`Relevé area (m²)`=ifelse( (Dataset=="Patagonia" & is.na(`Relevé area (m²)`)), + -900, `Relevé area (m²)`))</code></pre> +</div> +</div> +<div id="formations" class="section level2"> +<h2>2 Formations</h2> +<p>Fill out the columns <code>Forest:Sparse.vegetation</code> with NAs, where necessary. Create columns <code>is.forest</code> and <code>is.non.forest</code> using script developed for sPlot 2.1<br /> +~~ I am not assigning plots to Faber-Langedon formation at this stage, as this is only possible for European plots having an ESY classification.</p> +<pre class="r"><code>eunis.key <- read.xlsx("../_input/EUNIS_WFT.xlsx", sheetIndex = "Sheet1", endRow = 246) %>% + dplyr::select(EUNIS_code, NATURALNESS:SPARSE_VEG) %>% + mutate(EUNIS_code=as.character(EUNIS_code)) %>% + rename(ESY=EUNIS_code, + Naturalness=NATURALNESS, + Forest=FOREST, + Shrubland=SCRUBLAND, + Grassland=GRASSLAND, + Wetland=WETLAND, + Sparse.vegetation=SPARSE_VEG)#, + +header <- header %>% # header.backup %>% + mutate(ESY=as.character(ESY)) %>% + #mutate(ESY=ifelse(ESY=="?", NA, ESY)) %>% + # Systematically assign some databases to forest + mutate(Forest=ifelse(Dataset %in% + c("Turkey Oak_Forest Database", "Turkey Forest Database", "Chile_forest", "Ethiopia"), + T, Forest)) %>% + #fill up with F those rows where at least one column on formation is assigned + rowwise() %>% + mutate(Any=any(Forest, Shrubland, Grassland, Wetland, Sparse.vegetation)) %>% + mutate(Forest=ifelse( (is.na(Forest) & Any), F, Forest)) %>% + mutate(Shrubland=ifelse( (is.na(Shrubland) & Any), F, Shrubland)) %>% + mutate(Grassland=ifelse( (is.na(Grassland) & Any), F, Grassland)) %>% + mutate(Wetland=ifelse( (is.na(Wetland) & Any), F, Wetland)) %>% + mutate(Sparse.vegetation=ifelse( (is.na(Sparse.vegetation) & Any), F, Sparse.vegetation)) %>% + ungroup() %>% + dplyr::select(-Any) %>% + mutate_at(vars(Forest:Shrubland), .funs=list(~.*1)) %>% + mutate(Naturalness=as.numeric(as.character(Naturalness))) %>% + ##join and coalesce with eunis.key + left_join(eunis.key %>% + distinct(), by = "ESY") %>% + mutate( + Forest = dplyr:::coalesce(Forest.x, Forest.y), + Shrubland = coalesce(Shrubland.x, Shrubland.y), + Grassland = coalesce(Grassland.x, Grassland.y), + Wetland = coalesce(Wetland.x, Wetland.y), + Sparse.vegetation = coalesce(Sparse.vegetation.x, Sparse.vegetation.y), + Naturalness = coalesce(Naturalness.x, Naturalness.y) + ) %>% + dplyr::select(-ends_with(".x"), -ends_with(".y"))</code></pre> +</div> +<div id="fix-header-and-attach-givd-codes" class="section level2"> +<h2>3 Fix header and attach GIVD codes</h2> +<p>Reduce number of factor levels for the column <code>Plants recorded</code></p> +<pre class="r"><code>header <- header %>% + mutate(`Plants recorded`=fct_recode(`Plants recorded`, + "All vascular plants"="complete vegetation", + "All vascular plants"="Complete vegetation", + "All vascular plants"="all vascular plants", + "All vascular plants"="complete", + "All vascular plants"="Complete vegetation (including non-terricolous tax", + "All vascular plants"="Vascular plants", + "All woody plants"="Woody plants", + "All woody plants"="All woody species", + "Woody plants >= 10 cm dbh"= "trees>=10cm dbh", + "All trees & dominant understory"="All trees & dominant shrubs", + "Woody plants >= 1 cm dbh" = "Plants >= 1 cm dbh" + )) %>% + mutate(`Plants recorded`=factor(`Plants recorded`, exclude = "#N/A"))</code></pre> +<p>Align consortium labels to those in sPlot’s consortium archive</p> +<pre class="r"><code>databases <- read_csv("/data/sPlot/users/Francesco/_sPlot_Management/Consortium/Databases.out.csv") + +header <- header %>% + mutate(Dataset=fct_recode(Dataset, + "BIOTA_South_Africa" = "BIOTA_South_Africa_3", + "Kriti"="Cyprus_Bergmeier", + "European Boreal Forest Database"="European Boreal Forest Database 1", + "European Boreal Forest Database"="European Boreal Forest Database 2", + "European Coastal Vegetation Database"= "European Coastal Vegetation Database-A", + "Germany_vegetweb"="Germany_vegetweb2", + "Germany_vegetweb"="Germany_vegetweb3", + "Ladakh"="Ladakh_2", + "Netherlands"="Netherlands Military sites", + "NSW Australia" = "NSW Austalia", + )) %>% + left_join(databases %>% + dplyr::select(`GIVD ID`, label) %>% + rename(Dataset=label), + by="Dataset")</code></pre> +</div> +<div id="assign-plots-to-spatial-descriptors" class="section level2"> +<h2>4 Assign plots to spatial descriptors</h2> +<p>Create spatial point dataframe for sPlot data to intersect with spatial layers</p> +<pre class="r"><code>header.shp <- header %>% + filter(!is.na(Longitude) | !is.na(Latitude)) +header.shp <- SpatialPointsDataFrame(coords= header.shp %>% + dplyr::select(Longitude, Latitude), + proj4string = CRS("+init=epsg:4326"), + data=data.frame(PlotObservationID= header.shp$PlotObservationID, + loc.uncert=header.shp$`Location uncertainty (m)`, + `GIVD ID`=header.shp$`GIVD ID`)) +writeOGR(header.shp, dsn="../_derived/", layer="header.shp", driver="ESRI Shapefile", overwrite_layer = T)</code></pre> +<pre><code>## Warning in writeOGR(header.shp, dsn = "../_derived/", layer = "header.shp", : +## Field names abbreviated for ESRI Shapefile driver</code></pre> +<div id="assign-to-continents" class="section level3"> +<h3>4.1 Assign to Continents</h3> +<p>Download and manipulate map of continents</p> +<pre class="r"><code>sPDF <- rworldmap::getMap(resolution="coarse") +continent <- sPDF[,"continent"] +crs(continent) <- CRS("+init=epsg:4326") +continent@data[243,"continent"] <- "South America" ## Manually correct missing data +# create clipped version of continent to avoid going beyond 180 lON +coords <- data.frame(x=c(-180,180,180,-180), + y=c(-90,-90,90,90)) +bboxc = Polygon(coords) +bboxc = SpatialPolygons(list(Polygons(list(bboxc), ID = "a")), proj4string=crs(continent)) +continent_clipped <- gIntersection(continent[-137,], bboxc, byid=T) # polygon 137 gives problems... workaround + +## same but high resolution (slower, but works better for plots along coastlines) +sPDF <- rworldmap::getMap(resolution="high") +continent.high <- sPDF[,"continent"] +crs(continent.high) <- CRS("+init=epsg:4326") +continent.high@data$continent <- fct_recode(continent.high@data$continent, "South America"="South America and the Caribbean")</code></pre> +<p>Assign plots to continent</p> +<pre class="r"><code>continent.out <- sp::over(x=header.shp, y=continent) +#overlay unassigned points to the high resolution layer of continent +toassign <- header.shp[which(is.na(continent.out$continent)),] #154782 remain to assign +crs(toassign) <- crs(continent) +continent.out2 <- sp::over(x=toassign, y=continent.high) +#merge first and second overlay +continent.out$continent[is.na(continent.out$continent)] <- continent.out2$continent + +#correct unassigned points to closest continent +toassign <- header.shp[which(is.na(continent.out$continent)),] #47610 remain to assign +crs(toassign) <- crs(continent) + +#go parallel +ncores=8 +library(parallel) +library(doParallel) +cl <- makeForkCluster(ncores, outfile="" ) +registerDoParallel(cl) + +nearestContinent <- foreach(i=1:length(toassign), .packages=c('raster'), .combine=rbind) %dopar% { + nearestContinent.tmp <- geosphere::dist2Line(toassign[i,], continent_clipped) +} +continent.out$continent[which(is.na(continent.out$continent))] <- as.character(continent[-137,]@data[nearestContinent[,"ID"],]) +save(continent.out, file = "../_derived/continent.out") +stopCluster(cl)</code></pre> +<p>Reload, manipulate continent and attach to header</p> +<pre class="r"><code>load("../_derived/continent.out") +header <- header %>% + left_join(header %>% + filter(!is.na(Longitude) | !is.na(Latitude)) %>% + dplyr::select(PlotObservationID) %>% + bind_cols(continent.out), + by="PlotObservationID") %>% + mutate(CONTINENT=factor(continent, + levels=c("Africa", "Antarctica", "Australia", "Eurasia", "North America", "South America"), + labels=c("AF", "AN", "AU", "EU", "NA", "SA"))) %>% + dplyr::select(-continent)</code></pre> +<p>Summarize</p> +<pre><code>## Warning: Factor `CONTINENT` contains implicit NA, consider using +## `forcats::fct_explicit_na`</code></pre> +<table class="table table-striped table-hover table-condensed table-responsive" style="width: auto !important; margin-left: auto; margin-right: auto;"> +<caption> +Number of plots per continent +</caption> +<thead> +<tr> +<th style="text-align:left;"> +CONTINENT +</th> +<th style="text-align:right;"> +num.plot +</th> +</tr> +</thead> +<tbody> +<tr> +<td style="text-align:left;"> +AF +</td> +<td style="text-align:right;"> +26803 +</td> +</tr> +<tr> +<td style="text-align:left;"> +AN +</td> +<td style="text-align:right;"> +19 +</td> +</tr> +<tr> +<td style="text-align:left;"> +AU +</td> +<td style="text-align:right;"> +66857 +</td> +</tr> +<tr> +<td style="text-align:left;"> +EU +</td> +<td style="text-align:right;"> +1776535 +</td> +</tr> +<tr> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +90177 +</td> +</tr> +<tr> +<td style="text-align:left;"> +SA +</td> +<td style="text-align:right;"> +15844 +</td> +</tr> +<tr> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +2451 +</td> +</tr> +</tbody> +</table> +</div> +<div id="assign-to-sbiomes" class="section level3"> +<h3>4.2 Assign to sBiomes</h3> +<p>Performed in EVE HPC cluster using function <code>A98_PredictorsExtract.R</code>. Divided in 99 chunks.</p> +<pre class="r"><code>sBiomes <- readOGR("/data/sPlot/users/Francesco/Ancillary_Data/Biomes_sPlot/sBiomes.shp") +crs(sBiomes) <- crs(header.shp) + +cl <- makeForkCluster(5, outfile="") +registerDoParallel(cl) + +clusterEvalQ(cl, { + library(rgdal) + library(raster) + library(sp) + library(elevatr) + library(dplyr) + }) + +sBiomes.out <- foreach(i=1:99, .combine=rbind) %dopar% { + source("A98_PredictorsExtract.R") + PredExtr(header.shp, myfunction=NA, output="../_derived/sBiomes/", + toextract=sBiomes, typp="shp", ncores=1, chunkn=99, chunk.i=i) +} +stopCluster(cl)</code></pre> +<p>Reimport output and join to header</p> +<pre class="r"><code>sBiome.files <- list.files("../_derived/sBiomes", pattern="sBiomes-[0-9]+.csv", full.names=T) +sBiomes.out <- do.call(rbind, lapply(sBiome.files, function(x) {read_csv(x)})) +header <- header %>% + left_join(sBiomes.out %>% + rename(PlotObservationID=X1) %>% + dplyr::select(PlotObservationID, Name, BiomeID) %>% + dplyr::rename(sBiome=Name, sBiomeID=BiomeID), + by="PlotObservationID")</code></pre> +<p>There are 11849 unassigned plots.</p> +Summarize: +<table class="table table-striped table-hover table-condensed table-responsive" style="width: auto !important; margin-left: auto; margin-right: auto;"> +<caption> +Number of plots per Biome +</caption> +<thead> +<tr> +<th style="text-align:left;"> +sBiome +</th> +<th style="text-align:right;"> +num.plot +</th> +</tr> +</thead> +<tbody> +<tr> +<td style="text-align:left;"> +Alpine +</td> +<td style="text-align:right;"> +37851 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Boreal zone +</td> +<td style="text-align:right;"> +32526 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Dry midlatitudes +</td> +<td style="text-align:right;"> +69887 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Dry tropics and subtropics +</td> +<td style="text-align:right;"> +38808 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Polar and subpolar zone +</td> +<td style="text-align:right;"> +7952 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Subtropics with winter rain +</td> +<td style="text-align:right;"> +191623 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Subtrop. with year-round rain +</td> +<td style="text-align:right;"> +73244 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Temperate midlatitudes +</td> +<td style="text-align:right;"> +1488121 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Tropics with summer rain +</td> +<td style="text-align:right;"> +15781 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Tropics with year-round rain +</td> +<td style="text-align:right;"> +11044 +</td> +</tr> +<tr> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +11849 +</td> +</tr> +</tbody> +</table> +</div> +<div id="extract-wwf-ecoregions" class="section level3"> +<h3>4.3 Extract WWF Ecoregions</h3> +<p>Extract ecoregion name and ID from <a href="https://www.worldwildlife.org/publications/terrestrial-ecoregions-of-the-world">Ecoregions of the World</a>. Olson et al. 2001 <a href="https://academic.oup.com/bioscience/article/51/11/933/227116">(BioScience)</a>.<br /> +Computation was performed in EVE HPC cluster using function <code>A98_PredictorsExtract.R</code>. Divided in 99 chunks.</p> +<pre class="r"><code>ecoreg <- readOGR("../sPlot/_Ancillary/official", layer="wwf_terr_ecos") +ecoreg@data <- ecoreg@data %>% + dplyr::select(OBJECTID, ECO_NAME, REALM, BIOME, ECO_NUM, ECO_ID, eco_code) + +cl <- makeForkCluster(5, outfile="") +registerDoParallel(cl) + +clusterEvalQ(cl, { + library(rgdal) + library(raster) + library(sp) + library(elevatr) + library(dplyr) + }) + +ecoreg.out <- foreach(i=1:99, .combine=rbind) %dopar% { + source("A98_PredictorsExtract.R") + PredExtr(header.shp, myfunction=NA, output="../_derived/wwf_ecoregions/", + toextract=ecoreg, typp="shp", ncores=1, chunkn=99, chunk.i=i) +} +stopCluster(cl)</code></pre> +<p>Reimport output and join to header</p> +<pre class="r"><code>ecoreg.files <- list.files("../_derived/wwf_ecoregions/", pattern="wwf_terr_ecos-[0-9]+.csv", full.names=T) +ecoreg.out <- do.call(rbind, lapply(ecoreg.files, function(x) {read_csv(x, + col_types=cols( + .default = col_double(), + ECO_NAME = col_character(), + REALM = col_character(), + G200_REGIO = col_character(), + eco_code = col_character()))})) +header <- header %>% + left_join(ecoreg.out %>% + rename(PlotObservationID=X1) %>% + dplyr::select(PlotObservationID, ECO_NAME, ECO_ID) %>% + dplyr::rename(Ecoregion=ECO_NAME, EcoregionID=ECO_ID), + by="PlotObservationID")</code></pre> +<p>There are 0 unassigned plots.</p> +Summarize: +<table class="table table-striped table-hover table-condensed table-responsive" style="width: auto !important; margin-left: auto; margin-right: auto;"> +<caption> +Number of plots in the 30 best represented Ecoregions +</caption> +<thead> +<tr> +<th style="text-align:left;"> +Ecoregion +</th> +<th style="text-align:right;"> +num.plot +</th> +</tr> +</thead> +<tbody> +<tr> +<td style="text-align:left;"> +Atlantic mixed forests +</td> +<td style="text-align:right;"> +349664 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Western European broadleaf forests +</td> +<td style="text-align:right;"> +254820 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Baltic mixed forests +</td> +<td style="text-align:right;"> +186551 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Central European mixed forests +</td> +<td style="text-align:right;"> +126733 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Pannonian mixed forests +</td> +<td style="text-align:right;"> +96371 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Alps conifer and mixed forests +</td> +<td style="text-align:right;"> +74662 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Carpathian montane forests +</td> +<td style="text-align:right;"> +68357 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Celtic broadleaf forests +</td> +<td style="text-align:right;"> +62756 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Sarmatic mixed forests +</td> +<td style="text-align:right;"> +36093 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Northeastern Spain and Southern France Mediterranean forests +</td> +<td style="text-align:right;"> +33345 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Taiheiyo evergreen forests +</td> +<td style="text-align:right;"> +31241 +</td> +</tr> +<tr> +<td style="text-align:left;"> +English Lowlands beech forests +</td> +<td style="text-align:right;"> +30724 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Balkan mixed forests +</td> +<td style="text-align:right;"> +30047 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Italian sclerophyllous and semi-deciduous forests +</td> +<td style="text-align:right;"> +27913 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Cantabrian mixed forests +</td> +<td style="text-align:right;"> +26043 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Pyrenees conifer and mixed forests +</td> +<td style="text-align:right;"> +24529 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Tyrrhenian-Adriatic Sclerophyllous and mixed forests +</td> +<td style="text-align:right;"> +19885 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Iberian sclerophyllous and semi-deciduous forests +</td> +<td style="text-align:right;"> +18182 +</td> +</tr> +<tr> +<td style="text-align:left;"> +East European forest steppe +</td> +<td style="text-align:right;"> +16745 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Great Basin shrub steppe +</td> +<td style="text-align:right;"> +15584 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Dinaric Mountains mixed forests +</td> +<td style="text-align:right;"> +14846 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Pontic steppe +</td> +<td style="text-align:right;"> +14294 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Nihonkai montane deciduous forests +</td> +<td style="text-align:right;"> +14022 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Caspian lowland desert +</td> +<td style="text-align:right;"> +14006 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Rodope montane mixed forests +</td> +<td style="text-align:right;"> +14004 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Eastern Australian temperate forests +</td> +<td style="text-align:right;"> +13988 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Scandinavian and Russian taiga +</td> +<td style="text-align:right;"> +13391 +</td> +</tr> +<tr> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +12196 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Southeast Australia temperate savanna +</td> +<td style="text-align:right;"> +11382 +</td> +</tr> +<tr> +<td style="text-align:left;"> +North Atlantic moist mixed forests +</td> +<td style="text-align:right;"> +10567 +</td> +</tr> +</tbody> +</table> +</div> +<div id="extract-elevation" class="section level3"> +<h3>4.4 Extract elevation</h3> +<p>Extract elevation for each plot. Loops over tiles of 1 x 1°, projects to mercator, and extract elevation for plot coordinates, as well as 2.5, 50, and 97.5 quantiles for a buffer area having a radius equal to the location uncertainty of each plot (but only if location uncertainty < 50 km). DEM derive from package <a href="https://cran.r-project.org/web/packages/elevatr/vignettes/introduction_to_elevatr.html#get_raster_elevation_data">elevatr</a>, which uses the <a href="https://registry.opendata.aws/terrain-tiles/">Terrain Tiles on Amazon Web Services</a>. Resolutions of DEM rasters vary by region. I set a zoom factor z=10, which corresponds to ~ 75-150 m. Sources are: SRTM, data.gov.at in Austria, NRCAN in Canada, SRTM, NED/3DEP 1/3 arcsec, data.gov.uk in United Kingdom, INEGI in Mexico, ArcticDEM in latitudes above 60°, LINZ in New Zealand, Kartverket in Norway, as described <a href="https://github.com/tilezen/joerd/blob/master/docs/data-sources.md">here</a>.<br /> + Split data into tiles of 1 x 1 degrees, and create <code>sp::SpatialPointsDataFrame</code> files. Only for plots having a location uncertainty < 50 km.</p> +<pre class="r"><code>header.tiles <- header %>% + dplyr::select(PlotObservationID, Dataset, Longitude, Latitude, `Location uncertainty (m)`) %>% + mutate(`Location uncertainty (m)`=abs(`Location uncertainty (m)`)) %>% + filter(`Location uncertainty (m)`<= 50000) %>% + mutate_at(.vars=vars(Longitude, Latitude), + .funs=list(tile=~cut(., breaks = seq(-180,180, by=.2)))) %>% + filter(!is.na(Longitude_tile) & !is.na(Latitude_tile) ) %>% + mutate(tilenam=factor(paste(Longitude_tile, Latitude_tile)))</code></pre> +<p>There are 1581734 plots out of 1978686 plots with Location uncertainty <= 50km (or absent). The total number of tiles is 30123.<br /> +Performed in <a href="https://www.idiv.de/en/research/platforms_and_networks/hpc_cluster.html">EVE HPC cluster</a> using function <code>A97_ElevationExtract.R</code>. Divided in 99 chunks.</p> +<pre class="r"><code>cl <- makeForkCluster(5, outfile="") +registerDoParallel(cl) + +clusterEvalQ(cl, { + library(rgdal) + library(raster) + library(sp) + library(elevatr) + library(dplyr)}) + +# Divided in 99 chunks +elevation.out <- foreach(i=1:99, .combine=rbind) %dopar% { + source("A97_ElevationExtract.R") + ElevationExtract(header.shp, output, ncores=1, chunk.i=1)} +stopCluster(cl)</code></pre> +<p>For those tiles that failed, extract elevation of remaining plots one by one</p> +<pre class="r"><code>#create list of tiles for which dem could not be extracted +myfiles <- list.files("../_derived/elevatr/") +failed <- list.files("../_derived/elevatr/", pattern = "[A-Za-z]*_[0-9]+failed\\.RData$") +failed <- as.numeric(unlist(regmatches(failed, gregexpr("[[:digit:]]+", failed)))) + +#create SpatialPointsDataFrame +sp.tile0 <- SpatialPointsDataFrame(coords=header.tiles %>% + filter(tilenam %in% levels(header.tiles$tilenam)[failed]) %>% + dplyr::select(Longitude, Latitude), + data=header.tiles %>% + filter(tilenam %in% levels(header.tiles$tilenam)[failed]) %>% + dplyr::select(-Longitude, -Latitude), + proj4string = CRS("+init=epsg:4326")) +sp.tile0 <- spTransform(sp.tile0, CRSobj = CRS("+init=epsg:3857 +proj=merc +a=6378137 +b=6378137 +lat_ts=0.0 + +lon_0=0.0 +x_0=0.0 +y_0=0 +k=1.0 +units=m +nadgrids=@null + +no_defs ")) #project to mercator +output.tile <- data.frame(NULL) + +cl <- makeForkCluster(5, outfile="") +registerDoParallel(cl) + +clusterEvalQ(cl, { + library(rgdal) + library(raster) + library(sp) + library(elevatr) + library(dplyr)}) + +#Loop over all plots +elevation.failed <- foreach(i=1:nrow(sp.tile0), .packages=c('raster'), .combine=rbind) %dopar% { + sp.tile <- sp.tile0[i,] + tryCatch(raster.tile <- get_elev_raster(sp.tile, z=10, + expand=max(sp.tile$`Location uncertainty (m)`)), + error = function(e){ + print(paste("could not retrieve DEM for", sp.tile$PlotObservationID))} + ) + if(!exists("raster.tile")) { + output.tile <- data.frame(PlotObservationID==sp.tile$PlotObservationID, + elevation=NA, + Elevation_q2.5=NA, + Elevation_median=NA, + Elevation_q97.5=NA, + DEM.res=NA) + return(output.tile) + } else { + # clip dem tile with continent shape + raster.tile <- mask(raster.tile, continent.high.merc) + + #extract and summarize elevation data + elev.tile <- raster::extract(raster.tile, sp.tile, small=T) + elev.tile.buffer <- raster::extract(raster.tile, sp.tile, + buffer=sp.tile$`Location uncertainty (m)`, small=T) + elev.q95 <- t(round(mapply( quantile, + x=elev.tile.buffer, + probs=rep(c(0.025, 0.5, 0.975), each=length(elev.tile)), na.rm=T))) + output.tile <- data.frame(PlotObservationID=sp.tile$PlotObservationID, + elevation=round(elev.tile), + elev.q95, + DEM.res=res(raster.tile)[1]) %>% + rename(Elevation_q2.5=X2.5., Elevation_median=X50., Elevation_q97.5=X97.5.) + return(output.tile) + } +} +stopCluster(cl) +save(elevation.failed, file = "../_derived/elevatr/elevation_missing.RData")</code></pre> +<p>Compose tiles into a single output, and export</p> +<pre class="r"><code>myfiles <- list.files("../_derived/elevatr/", pattern = "elevation_tile_[0-9]+\\.RData$", full.names = T) + +#create empty data.frame +elevation.out <- matrix(NA, nrow=nrow(header.tiles), ncol=6) +elevation.out <- as.data.frame(elevation.out) +colnames(elevation.out) <- c("PlotObservationID", "elevation", "Elevation_q2.5", "Elevation_median", "Elevation_q97.5","DEM.res") +elevation.out$PlotObservationID <- header.tiles$PlotObservationID + +tmp <- NULL +for(i in 1:length(myfiles)){ + load(myfiles[i]) + #attach results to empty data.frame + tmp <- bind_rows(tmp, output.tile) + if(i %in% seq(5000, length(myfiles), by=5000)){ + mymatch <- base::match(x=tmp$PlotObservationID, table=elevation.out$PlotObservationID) + mymatch <- mymatch[!is.na(mymatch)] + elevation.out[mymatch,] <- tmp + tmp <- NULL + print(paste("Attached first", i, "files")) + } + if(i %in% seq(1,length(myfiles), by=250)){print(i)} +} + +load(file = "../_derived/elevatr/elevation_missing.RData") + +mymatch <- base::match(x=elevation.failed$PlotObservationID, table=elevation.out$PlotObservationID) +mymatch <- mymatch[!is.na(mymatch)] +elevation.out[mymatch,] <- elevation.failed + +write_csv(elevation.out, path ="../_derived/elevatr/elevation.out.csv")</code></pre> +<p>Reimport output, attach to header and check</p> +<pre class="r"><code>elevation.out <- read_csv("../_derived/elevatr/elevation.out.csv")</code></pre> +<table class="table table-striped table-hover table-condensed table-responsive" style="width: auto !important; margin-left: auto; margin-right: auto;"> +<caption> +Example of elevation output (10 randomly selected plots shown) +</caption> +<thead> +<tr> +<th style="text-align:right;"> +PlotObservationID +</th> +<th style="text-align:right;"> +elevation +</th> +<th style="text-align:right;"> +Elevation_q2.5 +</th> +<th style="text-align:right;"> +Elevation_median +</th> +<th style="text-align:right;"> +Elevation_q97.5 +</th> +<th style="text-align:right;"> +DEM.res +</th> +</tr> +</thead> +<tbody> +<tr> +<td style="text-align:right;"> +937780 +</td> +<td style="text-align:right;"> +140 +</td> +<td style="text-align:right;"> +140 +</td> +<td style="text-align:right;"> +140 +</td> +<td style="text-align:right;"> +140 +</td> +<td style="text-align:right;"> +153 +</td> +</tr> +<tr> +<td style="text-align:right;"> +767019 +</td> +<td style="text-align:right;"> +252 +</td> +<td style="text-align:right;"> +252 +</td> +<td style="text-align:right;"> +252 +</td> +<td style="text-align:right;"> +252 +</td> +<td style="text-align:right;"> +153 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1440522 +</td> +<td style="text-align:right;"> +821 +</td> +<td style="text-align:right;"> +821 +</td> +<td style="text-align:right;"> +821 +</td> +<td style="text-align:right;"> +821 +</td> +<td style="text-align:right;"> +153 +</td> +</tr> +<tr> +<td style="text-align:right;"> +619891 +</td> +<td style="text-align:right;"> +315 +</td> +<td style="text-align:right;"> +315 +</td> +<td style="text-align:right;"> +315 +</td> +<td style="text-align:right;"> +315 +</td> +<td style="text-align:right;"> +153 +</td> +</tr> +<tr> +<td style="text-align:right;"> +718496 +</td> +<td style="text-align:right;"> +1047 +</td> +<td style="text-align:right;"> +1047 +</td> +<td style="text-align:right;"> +1047 +</td> +<td style="text-align:right;"> +1047 +</td> +<td style="text-align:right;"> +153 +</td> +</tr> +<tr> +<td style="text-align:right;"> +832178 +</td> +<td style="text-align:right;"> +620 +</td> +<td style="text-align:right;"> +620 +</td> +<td style="text-align:right;"> +620 +</td> +<td style="text-align:right;"> +620 +</td> +<td style="text-align:right;"> +153 +</td> +</tr> +<tr> +<td style="text-align:right;"> +228243 +</td> +<td style="text-align:right;"> +390 +</td> +<td style="text-align:right;"> +390 +</td> +<td style="text-align:right;"> +390 +</td> +<td style="text-align:right;"> +390 +</td> +<td style="text-align:right;"> +153 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1784946 +</td> +<td style="text-align:right;"> +201 +</td> +<td style="text-align:right;"> +201 +</td> +<td style="text-align:right;"> +201 +</td> +<td style="text-align:right;"> +201 +</td> +<td style="text-align:right;"> +153 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1712313 +</td> +<td style="text-align:right;"> +2283 +</td> +<td style="text-align:right;"> +2283 +</td> +<td style="text-align:right;"> +2283 +</td> +<td style="text-align:right;"> +2283 +</td> +<td style="text-align:right;"> +153 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1226300 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +153 +</td> +</tr> +</tbody> +</table> +<pre class="r"><code>summary(elevation.out %>% + dplyr::select(-PlotObservationID, -elevation))</code></pre> +<pre><code>## Elevation_q2.5 Elevation_median Elevation_q97.5 DEM.res +## Min. :-1018.0 Min. :-474.0 Min. :-474 Min. : 76.4 +## 1st Qu.: 17.0 1st Qu.: 21.0 1st Qu.: 26 1st Qu.:153.0 +## Median : 163.0 Median : 178.0 Median : 194 Median :153.0 +## Mean : 441.6 Mean : 469.4 Mean : 506 Mean :153.1 +## 3rd Qu.: 593.0 3rd Qu.: 644.0 3rd Qu.: 698 3rd Qu.:153.0 +## Max. : 6155.0 Max. :6155.0 Max. :6155 Max. :306.0 +## NA's :104818 NA's :104818 NA's :104818 NA's :3082</code></pre> +<p>There are 104818 plots without elevation info, corresponding to 5.3% of total.<br /> +There are 51389 plots with elevation below sea level.<br /> + Join elevation data (only median)</p> +<pre class="r"><code>header <- header %>% + left_join(elevation.out %>% + dplyr::select(PlotObservationID, Elevation_median) %>% + rename(elevation_dem=Elevation_median) %>% + distinct(PlotObservationID, .keep_all=T), + by="PlotObservationID")</code></pre> +Summary and check +<table class="table table-striped table-hover table-condensed table-responsive" style="width: auto !important; margin-left: auto; margin-right: auto;"> +<caption> +Dataset with highest number of plots below sea level (10 randomly selected plots shown) +</caption> +<thead> +<tr> +<th style="text-align:left;"> +GIVD ID +</th> +<th style="text-align:left;"> +Dataset +</th> +<th style="text-align:right;"> +num.plot +</th> +</tr> +</thead> +<tbody> +<tr> +<td style="text-align:left;"> +EU-GB-001 +</td> +<td style="text-align:left;"> +Britain_nvcd +</td> +<td style="text-align:right;"> +67 +</td> +</tr> +<tr> +<td style="text-align:left;"> +AS-CN-007 +</td> +<td style="text-align:left;"> +China_Northern_Mountains_2 +</td> +<td style="text-align:right;"> +15 +</td> +</tr> +<tr> +<td style="text-align:left;"> +AU-AU-003 +</td> +<td style="text-align:left;"> +NSW Australia +</td> +<td style="text-align:right;"> +2 +</td> +</tr> +<tr> +<td style="text-align:left;"> +EU-00-004e +</td> +<td style="text-align:left;"> +Spain_sivim_sclerophyllous +</td> +<td style="text-align:right;"> +4 +</td> +</tr> +<tr> +<td style="text-align:left;"> +EU-00-016 +</td> +<td style="text-align:left;"> +Ammophiletea Database +</td> +<td style="text-align:right;"> +118 +</td> +</tr> +<tr> +<td style="text-align:left;"> +EU-RU-003 +</td> +<td style="text-align:left;"> +Russia_lysenko +</td> +<td style="text-align:right;"> +159 +</td> +</tr> +<tr> +<td style="text-align:left;"> +EU-IT-010 +</td> +<td style="text-align:left;"> +Italy_HabItAlp +</td> +<td style="text-align:right;"> +5 +</td> +</tr> +<tr> +<td style="text-align:left;"> +EU-HR-001 +</td> +<td style="text-align:left;"> +Croatia_mix +</td> +<td style="text-align:right;"> +95 +</td> +</tr> +<tr> +<td style="text-align:left;"> +NA-US-014 +</td> +<td style="text-align:left;"> +Aava +</td> +<td style="text-align:right;"> +21 +</td> +</tr> +<tr> +<td style="text-align:left;"> +EU-00-027 +</td> +<td style="text-align:left;"> +European Boreal Forest Database +</td> +<td style="text-align:right;"> +3 +</td> +</tr> +</tbody> +</table> +<p>Create Scatterplot between measured elevation in the field, and elevation derived from DEM</p> +<pre class="r"><code>#join measured and derived elevation +mydata <- header %>% + dplyr::select(PlotObservationID, `Altitude (m)`, elevation_dem) %>% + filter(!is.na(`Altitude (m)`) & !is.na(elevation_dem)) %>% + rename(elevation_measured=`Altitude (m)`) + +ggplot(data=mydata) + + geom_point(aes(x=elevation_measured, y=elevation_dem), alpha=1/10, cex=0.8) + + theme_bw() + + geom_abline(slope=0, intercept=0, col=2, lty=2) + + geom_abline(slope=1, intercept=1, col="Dark green")</code></pre> +<p><img 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" width="672" /></p> +</div> +</div> +<div id="map-of-plots" class="section level1"> +<h1>5 Map of plots</h1> +<pre class="r"><code>countries <- ne_countries(returnclass = "sf") %>% + st_transform(crs = "+proj=eck4") %>% + st_geometry() +graticules <- ne_download(type = "graticules_15", category = "physical", + returnclass = "sf") %>% + st_transform(crs = "+proj=eck4") %>% + st_geometry()</code></pre> +<pre><code>## OGR data source with driver: ESRI Shapefile +## Source: "/data/sPlot/users/Francesco/_tmp/Rtmpi0p64q", layer: "ne_110m_graticules_15" +## with 35 features +## It has 5 fields +## Integer64 fields read as strings: degrees scalerank</code></pre> +<pre class="r"><code>bb <- ne_download(type = "wgs84_bounding_box", category = "physical", + returnclass = "sf") %>% + st_transform(crs = "+proj=eck4") %>% + st_geometry()</code></pre> +<pre><code>## OGR data source with driver: ESRI Shapefile +## Source: "/data/sPlot/users/Francesco/_tmp/Rtmpi0p64q", layer: "ne_110m_wgs84_bounding_box" +## with 1 features +## It has 2 fields</code></pre> +<pre class="r"><code>## basic graph of the world in Eckert projection +w3a <- ggplot() + + geom_sf(data = bb, col = "grey20", fill = "white") + + geom_sf(data = graticules, col = "grey20", lwd = 0.1) + + geom_sf(data = countries, fill = "grey90", col = NA, lwd = 0.3) + + coord_sf(crs = "+proj=eck4") + + theme_minimal() + + theme(axis.text = element_blank(), + legend.title=element_text(size=12), + legend.text=element_text(size=12), + legend.background = element_rect(size=0.1, linetype="solid", colour = 1), + legend.key.height = unit(1.1, "cm"), + legend.key.width = unit(1.1, "cm")) + + scale_fill_viridis()</code></pre> +<p>Graph of plot density (hexagons)</p> +<pre class="r"><code>header2 <- header %>% + filter(!is.na(Longitude) | !is.na(Latitude)) %>% + dplyr::select(PlotObservationID, Latitude, Longitude, `GIVD ID`) %>% + filter(!(abs(Longitude) >171 & abs(Latitude>70))) +dggs <- dgconstruct(spacing=300, metric=T, resround='down')</code></pre> +<pre><code>## Resolution: 6, Area (km^2): 69967.8493448681, Spacing (km): 261.246386348549, CLS (km): 298.479323187169</code></pre> +<pre class="r"><code>#Get the corresponding grid cells for each earthquake epicenter (lat-long pair) +header2$cell <- dgGEO_to_SEQNUM(dggs, header2$Longitude, header2$Latitude)$seqnum + +#Calculate number of plots for each cell +header.out <- header2 %>% + group_by(cell) %>% + summarise(value.out=log(n(), 10)) + +#Get the grid cell boundaries for cells +grid <- dgcellstogrid(dggs, header.out$cell, frame=F) %>% + st_as_sf() %>% + mutate(cell = header.out$cell) %>% + mutate(value.out=header.out$value.out) %>% + st_transform("+proj=eck4") %>% + st_wrap_dateline(options = c("WRAPDATELINE=YES")) + +## plotting +legpos <- c(0.160, .24) +(w3 <- w3a + + geom_sf(data=grid, aes(fill=value.out),lwd=0, alpha=0.9) + + geom_sf(data = countries, col = "grey10", fill=NA, lwd = 0.3) + + scale_fill_viridis( + name="# plots", breaks=0:5, labels = c("1", "10", "100", + "1,000", "10,000", "100,000"), option="viridis" ) + + #labs(fill="# plots") + + theme(legend.position = legpos +c(-0.06, 0.25)) +)</code></pre> +<p><img 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width="768" style="display: block; margin: auto;" /></p> +<pre class="r"><code>ggsave(filename="../_pics/PlotDensityLog10_vir.png", width = 15, height = 7, units="in", dpi=300, plot=w3)</code></pre> +<p>Graph of plot location by Dataset</p> +<pre class="r"><code>header.sf <- header.shp %>% + st_as_sf() %>% + st_transform(crs = "+proj=eck4") + +(w4 <- w3a + + geom_sf(data=header.sf %>% + mutate(GIVD.ID=fct_shuffle(GIVD.ID)), aes(col=factor(GIVD.ID)), pch=16, size=0.8, alpha=0.6) + + geom_sf(data = countries, col = "grey10", fill=NA, lwd = 0.3) + + theme(legend.position = "none"))</code></pre> +<p><img 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width="768" style="display: block; margin: auto;" /></p> +<pre class="r"><code>ggsave(filename="../_pics/PlotDistrib_Dark2_shuffle1984.png", width = 15, height = 7, units="in", dpi=300, plot=w4) ## takes ~40' to render</code></pre> +<div id="fix-output-and-export" class="section level2"> +<h2>6 Fix output and export</h2> +<pre class="r"><code>#check +nrow(header)==nrow(header0)</code></pre> +<pre><code>## [1] TRUE</code></pre> +<pre class="r"><code>header <- header %>% + dplyr::select( + #Metadata + PlotObservationID, Dataset, "GIVD ID", "TV2 relevé number", "ORIG_NUM", "GUID", + #Geographic info + Longitude:"Location uncertainty (m)", Country, CONTINENT, sBiome, sBiomeID, Locality, + #Methodological info + "Relevé area (m²)", "Cover abundance scale", "Date of recording", "Plants recorded", + "Herbs identified (y/n)","Mosses identified (y/n)","Lichens identified (y/n)", + #Topographical + elevation_dem, "Altitude (m)", "Aspect (°)", "Slope (°)", + #Vegetation type + Forest:Naturalness, ESY, + #Vegetation structure + "Cover total (%)":"Maximum height cryptogams (mm)") +save(header, file = "../_output/header_sPlot3.0.RData")</code></pre> +<table class="table table-striped table-hover table-condensed table-responsive" style="width: auto !important; margin-left: auto; margin-right: auto;"> +<caption> +Example of header (first 20 rows) +</caption> +<thead> +<tr> +<th style="text-align:right;"> +PlotObservationID +</th> +<th style="text-align:left;"> +Dataset +</th> +<th style="text-align:left;"> +GIVD ID +</th> +<th style="text-align:right;"> +TV2 relevé number +</th> +<th style="text-align:right;"> +ORIG_NUM +</th> +<th style="text-align:left;"> +GUID +</th> +<th style="text-align:right;"> +Longitude +</th> +<th style="text-align:right;"> +Latitude +</th> +<th style="text-align:right;"> +Location uncertainty (m) +</th> +<th style="text-align:left;"> +Country +</th> +<th style="text-align:left;"> +CONTINENT +</th> +<th style="text-align:left;"> +sBiome +</th> +<th style="text-align:right;"> +sBiomeID +</th> +<th style="text-align:left;"> +Locality +</th> +<th style="text-align:right;"> +Relevé area (m²) +</th> +<th style="text-align:left;"> +Cover abundance scale +</th> +<th style="text-align:left;"> +Date of recording +</th> +<th style="text-align:left;"> +Plants recorded +</th> +<th style="text-align:left;"> +Herbs identified (y/n) +</th> +<th style="text-align:left;"> +Mosses identified (y/n) +</th> +<th style="text-align:left;"> +Lichens identified (y/n) +</th> +<th style="text-align:right;"> +elevation_dem +</th> +<th style="text-align:right;"> +Altitude (m) +</th> +<th style="text-align:right;"> +Aspect (°) +</th> +<th style="text-align:right;"> +Slope (°) +</th> +<th style="text-align:right;"> +Forest +</th> +<th style="text-align:right;"> +Shrubland +</th> +<th style="text-align:right;"> +Grassland +</th> +<th style="text-align:right;"> +Wetland +</th> +<th style="text-align:right;"> +Sparse.vegetation +</th> +<th style="text-align:right;"> +Naturalness +</th> +<th style="text-align:left;"> +ESY +</th> +<th style="text-align:right;"> +Cover total (%) +</th> +<th style="text-align:right;"> +Cover tree layer (%) +</th> +<th style="text-align:right;"> +Cover shrub layer (%) +</th> +<th style="text-align:right;"> +Cover herb layer (%) +</th> +<th style="text-align:right;"> +Cover moss layer (%) +</th> +<th style="text-align:right;"> +Cover lichen layer (%) +</th> +<th style="text-align:right;"> +Cover algae layer (%) +</th> +<th style="text-align:right;"> +Cover litter layer (%) +</th> +<th style="text-align:right;"> +Cover open water (%) +</th> +<th style="text-align:right;"> +Cover bare rock (%) +</th> +<th style="text-align:right;"> +Height (highest) trees (m) +</th> +<th style="text-align:right;"> +Height lowest trees (m) +</th> +<th style="text-align:right;"> +Height (highest) shrubs (m) +</th> +<th style="text-align:right;"> +Height lowest shrubs (m) +</th> +<th style="text-align:right;"> +Aver. height (high) herbs (cm) +</th> +<th style="text-align:right;"> +Aver. height lowest herbs (cm) +</th> +<th style="text-align:right;"> +Maximum height herbs (cm) +</th> +<th style="text-align:right;"> +Maximum height cryptogams (mm) +</th> +</tr> +</thead> +<tbody> +<tr> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +Albanian Vegetation Database +</td> +<td style="text-align:left;"> +EU-AL-001 +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +2089C3E0-6A5C-4D57-B83B-C651D7BADEE0 +</td> +<td style="text-align:right;"> +19.39064 +</td> +<td style="text-align:right;"> +41.86004 +</td> +<td style="text-align:right;"> +15 +</td> +<td style="text-align:left;"> +Albania +</td> +<td style="text-align:left;"> +EU +</td> +<td style="text-align:left;"> +Subtropics with winter rain +</td> +<td style="text-align:right;"> +4 +</td> +<td style="text-align:left;"> +Buna River Protected Landscape +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:left;"> +Braun/Blanquet (new) +</td> +<td style="text-align:left;"> +2012-06-26 +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +N +</td> +<td style="text-align:left;"> +N +</td> +<td style="text-align:right;"> +2 +</td> +<td style="text-align:right;"> +2 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +C51a +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +90 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +150 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +</tr> +<tr> +<td style="text-align:right;"> +2 +</td> +<td style="text-align:left;"> +Albanian Vegetation Database +</td> +<td style="text-align:left;"> +EU-AL-001 +</td> +<td style="text-align:right;"> +2 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +DD8ECD2E-BE9A-4F6F-8B1A-E5428EFAE462 +</td> +<td style="text-align:right;"> +19.39028 +</td> +<td style="text-align:right;"> +41.85990 +</td> +<td style="text-align:right;"> +15 +</td> +<td style="text-align:left;"> +Albania +</td> +<td style="text-align:left;"> +EU +</td> +<td style="text-align:left;"> +Subtropics with winter rain +</td> +<td style="text-align:right;"> +4 +</td> +<td style="text-align:left;"> +Buna River Protected Landscape +</td> +<td style="text-align:right;"> +60 +</td> +<td style="text-align:left;"> +Braun/Blanquet (new) +</td> +<td style="text-align:left;"> +2012-06-26 +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +N +</td> +<td style="text-align:left;"> +N +</td> +<td style="text-align:right;"> +2 +</td> +<td style="text-align:right;"> +2 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +? +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +90 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +160 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +</tr> +<tr> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:left;"> +Albanian Vegetation Database +</td> +<td style="text-align:left;"> +EU-AL-001 +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +8F0D02F1-5DF1-40B0-AEBF-520B49FA54DC +</td> +<td style="text-align:right;"> +19.37799 +</td> +<td style="text-align:right;"> +41.84715 +</td> +<td style="text-align:right;"> +15 +</td> +<td style="text-align:left;"> +Albania +</td> +<td style="text-align:left;"> +EU +</td> +<td style="text-align:left;"> +Subtropics with winter rain +</td> +<td style="text-align:right;"> +4 +</td> +<td style="text-align:left;"> +Buna River Protected Landscape +</td> +<td style="text-align:right;"> +30 +</td> +<td style="text-align:left;"> +Braun/Blanquet (new) +</td> +<td style="text-align:left;"> +2012-06-26 +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +N +</td> +<td style="text-align:left;"> +N +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +160 +</td> +<td style="text-align:right;"> +4 +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +E +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +45 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +30 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +</tr> +<tr> +<td style="text-align:right;"> +4 +</td> +<td style="text-align:left;"> +Albanian Vegetation Database +</td> +<td style="text-align:left;"> +EU-AL-001 +</td> +<td style="text-align:right;"> +4 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +EC1B5E84-2B62-4FDA-B2A9-9D8E0B7A62B0 +</td> +<td style="text-align:right;"> +19.37800 +</td> +<td style="text-align:right;"> +41.84716 +</td> +<td style="text-align:right;"> +15 +</td> +<td style="text-align:left;"> +Albania +</td> +<td style="text-align:left;"> +EU +</td> +<td style="text-align:left;"> +Subtropics with winter rain +</td> +<td style="text-align:right;"> +4 +</td> +<td style="text-align:left;"> +Buna River Protected Landscape +</td> +<td style="text-align:right;"> +10 +</td> +<td style="text-align:left;"> +Braun/Blanquet (new) +</td> +<td style="text-align:left;"> +2012-06-26 +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +N +</td> +<td style="text-align:left;"> +N +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +? +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +50 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +20 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +</tr> +<tr> +<td style="text-align:right;"> +5 +</td> +<td style="text-align:left;"> +Albanian Vegetation Database +</td> +<td style="text-align:left;"> +EU-AL-001 +</td> +<td style="text-align:right;"> +5 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +73CB0497-09D0-4DD8-A9BA-102C2A03931D +</td> +<td style="text-align:right;"> +19.38444 +</td> +<td style="text-align:right;"> +41.86112 +</td> +<td style="text-align:right;"> +15 +</td> +<td style="text-align:left;"> +Albania +</td> +<td style="text-align:left;"> +EU +</td> +<td style="text-align:left;"> +Subtropics with winter rain +</td> +<td style="text-align:right;"> +4 +</td> +<td style="text-align:left;"> +Buna River Protected Landscape +</td> +<td style="text-align:right;"> +80 +</td> +<td style="text-align:left;"> +Braun/Blanquet (new) +</td> +<td style="text-align:left;"> +2012-06-26 +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +N +</td> +<td style="text-align:left;"> +N +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +E +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +85 +</td> +<td style="text-align:right;"> +5 +</td> +<td style="text-align:right;"> +80 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +10 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +20 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +150 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +</tr> +<tr> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:left;"> +Albanian Vegetation Database +</td> +<td style="text-align:left;"> +EU-AL-001 +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +BF2B97B9-ADDB-4E34-8B9B-08CB40392484 +</td> +<td style="text-align:right;"> +19.43621 +</td> +<td style="text-align:right;"> +41.92741 +</td> +<td style="text-align:right;"> +15 +</td> +<td style="text-align:left;"> +Albania +</td> +<td style="text-align:left;"> +EU +</td> +<td style="text-align:left;"> +Subtropics with winter rain +</td> +<td style="text-align:right;"> +4 +</td> +<td style="text-align:left;"> +Buna River Protected Landscape +</td> +<td style="text-align:right;"> +30 +</td> +<td style="text-align:left;"> +Braun/Blanquet (new) +</td> +<td style="text-align:left;"> +2012-06-27 +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +N +</td> +<td style="text-align:left;"> +N +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +2 +</td> +<td style="text-align:right;"> 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style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +</tr> +<tr> +<td style="text-align:right;"> +7 +</td> +<td style="text-align:left;"> +Albanian Vegetation Database +</td> +<td style="text-align:left;"> +EU-AL-001 +</td> +<td style="text-align:right;"> +7 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +DD3CACE3-AE62-4547-8718-C36EF8905E07 +</td> +<td style="text-align:right;"> +19.43625 +</td> +<td style="text-align:right;"> +41.92736 +</td> +<td style="text-align:right;"> +15 +</td> +<td style="text-align:left;"> +Albania +</td> +<td style="text-align:left;"> +EU +</td> +<td style="text-align:left;"> +Subtropics with winter rain +</td> +<td style="text-align:right;"> +4 +</td> +<td style="text-align:left;"> +Buna River Protected Landscape +</td> +<td style="text-align:right;"> +2 +</td> +<td style="text-align:left;"> +Braun/Blanquet (new) +</td> +<td style="text-align:left;"> 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+<td style="text-align:left;"> +E07F1B54-5A6D-44F3-B503-00E7F9840C69 +</td> +<td style="text-align:right;"> +19.44038 +</td> +<td style="text-align:right;"> +41.91412 +</td> +<td style="text-align:right;"> +15 +</td> +<td style="text-align:left;"> +Albania +</td> +<td style="text-align:left;"> +EU +</td> +<td style="text-align:left;"> +Subtropics with winter rain +</td> +<td style="text-align:right;"> +4 +</td> +<td style="text-align:left;"> +Buna River Protected Landscape +</td> +<td style="text-align:right;"> +5 +</td> +<td style="text-align:left;"> +Braun/Blanquet (new) +</td> +<td style="text-align:left;"> +2012-06-27 +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +N +</td> +<td style="text-align:left;"> +N +</td> +<td style="text-align:right;"> +10 +</td> +<td style="text-align:right;"> +8 +</td> +<td style="text-align:right;"> +40 +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +IE51 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +90 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +20 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +</tr> +<tr> +<td style="text-align:right;"> +16 +</td> +<td style="text-align:left;"> +Albanian Vegetation Database +</td> +<td style="text-align:left;"> +EU-AL-001 +</td> +<td style="text-align:right;"> +16 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +5CDF9483-6D2A-4A47-ADCD-59D5F405BE2F +</td> +<td style="text-align:right;"> +19.44207 +</td> +<td style="text-align:right;"> +41.91515 +</td> +<td style="text-align:right;"> +15 +</td> +<td style="text-align:left;"> +Albania +</td> +<td style="text-align:left;"> +EU +</td> +<td style="text-align:left;"> +Subtropics with winter rain +</td> +<td style="text-align:right;"> +4 +</td> +<td style="text-align:left;"> +Buna River Protected Landscape +</td> +<td style="text-align:right;"> +50 +</td> +<td style="text-align:left;"> +Braun/Blanquet (new) +</td> +<td style="text-align:left;"> +2012-06-27 +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +N +</td> +<td style="text-align:left;"> +N +</td> +<td style="text-align:right;"> +15 +</td> +<td style="text-align:right;"> +9 +</td> +<td style="text-align:right;"> +20 +</td> +<td style="text-align:right;"> +10 +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +F31e +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +100 +</td> +<td style="text-align:right;"> +5 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +25 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +</tr> +<tr> +<td style="text-align:right;"> +17 +</td> +<td style="text-align:left;"> +Albanian Vegetation Database +</td> +<td style="text-align:left;"> +EU-AL-001 +</td> +<td style="text-align:right;"> +17 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +CE9629F3-6FD8-4778-8DAE-DA9C95B65EEE +</td> +<td style="text-align:right;"> +19.44046 +</td> +<td style="text-align:right;"> +41.91133 +</td> +<td style="text-align:right;"> +15 +</td> +<td style="text-align:left;"> +Albania +</td> +<td style="text-align:left;"> +EU +</td> +<td style="text-align:left;"> +Subtropics with winter rain +</td> +<td style="text-align:right;"> +4 +</td> +<td style="text-align:left;"> +Buna River Protected Landscape +</td> +<td style="text-align:right;"> +50 +</td> +<td style="text-align:left;"> +Braun/Blanquet (new) +</td> +<td style="text-align:left;"> +2012-06-27 +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +N +</td> +<td style="text-align:left;"> +N +</td> +<td style="text-align:right;"> +22 +</td> +<td style="text-align:right;"> +16 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +G17a +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +90 +</td> +<td style="text-align:right;"> +15 +</td> +<td style="text-align:right;"> +10 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +50 +</td> +<td style="text-align:right;"> +5 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +20 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +</tr> +<tr> +<td style="text-align:right;"> +18 +</td> +<td style="text-align:left;"> +Albanian Vegetation Database +</td> +<td style="text-align:left;"> +EU-AL-001 +</td> +<td style="text-align:right;"> +18 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +EB1441EC-7B95-4806-819C-56BA8C50A7EC +</td> +<td style="text-align:right;"> +19.44037 +</td> +<td style="text-align:right;"> +41.91150 +</td> +<td style="text-align:right;"> +15 +</td> +<td style="text-align:left;"> +Albania +</td> +<td style="text-align:left;"> +EU +</td> +<td style="text-align:left;"> +Subtropics with winter rain +</td> +<td style="text-align:right;"> +4 +</td> +<td style="text-align:left;"> +Buna River Protected Landscape +</td> +<td style="text-align:right;"> +80 +</td> +<td style="text-align:left;"> +Braun/Blanquet (new) +</td> +<td style="text-align:left;"> +2012-06-27 +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +N +</td> +<td style="text-align:left;"> +N +</td> +<td style="text-align:right;"> +14 +</td> +<td style="text-align:right;"> +24 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +G17a +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +100 +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +5 +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +20 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +</tr> +<tr> +<td style="text-align:right;"> +19 +</td> +<td style="text-align:left;"> +Albanian Vegetation Database +</td> +<td style="text-align:left;"> +EU-AL-001 +</td> +<td style="text-align:right;"> +19 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +19AB31F4-9039-4E18-A60F-BFC191EEC8E5 +</td> +<td style="text-align:right;"> +19.43523 +</td> +<td style="text-align:right;"> +41.90469 +</td> +<td style="text-align:right;"> +15 +</td> +<td style="text-align:left;"> +Albania +</td> +<td style="text-align:left;"> +EU +</td> +<td style="text-align:left;"> +Subtropics with winter rain +</td> +<td style="text-align:right;"> +4 +</td> +<td style="text-align:left;"> +Buna River Protected Landscape +</td> +<td style="text-align:right;"> +50 +</td> +<td style="text-align:left;"> +Braun/Blanquet (new) +</td> +<td style="text-align:left;"> +2012-06-27 +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +N +</td> +<td style="text-align:left;"> +N +</td> +<td style="text-align:right;"> +26 +</td> +<td style="text-align:right;"> +21 +</td> +<td style="text-align:right;"> +180 +</td> +<td style="text-align:right;"> +15 +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +G17a +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +100 +</td> +<td style="text-align:right;"> +90 +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +8 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +20 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +</tr> +<tr> +<td style="text-align:right;"> +20 +</td> +<td style="text-align:left;"> +Albanian Vegetation Database +</td> +<td style="text-align:left;"> +EU-AL-001 +</td> +<td style="text-align:right;"> +20 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +EBADE079-7015-4486-B1F7-72BDB235FE50 +</td> +<td style="text-align:right;"> +19.44371 +</td> +<td style="text-align:right;"> +41.89758 +</td> +<td style="text-align:right;"> +15 +</td> +<td style="text-align:left;"> +Albania +</td> +<td style="text-align:left;"> +EU +</td> +<td style="text-align:left;"> +Subtropics with winter rain +</td> +<td style="text-align:right;"> +4 +</td> +<td style="text-align:left;"> +Buna River Protected Landscape +</td> +<td style="text-align:right;"> +80 +</td> +<td style="text-align:left;"> +Braun/Blanquet (new) +</td> +<td style="text-align:left;"> +2012-06-27 +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +N +</td> +<td style="text-align:left;"> +N +</td> +<td style="text-align:right;"> +25 +</td> +<td style="text-align:right;"> +13 +</td> +<td style="text-align:right;"> +180 +</td> +<td style="text-align:right;"> +15 +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +Fa +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +90 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +17 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +</tr> +</tbody> +</table> +</div> +<div id="supplementary-material" class="section level2"> +<h2>Supplementary Material</h2> +<div id="annex-1---ancillary-function---predextr" class="section level3"> +<h3>ANNEX 1 - Ancillary function - <code>PredExtr</code></h3> +<pre class="r"><code># define ancillary functions +robust.mean <- function(x){mean(x, na.rm=T)} +robust.mode <- function(x){if(any(x!=0)) { + a <- x[which(x!=0)] #exclude zero (i.e. NAs) + return(as.numeric(names(sort(table(a), decreasing=T))[1]))} else + return(NA)} +robust.sd <- function(x){sd(x, na.rm=T)} + +#main function +PredExtr <- function(x.shp, myfunction=NA, output=NA, + toextract, typp=c("raster", "shp"), ncores, chunkn=1, chunk.i=NA){ + print("Load Packages") + require(foreach) + require(parallel) + require(doParallel) + require(raster) + require(rgeos) + require(rgdal) + + print(paste("Loading", typp, "data :", toextract)) + print(paste("output will be:", output)) + if(typp=="raster"){ mypredictor <- raster(toextract)} else + mypredictor <- readOGR(toextract) + colnames(mypredictor@data) + header.shp <-readOGR(x.shp) + crs(mypredictor) <- crs(header.shp) #should be verified beforehand! + + + + ## Divide in chunks if requested + if(chunkn>1 & !is.na(chunk.i)){ + print(paste("divide in chunks and run on chunk n.", chunk.i)) + indices <- 1:length(header.shp) + chunks <- split(indices, sort(indices%%chunkn)) + header.shp <- header.shp[chunks[[chunk.i]],] + } + + print("myfunction defined as") + print(myfunction) + + print("go parallel") + cl <- makeForkCluster(ncores, outfile="" ) + registerDoParallel(cl) + + print("start main foreach loop") + if(typp=="raster"){ + out <- foreach(i=1:length(header.shp), .packages=c('raster'), .combine=rbind) %dopar% { + tmp <- raster::extract(mypredictor, header.shp[i,], + buffer=min(10000, max(250, header.shp@data$lc_ncrt[i])), fun=myfunction) + } + if(!is.na(output)) {write.csv(out, file = output)} else{return(out)} + } else { + out <- sp::over(x=header.shp, y=mypredictor) + toassign <- header.shp[which(is.na(out[,1])),] + print(paste(length(toassign), "plots not matched directely - seek for NN")) + if(length(toassign)>0){ + + nearest <- foreach(i=1:length(toassign), .packages=c('raster'), .combine=rbind) %dopar% { + print(i) + nearest.tmp <- tryCatch(geosphere::dist2Line(header.shp[i,], mypredictor), + error = function(e){data.frame(distance=NA, lon=NA, lat=NA,ID=NA)} + ) + #nearest.tmp <- geosphere::dist2Line(toassign[i,], mypredictor) + return(nearest.tmp) + } + + + out[which(is.na(out[,1])),] <- mypredictor@data[nearest[,"ID"],] + } + if(!is.na(output)) {write.csv(out, file = output)} else{return(out)} + } + stopCluster(cl) + }</code></pre> +</div> +<div id="annex-2---ancillary-function---elevationextract" class="section level3"> +<h3>ANNEX 2 - Ancillary function - <code>ElevationExtract</code></h3> +<pre class="r"><code>ElevationExtract <- function(header, output, ncores, chunk.i){ + print("load packages") + require(tidyverse) + + require(rgdal) + require(sp) + require(rgeos) + require(raster) + require(rworldmap) + require(elevatr) + + require(parallel) + require(doParallel) + + print("Import header and divide in tiles") + header.shp <- readOGR(header) + header.tiles <- header.shp@data %>% + bind_cols(as.data.frame(header.shp@coords)) %>% + rename(PlotObservationID=PltObID, Longitude=coords.x1, Latitude=coords.x2) %>% + mutate(lc_ncrt=abs(lc_ncrt)) %>% + filter(lc_ncrt <= 50000) %>% + mutate_at(.vars=vars(Longitude, Latitude), + .funs=list(tile=~cut(., breaks = seq(-180,180, by=.2)))) %>% + mutate(tilenam=factor(paste(Longitude_tile, Latitude_tile))) + + + print("Get continent") + sPDF <- rworldmap::getMap(resolution="high") + continent.high <- sPDF[,"continent"] + crs(continent.high) <- CRS("+init=epsg:4326") + continent.high@data$continent <- fct_recode(continent.high@data$continent, "South America"="South America and the Caribbean") + continent.high.merc <- spTransform(continent.high, CRS( "+init=epsg:3857 +proj=merc +a=6378137 +b=6378137 +lat_ts=0.0 +lon_0=0.0 +x_0=0.0 +y_0=0 +k=1.0 +units=m ++nadgrids=@null +no_defs")) + + print("go parallel") + cl <- makeForkCluster(ncores, outfile="") + registerDoParallel(ncores) + + clusterEvalQ(cl, { + library(rgdal) + library(raster) + library(sp) + library(elevatr) + library(dplyr) + }) + + print("create list of tiles still to do") + myfiles <- list.files(path = output, pattern = "[A-Za-z]*_[0-9]+\\.RData$") + done <- NULL + done <- as.numeric(unlist(regmatches(myfiles, gregexpr("[[:digit:]]+", myfiles)))) + todo <- 1:nlevels(header.tiles$tilenam) + if(length(done)>0) {todo <- todo[-which(todo %in% done)]} + todo <- sample(todo, replace=F) + print(paste(length(todo), "tiles to do")) + + print("divide in chunks") + #divide in chunks + todo.chunks <- split(todo, sort(todo%%10)) + + print(paste("start main foreach loop on chunk n=", chunk.i)) + print(paste(length(todo.chunks[[chunk.i]]), "to do")) + foreach(i = todo.chunks[[chunk.i]]) %dopar% { + print(paste("doing", i)) + #create sp and project data + if(nrow(header.tiles %>% + filter(tilenam %in% levels(header.tiles$tilenam)[i])) ==0 ) next() + sp.tile <- SpatialPointsDataFrame(coords=header.tiles %>% + filter(tilenam %in% levels(header.tiles$tilenam)[i]) %>% + dplyr::select(Longitude, Latitude), + data=header.tiles %>% + filter(tilenam %in% levels(header.tiles$tilenam)[i]) %>% + dplyr::select(-Longitude, -Latitude), + proj4string = CRS("+init=epsg:4326")) + sp.tile <- spTransform(sp.tile, CRSobj = CRS("+init=epsg:3857 +proj=merc +a=6378137 +b=6378137 +lat_ts=0.0 + +lon_0=0.0 +x_0=0.0 +y_0=0 +k=1.0 +units=m +nadgrids=@null + +no_defs ")) #project to mercator + + #retrieve dem raster + tryCatch(raster.tile <- get_elev_raster(sp.tile, z=9, expand=max(sp.tile$lc_ncrt), clip="bbox"), + error = function(e){e} + ) + if(!exists("raster.tile")) { + raster.tile <- NA + print(paste("tile", i, "doesn't work!, skip to next")) + save(raster.tile, file = paste(output, "elevation_tile_", i, "failed.RData", sep="")) + rm(raster.tile) + } else { + # clip dem tile with continent shape + raster.tile <- mask(raster.tile, continent.high.merc) + + #extract and summarize elevation data + elev.tile <- raster::extract(raster.tile, sp.tile, small=T) + elev.tile.buffer <- raster::extract(raster.tile, sp.tile, + buffer=sp.tile@data$lc_ncrt, + small=T) + tmp <- round(mapply( quantile, + x=elev.tile.buffer, + #center=elev.tile, + probs=rep(c(0.025, 0.5, 0.975), each=length(elev.tile)), + #lc_ncrt=sp.tile$lc_ncrt, + na.rm=T)) + elev.q95 <- setNames(data.frame(matrix(tmp, ncol = 3, nrow = length(elev.tile.buffer))), + c("Elevation_q2.5", "Elevation_median", "Elevation_q97.5")) + output.tile <- data.frame(PlotObservationID=sp.tile$PlotObservationID, + elevation=round(elev.tile), + elev.q95, + DEM.res=res(raster.tile)[1]) + + #save output + save(output.tile, file = paste(output, "elevation_tile_", i, ".RData", sep="")) + print(paste(i, "done")) + }} + stopCluster(cl) + }</code></pre> +</div> +<div id="annex-3---sessioninfo" class="section level3"> +<h3>ANNEX 3 - SessionInfo()</h3> +<pre class="r"><code>sessionInfo()</code></pre> +<pre><code>## R version 3.6.3 (2020-02-29) +## Platform: x86_64-pc-linux-gnu (64-bit) +## Running under: Ubuntu 16.04.6 LTS +## +## Matrix products: default +## BLAS: /usr/lib/openblas-base/libblas.so.3 +## LAPACK: /usr/lib/libopenblasp-r0.2.18.so +## +## locale: +## [1] LC_CTYPE=en_US.UTF-8 LC_NUMERIC=C +## [3] LC_TIME=en_US.UTF-8 LC_COLLATE=en_US.UTF-8 +## [5] LC_MONETARY=en_US.UTF-8 LC_MESSAGES=en_US.UTF-8 +## [7] LC_PAPER=en_US.UTF-8 LC_NAME=en_US.UTF-8 +## [9] LC_ADDRESS=en_US.UTF-8 LC_TELEPHONE=en_US.UTF-8 +## [11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=en_US.UTF-8 +## +## attached base packages: +## [1] stats graphics grDevices utils datasets methods base +## +## other attached packages: +## [1] dggridR_2.0.3 rnaturalearth_0.1.0 sf_0.7-4 +## [4] elevatr_0.2.0 rworldmap_1.3-6 raster_3.0-7 +## [7] rgeos_0.5-2 rgdal_1.4-3 sp_1.4-1 +## [10] kableExtra_1.1.0 knitr_1.28 xlsx_0.6.3 +## [13] viridis_0.5.1 viridisLite_0.3.0 forcats_0.5.0 +## [16] stringr_1.4.0 dplyr_0.8.5 purrr_0.3.3 +## [19] readr_1.3.1 tidyr_1.0.2 tibble_2.1.3 +## [22] ggplot2_3.3.0 tidyverse_1.3.0 +## +## loaded via a namespace (and not attached): +## [1] httr_1.4.1 maps_3.3.0 jsonlite_1.6.1 dotCall64_1.0-0 +## [5] modelr_0.1.6 assertthat_0.2.1 highr_0.8 xlsxjars_0.6.1 +## [9] cellranger_1.1.0 yaml_2.2.1 pillar_1.4.2 backports_1.1.5 +## [13] lattice_0.20-40 glue_1.3.1 digest_0.6.23 rvest_0.3.5 +## [17] colorspace_1.4-1 htmltools_0.4.0 pkgconfig_2.0.3 broom_0.5.5 +## [21] haven_2.2.0 scales_1.1.0 webshot_0.5.2 farver_2.0.3 +## [25] generics_0.0.2 withr_2.1.2 cli_2.0.2 magrittr_1.5 +## [29] crayon_1.3.4 readxl_1.3.1 maptools_0.9-9 evaluate_0.14 +## [33] fs_1.3.2 fansi_0.4.1 nlme_3.1-145 class_7.3-15 +## [37] xml2_1.2.2 foreign_0.8-76 tools_3.6.3 hms_0.5.3 +## [41] lifecycle_0.2.0 munsell_0.5.0 reprex_0.3.0 e1071_1.7-3 +## [45] compiler_3.6.3 rlang_0.4.4 units_0.6-5 classInt_0.4-2 +## [49] grid_3.6.3 rstudioapi_0.11 spam_2.5-1 rmarkdown_2.1 +## [53] gtable_0.3.0 codetools_0.2-16 DBI_1.1.0 R6_2.4.1 +## [57] gridExtra_2.3 lubridate_1.7.4 rworldxtra_1.01 KernSmooth_2.23-16 +## [61] rJava_0.9-11 stringi_1.4.6 Rcpp_1.0.3 fields_10.3 +## [65] vctrs_0.2.3 dbplyr_1.4.2 tidyselect_1.0.0 xfun_0.12</code></pre> +</div> +</div> +</div> + + + + +</div> + +<script> + +// add bootstrap table styles to pandoc tables +function bootstrapStylePandocTables() { + $('tr.header').parent('thead').parent('table').addClass('table table-condensed'); +} +$(document).ready(function () { + bootstrapStylePandocTables(); +}); + + +</script> + +<!-- tabsets --> + +<script> +$(document).ready(function () { + window.buildTabsets("TOC"); +}); + +$(document).ready(function () { + $('.tabset-dropdown > .nav-tabs > li').click(function () { + $(this).parent().toggleClass('nav-tabs-open') + }); +}); +</script> + +<!-- code folding --> + + +<!-- dynamically load mathjax for compatibility with self-contained --> +<script> + (function () { + var script = document.createElement("script"); + script.type = "text/javascript"; + script.src = 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) 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+ border-radius: 4px; + background-color: transparent; +} + +.tabset-dropdown > .nav-tabs.nav-tabs-open > li { + display: block; + float: none; +} + +.tabset-dropdown > .nav-tabs > li { + display: none; +} +</style> + +<!-- code folding --> + + + + +</head> + +<body> + + +<div class="container-fluid main-container"> + + + + +<div class="fluid-row" id="header"> + + + +<h1 class="title toc-ignore">sPlot 3.0 - Environmental Data</h1> +<h4 class="author">Francesco Maria Sabatini</h4> +<h4 class="date">2/14/2020</h4> + +</div> + + +<center> +<img 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" title="sPlot Logo" /> +</center> +<p><strong>Timestamp:</strong> Fri Mar 13 10:20:02 2020<br /> +<strong>Drafted:</strong> Francesco Maria Sabatini<br /> +<strong>Revised:</strong><br /> +<strong>version:</strong> 1.0</p> +<p>This report documents how environmental variables were extracted when constructing sPlot 3.0. It is based on dataset sPlot_3.0.2, received on 24/07/2019 from Stephan Hennekens.</p> +<pre class="r"><code>knitr::opts_chunk$set(echo = TRUE) +library(tidyverse) +library(viridis) +library(readr) +library(xlsx) +library(knitr) +library(kableExtra) + +## Spatial packages +library(rgdal) +library(sp) +library(sf) +library(rgeos) +library(raster) +library(rworldmap) +#library(elevatr) +#library(rnaturalearth) +#library(dggridR) + +source("A98_PredictorsExtract.R") + +#save temporary files +write("TMPDIR = /data/sPlot/users/Francesco/_tmp", file=file.path(Sys.getenv('TMPDIR'), '.Renviron')) +write("R_USER = /data/sPlot/users/Francesco/_tmp", file=file.path(Sys.getenv('R_USER'), '.Renviron')) +rasterOptions(tmpdir="/data/sPlot/users/Francesco/_tmp") + +#Ancillary variables +get.summary <- function(x){x %>% + summarize_all(.funs=list(num.NAs=~sum(is.na(.)), + min=~min(., na.rm=T), + q025=~quantile(., 0.25, na.rm=T), + q50=~quantile(., 0.50, na.rm=T), + q75=~quantile(., .75, na.rm=T), + max=~max(., na.rm=T), + mean=~mean(., na.rm=T), + sd=~sd(., na.rm=T))) %>% + gather(variable, value) %>% + separate(variable, sep="_", into=c("variable", "stat")) %>% + mutate(stat=factor(stat, levels=c("num.NAs", "min", "q025", "q50", "q75", "max", "mean", "sd"))) %>% + spread(key=stat, value=value) +}</code></pre> +<div id="import-header-data" class="section level2"> +<h2>1 Import header data</h2> +<pre class="r"><code>load("../_output/header_sPlot3.0.RData")</code></pre> +<p>Create spatial point dataframe for sPlot data to intersect with spatial layers. Include the fiels <code>Location uncertainty</code> to allow for fuzzy matching. Each plot was intersected with the corresponding layer of environmental (soil, climate) attributes accounting for their location uncertainty (minimum set to 250m). For computing reasons, the maximum location uncertainty was set to 10km. The user should therefore be aware that the variability in climate and soil features estimations may be underestimated for plots with very high location uncertainty.</p> +<pre class="r"><code>header.shp <- header %>% + filter(!is.na(Longitude) | !is.na(Latitude)) +header.shp <- SpatialPointsDataFrame(coords= header.shp %>% + dplyr::select(Longitude, Latitude), + proj4string = CRS("+init=epsg:4326"), + data=data.frame(PlotObservationID= header.shp$PlotObservationID, + loc.uncert=header.shp$`Location uncertainty (m)`, + `GIVD ID`=header.shp$`GIVD ID`))</code></pre> +<pre><code>## OGR data source with driver: ESRI Shapefile +## Source: "/data/sPlot/users/Francesco/sPlot3/_derived", layer: "header.shp" +## with 1976235 features +## It has 3 fields</code></pre> +</div> +<div id="climate" class="section level2"> +<h2>2 Climate</h2> +<p>Bioclimatic variables (bio01-bio19) derive from <a href="http://chelsa-climate.org/bioclim/">CHELSA</a></p> +<p>Codes:</p> +<p>Bio1 = Annual Mean Temperature<br /> +Bio2 = Mean Diurnal Range<br /> +Bio3 = Isothermality<br /> +Bio4 = Temperature Seasonality<br /> +Bio5 = Max Temperature of Warmest Month<br /> +Bio6 = Min Temperature of Coldest Month<br /> +Bio7 = Temperature Annual Range<br /> +Bio8 = Mean Temperature of Wettest Quarter<br /> +Bio9 = Mean Temperature of Driest Quarter<br /> +Bio10 = Mean Temperature of Warmest Quarter<br /> +Bio11 = Mean Temperature of Coldest Quarter<br /> +Bio12 = Annual Precipitation<br /> +Bio13 = Precipitation of Wettest Month<br /> +Bio14 = Precipitation of Driest Month<br /> +Bio15 = Precipitation Seasonality<br /> +Bio16 = Precipitation of Wettest Quarter<br /> +Bio17 = Precipitation of Driest Quarter<br /> +Bio18 = Precipitation of Warmest Quarter<br /> +Bio19 = Precipitation of Coldest Quarter</p> + +<p>Download raster files:</p> +<pre class="r"><code>library(downloader) +url.chelsa <- list() +for(i in 1:19){ + ii <- stringr::str_pad(1:19, width=2, side="left", pad="0")[i] + url.chelsa[[i]] <- paste("https://www.wsl.ch/lud/chelsa/data/bioclim/integer/CHELSA_bio10_", ii, ".tif", sep="") + download(url.chelsa[[i]], + paste("/data/sPlot/users/Francesco/Ancillary_Data/CHELSA/CHELSA_bio10_", ii, ".tif", sep=""), + mode = "wb") +}</code></pre> +<p>Intersect <code>header.shp</code> with each raster of the CHELSA collection.<br /> +Performed in EVE HPC cluster using function <code>A98_PredictorsExtract.R</code>. Divided in 99 chunks.</p> +<pre class="r"><code>for(i in 1:19){ + ff <- paste("/data/sPlot/users/Francesco/Ancillary_Data/CHELSA/CHELSA_bio10_", + stringr::str_pad(i, width=2, side="left", pad="0"), ".tif", sep="") + chelsa.i <- raster(ff) + #define output paths + output.ff1 <- paste("/data/sPlot/users/Francesco/sPlot3/_derived/output_pred/CHELSA_bio10_", + stringr::str_pad(i, width=2, side="left", pad="0"), ".csv", sep="") + output.ff2 <- paste("/data/sPlot/users/Francesco/sPlot3/_derived/output_pred/CHELSA_bio10_", + stringr::str_pad(i, width=2, side="left", pad="0"), "_sd.csv", sep="") + # Run PredExtr function + chelsa.out <- PredExtr(x.shp = header.shp, toextract = chelsa.i, myfunction = "robust.mean", + ncores = 4, typp = "raster", output.ff1) + chelsa.sd <- PredExtr(x.shp = header.shp, toextract = chelsa.i, myfunction = "sd", + ncores = 4, typp = "raster", output).ff2 +}</code></pre> +<p>Reimport and assemble output.</p> +<pre class="r"><code>chelsa.files <- list.files(path="../_derived/output_pred/", pattern="CHELSA_bio10_[0-9]+.csv$", full.names=T) +chelsa.out <- do.call(cbind, lapply(chelsa.files, + function(x) {read_csv(x,col_types = cols(X1 = col_character(), + V1 = col_double())) %>% + column_to_rownames("X1")})) +colnames(chelsa.out) <- paste0("bio", stringr::str_pad(1:19, width=2, side="left", pad="0")) +#same for sd values +chelsa.sd.files <- list.files(path="../_derived/output_pred/", pattern="CHELSA_bio10_[0-9]+_sd.csv$", full.names=T) +chelsa.sd.out <- do.call(cbind, lapply(chelsa.sd.files, + function(x) {read_csv(x, col_types = cols(X1 = col_character(), + V1 = col_double())) %>% + column_to_rownames("X1")})) +colnames(chelsa.sd.out) <- paste0("bio", stringr::str_pad(1:19, width=2, side="left", pad="0"), "sd")</code></pre> +<p>Show summaries</p> +<pre><code>## Warning: attributes are not identical across measure variables; +## they will be dropped</code></pre> +<table class="table table-striped table-hover table-condensed table-responsive" style="width: auto !important; margin-left: auto; margin-right: auto;"> +<caption> +Summary statistics for chelsa mean statistics +</caption> +<thead> +<tr> +<th style="text-align:left;"> +variable +</th> +<th style="text-align:right;"> +num.NAs +</th> +<th style="text-align:right;"> +min +</th> +<th style="text-align:right;"> +q025 +</th> +<th style="text-align:right;"> +q50 +</th> +<th style="text-align:right;"> +q75 +</th> +<th style="text-align:right;"> +max +</th> +<th style="text-align:right;"> +mean +</th> +<th style="text-align:right;"> +sd +</th> +</tr> +</thead> +<tbody> +<tr> +<td style="text-align:left;"> +bio01 +</td> +<td style="text-align:right;"> +12945 +</td> +<td style="text-align:right;"> +-271 +</td> +<td style="text-align:right;"> +82 +</td> +<td style="text-align:right;"> +96 +</td> +<td style="text-align:right;"> +110 +</td> +<td style="text-align:right;"> +307 +</td> +<td style="text-align:right;"> +96.827 +</td> +<td style="text-align:right;"> +43.865 +</td> +</tr> +<tr> +<td style="text-align:left;"> +bio02 +</td> +<td style="text-align:right;"> +12945 +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +54 +</td> +<td style="text-align:right;"> +71 +</td> +<td style="text-align:right;"> +80 +</td> +<td style="text-align:right;"> +144 +</td> +<td style="text-align:right;"> +67.108 +</td> +<td style="text-align:right;"> +21.412 +</td> +</tr> +<tr> +<td style="text-align:left;"> +bio03 +</td> +<td style="text-align:right;"> +12945 +</td> +<td style="text-align:right;"> +67 +</td> +<td style="text-align:right;"> +234 +</td> +<td style="text-align:right;"> +275 +</td> +<td style="text-align:right;"> +300 +</td> +<td style="text-align:right;"> +832 +</td> +<td style="text-align:right;"> +270.392 +</td> +<td style="text-align:right;"> +70.342 +</td> +</tr> +<tr> +<td style="text-align:left;"> +bio04 +</td> +<td style="text-align:right;"> +12945 +</td> +<td style="text-align:right;"> +88 +</td> +<td style="text-align:right;"> +5401 +</td> +<td style="text-align:right;"> +6175 +</td> +<td style="text-align:right;"> +7346 +</td> +<td style="text-align:right;"> +21703 +</td> +<td style="text-align:right;"> +6378.968 +</td> +<td style="text-align:right;"> +1792.980 +</td> +</tr> +<tr> +<td style="text-align:left;"> +bio05 +</td> +<td style="text-align:right;"> +12945 +</td> +<td style="text-align:right;"> +-78 +</td> +<td style="text-align:right;"> +201 +</td> +<td style="text-align:right;"> +224 +</td> +<td style="text-align:right;"> +254 +</td> +<td style="text-align:right;"> +452 +</td> +<td style="text-align:right;"> +229.677 +</td> +<td style="text-align:right;"> +43.781 +</td> +</tr> +<tr> +<td style="text-align:left;"> +bio06 +</td> +<td style="text-align:right;"> +12945 +</td> +<td style="text-align:right;"> +-431 +</td> +<td style="text-align:right;"> +-51 +</td> +<td style="text-align:right;"> +-12 +</td> +<td style="text-align:right;"> +13 +</td> +<td style="text-align:right;"> +257 +</td> +<td style="text-align:right;"> +-19.769 +</td> +<td style="text-align:right;"> +61.624 +</td> +</tr> +<tr> +<td style="text-align:left;"> +bio07 +</td> +<td style="text-align:right;"> +12945 +</td> +<td style="text-align:right;"> +26 +</td> +<td style="text-align:right;"> +206 +</td> +<td style="text-align:right;"> +249 +</td> +<td style="text-align:right;"> +285 +</td> +<td style="text-align:right;"> +675 +</td> +<td style="text-align:right;"> +249.423 +</td> +<td style="text-align:right;"> +63.646 +</td> +</tr> +<tr> +<td style="text-align:left;"> +bio08 +</td> +<td style="text-align:right;"> +12945 +</td> +<td style="text-align:right;"> +-208 +</td> +<td style="text-align:right;"> +80 +</td> +<td style="text-align:right;"> +137 +</td> +<td style="text-align:right;"> +177 +</td> +<td style="text-align:right;"> +358 +</td> +<td style="text-align:right;"> +131.073 +</td> +<td style="text-align:right;"> +64.117 +</td> +</tr> +<tr> +<td style="text-align:left;"> +bio09 +</td> +<td style="text-align:right;"> +12945 +</td> +<td style="text-align:right;"> +-377 +</td> +<td style="text-align:right;"> +-2 +</td> +<td style="text-align:right;"> +57 +</td> +<td style="text-align:right;"> +99 +</td> +<td style="text-align:right;"> +373 +</td> +<td style="text-align:right;"> +63.223 +</td> +<td style="text-align:right;"> +87.927 +</td> +</tr> +<tr> +<td style="text-align:left;"> +bio10 +</td> +<td style="text-align:right;"> +12945 +</td> +<td style="text-align:right;"> +-112 +</td> +<td style="text-align:right;"> +167 +</td> +<td style="text-align:right;"> +178 +</td> +<td style="text-align:right;"> +202 +</td> +<td style="text-align:right;"> +375 +</td> +<td style="text-align:right;"> +185.968 +</td> +<td style="text-align:right;"> +39.192 +</td> +</tr> +<tr> +<td style="text-align:left;"> +bio11 +</td> +<td style="text-align:right;"> +12945 +</td> +<td style="text-align:right;"> +-400 +</td> +<td style="text-align:right;"> +-15 +</td> +<td style="text-align:right;"> +11 +</td> +<td style="text-align:right;"> +39 +</td> +<td style="text-align:right;"> +279 +</td> +<td style="text-align:right;"> +12.082 +</td> +<td style="text-align:right;"> +58.751 +</td> +</tr> +<tr> +<td style="text-align:left;"> +bio12 +</td> +<td style="text-align:right;"> +12945 +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +604 +</td> +<td style="text-align:right;"> +759 +</td> +<td style="text-align:right;"> +911 +</td> +<td style="text-align:right;"> +6570 +</td> +<td style="text-align:right;"> +851.256 +</td> +<td style="text-align:right;"> +477.047 +</td> +</tr> +<tr> +<td style="text-align:left;"> +bio13 +</td> +<td style="text-align:right;"> +12945 +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +74 +</td> +<td style="text-align:right;"> +85 +</td> +<td style="text-align:right;"> +113 +</td> +<td style="text-align:right;"> +997 +</td> +<td style="text-align:right;"> +104.895 +</td> +<td style="text-align:right;"> +65.190 +</td> +</tr> +<tr> +<td style="text-align:left;"> +bio14 +</td> +<td style="text-align:right;"> +12945 +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +29 +</td> +<td style="text-align:right;"> +41 +</td> +<td style="text-align:right;"> +51 +</td> +<td style="text-align:right;"> +411 +</td> +<td style="text-align:right;"> +43.682 +</td> +<td style="text-align:right;"> +28.100 +</td> +</tr> +<tr> +<td style="text-align:left;"> +bio15 +</td> +<td style="text-align:right;"> +12945 +</td> +<td style="text-align:right;"> +5 +</td> +<td style="text-align:right;"> +17 +</td> +<td style="text-align:right;"> +24 +</td> +<td style="text-align:right;"> +35 +</td> +<td style="text-align:right;"> +331 +</td> +<td style="text-align:right;"> +28.453 +</td> +<td style="text-align:right;"> +16.996 +</td> +</tr> +<tr> +<td style="text-align:left;"> +bio16 +</td> +<td style="text-align:right;"> +12945 +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +210 +</td> +<td style="text-align:right;"> +248 +</td> +<td style="text-align:right;"> +327 +</td> +<td style="text-align:right;"> +2845 +</td> +<td style="text-align:right;"> +302.701 +</td> +<td style="text-align:right;"> +184.383 +</td> +</tr> +<tr> +<td style="text-align:left;"> +bio17 +</td> +<td style="text-align:right;"> +12945 +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +93 +</td> +<td style="text-align:right;"> +131 +</td> +<td style="text-align:right;"> +163 +</td> +<td style="text-align:right;"> +1251 +</td> +<td style="text-align:right;"> +139.352 +</td> +<td style="text-align:right;"> +87.411 +</td> +</tr> +<tr> +<td style="text-align:left;"> +bio18 +</td> +<td style="text-align:right;"> +12945 +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +174 +</td> +<td style="text-align:right;"> +215 +</td> +<td style="text-align:right;"> +253 +</td> +<td style="text-align:right;"> +2284 +</td> +<td style="text-align:right;"> +236.761 +</td> +<td style="text-align:right;"> +148.729 +</td> +</tr> +<tr> +<td style="text-align:left;"> +bio19 +</td> +<td style="text-align:right;"> +12945 +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +113 +</td> +<td style="text-align:right;"> +163 +</td> +<td style="text-align:right;"> +209 +</td> +<td style="text-align:right;"> +2645 +</td> +<td style="text-align:right;"> +183.524 +</td> +<td style="text-align:right;"> +120.873 +</td> +</tr> +</tbody> +</table> +<pre><code>## Warning: attributes are not identical across measure variables; +## they will be dropped</code></pre> +<table class="table table-striped table-hover table-condensed table-responsive" style="width: auto !important; margin-left: auto; margin-right: auto;"> +<caption> +Summary statistics for chelsa s.d. statistics +</caption> +<thead> +<tr> +<th style="text-align:left;"> +variable +</th> +<th style="text-align:right;"> +num.NAs +</th> +<th style="text-align:right;"> +min +</th> +<th style="text-align:right;"> +q025 +</th> +<th style="text-align:right;"> +q50 +</th> +<th style="text-align:right;"> +q75 +</th> +<th style="text-align:right;"> +max +</th> +<th style="text-align:right;"> +mean +</th> +<th style="text-align:right;"> +sd +</th> +</tr> +</thead> +<tbody> +<tr> +<td style="text-align:left;"> +bio01sd +</td> +<td style="text-align:right;"> +12945 +</td> +<td style="text-align:right;"> +-271 +</td> +<td style="text-align:right;"> +82 +</td> +<td style="text-align:right;"> +96 +</td> +<td style="text-align:right;"> +110 +</td> +<td style="text-align:right;"> +307 +</td> +<td style="text-align:right;"> +96.82700 +</td> +<td style="text-align:right;"> +43.86540 +</td> +</tr> +<tr> +<td style="text-align:left;"> +bio02sd +</td> +<td style="text-align:right;"> +12945 +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +54 +</td> +<td style="text-align:right;"> +71 +</td> +<td style="text-align:right;"> +80 +</td> +<td style="text-align:right;"> +144 +</td> +<td style="text-align:right;"> +67.10784 +</td> +<td style="text-align:right;"> +21.41174 +</td> +</tr> +<tr> +<td style="text-align:left;"> +bio03sd +</td> +<td style="text-align:right;"> +12945 +</td> +<td style="text-align:right;"> +67 +</td> +<td style="text-align:right;"> +234 +</td> +<td style="text-align:right;"> +275 +</td> +<td style="text-align:right;"> +300 +</td> +<td style="text-align:right;"> +832 +</td> +<td style="text-align:right;"> +270.39188 +</td> +<td style="text-align:right;"> +70.34210 +</td> +</tr> +<tr> +<td style="text-align:left;"> +bio04sd +</td> +<td style="text-align:right;"> +12945 +</td> +<td style="text-align:right;"> +88 +</td> +<td style="text-align:right;"> +5401 +</td> +<td style="text-align:right;"> +6175 +</td> +<td style="text-align:right;"> +7346 +</td> +<td style="text-align:right;"> +21703 +</td> +<td style="text-align:right;"> +6378.96772 +</td> +<td style="text-align:right;"> +1792.97986 +</td> +</tr> +<tr> +<td style="text-align:left;"> +bio05sd +</td> +<td style="text-align:right;"> +12945 +</td> +<td style="text-align:right;"> +-78 +</td> +<td style="text-align:right;"> +201 +</td> +<td style="text-align:right;"> +224 +</td> +<td style="text-align:right;"> +254 +</td> +<td style="text-align:right;"> +452 +</td> +<td style="text-align:right;"> +229.67739 +</td> +<td style="text-align:right;"> +43.78057 +</td> +</tr> +<tr> +<td style="text-align:left;"> +bio06sd +</td> +<td style="text-align:right;"> +12945 +</td> +<td style="text-align:right;"> +-431 +</td> +<td style="text-align:right;"> +-51 +</td> +<td style="text-align:right;"> +-12 +</td> +<td style="text-align:right;"> +13 +</td> +<td style="text-align:right;"> +257 +</td> +<td style="text-align:right;"> +-19.76948 +</td> +<td style="text-align:right;"> +61.62412 +</td> +</tr> +<tr> +<td style="text-align:left;"> +bio07sd +</td> +<td style="text-align:right;"> +12945 +</td> +<td style="text-align:right;"> +26 +</td> +<td style="text-align:right;"> +206 +</td> +<td style="text-align:right;"> +249 +</td> +<td style="text-align:right;"> +285 +</td> +<td style="text-align:right;"> +675 +</td> +<td style="text-align:right;"> +249.42291 +</td> +<td style="text-align:right;"> +63.64596 +</td> +</tr> +<tr> +<td style="text-align:left;"> +bio08sd +</td> +<td style="text-align:right;"> +12945 +</td> +<td style="text-align:right;"> +-208 +</td> +<td style="text-align:right;"> +80 +</td> +<td style="text-align:right;"> +137 +</td> +<td style="text-align:right;"> +177 +</td> +<td style="text-align:right;"> +358 +</td> +<td style="text-align:right;"> +131.07321 +</td> +<td style="text-align:right;"> +64.11688 +</td> +</tr> +<tr> +<td style="text-align:left;"> +bio09sd +</td> +<td style="text-align:right;"> +12945 +</td> +<td style="text-align:right;"> +-377 +</td> +<td style="text-align:right;"> +-2 +</td> +<td style="text-align:right;"> +57 +</td> +<td style="text-align:right;"> +99 +</td> +<td style="text-align:right;"> +373 +</td> +<td style="text-align:right;"> +63.22263 +</td> +<td style="text-align:right;"> +87.92727 +</td> +</tr> +<tr> +<td style="text-align:left;"> +bio10sd +</td> +<td style="text-align:right;"> +12945 +</td> +<td style="text-align:right;"> +-112 +</td> +<td style="text-align:right;"> +167 +</td> +<td style="text-align:right;"> +178 +</td> +<td style="text-align:right;"> +202 +</td> +<td style="text-align:right;"> +375 +</td> +<td style="text-align:right;"> +185.96824 +</td> +<td style="text-align:right;"> +39.19229 +</td> +</tr> +<tr> +<td style="text-align:left;"> +bio11sd +</td> +<td style="text-align:right;"> +12945 +</td> +<td style="text-align:right;"> +-400 +</td> +<td style="text-align:right;"> +-15 +</td> +<td style="text-align:right;"> +11 +</td> +<td style="text-align:right;"> +39 +</td> +<td style="text-align:right;"> +279 +</td> +<td style="text-align:right;"> +12.08249 +</td> +<td style="text-align:right;"> +58.75138 +</td> +</tr> +<tr> +<td style="text-align:left;"> +bio12sd +</td> +<td style="text-align:right;"> +12945 +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +604 +</td> +<td style="text-align:right;"> +759 +</td> +<td style="text-align:right;"> +911 +</td> +<td style="text-align:right;"> +6570 +</td> +<td style="text-align:right;"> +851.25643 +</td> +<td style="text-align:right;"> +477.04650 +</td> +</tr> +<tr> +<td style="text-align:left;"> +bio13sd +</td> +<td style="text-align:right;"> +12945 +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +74 +</td> +<td style="text-align:right;"> +85 +</td> +<td style="text-align:right;"> +113 +</td> +<td style="text-align:right;"> +997 +</td> +<td style="text-align:right;"> +104.89539 +</td> +<td style="text-align:right;"> +65.19007 +</td> +</tr> +<tr> +<td style="text-align:left;"> +bio14sd +</td> +<td style="text-align:right;"> +12945 +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +29 +</td> +<td style="text-align:right;"> +41 +</td> +<td style="text-align:right;"> +51 +</td> +<td style="text-align:right;"> +411 +</td> +<td style="text-align:right;"> +43.68230 +</td> +<td style="text-align:right;"> +28.09960 +</td> +</tr> +<tr> +<td style="text-align:left;"> +bio15sd +</td> +<td style="text-align:right;"> +12945 +</td> +<td style="text-align:right;"> +5 +</td> +<td style="text-align:right;"> +17 +</td> +<td style="text-align:right;"> +24 +</td> +<td style="text-align:right;"> +35 +</td> +<td style="text-align:right;"> +331 +</td> +<td style="text-align:right;"> +28.45348 +</td> +<td style="text-align:right;"> +16.99622 +</td> +</tr> +<tr> +<td style="text-align:left;"> +bio16sd +</td> +<td style="text-align:right;"> +12945 +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +210 +</td> +<td style="text-align:right;"> +248 +</td> +<td style="text-align:right;"> +327 +</td> +<td style="text-align:right;"> +2845 +</td> +<td style="text-align:right;"> +302.70133 +</td> +<td style="text-align:right;"> +184.38257 +</td> +</tr> +<tr> +<td style="text-align:left;"> +bio17sd +</td> +<td style="text-align:right;"> +12945 +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +93 +</td> +<td style="text-align:right;"> +131 +</td> +<td style="text-align:right;"> +163 +</td> +<td style="text-align:right;"> +1251 +</td> +<td style="text-align:right;"> +139.35193 +</td> +<td style="text-align:right;"> +87.41100 +</td> +</tr> +<tr> +<td style="text-align:left;"> +bio18sd +</td> +<td style="text-align:right;"> +12945 +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +174 +</td> +<td style="text-align:right;"> +215 +</td> +<td style="text-align:right;"> +253 +</td> +<td style="text-align:right;"> +2284 +</td> +<td style="text-align:right;"> +236.76145 +</td> +<td style="text-align:right;"> +148.72899 +</td> +</tr> +<tr> +<td style="text-align:left;"> +bio19sd +</td> +<td style="text-align:right;"> +12945 +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +113 +</td> +<td style="text-align:right;"> +163 +</td> +<td style="text-align:right;"> +209 +</td> +<td style="text-align:right;"> +2645 +</td> +<td style="text-align:right;"> +183.52381 +</td> +<td style="text-align:right;"> +120.87264 +</td> +</tr> +</tbody> +</table> +</div> +<div id="soil" class="section level2"> +<h2>3 Soil</h2> +<p>Soil variables (5 cm depth) derive from the <a href="https://www.isric.org/">ISRIC dataset</a>, downloaded at 250-m resolution</p> +<p>CECSOL Cation Exchange capacity of soil<br /> +CLYPPT Clay mass fraction in %<br /> +CRFVOL Coarse fragments volumetric in %<br /> +ORCDRC Soil Organic Carbon Content in g/kg<br /> +PHIHOX Soil pH x 10 in H20<br /> +SLTPPT Silt mass fraction in %<br /> +SNDPPT Sand mass fraction in %<br /> +BLDFIE Bulk Density (fine earth) in kg/m3<br /> +P.ret.cat Phosphorous Retention - Categorical value, see <a href="https://www.isric.org/documents/document-type/isric-report-201106-global-distribution-soil-phosphorus-retention-potential">ISRIC 2011-06</a><br /> + Download ISRIC soil data</p> +<pre class="r"><code>url.bulk <- "https://files.isric.org/soilgrids/data/recent/BLDFIE_M_sl2_250m_ll.tif" +url.cec <- "https://files.isric.org/soilgrids/data/recent/CECSOL_M_sl2_250m_ll.tif" +url.cly <- "https://files.isric.org/soilgrids/data/recent/CLYPPT_M_sl2_250m_ll.tif" +url.crf <- "https://files.isric.org/soilgrids/data/recent/CRFVOL_M_sl2_250m_ll.tif" +url.orc <- "https://files.isric.org/soilgrids/data/recent/ORCDRC_M_sl2_250m_ll.tif" +url.pH <- "https://files.isric.org/soilgrids/data/recent/PHIHOX_M_sl2_250m_ll.tif" +url.slt <- "https://files.isric.org/soilgrids/data/recent/SLTPPT_M_sl2_250m_ll.tif" +url.snd <- "https://files.isric.org/soilgrids/data/recent/SNDPPT_M_sl2_250m_ll.tif" + +download(url.bulk, "/data/sPlot/users/Francesco/Ancillary_Data/ISRIC/BLDFIE_M_sl2_250m_ll.tif", mode = "wb") +download(url.cec, "/data/sPlot/users/Francesco/Ancillary_Data/ISRIC/CECSOL_M_sl2_250m_ll.tif", mode = "wb") +download(url.cly, "/data/sPlot/users/Francesco/Ancillary_Data/ISRIC/CLYPPT_M_sl2_250m_ll.tif", mode = "wb") +download(url.crf, "/data/sPlot/users/Francesco/Ancillary_Data/ISRIC/CRFVOL_M_sl2_250m_ll.tif", mode = "wb") +download(url.orc, "/data/sPlot/users/Francesco/Ancillary_Data/ISRIC/ORCDRC_M_sl2_250m_ll.tif", mode = "wb") +download(url.pH, "/data/sPlot/users/Francesco/Ancillary_Data/ISRIC/PHIHOX_M_sl2_250m_ll.tif", mode = "wb") +download(url.slt, "/data/sPlot/users/Francesco/Ancillary_Data/ISRIC/SLTPPT_M_sl2_250m_ll.tif", mode = "wb") +download(url.snd, "/data/sPlot/users/Francesco/Ancillary_Data/ISRIC/SNDPPT_M_sl2_250m_ll.tif", mode = "wb")</code></pre> +<p>Intersect <code>header.shp</code> with each raster of the ISRIC collection.<br /> +Performed in EVE HPC cluster using function <code>A98_PredictorsExtract.R</code>. Divided in 99 chunks.</p> +<pre class="r"><code>for(i in 1:8){ + ff <- list.files("/data/sPlot/users/Francesco/Ancillary_Data/ISRIC/", + pattern = "^[^(Gene)]", full.names = T)[i] + isric.i <- raster(ff) + #define output paths + filename <- str_split(list.files("/data/sPlot/users/Francesco/Ancillary_Data/ISRIC/", + pattern = "^[^(Gene)]", full.names = T)[i], pattern="//")[[1]][2] + output.ff1 <- gsub(pattern=".tif", replacement=".csv", filename) + output.ff2 <- gsub(pattern=".tif", replacement="_sd.csv", filename) + # Run PredExtr function + chelsa.out <- PredExtr(x.shp = header.shp, toextract = isric.i, myfunction = "robust.mean", + ncores = 4, typp = "raster", output.ff1) + chelsa.sd <- PredExtr(x.shp = header.shp, toextract = isric.i, myfunction = "sd", + ncores = 4, typp = "raster", output).ff2 +}</code></pre> +<p>Reimport and assemble output.</p> +<pre class="r"><code>ISRIC.layer.names <- c("BLDFIE", "CECSOL","CLYPPT","CRFVOL","ORCDRC","PHIHOX","SLTPPT","SNDPPT") +ISRIC.layer.names1 <- paste0(ISRIC.layer.names, "_M_sl2_250m_ll") +isric.files <- list.files(path="../_derived/output_pred/", + pattern=paste0(paste0(ISRIC.layer.names1, ".csv$"), collapse="|"), + full.names=T) + +isric.out <- do.call(cbind, lapply(isric.files, + function(x) {read_csv(x, col_types = cols(X1 = col_character(), + V1 = col_double())) %>% + column_to_rownames("X1")})) +colnames(isric.out) <- ISRIC.layer.names +#same for sd values +isric.sd.files <- list.files(path="../_derived/output_pred/", + pattern=paste0(paste0(ISRIC.layer.names1, "_sd.csv$"), collapse="|"), + full.names=T) +isric.sd.out <- do.call(cbind, lapply(isric.sd.files, + function(x) {read_csv(x, col_types = cols(X1 = col_character(), + V1 = col_double())) %>% + column_to_rownames("X1")})) +colnames(isric.sd.out) <- paste0(ISRIC.layer.names, "sd")</code></pre> +<p>Show summaries</p> +<pre><code>## Warning: attributes are not identical across measure variables; +## they will be dropped</code></pre> +<table class="table table-striped table-hover table-condensed table-responsive" style="width: auto !important; margin-left: auto; margin-right: auto;"> +<caption> +Summary statistics for isric mean statistics +</caption> +<thead> +<tr> +<th style="text-align:left;"> +variable +</th> +<th style="text-align:right;"> +num.NAs +</th> +<th style="text-align:right;"> +min +</th> +<th style="text-align:right;"> +q025 +</th> +<th style="text-align:right;"> +q50 +</th> +<th style="text-align:right;"> +q75 +</th> +<th style="text-align:right;"> +max +</th> +<th style="text-align:right;"> +mean +</th> +<th style="text-align:right;"> +sd +</th> +</tr> +</thead> +<tbody> +<tr> +<td style="text-align:left;"> +BLDFIE +</td> +<td style="text-align:right;"> +33320 +</td> +<td style="text-align:right;"> +93.667 +</td> +<td style="text-align:right;"> +637.333 +</td> +<td style="text-align:right;"> +799.250 +</td> +<td style="text-align:right;"> +1050.333 +</td> +<td style="text-align:right;"> +1718.500 +</td> +<td style="text-align:right;"> +849.930 +</td> +<td style="text-align:right;"> +285.608 +</td> +</tr> +<tr> +<td style="text-align:left;"> +CECSOL +</td> +<td style="text-align:right;"> +33320 +</td> +<td style="text-align:right;"> +1.000 +</td> +<td style="text-align:right;"> +17.833 +</td> +<td style="text-align:right;"> +21.750 +</td> +<td style="text-align:right;"> +26.500 +</td> +<td style="text-align:right;"> +157.333 +</td> +<td style="text-align:right;"> +22.701 +</td> +<td style="text-align:right;"> +7.163 +</td> +</tr> +<tr> +<td style="text-align:left;"> +CLYPPT +</td> +<td style="text-align:right;"> +33320 +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +13.500 +</td> +<td style="text-align:right;"> +18.800 +</td> +<td style="text-align:right;"> +24.000 +</td> +<td style="text-align:right;"> +67.000 +</td> +<td style="text-align:right;"> +18.689 +</td> +<td style="text-align:right;"> +7.472 +</td> +</tr> +<tr> +<td style="text-align:left;"> +CRFVOL +</td> +<td style="text-align:right;"> +33320 +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +6.750 +</td> +<td style="text-align:right;"> +10.667 +</td> +<td style="text-align:right;"> +16.167 +</td> +<td style="text-align:right;"> +55.000 +</td> +<td style="text-align:right;"> +11.715 +</td> +<td style="text-align:right;"> +6.191 +</td> +</tr> +<tr> +<td style="text-align:left;"> +ORCDRC +</td> +<td style="text-align:right;"> +33320 +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +28.333 +</td> +<td style="text-align:right;"> +49.800 +</td> +<td style="text-align:right;"> +89.833 +</td> +<td style="text-align:right;"> +478.778 +</td> +<td style="text-align:right;"> +65.481 +</td> +<td style="text-align:right;"> +49.436 +</td> +</tr> +<tr> +<td style="text-align:left;"> +PHIHOX +</td> +<td style="text-align:right;"> +33320 +</td> +<td style="text-align:right;"> +38.000 +</td> +<td style="text-align:right;"> +54.000 +</td> +<td style="text-align:right;"> +59.571 +</td> +<td style="text-align:right;"> +64.833 +</td> +<td style="text-align:right;"> +94.200 +</td> +<td style="text-align:right;"> +60.026 +</td> +<td style="text-align:right;"> +7.996 +</td> +</tr> +<tr> +<td style="text-align:left;"> +SLTPPT +</td> +<td style="text-align:right;"> +33320 +</td> +<td style="text-align:right;"> +2.250 +</td> +<td style="text-align:right;"> +28.000 +</td> +<td style="text-align:right;"> +36.167 +</td> +<td style="text-align:right;"> +40.600 +</td> +<td style="text-align:right;"> +80.667 +</td> +<td style="text-align:right;"> +34.103 +</td> +<td style="text-align:right;"> +10.199 +</td> +</tr> +<tr> +<td style="text-align:left;"> +SNDPPT +</td> +<td style="text-align:right;"> +33320 +</td> +<td style="text-align:right;"> +2.400 +</td> +<td style="text-align:right;"> +36.600 +</td> +<td style="text-align:right;"> +44.200 +</td> +<td style="text-align:right;"> +56.500 +</td> +<td style="text-align:right;"> +94.500 +</td> +<td style="text-align:right;"> +47.190 +</td> +<td style="text-align:right;"> +14.915 +</td> +</tr> +</tbody> +</table> +<pre><code>## Warning: attributes are not identical across measure variables; +## they will be dropped</code></pre> +<table class="table table-striped table-hover table-condensed table-responsive" style="width: auto !important; margin-left: auto; margin-right: auto;"> +<caption> +Summary statistics for isric s.d. statistics +</caption> +<thead> +<tr> +<th style="text-align:left;"> +variable +</th> +<th style="text-align:right;"> +num.NAs +</th> +<th style="text-align:right;"> +min +</th> +<th style="text-align:right;"> +q025 +</th> +<th style="text-align:right;"> +q50 +</th> +<th style="text-align:right;"> +q75 +</th> +<th style="text-align:right;"> +max +</th> +<th style="text-align:right;"> +mean +</th> +<th style="text-align:right;"> +sd +</th> +</tr> +</thead> +<tbody> +<tr> +<td style="text-align:left;"> +BLDFIEsd +</td> +<td style="text-align:right;"> +33320 +</td> +<td style="text-align:right;"> +93.667 +</td> +<td style="text-align:right;"> +637.333 +</td> +<td style="text-align:right;"> +799.250 +</td> +<td style="text-align:right;"> +1050.333 +</td> +<td style="text-align:right;"> +1718.500 +</td> +<td style="text-align:right;"> +849.930 +</td> +<td style="text-align:right;"> +285.608 +</td> +</tr> +<tr> +<td style="text-align:left;"> +CECSOLsd +</td> +<td style="text-align:right;"> +33320 +</td> +<td style="text-align:right;"> +1.000 +</td> +<td style="text-align:right;"> +17.833 +</td> +<td style="text-align:right;"> +21.750 +</td> +<td style="text-align:right;"> +26.500 +</td> +<td style="text-align:right;"> +157.333 +</td> +<td style="text-align:right;"> +22.701 +</td> +<td style="text-align:right;"> +7.163 +</td> +</tr> +<tr> +<td style="text-align:left;"> +CLYPPTsd +</td> +<td style="text-align:right;"> +33320 +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +13.500 +</td> +<td style="text-align:right;"> +18.800 +</td> +<td style="text-align:right;"> +24.000 +</td> +<td style="text-align:right;"> +67.000 +</td> +<td style="text-align:right;"> +18.689 +</td> +<td style="text-align:right;"> +7.472 +</td> +</tr> +<tr> +<td style="text-align:left;"> +CRFVOLsd +</td> +<td style="text-align:right;"> +33320 +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +6.750 +</td> +<td style="text-align:right;"> +10.667 +</td> +<td style="text-align:right;"> +16.167 +</td> +<td style="text-align:right;"> +55.000 +</td> +<td style="text-align:right;"> +11.715 +</td> +<td style="text-align:right;"> +6.191 +</td> +</tr> +<tr> +<td style="text-align:left;"> +ORCDRCsd +</td> +<td style="text-align:right;"> +33320 +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +28.333 +</td> +<td style="text-align:right;"> +49.800 +</td> +<td style="text-align:right;"> +89.833 +</td> +<td style="text-align:right;"> +478.778 +</td> +<td style="text-align:right;"> +65.481 +</td> +<td style="text-align:right;"> +49.436 +</td> +</tr> +<tr> +<td style="text-align:left;"> +PHIHOXsd +</td> +<td style="text-align:right;"> +33320 +</td> +<td style="text-align:right;"> +38.000 +</td> +<td style="text-align:right;"> +54.000 +</td> +<td style="text-align:right;"> +59.571 +</td> +<td style="text-align:right;"> +64.833 +</td> +<td style="text-align:right;"> +94.200 +</td> +<td style="text-align:right;"> +60.026 +</td> +<td style="text-align:right;"> +7.996 +</td> +</tr> +<tr> +<td style="text-align:left;"> +SLTPPTsd +</td> +<td style="text-align:right;"> +33320 +</td> +<td style="text-align:right;"> +2.250 +</td> +<td style="text-align:right;"> +28.000 +</td> +<td style="text-align:right;"> +36.167 +</td> +<td style="text-align:right;"> +40.600 +</td> +<td style="text-align:right;"> +80.667 +</td> +<td style="text-align:right;"> +34.103 +</td> +<td style="text-align:right;"> +10.199 +</td> +</tr> +<tr> +<td style="text-align:left;"> +SNDPPTsd +</td> +<td style="text-align:right;"> +33320 +</td> +<td style="text-align:right;"> +2.400 +</td> +<td style="text-align:right;"> +36.600 +</td> +<td style="text-align:right;"> +44.200 +</td> +<td style="text-align:right;"> +56.500 +</td> +<td style="text-align:right;"> +94.500 +</td> +<td style="text-align:right;"> +47.190 +</td> +<td style="text-align:right;"> +14.915 +</td> +</tr> +</tbody> +</table> +</div> +<div id="create-output-and-export" class="section level2"> +<h2>4 Create output and export</h2> +<pre class="r"><code>soilclim <- header %>% + dplyr::select(PlotObservationID) %>% + left_join(header.shp@data %>% + dplyr::select(PlotObservationID) %>% + bind_cols(chelsa.out) %>% + bind_cols(chelsa.sd.out) %>% + bind_cols(isric.out) %>% + bind_cols(isric.sd.out) %>% + distinct(), + by="PlotObservationID")</code></pre> +<table class="table table-striped table-hover table-condensed table-responsive" style="width: auto !important; margin-left: auto; margin-right: auto;"> +<caption> +Show environmenal info for 20 randomly selected plots +</caption> +<thead> +<tr> +<th style="text-align:right;"> +PlotObservationID +</th> +<th style="text-align:right;"> +bio01 +</th> +<th style="text-align:right;"> +bio02 +</th> +<th style="text-align:right;"> +bio03 +</th> +<th style="text-align:right;"> +bio04 +</th> +<th style="text-align:right;"> +bio05 +</th> +<th style="text-align:right;"> +bio06 +</th> +<th style="text-align:right;"> +bio07 +</th> +<th style="text-align:right;"> +bio08 +</th> +<th style="text-align:right;"> +bio09 +</th> +<th style="text-align:right;"> +bio10 +</th> +<th style="text-align:right;"> +bio11 +</th> +<th style="text-align:right;"> +bio12 +</th> +<th style="text-align:right;"> +bio13 +</th> +<th style="text-align:right;"> +bio14 +</th> +<th style="text-align:right;"> +bio15 +</th> +<th style="text-align:right;"> +bio16 +</th> +<th style="text-align:right;"> +bio17 +</th> +<th style="text-align:right;"> +bio18 +</th> +<th style="text-align:right;"> +bio19 +</th> +<th style="text-align:right;"> +bio01sd +</th> +<th style="text-align:right;"> +bio02sd +</th> +<th style="text-align:right;"> +bio03sd +</th> +<th style="text-align:right;"> +bio04sd +</th> +<th style="text-align:right;"> +bio05sd +</th> +<th style="text-align:right;"> +bio06sd +</th> +<th style="text-align:right;"> +bio07sd +</th> +<th style="text-align:right;"> +bio08sd +</th> +<th style="text-align:right;"> +bio09sd +</th> +<th style="text-align:right;"> +bio10sd +</th> +<th style="text-align:right;"> +bio11sd +</th> +<th style="text-align:right;"> +bio12sd +</th> +<th style="text-align:right;"> +bio13sd +</th> +<th style="text-align:right;"> +bio14sd +</th> +<th style="text-align:right;"> +bio15sd +</th> +<th style="text-align:right;"> +bio16sd +</th> +<th style="text-align:right;"> +bio17sd +</th> +<th style="text-align:right;"> +bio18sd +</th> +<th style="text-align:right;"> +bio19sd +</th> +<th style="text-align:right;"> +BLDFIE +</th> +<th style="text-align:right;"> +CECSOL +</th> +<th style="text-align:right;"> +CLYPPT +</th> +<th style="text-align:right;"> +CRFVOL +</th> +<th style="text-align:right;"> +ORCDRC +</th> +<th style="text-align:right;"> +PHIHOX +</th> +<th style="text-align:right;"> +SLTPPT +</th> +<th style="text-align:right;"> +SNDPPT +</th> +<th style="text-align:right;"> +BLDFIEsd +</th> +<th style="text-align:right;"> +CECSOLsd +</th> +<th style="text-align:right;"> +CLYPPTsd +</th> +<th style="text-align:right;"> +CRFVOLsd +</th> +<th style="text-align:right;"> +ORCDRCsd +</th> +<th style="text-align:right;"> +PHIHOXsd +</th> +<th style="text-align:right;"> +SLTPPTsd +</th> +<th style="text-align:right;"> +SNDPPTsd +</th> +</tr> +</thead> +<tbody> +<tr> +<td style="text-align:right;"> +1554139 +</td> +<td style="text-align:right;"> +93 +</td> +<td style="text-align:right;"> +95 +</td> +<td 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+17.375 +</td> +<td style="text-align:right;"> +127.875 +</td> +<td style="text-align:right;"> +53.500 +</td> +<td style="text-align:right;"> +35.500 +</td> +<td style="text-align:right;"> +56.250 +</td> +<td style="text-align:right;"> +600.750 +</td> +<td style="text-align:right;"> +24.625 +</td> +<td style="text-align:right;"> +8.250 +</td> +<td style="text-align:right;"> +17.375 +</td> +<td style="text-align:right;"> +127.875 +</td> +<td style="text-align:right;"> +53.500 +</td> +<td style="text-align:right;"> +35.500 +</td> +<td style="text-align:right;"> +56.250 +</td> +</tr> +</tbody> +</table> +<pre class="r"><code>save(soilclim, file = "../_output/SoilClim_sPlot3.RData")</code></pre> +</div> +<div id="annex-1---code-to-extract-predictors" class="section level2"> +<h2>ANNEX 1 - Code to Extract predictors</h2> +<pre class="r"><code>PredExtr <- function(x.shp, myfunction=NA, output, + toextract, typp=c("raster", "shp"), ncores, chunkn=1, chunk.i=NA){ + print("Load Packages") + require(foreach) + require(parallel) + require(doParallel) + require(raster) + require(rgeos) + require(rgdal) + + print(paste("Loading", typp, "data :", toextract)) + print(paste("output will be:", output)) + if(typp=="raster"){ mypredictor <- raster(toextract)} else + mypredictor <- readOGR(toextract) + header.shp <-readOGR(x.shp) + crs(mypredictor) <- crs(header.shp) #should be verified beforehand! + + ## Divide in chunks if requested + if(chunkn>1 & !is.na(chunk.i)){ + print(paste("divide in chunks and run on chunk n.", chunk.i)) + indices <- 1:length(header.shp) + chunks <- split(indices, sort(indices%%chunkn)) + header.shp <- header.shp[chunks[[chunk.i]],] + } + + # define ancillary functions + robust.mean <- function(x){mean(x, rm.na=T)} + robust.mode <- function(x){if(any(x!=0)) { + a <- x[which(x!=0)] #exclude zero (i.e. NAs) + return(as.numeric(names(sort(table(a), decreasing=T))[1]))} else + return(NA) } + + print("go parallel") + cl <- makeForkCluster(ncores, outfile="" ) + registerDoParallel(cl) + + print("start main foreach loop") + if(typp=="raster"){ + out <- foreach(i=1:length(header.shp), .packages=c('raster'), .combine=rbind) %dopar% { + tmp <- raster::extract(mypredictor, header.shp[i,], + buffer=min(10000, max(250, header.shp@data$loc.uncert[i])), fun=myfunction) + } + write.csv(out, file = output) + } else { + out <- sp::over(x=header.shp, y=mypredictor) + toassign <- header.shp[which(is.na(out[,1])),] + print(paste(length(toassign), "plots not matched directely - seek for NN")) + if(length(toassign)>0){ + + nearest <- foreach(i=1:length(toassign), .packages=c('raster'), .combine=rbind) %dopar% { + print(i) + nearest.tmp <- tryCatch(geosphere::dist2Line(header.shp[i,], mypredictor), + error = function(e){data.frame(distance=NA, lon=NA, lat=NA,ID=NA)} + ) + #nearest.tmp <- geosphere::dist2Line(toassign[i,], mypredictor) + return(nearest.tmp) + } + + + out[which(is.na(out[,1])),] <- mypredictor@data[nearest[,"ID"],] + } + write.csv(out, file=output) + } + stopCluster(cl) + }</code></pre> +</div> + + + + +</div> + +<script> + +// add bootstrap table styles to pandoc tables +function bootstrapStylePandocTables() { + $('tr.header').parent('thead').parent('table').addClass('table table-condensed'); +} +$(document).ready(function () { + bootstrapStylePandocTables(); +}); + + +</script> + +<!-- tabsets --> + +<script> +$(document).ready(function () { + window.buildTabsets("TOC"); +}); + +$(document).ready(function () { + $('.tabset-dropdown > .nav-tabs > li').click(function () { + $(this).parent().toggleClass('nav-tabs-open') + }); +}); +</script> + +<!-- code folding --> + + +<!-- dynamically load mathjax for compatibility with self-contained --> +<script> + (function () { + var script = document.createElement("script"); + script.type = "text/javascript"; + script.src = "https://mathjax.rstudio.com/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"; + document.getElementsByTagName("head")[0].appendChild(script); + })(); +</script> + +</body> +</html> diff --git a/code/06_buildDT.html b/code/06_buildDT.html new file mode 100644 index 0000000..ac46070 --- /dev/null +++ b/code/06_buildDT.html @@ -0,0 +1,5592 @@ +<!DOCTYPE html> + +<html> + +<head> + +<meta charset="utf-8" /> +<meta name="generator" content="pandoc" /> +<meta http-equiv="X-UA-Compatible" content="IE=EDGE" /> + + +<meta name="author" content="Francesco Maria Sabatini" /> + + +<title>sPlot 3.0 - Build DT</title> + +<script>/*! jQuery v1.11.3 | (c) 2005, 2015 jQuery Foundation, Inc. | jquery.org/license */ +!function(a,b){"object"==typeof module&&"object"==typeof module.exports?module.exports=a.document?b(a,!0):function(a){if(!a.document)throw new Error("jQuery requires a window with a document");return b(a)}:b(a)}("undefined"!=typeof window?window:this,function(a,b){var c=[],d=c.slice,e=c.concat,f=c.push,g=c.indexOf,h={},i=h.toString,j=h.hasOwnProperty,k={},l="1.11.3",m=function(a,b){return new 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) 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+ border-radius: 4px; + background-color: transparent; +} + +.tabset-dropdown > .nav-tabs.nav-tabs-open > li { + display: block; + float: none; +} + +.tabset-dropdown > .nav-tabs > li { + display: none; +} +</style> + +<!-- code folding --> + + + + +</head> + +<body> + + +<div class="container-fluid main-container"> + + + + +<div class="fluid-row" id="header"> + + + +<h1 class="title toc-ignore">sPlot 3.0 - Build DT</h1> +<h4 class="author">Francesco Maria Sabatini</h4> +<h4 class="date">2/24/2020</h4> + +</div> + + +<center> +<img 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" title="sPlot Logo" /> +</center> +<p>MEMO!! WHAT TO DO WITH LAYER WHEN IS CONSISTENTLY ZERO IN A PLOT? CHANGE TO NA? WHAT TO DO INSTEAD WHEN LAYER==0 IN A PLOT WHERE LAYER INFO IS OTHERWISE AVAILABLE? !!! ADD Explanation of fields!!!</p> +<p><strong>Timestamp:</strong> Fri Mar 13 02:52:06 2020<br /> +<strong>Drafted:</strong> Francesco Maria Sabatini<br /> +<strong>Revised:</strong><br /> +<strong>version:</strong> 1.0</p> +<p>This report documents the construction of the DT table for sPlot 3.0. It is based on dataset sPlot_3.0.2, received on 24/07/2019 from Stephan Hennekens.</p> +<pre class="r"><code>knitr::opts_chunk$set(echo = TRUE) +library(tidyverse) +library(readr) +library(xlsx) +library(knitr) +library(kableExtra) + +#save temporary files +write("TMPDIR = /data/sPlot/users/Francesco/_tmp", file=file.path(Sys.getenv('TMPDIR'), '.Renviron')) +write("R_USER = /data/sPlot/users/Francesco/_tmp", file=file.path(Sys.getenv('R_USER'), '.Renviron')) +#rasterOptions(tmpdir="/data/sPlot/users/Francesco/_tmp")</code></pre> +<p>Search and replace unclosed quotation marks and escape them. Run in Linux terminal</p> +<pre class="bash"><code># escape all double quotation marks. Run in Linux terminal +# sed 's/"/\\"/g' sPlot_3_0_2_species.csv > sPlot_3_0_2_species_test.csv</code></pre> +<div id="import-data-table" class="section level2"> +<h2>Import data Table</h2> +<p>DT table is the species x plot matrix, in long format.</p> +<pre class="r"><code>DT0 <- readr::read_delim("../sPlot_data_export/sPlot_3_0_2_species_test.csv", + delim="\t", + col_type = cols( + PlotObservationID = col_double(), + Taxonomy = col_character(), + `Taxon group` = col_character(), + `Taxon group ID` = col_double(), + `Turboveg2 concept` = col_character(), + `Matched concept` = col_character(), + Match = col_double(), + Layer = col_double(), + `Cover %` = col_double(), + `Cover code` = col_character(), + x_ = col_double() + ) + ) +nplots <- length(unique(DT0$PlotObservationID)) +nspecies <- length(unique(DT0$`Matched concept`))</code></pre> +<p>Species data include 43103312 species * plot records, across 1978589 plots. Before taxonomic resolution, there are 107676 species .<br /> +</p> +<table class="table table-striped table-hover table-condensed table-responsive" style="width: auto !important; margin-left: auto; margin-right: auto;"> +<caption> +Example of initial DT table (3 randomly selected plots shown) +</caption> +<thead> +<tr> +<th style="text-align:right;"> +PlotObservationID +</th> +<th style="text-align:left;"> +Taxonomy +</th> +<th style="text-align:left;"> +Taxon group +</th> +<th style="text-align:right;"> +Taxon group ID +</th> +<th style="text-align:left;"> +Turboveg2 concept +</th> +<th style="text-align:left;"> +Matched concept +</th> +<th style="text-align:right;"> +Match +</th> +<th style="text-align:right;"> +Layer +</th> +<th style="text-align:right;"> +Cover % +</th> +<th style="text-align:left;"> +Cover code +</th> +<th style="text-align:right;"> +x_ +</th> +</tr> +</thead> +<tbody> +<tr> +<td style="text-align:right;"> +354857 +</td> +<td style="text-align:left;"> +NO-Europe_lenoir +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +Agrostis capillaris +</td> +<td style="text-align:left;"> +Agrostis capillaris +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +x +</td> +<td style="text-align:right;"> +NA +</td> +</tr> +<tr> +<td style="text-align:right;"> +354857 +</td> +<td style="text-align:left;"> +NO-Europe_lenoir +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +Ammophila arenaria +</td> +<td style="text-align:left;"> +Ammophila arenaria +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +x +</td> +<td style="text-align:right;"> +NA +</td> +</tr> +<tr> +<td style="text-align:right;"> +354857 +</td> +<td style="text-align:left;"> +NO-Europe_lenoir +</td> +<td style="text-align:left;"> +Moss +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:left;"> +Bryophyta species +</td> +<td style="text-align:left;"> +Bryophyta species +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +x +</td> +<td style="text-align:right;"> +NA +</td> +</tr> +<tr> +<td style="text-align:right;"> +354857 +</td> +<td style="text-align:left;"> +NO-Europe_lenoir +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +Carex arenaria +</td> +<td style="text-align:left;"> +Carex arenaria +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +x +</td> +<td style="text-align:right;"> +NA +</td> +</tr> +<tr> +<td style="text-align:right;"> +354857 +</td> +<td style="text-align:left;"> +NO-Europe_lenoir +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +Festuca rubra subsp. arenaria +</td> +<td style="text-align:left;"> +Festuca arenaria +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +x +</td> +<td style="text-align:right;"> +NA +</td> +</tr> +<tr> +<td style="text-align:right;"> +354857 +</td> +<td style="text-align:left;"> +NO-Europe_lenoir +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +Galium verum +</td> +<td style="text-align:left;"> +Galium verum +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +x +</td> +<td style="text-align:right;"> +NA +</td> +</tr> +<tr> +<td style="text-align:right;"> +354857 +</td> +<td style="text-align:left;"> +NO-Europe_lenoir +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +Linaria vulgaris +</td> +<td style="text-align:left;"> +Linaria vulgaris +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +x +</td> +<td style="text-align:right;"> +NA +</td> +</tr> +<tr> +<td style="text-align:right;"> +354857 +</td> +<td style="text-align:left;"> +NO-Europe_lenoir +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +Poa pratensis subsp. pratensis +</td> +<td style="text-align:left;"> +Poa pratensis subsp. pratensis +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +x +</td> +<td style="text-align:right;"> +NA +</td> +</tr> +<tr> +<td style="text-align:right;"> +354857 +</td> +<td style="text-align:left;"> +NO-Europe_lenoir +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +Salix repens subsp. repens var. argentea +</td> +<td style="text-align:left;"> +Salix repens subsp. repens +</td> +<td style="text-align:right;"> +2 +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +x +</td> +<td style="text-align:right;"> +NA +</td> +</tr> +<tr> +<td style="text-align:right;"> +1462431 +</td> +<td style="text-align:left;"> +CS-Czechia_slovakia_2015 +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +Agrostis rupestris +</td> +<td style="text-align:left;"> +Agrostis rupestris +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:left;"> +1 +</td> +<td style="text-align:right;"> +NA +</td> +</tr> +<tr> +<td style="text-align:right;"> +1462431 +</td> +<td style="text-align:left;"> +CS-Czechia_slovakia_2015 +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +Avenella flexuosa +</td> +<td style="text-align:left;"> +Avenella flexuosa +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:left;"> +1 +</td> +<td style="text-align:right;"> +NA +</td> +</tr> +<tr> +<td style="text-align:right;"> +1462431 +</td> +<td style="text-align:left;"> +CS-Czechia_slovakia_2015 +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +Avenula versicolor +</td> +<td style="text-align:left;"> +Helictochloa versicolor +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +38 +</td> +<td style="text-align:left;"> +3 +</td> +<td style="text-align:right;"> +NA +</td> +</tr> +<tr> +<td style="text-align:right;"> +1462431 +</td> +<td style="text-align:left;"> +CS-Czechia_slovakia_2015 +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +Calamagrostis villosa +</td> +<td style="text-align:left;"> +Calamagrostis villosa +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +2 +</td> +<td style="text-align:left;"> +<ul> +<li></td> +<td style="text-align:right;"> +NA +</td> +</tr> +<tr> +<td style="text-align:right;"> +1462431 +</td> +<td style="text-align:left;"> +CS-Czechia_slovakia_2015 +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +Campanula alpina +</td> +<td style="text-align:left;"> +Campanula alpina +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:left;"> +1 +</td> +<td style="text-align:right;"> +NA +</td> +</tr> +<tr> +<td style="text-align:right;"> +1462431 +</td> +<td style="text-align:left;"> +CS-Czechia_slovakia_2015 +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +Carex sempervirens +</td> +<td style="text-align:left;"> +Carex sempervirens +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:left;"> +1 +</td> +<td style="text-align:right;"> +NA +</td> +</tr> +<tr> +<td style="text-align:right;"> +1462431 +</td> +<td style="text-align:left;"> +CS-Czechia_slovakia_2015 +</td> +<td style="text-align:left;"> +Lichen +</td> +<td style="text-align:right;"> +4 +</td> +<td style="text-align:left;"> +Cetraria islandica +</td> +<td style="text-align:left;"> +Cetraria islandica +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:right;"> +9 +</td> +<td style="text-align:right;"> +13 +</td> +<td style="text-align:left;"> +2 +</td> +<td style="text-align:right;"> +NA +</td> +</tr> +<tr> +<td style="text-align:right;"> +1462431 +</td> +<td style="text-align:left;"> +CS-Czechia_slovakia_2015 +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +Empetrum nigrum +</td> +<td style="text-align:left;"> +Empetrum nigrum +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +2 +</td> +<td style="text-align:left;"> +<ul> +<li></td> +<td style="text-align:right;"> +NA +</td> +</tr> +<tr> +<td style="text-align:right;"> +1462431 +</td> +<td style="text-align:left;"> +CS-Czechia_slovakia_2015 +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +Geum montanum +</td> +<td style="text-align:left;"> +Geum montanum +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +2 +</td> +<td style="text-align:left;"> +<ul> +<li></td> +<td style="text-align:right;"> +NA +</td> +</tr> +<tr> +<td style="text-align:right;"> +1462431 +</td> +<td style="text-align:left;"> +CS-Czechia_slovakia_2015 +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +Hieracium alpinum +</td> +<td style="text-align:left;"> +Hieracium alpinum +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +2 +</td> +<td style="text-align:left;"> +<ul> +<li></td> +<td style="text-align:right;"> +NA +</td> +</tr> +<tr> +<td style="text-align:right;"> +1462431 +</td> +<td style="text-align:left;"> +CS-Czechia_slovakia_2015 +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +Homogyne alpina +</td> +<td style="text-align:left;"> +Homogyne alpina +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:left;"> +1 +</td> +<td style="text-align:right;"> +NA +</td> +</tr> +<tr> +<td style="text-align:right;"> +1462431 +</td> +<td style="text-align:left;"> +CS-Czechia_slovakia_2015 +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +Hypochaeris uniflora +</td> +<td style="text-align:left;"> +Hypochaeris uniflora +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +13 +</td> +<td style="text-align:left;"> +2 +</td> +<td style="text-align:right;"> +NA +</td> +</tr> +<tr> +<td style="text-align:right;"> +1462431 +</td> +<td style="text-align:left;"> +CS-Czechia_slovakia_2015 +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +Persicaria vivipara +</td> +<td style="text-align:left;"> +Bistorta vivipara +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +r +</td> +<td style="text-align:right;"> +NA +</td> +</tr> +<tr> +<td style="text-align:right;"> +1462431 +</td> +<td style="text-align:left;"> +CS-Czechia_slovakia_2015 +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +Potentilla aurea +</td> +<td style="text-align:left;"> +Potentilla aurea +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +2 +</td> +<td style="text-align:left;"> +<ul> +<li></td> +<td style="text-align:right;"> +NA +</td> +</tr> +<tr> +<td style="text-align:right;"> +1462431 +</td> +<td style="text-align:left;"> +CS-Czechia_slovakia_2015 +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +Pulsatilla alpina subsp. alba auct. sudet. & carpat. +</td> +<td style="text-align:left;"> +Pulsatilla alpina subsp. alba +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +r +</td> +<td style="text-align:right;"> +NA +</td> +</tr> +<tr> +<td style="text-align:right;"> +1462431 +</td> +<td style="text-align:left;"> +CS-Czechia_slovakia_2015 +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +Vaccinium gaultherioides +</td> +<td style="text-align:left;"> +Vaccinium uliginosum +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:left;"> +1 +</td> +<td style="text-align:right;"> +NA +</td> +</tr> +<tr> +<td style="text-align:right;"> +1462431 +</td> +<td style="text-align:left;"> +CS-Czechia_slovakia_2015 +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +Vaccinium myrtillus +</td> +<td style="text-align:left;"> +Vaccinium myrtillus +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:left;"> +1 +</td> +<td style="text-align:right;"> +NA +</td> +</tr> +<tr> +<td style="text-align:right;"> +1462431 +</td> +<td style="text-align:left;"> +CS-Czechia_slovakia_2015 +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +Vaccinium vitis-idaea +</td> +<td style="text-align:left;"> +Vaccinium vitis-idaea +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +2 +</td> +<td style="text-align:left;"> +<ul> +<li></td> +<td style="text-align:right;"> +NA +</td> +</tr> +<tr> +<td style="text-align:right;"> +1585163 +</td> +<td style="text-align:left;"> +RU-Russia +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +Betula pubescens +</td> +<td style="text-align:left;"> +Betula pubescens +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:right;"> +38 +</td> +<td style="text-align:left;"> +3 +</td> +<td style="text-align:right;"> +NA +</td> +</tr> +<tr> +<td style="text-align:right;"> +1585163 +</td> +<td style="text-align:left;"> +RU-Russia +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +Betula pubescens +</td> +<td style="text-align:left;"> +Betula pubescens +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +2 +</td> +<td style="text-align:right;"> +38 +</td> +<td style="text-align:left;"> +3 +</td> +<td style="text-align:right;"> +NA +</td> +</tr> +<tr> +<td style="text-align:right;"> +1585163 +</td> +<td style="text-align:left;"> +RU-Russia +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +Calamagrostis arundinacea +</td> +<td style="text-align:left;"> +Calamagrostis arundinacea +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:left;"> +1 +</td> +<td style="text-align:right;"> +NA +</td> +</tr> +<tr> +<td style="text-align:right;"> +1585163 +</td> +<td style="text-align:left;"> +RU-Russia +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +Carex rhizina +</td> +<td style="text-align:left;"> +Carex pediformis subsp. rhizodes +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:left;"> +1 +</td> +<td style="text-align:right;"> +NA +</td> +</tr> +<tr> +<td style="text-align:right;"> +1585163 +</td> +<td style="text-align:left;"> +RU-Russia +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +Chelidonium majus +</td> +<td style="text-align:left;"> +Chelidonium majus +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:left;"> +1 +</td> +<td style="text-align:right;"> +NA +</td> +</tr> +<tr> +<td style="text-align:right;"> +1585163 +</td> +<td style="text-align:left;"> +RU-Russia +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +Convallaria majalis +</td> +<td style="text-align:left;"> +Convallaria majalis +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:left;"> +1 +</td> +<td style="text-align:right;"> +NA +</td> +</tr> +<tr> +<td style="text-align:right;"> +1585163 +</td> +<td style="text-align:left;"> +RU-Russia +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +Dryopteris carthusiana +</td> +<td style="text-align:left;"> +Dryopteris carthusiana +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:left;"> +1 +</td> +<td style="text-align:right;"> +NA +</td> +</tr> +<tr> +<td style="text-align:right;"> +1585163 +</td> +<td style="text-align:left;"> +RU-Russia +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +Galium mollugo +</td> +<td style="text-align:left;"> +Galium mollugo +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:left;"> +1 +</td> +<td style="text-align:right;"> +NA +</td> +</tr> +<tr> +<td style="text-align:right;"> +1585163 +</td> +<td style="text-align:left;"> +RU-Russia +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +Hypericum perforatum +</td> +<td style="text-align:left;"> +Hypericum perforatum +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:left;"> +1 +</td> +<td style="text-align:right;"> +NA +</td> +</tr> +<tr> +<td style="text-align:right;"> +1585163 +</td> +<td style="text-align:left;"> +RU-Russia +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +Melampyrum pratense +</td> +<td style="text-align:left;"> +Melampyrum pratense +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:left;"> +1 +</td> +<td style="text-align:right;"> +NA +</td> +</tr> +<tr> +<td style="text-align:right;"> +1585163 +</td> +<td style="text-align:left;"> +RU-Russia +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +Moehringia trinervia +</td> +<td style="text-align:left;"> +Moehringia trinervia +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:left;"> +1 +</td> +<td style="text-align:right;"> +NA +</td> +</tr> +<tr> +<td style="text-align:right;"> +1585163 +</td> +<td style="text-align:left;"> +RU-Russia +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +Oxalis acetosella +</td> +<td style="text-align:left;"> +Oxalis acetosella +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:left;"> +1 +</td> +<td style="text-align:right;"> +NA +</td> +</tr> +<tr> +<td style="text-align:right;"> +1585163 +</td> +<td style="text-align:left;"> +RU-Russia +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +Picea obovata +</td> +<td style="text-align:left;"> +Picea obovata +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:right;"> +68 +</td> +<td style="text-align:left;"> +4 +</td> +<td style="text-align:right;"> +NA +</td> +</tr> +<tr> +<td style="text-align:right;"> +1585163 +</td> +<td style="text-align:left;"> +RU-Russia +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +Picea obovata +</td> +<td style="text-align:left;"> +Picea obovata +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +2 +</td> +<td style="text-align:right;"> +68 +</td> +<td style="text-align:left;"> +4 +</td> +<td style="text-align:right;"> +NA +</td> +</tr> +<tr> +<td style="text-align:right;"> +1585163 +</td> +<td style="text-align:left;"> +RU-Russia +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +Pinus sylvestris +</td> +<td style="text-align:left;"> +Pinus sylvestris +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:left;"> +1 +</td> +<td style="text-align:right;"> +NA +</td> +</tr> +<tr> +<td style="text-align:right;"> +1585163 +</td> +<td style="text-align:left;"> +RU-Russia +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +Pinus sylvestris +</td> +<td style="text-align:left;"> +Pinus sylvestris +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:left;"> +1 +</td> +<td style="text-align:right;"> +NA +</td> +</tr> +<tr> +<td style="text-align:right;"> +1585163 +</td> +<td style="text-align:left;"> +RU-Russia +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +Rubus idaeus +</td> +<td style="text-align:left;"> +Rubus idaeus +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:left;"> +1 +</td> +<td style="text-align:right;"> +NA +</td> +</tr> +<tr> +<td style="text-align:right;"> +1585163 +</td> +<td style="text-align:left;"> +RU-Russia +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +Rumex acetosella +</td> +<td style="text-align:left;"> +Rumex acetosella +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:left;"> +1 +</td> +<td style="text-align:right;"> +NA +</td> +</tr> +<tr> +<td style="text-align:right;"> +1585163 +</td> +<td style="text-align:left;"> +RU-Russia +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +Sambucus racemosa +</td> +<td style="text-align:left;"> +Sambucus racemosa +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +4 +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:left;"> +1 +</td> +<td style="text-align:right;"> +NA +</td> +</tr> +<tr> +<td style="text-align:right;"> +1585163 +</td> +<td style="text-align:left;"> +RU-Russia +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +Solidago virgaurea +</td> +<td style="text-align:left;"> +Solidago virgaurea +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:left;"> +1 +</td> +<td style="text-align:right;"> +NA +</td> +</tr> +<tr> +<td style="text-align:right;"> +1585163 +</td> +<td style="text-align:left;"> +RU-Russia +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +Sorbus aucuparia +</td> +<td style="text-align:left;"> +Sorbus aucuparia +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +4 +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:left;"> +1 +</td> +<td style="text-align:right;"> +NA +</td> +</tr> +<tr> +<td style="text-align:right;"> +1585163 +</td> +<td style="text-align:left;"> +RU-Russia +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +Stellaria media +</td> +<td style="text-align:left;"> +Stellaria media +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:left;"> +1 +</td> +<td style="text-align:right;"> +NA +</td> +</tr> +<tr> +<td style="text-align:right;"> +1585163 +</td> +<td style="text-align:left;"> +RU-Russia +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +Vaccinium myrtillus +</td> +<td style="text-align:left;"> +Vaccinium myrtillus +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:left;"> +1 +</td> +<td style="text-align:right;"> +NA +</td> +</tr> +<tr> +<td style="text-align:right;"> +1585163 +</td> +<td style="text-align:left;"> +RU-Russia +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +Veronica officinalis +</td> +<td style="text-align:left;"> +Veronica officinalis +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:left;"> +1 +</td> +<td style="text-align:right;"> +NA +</td> +</tr> +</tbody> +</table></li> +</ul></li> +</ul></li> +</ul></li> +</ul></li> +</ul></li> +</ul> +</div> +<div id="match-species-names-from-dt0-to-those-in-backbone" class="section level2"> +<h2>Match species names from DT0 to those in Backbone</h2> +<p>Import taxonomic backbone</p> +<pre class="r"><code>load("../_output/Backbone3.0.RData")</code></pre> +<p>Match to DT0, using <code>Taxonomic concept</code> as matching key. This is the field that was used to build, and resolve, the Backbone.</p> +<pre class="r"><code>DT1 <- DT0 %>% + left_join(Backbone %>% + dplyr::select(Name_sPlot_TRY, Name_short, `Taxon group`, Rank_correct) %>% + rename(`Matched concept`=Name_sPlot_TRY, + Taxongroup_BB=`Taxon group`), + by="Matched concept") %>% + # Simplify Rank_correct + mutate(Rank_correct=fct_collapse(Rank_correct, + lower=c("subspecies", "variety", "infraspecies", "race", "forma"))) %>% + mutate(Rank_correct=fct_explicit_na(Rank_correct, "No_match")) %>% + mutate(Name_short=replace(Name_short, + list=Name_short=="No suitable", + values=NA))</code></pre> +</div> +<div id="explore-name-matching-based-on-backbone-v1.2" class="section level2"> +<h2>Explore name matching based on Backbone v1.2</h2> +<p>Select species entries that changed after taxonomic standardization, as a way to check the backbone.</p> +<pre class="r"><code>name.check <- DT1 %>% + dplyr::select(`Turboveg2 concept`:`Matched concept`, Name_short) %>% + rename(Name_TNRS=Name_short) %>% + distinct() %>% + mutate(Matched_short=word(`Matched concept`, start = 1L, end=2L)) %>% + filter(is.na(Name_TNRS) | Matched_short != Name_TNRS) %>% + dplyr::select(-Matched_short) %>% + arrange(Name_TNRS)</code></pre> +<table class="table table-striped table-hover table-condensed table-responsive" style="width: auto !important; margin-left: auto; margin-right: auto;"> +<caption> +Check 30 random species names from DT that changed name after matching to backbone +</caption> +<thead> +<tr> +<th style="text-align:left;"> +Turboveg2 concept +</th> +<th style="text-align:left;"> +Matched concept +</th> +<th style="text-align:left;"> +Name_TNRS +</th> +</tr> +</thead> +<tbody> +<tr> +<td style="text-align:left;"> +Cyclotella comta +</td> +<td style="text-align:left;"> +Cyclotella comta +</td> +<td style="text-align:left;"> +Cyclotella +</td> +</tr> +<tr> +<td style="text-align:left;"> +Lespedeza species #2 +</td> +<td style="text-align:left;"> +Lespedeza species #2 +</td> +<td style="text-align:left;"> +Lespedeza +</td> +</tr> +<tr> +<td style="text-align:left;"> +Alopecurus x brachystylus +</td> +<td style="text-align:left;"> +Alopecurus x brachystylus +</td> +<td style="text-align:left;"> +Alopecurus × +</td> +</tr> +<tr> +<td style="text-align:left;"> +Verbascum leptocladum +</td> +<td style="text-align:left;"> +Verbascum leptocladum +</td> +<td style="text-align:left;"> +Verbascum glabratum +</td> +</tr> +<tr> +<td style="text-align:left;"> +Anisomeridium polypori +</td> +<td style="text-align:left;"> +Anisomeridium nyssaegenum +</td> +<td style="text-align:left;"> +Anisomeridium nyssigenum +</td> +</tr> +<tr> +<td style="text-align:left;"> +Klasea boetica subsp. lusitanica +</td> +<td style="text-align:left;"> +Klasea boetica subsp. lusitanica +</td> +<td style="text-align:left;"> +Klasea baetica +</td> +</tr> +<tr> +<td style="text-align:left;"> +Arenaria armeniaca +</td> +<td style="text-align:left;"> +Arenaria armeniaca +</td> +<td style="text-align:left;"> +Eremogone armeniaca +</td> +</tr> +<tr> +<td style="text-align:left;"> +Lauraceae species [FB 87] +</td> +<td style="text-align:left;"> +Lauraceae species [FB 87] +</td> +<td style="text-align:left;"> +Lauraceae +</td> +</tr> +<tr> +<td style="text-align:left;"> +Lobelia species #5 +</td> +<td style="text-align:left;"> +Lobelia species #5 +</td> +<td style="text-align:left;"> +Lobelia +</td> +</tr> +<tr> +<td style="text-align:left;"> +Petrocoptis pyrenaica subsp. pyrenaica +</td> +<td style="text-align:left;"> +Petrocoptis pyrenaica subsp. pyrenaica +</td> +<td style="text-align:left;"> +Silene glaucifolia +</td> +</tr> +<tr> +<td style="text-align:left;"> +Plinia species +</td> +<td style="text-align:left;"> +Plinia species +</td> +<td style="text-align:left;"> +Plinia +</td> +</tr> +<tr> +<td style="text-align:left;"> +Stereocaulon species +</td> +<td style="text-align:left;"> +Stereocaulon species +</td> +<td style="text-align:left;"> +Stereocaulon +</td> +</tr> +<tr> +<td style="text-align:left;"> +Gesneria acuminata +</td> +<td style="text-align:left;"> +Gesneria acuminata +</td> +<td style="text-align:left;"> +Gesneria humilis +</td> +</tr> +<tr> +<td style="text-align:left;"> +Tephrocactus articulatus +</td> +<td style="text-align:left;"> +Tephrocactus articulatus +</td> +<td style="text-align:left;"> +Opuntia articulata +</td> +</tr> +<tr> +<td style="text-align:left;"> +Tulostoma brumale +</td> +<td style="text-align:left;"> +Tulostoma brumale +</td> +<td style="text-align:left;"> +NA +</td> +</tr> +<tr> +<td style="text-align:left;"> +Fontinalis species +</td> +<td style="text-align:left;"> +Fontinalis species +</td> +<td style="text-align:left;"> +Fontinalis +</td> +</tr> +<tr> +<td style="text-align:left;"> +Michelia shiluensis +</td> +<td style="text-align:left;"> +Michelia shiluensis +</td> +<td style="text-align:left;"> +Magnolia shiluensis +</td> +</tr> +<tr> +<td style="text-align:left;"> +Calamus aff. +</td> +<td style="text-align:left;"> +Calamus aff. +</td> +<td style="text-align:left;"> +Calamus +</td> +</tr> +<tr> +<td style="text-align:left;"> +Lespedeza daurica +</td> +<td style="text-align:left;"> +Lespedeza daurica +</td> +<td style="text-align:left;"> +Lespedeza davurica +</td> +</tr> +<tr> +<td style="text-align:left;"> +Arrabidaea truncata +</td> +<td style="text-align:left;"> +Arrabidaea truncata +</td> +<td style="text-align:left;"> +Fridericia truncata +</td> +</tr> +<tr> +<td style="text-align:left;"> +Launaea acanthoclada +</td> +<td style="text-align:left;"> +Launaea acanthoclada +</td> +<td style="text-align:left;"> +Launaea lanifera +</td> +</tr> +<tr> +<td style="text-align:left;"> +Jagera pseudorhus var. pseudorhus +</td> +<td style="text-align:left;"> +Jagera pseudorhus var. pseudorhus +</td> +<td style="text-align:left;"> +Cupania pseudorhus +</td> +</tr> +<tr> +<td style="text-align:left;"> +Alliaria_petiolata species +</td> +<td style="text-align:left;"> +Alliaria_petiolata species +</td> +<td style="text-align:left;"> +Alliaria petiolata +</td> +</tr> +<tr> +<td style="text-align:left;"> +Hevea cf. guianensis +</td> +<td style="text-align:left;"> +Hevea cf. guianensis +</td> +<td style="text-align:left;"> +Hevea guianensis +</td> +</tr> +<tr> +<td style="text-align:left;"> +Riccia beirichiana +</td> +<td style="text-align:left;"> +Riccia beirichiana +</td> +<td style="text-align:left;"> +Riccia beyrichiana +</td> +</tr> +<tr> +<td style="text-align:left;"> +Thesium billardieri +</td> +<td style="text-align:left;"> +Thesium billardieri +</td> +<td style="text-align:left;"> +Thesium billardierei +</td> +</tr> +<tr> +<td style="text-align:left;"> +Hugonia sp. +</td> +<td style="text-align:left;"> +Hugonia sp. +</td> +<td style="text-align:left;"> +Hugonia +</td> +</tr> +<tr> +<td style="text-align:left;"> +Coreopsis falcata +</td> +<td style="text-align:left;"> +Coreopsis falcata +</td> +<td style="text-align:left;"> +Coreopsis gladiata +</td> +</tr> +<tr> +<td style="text-align:left;"> +Vismia species [CMG 3029] +</td> +<td style="text-align:left;"> +Vismia species [CMG 3029] +</td> +<td style="text-align:left;"> +Vismia +</td> +</tr> +<tr> +<td style="text-align:left;"> +Bufonia mauritanica +</td> +<td style="text-align:left;"> +Bufonia mauritanica +</td> +<td style="text-align:left;"> +Bufonia perennis +</td> +</tr> +</tbody> +</table> +<p>Check the most common species names from DT after matching to backbone</p> +<pre class="r"><code>name.check.freq <- DT1 %>% + dplyr::select(`Turboveg2 concept`:`Matched concept`, Name_short) %>% + rename(Name_TNRS=Name_short) %>% + group_by(`Turboveg2 concept`, `Matched concept`, Name_TNRS) %>% + summarize(n=n()) %>% + mutate(Matched_short=word(`Matched concept`, start = 1L, end=2L)) %>% + filter(is.na(Name_TNRS) | Matched_short != Name_TNRS) %>% + dplyr::select(-Matched_short) %>% + ungroup() %>% + arrange(desc(n)) </code></pre> +<table class="table table-striped table-hover table-condensed table-responsive" style="width: auto !important; margin-left: auto; margin-right: auto;"> +<caption> +Check 40 most common species names from DT that changed name after matching to backbone +</caption> +<thead> +<tr> +<th style="text-align:left;"> +Turboveg2 concept +</th> +<th style="text-align:left;"> +Matched concept +</th> +<th style="text-align:left;"> +Name_TNRS +</th> +<th style="text-align:right;"> +n +</th> +</tr> +</thead> +<tbody> +<tr> +<td style="text-align:left;"> +Deschampsia flexuosa +</td> +<td style="text-align:left;"> +Avenella flexuosa +</td> +<td style="text-align:left;"> +Deschampsia flexuosa +</td> +<td style="text-align:right;"> +126515 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Festuca pratensis +</td> +<td style="text-align:left;"> +Schedonorus pratensis +</td> +<td style="text-align:left;"> +Festuca pratensis +</td> +<td style="text-align:right;"> +84008 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Elymus repens +</td> +<td style="text-align:left;"> +Elytrigia repens +</td> +<td style="text-align:left;"> +Elymus repens +</td> +<td style="text-align:right;"> +82891 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Phalaris arundinacea +</td> +<td style="text-align:left;"> +Phalaroides arundinacea +</td> +<td style="text-align:left;"> +Phalaris arundinacea +</td> +<td style="text-align:right;"> +75296 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Bryophyta species +</td> +<td style="text-align:left;"> +Bryophyta species +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +74393 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Poa annua +</td> +<td style="text-align:left;"> +Ochlopoa annua +</td> +<td style="text-align:left;"> +Poa annua +</td> +<td style="text-align:right;"> +67460 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Potentilla anserina +</td> +<td style="text-align:left;"> +Argentina anserina +</td> +<td style="text-align:left;"> +Potentilla anserina +</td> +<td style="text-align:right;"> +63786 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Taraxacum sect. Ruderalia +</td> +<td style="text-align:left;"> +Taraxacum sect. Taraxacum +</td> +<td style="text-align:left;"> +Taraxacum +</td> +<td style="text-align:right;"> +58429 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Taraxacum species +</td> +<td style="text-align:left;"> +Taraxacum species +</td> +<td style="text-align:left;"> +Taraxacum +</td> +<td style="text-align:right;"> +57167 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Cornus sanguinea +</td> +<td style="text-align:left;"> +Cornus sanguinea +</td> +<td style="text-align:left;"> +Cornus controversa +</td> +<td style="text-align:right;"> +52651 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Elytrigia repens +</td> +<td style="text-align:left;"> +Elytrigia repens +</td> +<td style="text-align:left;"> +Elymus repens +</td> +<td style="text-align:right;"> +51670 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Taraxacum officinale +</td> +<td style="text-align:left;"> +Taraxacum sect. Taraxacum +</td> +<td style="text-align:left;"> +Taraxacum +</td> +<td style="text-align:right;"> +50502 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Weinmannia racemosa +</td> +<td style="text-align:left;"> +Weinmannia racemosa +</td> +<td style="text-align:left;"> +Leiospermum racemosum +</td> +<td style="text-align:right;"> +38269 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Bromus erectus +</td> +<td style="text-align:left;"> +Bromopsis erecta +</td> +<td style="text-align:left;"> +Bromus erectus +</td> +<td style="text-align:right;"> +33765 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Cladonia species +</td> +<td style="text-align:left;"> +Cladonia species +</td> +<td style="text-align:left;"> +Cladonia +</td> +<td style="text-align:right;"> +32464 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Avenella flexuosa +</td> +<td style="text-align:left;"> +Avenella flexuosa +</td> +<td style="text-align:left;"> +Deschampsia flexuosa +</td> +<td style="text-align:right;"> +30787 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Rubus sect. Rubus +</td> +<td style="text-align:left;"> +Rubus sect. Rubus +</td> +<td style="text-align:left;"> +Rubus +</td> +<td style="text-align:right;"> +28684 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Festuca arundinacea +</td> +<td style="text-align:left;"> +Schedonorus arundinaceus +</td> +<td style="text-align:left;"> +Festuca arundinacea +</td> +<td style="text-align:right;"> +26124 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Trientalis europaea +</td> +<td style="text-align:left;"> +Trientalis europaea +</td> +<td style="text-align:left;"> +Lysimachia europaea +</td> +<td style="text-align:right;"> +25940 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Rubus fruticosus aggr. +</td> +<td style="text-align:left;"> +Rubus fruticosus aggr. +</td> +<td style="text-align:left;"> +Rubus vestitus +</td> +<td style="text-align:right;"> +23669 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Glaux maritima +</td> +<td style="text-align:left;"> +Glaux maritima +</td> +<td style="text-align:left;"> +Lysimachia maritima +</td> +<td style="text-align:right;"> +23306 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Taraxacum officinale aggr. +</td> +<td style="text-align:left;"> +Taraxacum sect. Taraxacum +</td> +<td style="text-align:left;"> +Taraxacum +</td> +<td style="text-align:right;"> +22837 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Rubus species +</td> +<td style="text-align:left;"> +Rubus species +</td> +<td style="text-align:left;"> +Rubus +</td> +<td style="text-align:right;"> +22098 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Festuca gigantea +</td> +<td style="text-align:left;"> +Schedonorus giganteus +</td> +<td style="text-align:left;"> +Festuca gigantea +</td> +<td style="text-align:right;"> +20917 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Taraxacum sectie Ruderalia +</td> +<td style="text-align:left;"> +Taraxacum sect. Taraxacum +</td> +<td style="text-align:left;"> +Taraxacum +</td> +<td style="text-align:right;"> +20888 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Lophozonia menziesii +</td> +<td style="text-align:left;"> +Lophozonia menziesii +</td> +<td style="text-align:left;"> +Lophozonia +</td> +<td style="text-align:right;"> +20249 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Juncus gerardi +</td> +<td style="text-align:left;"> +Juncus gerardi +</td> +<td style="text-align:left;"> +Juncus gerardii +</td> +<td style="text-align:right;"> +19094 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Sphagnum species +</td> +<td style="text-align:left;"> +Sphagnum species +</td> +<td style="text-align:left;"> +Sphagnum +</td> +<td style="text-align:right;"> +18293 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Festuca rupicola +</td> +<td style="text-align:left;"> +Festuca stricta subsp. sulcata +</td> +<td style="text-align:left;"> +Festuca rupicola +</td> +<td style="text-align:right;"> +18010 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Rosa species +</td> +<td style="text-align:left;"> +Rosa species +</td> +<td style="text-align:left;"> +Rosa +</td> +<td style="text-align:right;"> +16657 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Podocarpus laetus +</td> +<td style="text-align:left;"> +Podocarpus laetus +</td> +<td style="text-align:left;"> +Podocarpus spinulosus +</td> +<td style="text-align:right;"> +16356 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Bromus tectorum +</td> +<td style="text-align:left;"> +Anisantha tectorum +</td> +<td style="text-align:left;"> +Bromus tectorum +</td> +<td style="text-align:right;"> +16305 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Carex species +</td> +<td style="text-align:left;"> +Carex species +</td> +<td style="text-align:left;"> +Carex +</td> +<td style="text-align:right;"> +15744 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Ripogonum scandens +</td> +<td style="text-align:left;"> +Ripogonum scandens +</td> +<td style="text-align:left;"> +Rhipogonum +</td> +<td style="text-align:right;"> +14984 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Rubus hirtus +</td> +<td style="text-align:left;"> +Rubus hirtus aggr. +</td> +<td style="text-align:left;"> +Rubus proiectus +</td> +<td style="text-align:right;"> +14191 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Avenula pubescens +</td> +<td style="text-align:left;"> +Avenula pubescens +</td> +<td style="text-align:left;"> +Helictotrichon pubescens +</td> +<td style="text-align:right;"> +13490 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Notogrammitis billardierei +</td> +<td style="text-align:left;"> +Notogrammitis billardierei +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +13117 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Crataegus species +</td> +<td style="text-align:left;"> +Crataegus species +</td> +<td style="text-align:left;"> +Crataegus +</td> +<td style="text-align:right;"> +13072 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Helictotrichon pubescens +</td> +<td style="text-align:left;"> +Avenula pubescens +</td> +<td style="text-align:left;"> +Helictotrichon pubescens +</td> +<td style="text-align:right;"> +12941 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Erophila verna +</td> +<td style="text-align:left;"> +Draba verna +</td> +<td style="text-align:left;"> +Erophila verna +</td> +<td style="text-align:right;"> +12646 +</td> +</tr> +</tbody> +</table> +</div> +<div id="complete-field-taxon-group" class="section level2"> +<h2>Complete field <code>taxon group</code></h2> +<p><code>Taxon group</code> information is only available for 35708898 entries, but absent for 7394414. To improve the completeness of this field, we derive additional info from the <code>Backbone</code>, and merge it with the data already present in <code>DT</code>.</p> +<pre class="r"><code>table(DT1$`Taxon group`, exclude=NULL)</code></pre> +<pre><code>## +## Alga Lichen Moss Mushroom Stonewort +## 9497 324080 2035007 513 12166 +## Unknown Vascular plant +## 7394414 33327635</code></pre> +<pre class="r"><code>DT1 <- DT1 %>% + mutate(`Taxon group`=ifelse(`Taxon group`=="Unknown", NA, `Taxon group`)) %>% + mutate(Taxongroup_BB=ifelse(Taxongroup_BB=="Unknown", NA, Taxongroup_BB)) %>% + mutate(`Taxon group`=coalesce(`Taxon group`, Taxongroup_BB)) %>% + dplyr::select(-Taxongroup_BB) + + +table(DT1$`Taxon group`, exclude=NULL)</code></pre> +<pre><code>## +## Alga Lichen Moss Mushroom Stonewort +## 9991 366997 2090994 513 12166 +## Vascular plant <NA> +## 40532073 90578</code></pre> +<p>Those taxa for which a measuress of Basal Area exists can be safely assumed to belong to vascular plants</p> +<pre class="r"><code>DT1 <- DT1 %>% + mutate(`Taxon group`=replace(`Taxon group`, + list=`Cover code`=="x_BA", + values="Vascular plant"))</code></pre> +<p>Cross-complement <code>Taxon group</code> information. This means that, whenever a taxon is marked to belong to one group, then assign the same taxon to that group throughout the <code>DT</code> table.</p> +<pre class="r"><code>DT1 <- DT1 %>% + left_join(DT1 %>% + filter(!is.na(Name_short)) %>% + filter(`Taxon group` != "Unknown") %>% + dplyr::select(Name_short, `Taxon group`) %>% + distinct(Name_short, .keep_all=T) %>% + rename(TaxonGroup_compl=`Taxon group`), + by="Name_short") %>% + mutate(`Taxon group`=coalesce(`Taxon group`, TaxonGroup_compl)) %>% + dplyr::select(-TaxonGroup_compl) + +table(DT1$`Taxon group`, exclude=NULL)</code></pre> +<pre><code>## +## Alga Lichen Moss Mushroom Stonewort +## 9994 367586 2100627 513 12166 +## Vascular plant <NA> +## 40533651 78775</code></pre> +<p>Check species with conflicting <code>Taxon group</code> information and fix manually.</p> +<pre class="r"><code>#check for conflicts in attribution of genera to Taxon groups +DT1 %>% + filter(!is.na(Name_short)) %>% + filter(!is.na(`Taxon group`)) %>% + distinct(Name_short, `Taxon group`) %>% + mutate(Genus=word(Name_short,1)) %>% + dplyr::select(Genus, `Taxon group`) %>% + distinct() %>% + group_by(Genus) %>% + summarize(n=n()) %>% + filter(n>1) %>% + arrange(desc(n))</code></pre> +<pre><code>## # A tibble: 16 x 2 +## Genus n +## <chr> <int> +## 1 Brachytheciastrum 2 +## 2 Brachythecium 2 +## 3 Chara 2 +## 4 Characeae 2 +## 5 Hepatica 2 +## 6 Hypericum 2 +## 7 Hypnum 2 +## 8 Lamprothamnus 2 +## 9 Leptorhaphis 2 +## 10 Lychnothamnus 2 +## 11 Nitella 2 +## 12 Oxymitra 2 +## 13 Pancovia 2 +## 14 Peltaria 2 +## 15 Tonina 2 +## 16 Zygodon 2</code></pre> +<p>Manually fix some known problems in <code>Taxon group</code> attribution. Some lists of taxa (e.g., <code>lichen.genera</code>, <code>mushroom.genera</code>) were defined when building the <code>Backbone</code>.</p> +<pre class="r"><code>#Attach genus info +DT1 <- DT1 %>% + left_join(Backbone %>% + dplyr::select(Name_sPlot_TRY, Name_short) %>% + mutate(Genus=word(Name_short, 1, 1)) %>% + dplyr::select(-Name_short) %>% + rename(`Matched concept`=Name_sPlot_TRY), + by="Matched concept") %>% + mutate(`Taxon group`=fct_collapse(`Taxon group`, + Alga_Stonewort=c("Alga", "Stonewort"))) +#manually fix some known problems +mosses.gen <- c("Hypnum", "Brachytheciastrum","Brachythecium","Hypnum", + "Zygodon", "Oxymitra", "Bryophyta", "Musci", '\\\"Moos\\\"') +vascular.gen <- c("Polystichum", "Hypericum", "Peltaria", "Pancovia", "Calythrix", "Ripogonum", + "Notogrammitis", "Fuscospora", "Lophozonia", "Rostellularia", + "Hesperostipa", "Microsorium", "Angiosperm","Dicotyledonae", "Spermatophy") +alga.gen <- c("Chara", "Characeae", "Tonina", "Nostoc", "Entermorpha", "Hydrocoleum" ) + +DT1 <- DT1 %>% + mutate(`Taxon group`=replace(`Taxon group`, + list=Genus %in% mosses.gen, + values="Moss")) %>% + mutate(`Taxon group`=replace(`Taxon group`, + list=Genus %in% vascular.gen, + values="Vascular plant")) %>% + mutate(`Taxon group`=replace(`Taxon group`, + list=Genus %in% alga.gen, + values="Alga_Stonewort")) %>% + mutate(`Taxon group`=replace(`Taxon group`, + list=Genus %in% c(lichen.genera, "Lichenes"), + values="Lichen")) %>% + mutate(`Taxon group`=replace(`Taxon group`, + list=Genus %in% mushroom, + values="Mushroom")) + +table(DT1$`Taxon group`, exclude=NULL)</code></pre> +<pre><code>## +## Alga_Stonewort Lichen Moss Mushroom Vascular plant +## 23071 367587 2100767 513 40535429 +## <NA> +## 75945</code></pre> +<p>Delete all records of fungi, and use lists of genera to fix additional problems. While in the previous round the matching was done on the resolved Genus name, here the match is based on unresolved Genus names.</p> +<pre class="r"><code>DT1 <- DT1 %>% + dplyr::select(-Genus) %>% + left_join(DT1 %>% + distinct(`Matched concept`) %>% + mutate(Genus=word(`Matched concept`, 1)), + by="Matched concept") %>% + mutate(`Taxon group`=replace(`Taxon group`, + list=Genus %in% mushroom, + values = "Mushroom")) %>% + mutate(`Taxon group`=replace(`Taxon group`, + list=Genus %in% lichen.genera, + values="Lichen")) %>% + mutate(`Taxon group`=replace(`Taxon group`, + list=Genus %in% mosses.gen, + values="Moss")) %>% + mutate(`Taxon group`=replace(`Taxon group`, + list=Genus %in% vascular.gen, + values="Vascular plant")) %>% + mutate(`Taxon group` = fct_explicit_na(`Taxon group`, "Unknown")) %>% + filter(`Taxon group`!="Mushroom") %>% + mutate(`Taxon group`=factor(`Taxon group`)) + #dplyr::select(-Genus) + +table(DT1$`Taxon group`, exclude=NULL)</code></pre> +<pre><code>## +## Alga_Stonewort Lichen Moss Vascular plant Unknown +## 23071 367933 2103429 40572721 35721</code></pre> +<p>After cross-checking all sources of information, the number of taxa not having <code>Taxon group</code> information decreased to 35721 entries</p> +</div> +<div id="calculate-relative-cover-per-layer-per-species-in-each-plot" class="section level2"> +<h2>Calculate relative cover per layer per species in each plot</h2> +<p>Species abundance information varies across datasets and plots. While for the large majority of plots abundance values are returned as percentage cover, there is a subset where abundance is returned with different scales. These are marked in the column <code>Cover code</code> as follows: <em>x_BA</em> - Basal Area<br /> +<em>x_IC</em> - Individual count<br /> +<em>x_SC</em> - Stem count<br /> +<em>x_IV</em> - Relative Importance<br /> +<em>x_RF</em> - Relative Frequency<br /> +<em>x</em> - Presence absence<br /> + Still, it’s not really intuitive that in case <code>Cover code</code> belongs to one of the classes above, then the actual abundance value is stored in the <code>x_</code> column. This stems from the way this data is stored in <code>TURBOVEG</code>.<br /> +To make the cover data more user friendly, I simplify the way cover is stored, so that there are only two columns:<br /> +<code>Ab_scale</code> - to report the type of scale used<br /> +<code>Abundance</code> - to coalesce the cover\abundance values previously in the columns <code>Cover %</code> and <code>x_</code>.</p> +<pre class="r"><code># Create Ab_scale field +DT1 <- DT1 %>% + mutate(Ab_scale = ifelse(`Cover code` %in% + c("x_BA", "x_IC", "x_SC", "x_IV", "x_RF") & !is.na(x_), + `Cover code`, + "CoverPerc")) </code></pre> +<p>Fix some errors. There are some plots where all species have zeros in the field <code>Cover %</code>. Some of them are marked as p\a (<code>Cover code=="x"</code>), but other not. Consider all this plots as presence\absence and transform <code>Cover %</code> to 1.<br /> +!! There are some other plots having layers with all zeros. This should be double-checked, but are not being transformed here !!</p> +<pre class="r"><code>allzeroes <- DT1 %>% + group_by(PlotObservationID) %>% + summarize(allzero=all(`Cover %`==0) ) %>% + filter(allzero==T) %>% + pull(PlotObservationID) +DT1 <- DT1 %>% + mutate(`Cover %`=replace(`Cover %`, + list=(PlotObservationID %in% allzeroes), + values=1)) %>% + mutate(`Cover code`=replace(`Cover code`, + list=(PlotObservationID %in% allzeroes), + values="x"))</code></pre> +<p>Consider all plot-layer combinations where <code>Cover code=="x"</code>, and all the entries of the field <code>Cover % == 1</code> as presence\absence data, and transform <code>Ab_scale</code> to “pa”. This is done to avoid confusion with plots where <code>Cover code=="x"</code> but “x” has to be intended as a class in the cover scale used. For p\a plots, replace the field <code>Cover %</code> with NA, and assign the value 1 to the field <code>x_</code>.</p> +<pre class="r"><code>#plots with at least one entry in Cover code=="x" +sel <- DT1 %>% + filter(`Cover code`=="x") %>% + distinct(PlotObservationID) %>% + pull(PlotObservationID) + +DT1 <- DT1 %>% + left_join(DT1 %>% + filter(PlotObservationID %in% sel) %>% + group_by(PlotObservationID, Layer) %>% + mutate(to.pa= all(`Cover %`==1 & `Cover code`=="x")) %>% + distinct(PlotObservationID, Layer, to.pa), + by=c("PlotObservationID", "Layer")) %>% + replace_na(list(to.pa=F)) %>% + mutate(Ab_scale=ifelse(to.pa==T, "pa", Ab_scale)) %>% + mutate(`Cover %`=ifelse(to.pa==T, NA, `Cover %`)) %>% + mutate(x_=ifelse(to.pa==T, 1, x_)) %>% + dplyr::select(-to.pa)</code></pre> +<p>There are also some plots having different cover scales in the same layer. They are not many, and I will reduce their cover value to p\a.<br /> +Find these plots first:</p> +<pre class="r"><code>mixed <- DT1 %>% + distinct(PlotObservationID, Ab_scale, Layer) %>% + group_by(PlotObservationID, Layer) %>% + summarize(n=n()) %>% + filter(n>1) %>% + pull(PlotObservationID) %>% + unique() +length(mixed)</code></pre> +<pre><code>## [1] 335</code></pre> +<p>Transform these plots to p\a and correct field <code>Ab_scale</code>. Note: the column <code>Abundance</code> is only created here.</p> +<pre class="r"><code>DT1 <- DT1 %>% + mutate(Ab_scale=replace(Ab_scale, + list=PlotObservationID %in% mixed, + values="mixed")) %>% + mutate(`Cover %`=replace(`Cover %`, + list=Ab_scale=="mixed", + values=NA)) %>% + mutate(x_=replace(x_, list=Ab_scale=="mixed", values=1)) %>% + mutate(Ab_scale=replace(Ab_scale, list=Ab_scale=="mixed", values="pa")) %>% + #Create additional field Abundance to avoid overwriting original data + mutate(Abundance =ifelse(Ab_scale %in% c("x_BA", "x_IC", "x_SC", "x_IV", "x_RF", "pa"), + x_, `Cover %`)) %>% + mutate(Abundance=replace(Abundance, + list=PlotObservationID %in% mixed, + values=1))</code></pre> +<p>Double check and summarize <code>Ab_scales</code></p> +<pre class="r"><code>scale_check <- DT1 %>% + distinct(PlotObservationID, Layer, Ab_scale) %>% + group_by(PlotObservationID) %>% + summarise(Ab_scale_combined=ifelse(length(unique(Ab_scale))==1, + unique(Ab_scale), + "Multiple_scales")) + +nrow(scale_check)== length(unique(DT1$PlotObservationID))</code></pre> +<pre><code>## [1] TRUE</code></pre> +<pre class="r"><code>table(scale_check$Ab_scale_combined)</code></pre> +<pre><code>## +## CoverPerc Multiple_scales pa x_BA x_IC +## 1691454 2084 271057 6293 2092 +## x_IV x_RF x_SC +## 146 585 4878</code></pre> +<p>Transform abundances to relative abundance. For consistency with the previous version of sPlot, this field is called <code>Relative cover</code>.<br /> +<em>Watch out</em> - Even plots with p\a information are transformed to relative cover.</p> +<pre class="r"><code>DT1 <- DT1 %>% + left_join(x=., + y={.} %>% + group_by(PlotObservationID) %>% + summarize(tot.abundance=sum(Abundance)), + by=c("PlotObservationID")) %>% + mutate(Relative.cover=Abundance/tot.abundance) + +# check: there should be no plot where the sum of all relative covers !=0 +DT1 %>% + group_by(PlotObservationID) %>% + summarize(tot.cover=sum(Relative.cover), + num.layers=sum(unique(Layer))) %>% + filter(tot.cover != num.layers) %>% + nrow()</code></pre> +<pre><code>## [1] 1958816</code></pre> +</div> +<div id="clean-dt-and-export" class="section level2"> +<h2>Clean DT and export</h2> +<pre class="r"><code>DT2 <- DT1 %>% + dplyr::select(PlotObservationID, Name_short, `Turboveg2 concept`, Rank_correct, `Taxon group`, Layer:x_, Ab_scale, Abundance, Relative.cover ) %>% + rename(species_original=`Turboveg2 concept`, + species=Name_short, + taxon_group=`Taxon group`, + cover_perc=`Cover %`, + cover_code=`Cover code`)</code></pre> +<p>The output of the DT table contains 43102875 records, over 1978589 plots. The total number of taxa is 116256 and 76912, before and after standardization, respectively. Information on the <code>Taxon group</code> is available for 76548 standardized species.</p> +<table class="table table-striped table-hover table-condensed table-responsive" style="width: auto !important; margin-left: auto; margin-right: auto;"> +<caption> +Example of initial DT table (same 3 randomly selected plots shown above) +</caption> +<thead> +<tr> +<th style="text-align:right;"> +PlotObservationID +</th> +<th style="text-align:left;"> +species +</th> +<th style="text-align:left;"> +species_original +</th> +<th style="text-align:left;"> +Rank_correct +</th> +<th style="text-align:left;"> +taxon_group +</th> +<th style="text-align:right;"> +Layer +</th> +<th style="text-align:right;"> +cover_perc +</th> +<th style="text-align:left;"> +cover_code +</th> +<th style="text-align:right;"> +x_ +</th> +<th style="text-align:left;"> +Ab_scale +</th> +<th style="text-align:right;"> +Abundance +</th> +<th style="text-align:right;"> +Relative.cover +</th> +</tr> +</thead> +<tbody> +<tr> +<td style="text-align:right;"> +354857 +</td> +<td style="text-align:left;"> +Agrostis capillaris +</td> +<td style="text-align:left;"> +Agrostis capillaris +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +x +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +pa +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:right;"> +0.1111111 +</td> +</tr> +<tr> +<td style="text-align:right;"> +354857 +</td> +<td style="text-align:left;"> +Ammophila arenaria +</td> +<td style="text-align:left;"> +Ammophila arenaria +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +x +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +pa +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:right;"> +0.1111111 +</td> +</tr> +<tr> +<td style="text-align:right;"> +354857 +</td> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:left;"> +Bryophyta species +</td> +<td style="text-align:left;"> +higher +</td> +<td style="text-align:left;"> +Moss +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +x +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +pa +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:right;"> +0.1111111 +</td> +</tr> +<tr> +<td style="text-align:right;"> +354857 +</td> +<td style="text-align:left;"> +Carex arenaria +</td> +<td style="text-align:left;"> +Carex arenaria +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +x +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +pa +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:right;"> +0.1111111 +</td> +</tr> +<tr> +<td style="text-align:right;"> +354857 +</td> +<td style="text-align:left;"> +Festuca vaginata +</td> +<td style="text-align:left;"> +Festuca rubra subsp. arenaria +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +x +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +pa +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:right;"> +0.1111111 +</td> +</tr> +<tr> +<td style="text-align:right;"> +354857 +</td> +<td style="text-align:left;"> +Galium verum +</td> +<td style="text-align:left;"> +Galium verum +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +x +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +pa +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:right;"> +0.1111111 +</td> +</tr> +<tr> +<td style="text-align:right;"> +354857 +</td> +<td style="text-align:left;"> +Linaria vulgaris +</td> +<td style="text-align:left;"> +Linaria vulgaris +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +x +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +pa +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:right;"> +0.1111111 +</td> +</tr> +<tr> +<td style="text-align:right;"> +354857 +</td> +<td style="text-align:left;"> +Poa pratensis +</td> +<td style="text-align:left;"> +Poa pratensis subsp. pratensis +</td> +<td style="text-align:left;"> +lower +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +x +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +pa +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:right;"> +0.1111111 +</td> +</tr> +<tr> +<td style="text-align:right;"> +354857 +</td> +<td style="text-align:left;"> +Salix +</td> +<td style="text-align:left;"> +Salix repens subsp. repens var. argentea +</td> +<td style="text-align:left;"> +genus +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +x +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +pa +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:right;"> +0.1111111 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1462431 +</td> +<td style="text-align:left;"> +Agrostis rupestris +</td> +<td style="text-align:left;"> +Agrostis rupestris +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:left;"> +1 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +CoverPerc +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +0.0303030 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1462431 +</td> +<td style="text-align:left;"> +Deschampsia flexuosa +</td> +<td style="text-align:left;"> +Avenella flexuosa +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:left;"> +1 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +CoverPerc +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +0.0303030 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1462431 +</td> +<td style="text-align:left;"> +Helictochloa versicolor +</td> +<td style="text-align:left;"> +Avenula versicolor +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +38 +</td> +<td style="text-align:left;"> +3 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +CoverPerc +</td> +<td style="text-align:right;"> +38 +</td> +<td style="text-align:right;"> +0.3838384 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1462431 +</td> +<td style="text-align:left;"> +Calamagrostis villosa +</td> +<td style="text-align:left;"> +Calamagrostis villosa +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +2 +</td> +<td style="text-align:left;"> +<ul> +<li></td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +CoverPerc +</td> +<td style="text-align:right;"> +2 +</td> +<td style="text-align:right;"> +0.0202020 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1462431 +</td> +<td style="text-align:left;"> +Campanula alpina +</td> +<td style="text-align:left;"> +Campanula alpina +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:left;"> +1 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +CoverPerc +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +0.0303030 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1462431 +</td> +<td style="text-align:left;"> +Carex sempervirens +</td> +<td style="text-align:left;"> +Carex sempervirens +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:left;"> +1 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +CoverPerc +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +0.0303030 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1462431 +</td> +<td style="text-align:left;"> +Cetraria islandica +</td> +<td style="text-align:left;"> +Cetraria islandica +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Lichen +</td> +<td style="text-align:right;"> +9 +</td> +<td style="text-align:right;"> +13 +</td> +<td style="text-align:left;"> +2 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +CoverPerc +</td> +<td style="text-align:right;"> +13 +</td> +<td style="text-align:right;"> +0.1313131 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1462431 +</td> +<td style="text-align:left;"> +Empetrum nigrum +</td> +<td style="text-align:left;"> +Empetrum nigrum +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +2 +</td> +<td style="text-align:left;"> +<ul> +<li></td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +CoverPerc +</td> +<td style="text-align:right;"> +2 +</td> +<td style="text-align:right;"> +0.0202020 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1462431 +</td> +<td style="text-align:left;"> +Geum montanum +</td> +<td style="text-align:left;"> +Geum montanum +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +2 +</td> +<td style="text-align:left;"> +<ul> +<li></td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +CoverPerc +</td> +<td style="text-align:right;"> +2 +</td> +<td style="text-align:right;"> +0.0202020 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1462431 +</td> +<td style="text-align:left;"> +Hieracium alpinum +</td> +<td style="text-align:left;"> +Hieracium alpinum +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +2 +</td> +<td style="text-align:left;"> +<ul> +<li></td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +CoverPerc +</td> +<td style="text-align:right;"> +2 +</td> +<td style="text-align:right;"> +0.0202020 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1462431 +</td> +<td style="text-align:left;"> +Homogyne alpina +</td> +<td style="text-align:left;"> +Homogyne alpina +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:left;"> +1 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +CoverPerc +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +0.0303030 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1462431 +</td> +<td style="text-align:left;"> +Hypochaeris uniflora +</td> +<td style="text-align:left;"> +Hypochaeris uniflora +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +13 +</td> +<td style="text-align:left;"> +2 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +CoverPerc +</td> +<td style="text-align:right;"> +13 +</td> +<td style="text-align:right;"> +0.1313131 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1462431 +</td> +<td style="text-align:left;"> +Persicaria vivipara +</td> +<td style="text-align:left;"> +Persicaria vivipara +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +r +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +CoverPerc +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:right;"> +0.0101010 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1462431 +</td> +<td style="text-align:left;"> +Potentilla aurea +</td> +<td style="text-align:left;"> +Potentilla aurea +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +2 +</td> +<td style="text-align:left;"> +<ul> +<li></td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +CoverPerc +</td> +<td style="text-align:right;"> +2 +</td> +<td style="text-align:right;"> +0.0202020 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1462431 +</td> +<td style="text-align:left;"> +Anemone scherfelii +</td> +<td style="text-align:left;"> +Pulsatilla alpina subsp. alba auct. sudet. & carpat. +</td> +<td style="text-align:left;"> +lower +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:left;"> +r +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +CoverPerc +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:right;"> +0.0101010 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1462431 +</td> +<td style="text-align:left;"> +Vaccinium uliginosum +</td> +<td style="text-align:left;"> +Vaccinium gaultherioides +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:left;"> +1 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +CoverPerc +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +0.0303030 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1462431 +</td> +<td style="text-align:left;"> +Vaccinium myrtillus +</td> +<td style="text-align:left;"> +Vaccinium myrtillus +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:left;"> +1 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +CoverPerc +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +0.0303030 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1462431 +</td> +<td style="text-align:left;"> +Vaccinium vitis-idaea +</td> +<td style="text-align:left;"> +Vaccinium vitis-idaea +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +2 +</td> +<td style="text-align:left;"> +<ul> +<li></td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +CoverPerc +</td> +<td style="text-align:right;"> +2 +</td> +<td style="text-align:right;"> +0.0202020 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1585163 +</td> +<td style="text-align:left;"> +Betula pubescens +</td> +<td style="text-align:left;"> +Betula pubescens +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:right;"> +38 +</td> +<td style="text-align:left;"> +3 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +CoverPerc +</td> +<td style="text-align:right;"> +38 +</td> +<td style="text-align:right;"> +0.1397059 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1585163 +</td> +<td style="text-align:left;"> +Betula pubescens +</td> +<td style="text-align:left;"> +Betula pubescens +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +2 +</td> +<td style="text-align:right;"> +38 +</td> +<td style="text-align:left;"> +3 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +CoverPerc +</td> +<td style="text-align:right;"> +38 +</td> +<td style="text-align:right;"> +0.1397059 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1585163 +</td> +<td style="text-align:left;"> +Calamagrostis arundinacea +</td> +<td style="text-align:left;"> +Calamagrostis arundinacea +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:left;"> +1 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +CoverPerc +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +0.0110294 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1585163 +</td> +<td style="text-align:left;"> +Carex rhizina +</td> +<td style="text-align:left;"> +Carex rhizina +</td> +<td style="text-align:left;"> +lower +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:left;"> +1 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +CoverPerc +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +0.0110294 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1585163 +</td> +<td style="text-align:left;"> +Chelidonium majus +</td> +<td style="text-align:left;"> +Chelidonium majus +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:left;"> +1 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +CoverPerc +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +0.0110294 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1585163 +</td> +<td style="text-align:left;"> +Convallaria majalis +</td> +<td style="text-align:left;"> +Convallaria majalis +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:left;"> +1 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +CoverPerc +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +0.0110294 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1585163 +</td> +<td style="text-align:left;"> +Dryopteris carthusiana +</td> +<td style="text-align:left;"> +Dryopteris carthusiana +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:left;"> +1 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +CoverPerc +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +0.0110294 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1585163 +</td> +<td style="text-align:left;"> +Galium mollugo +</td> +<td style="text-align:left;"> +Galium mollugo +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:left;"> +1 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +CoverPerc +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +0.0110294 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1585163 +</td> +<td style="text-align:left;"> +Hypericum perforatum +</td> +<td style="text-align:left;"> +Hypericum perforatum +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:left;"> +1 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +CoverPerc +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +0.0110294 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1585163 +</td> +<td style="text-align:left;"> +Melampyrum pratense +</td> +<td style="text-align:left;"> +Melampyrum pratense +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:left;"> +1 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +CoverPerc +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +0.0110294 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1585163 +</td> +<td style="text-align:left;"> +Moehringia trinervia +</td> +<td style="text-align:left;"> +Moehringia trinervia +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:left;"> +1 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +CoverPerc +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +0.0110294 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1585163 +</td> +<td style="text-align:left;"> +Oxalis acetosella +</td> +<td style="text-align:left;"> +Oxalis acetosella +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:left;"> +1 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +CoverPerc +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +0.0110294 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1585163 +</td> +<td style="text-align:left;"> +Picea obovata +</td> +<td style="text-align:left;"> +Picea obovata +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:right;"> +68 +</td> +<td style="text-align:left;"> +4 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +CoverPerc +</td> +<td style="text-align:right;"> +68 +</td> +<td style="text-align:right;"> +0.2500000 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1585163 +</td> +<td style="text-align:left;"> +Picea obovata +</td> +<td style="text-align:left;"> +Picea obovata +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +2 +</td> +<td style="text-align:right;"> +68 +</td> +<td style="text-align:left;"> +4 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +CoverPerc +</td> +<td style="text-align:right;"> +68 +</td> +<td style="text-align:right;"> +0.2500000 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1585163 +</td> +<td style="text-align:left;"> +Pinus sylvestris +</td> +<td style="text-align:left;"> +Pinus sylvestris +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:left;"> +1 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +CoverPerc +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +0.0110294 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1585163 +</td> +<td style="text-align:left;"> +Pinus sylvestris +</td> +<td style="text-align:left;"> +Pinus sylvestris +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:left;"> +1 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +CoverPerc +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +0.0110294 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1585163 +</td> +<td style="text-align:left;"> +Rubus idaeus +</td> +<td style="text-align:left;"> +Rubus idaeus +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:left;"> +1 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +CoverPerc +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +0.0110294 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1585163 +</td> +<td style="text-align:left;"> +Rumex acetosella +</td> +<td style="text-align:left;"> +Rumex acetosella +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:left;"> +1 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +CoverPerc +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +0.0110294 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1585163 +</td> +<td style="text-align:left;"> +Sambucus racemosa +</td> +<td style="text-align:left;"> +Sambucus racemosa +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +4 +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:left;"> +1 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +CoverPerc +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +0.0110294 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1585163 +</td> +<td style="text-align:left;"> +Solidago virgaurea +</td> +<td style="text-align:left;"> +Solidago virgaurea +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:left;"> +1 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +CoverPerc +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +0.0110294 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1585163 +</td> +<td style="text-align:left;"> +Sorbus aucuparia +</td> +<td style="text-align:left;"> +Sorbus aucuparia +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +4 +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:left;"> +1 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +CoverPerc +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +0.0110294 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1585163 +</td> +<td style="text-align:left;"> +Stellaria media +</td> +<td style="text-align:left;"> +Stellaria media +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:left;"> +1 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +CoverPerc +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +0.0110294 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1585163 +</td> +<td style="text-align:left;"> +Vaccinium myrtillus +</td> +<td style="text-align:left;"> +Vaccinium myrtillus +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:left;"> +1 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +CoverPerc +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +0.0110294 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1585163 +</td> +<td style="text-align:left;"> +Veronica officinalis +</td> +<td style="text-align:left;"> +Veronica officinalis +</td> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Vascular plant +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:left;"> +1 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:left;"> +CoverPerc +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +0.0110294 +</td> +</tr> +</tbody> +</table></li> +</ul></li> +</ul></li> +</ul></li> +</ul></li> +</ul></li> +</ul> +<pre class="r"><code>save(DT2, file = "../_output/DT_sPlot3.0.RData")</code></pre> +</div> +<div id="sessioninfo" class="section level2"> +<h2>SessionInfo</h2> +<pre><code>## R version 3.6.3 (2020-02-29) +## Platform: x86_64-pc-linux-gnu (64-bit) +## Running under: Ubuntu 16.04.6 LTS +## +## Matrix products: default +## BLAS: /usr/lib/openblas-base/libblas.so.3 +## LAPACK: /usr/lib/libopenblasp-r0.2.18.so +## +## locale: +## [1] LC_CTYPE=en_US.UTF-8 LC_NUMERIC=C +## [3] LC_TIME=en_US.UTF-8 LC_COLLATE=en_US.UTF-8 +## [5] LC_MONETARY=en_US.UTF-8 LC_MESSAGES=en_US.UTF-8 +## [7] LC_PAPER=en_US.UTF-8 LC_NAME=en_US.UTF-8 +## [9] LC_ADDRESS=en_US.UTF-8 LC_TELEPHONE=en_US.UTF-8 +## [11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=en_US.UTF-8 +## +## attached base packages: +## [1] stats graphics grDevices utils datasets methods base +## +## other attached packages: +## [1] kableExtra_1.1.0 knitr_1.28 xlsx_0.6.3 forcats_0.5.0 +## [5] stringr_1.4.0 dplyr_0.8.5 purrr_0.3.3 readr_1.3.1 +## [9] tidyr_1.0.2 tibble_2.1.3 ggplot2_3.3.0 tidyverse_1.3.0 +## +## loaded via a namespace (and not attached): +## [1] tidyselect_1.0.0 xfun_0.12 rJava_0.9-11 haven_2.2.0 +## [5] lattice_0.20-40 colorspace_1.4-1 vctrs_0.2.3 generics_0.0.2 +## [9] viridisLite_0.3.0 htmltools_0.4.0 yaml_2.2.1 utf8_1.1.4 +## [13] rlang_0.4.4 pillar_1.4.2 glue_1.3.1 withr_2.1.2 +## [17] DBI_1.1.0 dbplyr_1.4.2 modelr_0.1.6 readxl_1.3.1 +## [21] lifecycle_0.2.0 munsell_0.5.0 gtable_0.3.0 cellranger_1.1.0 +## [25] rvest_0.3.5 evaluate_0.14 xlsxjars_0.6.1 fansi_0.4.1 +## [29] highr_0.8 broom_0.5.5 Rcpp_1.0.3 scales_1.1.0 +## [33] backports_1.1.5 webshot_0.5.2 jsonlite_1.6.1 fs_1.3.2 +## [37] hms_0.5.3 digest_0.6.23 stringi_1.4.6 grid_3.6.3 +## [41] cli_2.0.2 tools_3.6.3 magrittr_1.5 crayon_1.3.4 +## [45] pkgconfig_2.0.3 ellipsis_0.3.0 xml2_1.2.2 reprex_0.3.0 +## [49] lubridate_1.7.4 assertthat_0.2.1 rmarkdown_2.1 httr_1.4.1 +## [53] rstudioapi_0.11 R6_2.4.1 nlme_3.1-145 compiler_3.6.3</code></pre> +</div> + + + + +</div> + +<script> + +// add bootstrap table styles to pandoc tables +function bootstrapStylePandocTables() { + $('tr.header').parent('thead').parent('table').addClass('table table-condensed'); +} +$(document).ready(function () { + bootstrapStylePandocTables(); +}); + + +</script> + +<!-- tabsets --> + +<script> +$(document).ready(function () { + window.buildTabsets("TOC"); +}); + +$(document).ready(function () { + $('.tabset-dropdown > .nav-tabs > li').click(function () { + $(this).parent().toggleClass('nav-tabs-open') + }); +}); +</script> + +<!-- code folding --> + + +<!-- dynamically load mathjax for compatibility with self-contained --> +<script> + (function () { + var script = document.createElement("script"); + script.type = "text/javascript"; + script.src = 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) 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+ border-radius: 4px; + background-color: transparent; +} + +.tabset-dropdown > .nav-tabs.nav-tabs-open > li { + display: block; + float: none; +} + +.tabset-dropdown > .nav-tabs > li { + display: none; +} +</style> + +<!-- code folding --> + + + + +</head> + +<body> + + +<div class="container-fluid main-container"> + + + + +<div class="fluid-row" id="header"> + + + +<h1 class="title toc-ignore">sPlot3.0 - Build CWMs</h1> +<h4 class="author">Francesco Maria Sabatini</h4> +<h4 class="date">3/4/2020</h4> + +</div> + + +<center> +<img 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" title="sPlot Logo" /> +</center> +<p><strong>Timestamp:</strong> Fri Mar 13 14:19:26 2020<br /> +<strong>Drafted:</strong> Francesco Maria Sabatini<br /> +<strong>Revised:</strong><br /> +<strong>version:</strong> 1.0</p> +<p>This reports documents 1) the construction of Community Weighted Means (CWMs) and Variance (CWVs); and 2) the classification of plots into forest\non-forest based on species growth forms. It complements species composition data from sPlot 3.0 and gap-filled plant functional traits from TRY 5.0, as received by <a href="jkattge@bgc-jena.mpg.de">Jens Kattge</a> on Jan 21, 2020.</p> +<pre class="r"><code>library(tidyverse) +library(readr) +library(data.table) +library(knitr) +library(kableExtra) +library(stringr) +library(caret) +library(viridis)</code></pre> +<div id="data-import-preparation-and-cleaning" class="section level1"> +<h1>1 Data import, preparation and cleaning</h1> +<pre class="r"><code>load("../_output/DT_sPlot3.0.RData") +load("../_output/Backbone3.0.RData")</code></pre> +<p>Import TRY data</p> +<pre class="r"><code># Species, Genus, Family +try.species <- read_csv( + "../_input/TRY5.0_v1.1/TRY_5_GapFilledData_2020/input_data/hierarchy.info.csv", + locale = locale(encoding = "latin1")) +# Original data without gap-filling. With species and trait labels +try.allinfo <- read_csv( + "../_input/TRY5.0_v1.1/TRY_5_GapFilledData_2020/input_data/traits_x_georef_wide_table.csv", + locale = locale(encoding = "latin1"), + col_types = paste0(c("dddccccc",rep("c", 84)), collapse="")) +# Individual-level gap-filled data - order as in try.allinfo +try.individuals0 <- read_csv( + "../_input/TRY5.0_v1.1/TRY_5_GapFilledData_2020/gapfilled_data/mean_gap_filled_back_transformed.csv", + locale = locale(encoding = "latin1"))</code></pre> +<p>There are 609355 individual observations from 52104 distinct (unresolved) species in 7960 distinct (unresolved) genera.</p> + +<div id="attach-resolved-names-from-backbone" class="section level2"> +<h2>1.2 Attach resolved names from Backbone</h2> +<pre class="r"><code>try.species.names <- try.allinfo %>% + dplyr::select(Species, Genus, GrowthForm) %>% + left_join(Backbone %>% + dplyr::select(Name_sPlot_TRY, Name_short) %>% + rename(Species=Name_sPlot_TRY), + by="Species") %>% + dplyr::select(Species, Name_short, Genus, GrowthForm)</code></pre> +<p>After attaching resolved names, TRY data contains information on 50612 species.<br /> + Check for how many of the species in sPlot, trait information is available in TRY.</p> +<pre class="r"><code>sPlot.species <- DT2 %>% + distinct(species) + +sPlot.in.TRY <- sPlot.species %>% + filter(species %in% (try.species.names %>% + distinct(Name_short) %>% + pull(Name_short))) </code></pre> +<p>Out of the 76912 standardizes species names in sPlot 3.0, 29519 (38.4%) also occur in TRY 5.0. This number does not account for matches at the genus level.</p> +</div> +<div id="create-legend-of-trait-names" class="section level2"> +<h2>1.3 Create legend of trait names</h2> +<pre class="r"><code>trait.legend <- data.frame(full=try.allinfo %>% + dplyr::select(starts_with("StdValue_")) %>% + colnames() %>% + gsub("StdValue_", "", .) %>% + sort()) %>% + mutate(full=as.character(full)) %>% + mutate(traitcode=parse_number(full)) %>% + arrange(traitcode) %>% + dplyr::select(traitcode, everything()) %>% + mutate(full=gsub(pattern = "^[0-9]+_", replacement="", full)) %>% + mutate(short=c("StemDens", "RootingDepth","LeafC.perdrymass", "LeafN","LeafP", + "StemDiam","SeedMass", "Seed.length","LeafThickness","LDMC", + "LeafNperArea","LeafDryMass.single","Leaf.delta.15N","SeedGerminationRate", + "Seed.num.rep.unit","LeafLength","LeafWidth","LeafCN.ratio","Leaffreshmass", + "Stem.cond.dens","Chromosome.n","Chromosome.cDNAcont", + "Disp.unit.leng","StemConduitDiameter","Wood.vessel.length", + "WoodFiberLength","SpecificRootLength.fine","SpecificRootLength", + "PlantHeight.veg","PlantHeight.generative","LeafArea.leaf.noPet", + "LeafArea.leaflet.noPet","LeafArea.leaf.wPet","LeafArea.leaflet.wPet", + "LeafArea.leaf.undef","LeafArea.leaflet.undef","LeafArea.undef.undef", + "SLA.noPet", "SLA.wPet","SLA.undef", "LeafWaterCont")) %>% + ## Add SLA missing from allinfo file + bind_rows(data.frame(traitcode=11, + full="Leaf area per leaf dry mass (specific leaf area, SLA or 1/LMA)", + short="SLA")) %>% + bind_rows(data.frame(traitcode=18, + full="Plant height (vegetative + generative)", + short="PlantHeight")) %>% + arrange(traitcode) %>% + #create a column to mark traits for which gap filled data is available. + mutate(available=paste0("X", traitcode) %in% colnames(try.individuals0))</code></pre> +<table class="table table-striped table-hover table-condensed table-responsive" style="width: auto !important; margin-left: auto; margin-right: auto;"> +<caption> +Legend of traits from TRY +</caption> +<thead> +<tr> +<th style="text-align:right;"> +traitcode +</th> +<th style="text-align:left;"> +full +</th> +<th style="text-align:left;"> +short +</th> +<th style="text-align:left;"> +available +</th> +</tr> +</thead> +<tbody> +<tr> +<td style="text-align:right;"> +4 +</td> +<td style="text-align:left;"> +Stem specific density (SSD) or wood density (stem dry mass per stem fresh volume)_g/cm3 +</td> +<td style="text-align:left;"> +StemDens +</td> +<td style="text-align:left;"> +TRUE +</td> +</tr> +<tr> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:left;"> +Root rooting depth_m +</td> +<td style="text-align:left;"> +RootingDepth +</td> +<td style="text-align:left;"> +TRUE +</td> +</tr> +<tr> +<td style="text-align:right;"> +11 +</td> +<td style="text-align:left;"> +Leaf area per leaf dry mass (specific leaf area, SLA or 1/LMA) +</td> +<td style="text-align:left;"> +SLA +</td> +<td style="text-align:left;"> +TRUE +</td> +</tr> +<tr> +<td style="text-align:right;"> +13 +</td> +<td style="text-align:left;"> +Leaf carbon (C) content per leaf dry mass_mg/g +</td> +<td style="text-align:left;"> +LeafC.perdrymass +</td> +<td style="text-align:left;"> +TRUE +</td> +</tr> +<tr> +<td style="text-align:right;"> +14 +</td> +<td style="text-align:left;"> +Leaf nitrogen (N) content per leaf dry mass_mg/g +</td> +<td style="text-align:left;"> +LeafN +</td> +<td style="text-align:left;"> +TRUE +</td> +</tr> +<tr> +<td style="text-align:right;"> +15 +</td> +<td style="text-align:left;"> +Leaf phosphorus (P) content per leaf dry mass_mg/g +</td> +<td style="text-align:left;"> +LeafP +</td> +<td style="text-align:left;"> +TRUE +</td> +</tr> +<tr> +<td style="text-align:right;"> +18 +</td> +<td style="text-align:left;"> +Plant height (vegetative + generative) +</td> +<td style="text-align:left;"> +PlantHeight +</td> +<td style="text-align:left;"> +TRUE +</td> +</tr> +<tr> +<td style="text-align:right;"> +21 +</td> +<td style="text-align:left;"> +Stem diameter_m +</td> +<td style="text-align:left;"> +StemDiam +</td> +<td style="text-align:left;"> +TRUE +</td> +</tr> +<tr> +<td style="text-align:right;"> +26 +</td> +<td style="text-align:left;"> +Seed dry mass_mg +</td> +<td style="text-align:left;"> +SeedMass +</td> +<td style="text-align:left;"> +TRUE +</td> +</tr> +<tr> +<td style="text-align:right;"> +27 +</td> +<td style="text-align:left;"> +Seed length_mm +</td> +<td style="text-align:left;"> +Seed.length +</td> +<td style="text-align:left;"> +TRUE +</td> +</tr> +<tr> +<td style="text-align:right;"> +46 +</td> +<td style="text-align:left;"> +Leaf thickness_mm +</td> +<td style="text-align:left;"> +LeafThickness +</td> +<td style="text-align:left;"> +TRUE +</td> +</tr> +<tr> +<td style="text-align:right;"> +47 +</td> +<td style="text-align:left;"> +Leaf dry mass per leaf fresh mass (leaf dry matter content, LDMC)_g g-1 +</td> +<td style="text-align:left;"> +LDMC +</td> +<td style="text-align:left;"> +TRUE +</td> +</tr> +<tr> +<td style="text-align:right;"> +50 +</td> +<td style="text-align:left;"> +Leaf nitrogen (N) content per leaf area_g m-2 +</td> +<td style="text-align:left;"> +LeafNperArea +</td> +<td style="text-align:left;"> +TRUE +</td> +</tr> +<tr> +<td style="text-align:right;"> +55 +</td> +<td style="text-align:left;"> +Leaf dry mass (single leaf)_mg +</td> +<td style="text-align:left;"> +LeafDryMass.single +</td> +<td style="text-align:left;"> +TRUE +</td> +</tr> +<tr> +<td style="text-align:right;"> +78 +</td> +<td style="text-align:left;"> +Leaf nitrogen (N) isotope signature (delta 15N)_per mill +</td> +<td style="text-align:left;"> +Leaf.delta.15N +</td> +<td style="text-align:left;"> +TRUE +</td> +</tr> +<tr> +<td style="text-align:right;"> +95 +</td> +<td style="text-align:left;"> +Seed germination rate (germination efficiency)_% +</td> +<td style="text-align:left;"> +SeedGerminationRate +</td> +<td style="text-align:left;"> +TRUE +</td> +</tr> +<tr> +<td style="text-align:right;"> +138 +</td> +<td style="text-align:left;"> +Seed number per reproducton unit_number +</td> +<td style="text-align:left;"> +Seed.num.rep.unit +</td> +<td style="text-align:left;"> +TRUE +</td> +</tr> +<tr> +<td style="text-align:right;"> +144 +</td> +<td style="text-align:left;"> +Leaf length_mm +</td> +<td style="text-align:left;"> +LeafLength +</td> +<td style="text-align:left;"> +TRUE +</td> +</tr> +<tr> +<td style="text-align:right;"> +145 +</td> +<td style="text-align:left;"> +Leaf width_cm +</td> +<td style="text-align:left;"> +LeafWidth +</td> +<td style="text-align:left;"> +TRUE +</td> +</tr> +<tr> +<td style="text-align:right;"> +146 +</td> +<td style="text-align:left;"> +Leaf carbon/nitrogen (C/N) ratio_g/cm3 +</td> +<td style="text-align:left;"> +LeafCN.ratio +</td> +<td style="text-align:left;"> +TRUE +</td> +</tr> +<tr> +<td style="text-align:right;"> +163 +</td> +<td style="text-align:left;"> +Leaf fresh mass_g +</td> +<td style="text-align:left;"> +Leaffreshmass +</td> +<td style="text-align:left;"> +TRUE +</td> +</tr> +<tr> +<td style="text-align:right;"> +169 +</td> +<td style="text-align:left;"> +Stem conduit density (vessels and tracheids)_mm-2 +</td> +<td style="text-align:left;"> +Stem.cond.dens +</td> +<td style="text-align:left;"> +TRUE +</td> +</tr> +<tr> +<td style="text-align:right;"> +223 +</td> +<td style="text-align:left;"> +Species genotype: chromosome number_dimensionless +</td> +<td style="text-align:left;"> +Chromosome.n +</td> +<td style="text-align:left;"> +TRUE +</td> +</tr> +<tr> +<td style="text-align:right;"> +224 +</td> +<td style="text-align:left;"> +Species genotype: chromosome cDNA content_pg +</td> +<td style="text-align:left;"> +Chromosome.cDNAcont +</td> +<td style="text-align:left;"> +TRUE +</td> +</tr> +<tr> +<td style="text-align:right;"> +237 +</td> +<td style="text-align:left;"> +Dispersal unit length_mm +</td> +<td style="text-align:left;"> +Disp.unit.leng +</td> +<td style="text-align:left;"> +TRUE +</td> +</tr> +<tr> +<td style="text-align:right;"> +281 +</td> +<td style="text-align:left;"> +Stem conduit diameter (vessels, tracheids)_micro m +</td> +<td style="text-align:left;"> +StemConduitDiameter +</td> +<td style="text-align:left;"> +TRUE +</td> +</tr> +<tr> +<td style="text-align:right;"> +282 +</td> +<td style="text-align:left;"> +Wood vessel element length; stem conduit (vessel and tracheids) element length_micro m +</td> +<td style="text-align:left;"> +Wood.vessel.length +</td> +<td style="text-align:left;"> +TRUE +</td> +</tr> +<tr> +<td style="text-align:right;"> +289 +</td> +<td style="text-align:left;"> +Wood fiber lengths_micro m +</td> +<td style="text-align:left;"> +WoodFiberLength +</td> +<td style="text-align:left;"> +TRUE +</td> +</tr> +<tr> +<td style="text-align:right;"> +614 +</td> +<td style="text-align:left;"> +Fine root length per fine root dry mass (specific fine root length, SRL)_cm/g +</td> +<td style="text-align:left;"> +SpecificRootLength.fine +</td> +<td style="text-align:left;"> +FALSE +</td> +</tr> +<tr> +<td style="text-align:right;"> +1080 +</td> +<td style="text-align:left;"> +Root length per root dry mass (specific root length, SRL)_cm/g +</td> +<td style="text-align:left;"> +SpecificRootLength +</td> +<td style="text-align:left;"> +TRUE +</td> +</tr> +<tr> +<td style="text-align:right;"> +3106 +</td> +<td style="text-align:left;"> +Plant height vegetative_m +</td> +<td style="text-align:left;"> +PlantHeight.veg +</td> +<td style="text-align:left;"> +FALSE +</td> +</tr> +<tr> +<td style="text-align:right;"> +3107 +</td> +<td style="text-align:left;"> +Plant height generative_m +</td> +<td style="text-align:left;"> +PlantHeight.generative +</td> +<td style="text-align:left;"> +FALSE +</td> +</tr> +<tr> +<td style="text-align:right;"> +3108 +</td> +<td style="text-align:left;"> +Leaf area (in case of compound leaves: leaf, petiole excluded)_mm2 +</td> +<td style="text-align:left;"> +LeafArea.leaf.noPet +</td> +<td style="text-align:left;"> +FALSE +</td> +</tr> +<tr> +<td style="text-align:right;"> +3109 +</td> +<td style="text-align:left;"> +Leaf area (in case of compound leaves: leaflet, petiole excluded)_mm2 +</td> +<td style="text-align:left;"> +LeafArea.leaflet.noPet +</td> +<td style="text-align:left;"> +FALSE +</td> +</tr> +<tr> +<td style="text-align:right;"> +3110 +</td> +<td style="text-align:left;"> +Leaf area (in case of compound leaves: leaf, petiole included)_mm2 +</td> +<td style="text-align:left;"> +LeafArea.leaf.wPet +</td> +<td style="text-align:left;"> +FALSE +</td> +</tr> +<tr> +<td style="text-align:right;"> +3111 +</td> +<td style="text-align:left;"> +Leaf area (in case of compound leaves: leaflet, petiole included)_mm2 +</td> +<td style="text-align:left;"> +LeafArea.leaflet.wPet +</td> +<td style="text-align:left;"> +FALSE +</td> +</tr> +<tr> +<td style="text-align:right;"> +3112 +</td> +<td style="text-align:left;"> +Leaf area (in case of compound leaves: leaf, undefined if petiole in- or excluded)_mm2 +</td> +<td style="text-align:left;"> +LeafArea.leaf.undef +</td> +<td style="text-align:left;"> +TRUE +</td> +</tr> +<tr> +<td style="text-align:right;"> +3113 +</td> +<td style="text-align:left;"> +Leaf area (in case of compound leaves: leaflet, undefined if petiole is in- or excluded)_mm2 +</td> +<td style="text-align:left;"> +LeafArea.leaflet.undef +</td> +<td style="text-align:left;"> +TRUE +</td> +</tr> +<tr> +<td style="text-align:right;"> +3114 +</td> +<td style="text-align:left;"> +Leaf area (in case of compound leaves undefined if leaf or leaflet, undefined if petiole is in- or excluded)_mm2 +</td> +<td style="text-align:left;"> +LeafArea.undef.undef +</td> +<td style="text-align:left;"> +TRUE +</td> +</tr> +<tr> +<td style="text-align:right;"> +3115 +</td> +<td style="text-align:left;"> +Leaf area per leaf dry mass (specific leaf area, SLA or 1/LMA): petiole excluded_mm2 mg-1 +</td> +<td style="text-align:left;"> +SLA.noPet +</td> +<td style="text-align:left;"> +FALSE +</td> +</tr> +<tr> +<td style="text-align:right;"> +3116 +</td> +<td style="text-align:left;"> +Leaf area per leaf dry mass (specific leaf area, SLA or 1/LMA): petiole included_mm2 mg-1 +</td> +<td style="text-align:left;"> +SLA.wPet +</td> +<td style="text-align:left;"> +FALSE +</td> +</tr> +<tr> +<td style="text-align:right;"> +3117 +</td> +<td style="text-align:left;"> +Leaf area per leaf dry mass (specific leaf area, SLA or 1/LMA): undefined if petiole is in- or excluded_mm2 mg-1 +</td> +<td style="text-align:left;"> +SLA.undef +</td> +<td style="text-align:left;"> +FALSE +</td> +</tr> +<tr> +<td style="text-align:right;"> +3120 +</td> +<td style="text-align:left;"> +Leaf water content per leaf dry mass (not saturated)_g(W)/g(DM) +</td> +<td style="text-align:left;"> +LeafWaterCont +</td> +<td style="text-align:left;"> +TRUE +</td> +</tr> +</tbody> +</table> +<p>Use trait legend to change naming of <code>try.individuals0</code> data.frame of traits</p> +<pre class="r"><code>#create string to rename traits +col.to <- trait.legend %>% + filter(available==T) %>% + pull(short) +col.from <- trait.legend %>% + filter(available==T) %>% + mutate(traitcode=paste0("X", traitcode)) %>% + pull(traitcode) + +try.individuals <- try.individuals0 %>% + rename_at(col.from, .funs=function(x) col.to)</code></pre> +</div> +<div id="fix-some-known-errors-in-the-gap-filled-matrix" class="section level2"> +<h2>1.3 Fix some known errors in the gap-filled matrix</h2> +<p>Check traits at the individual level. There are some traits with unexpected negative entries:</p> +<pre class="r"><code>try.species.names %>% + dplyr::select(Name_short) %>% + bind_cols(try.individuals %>% + dplyr::select(-X1)) %>% + gather(variable, value, -Name_short) %>% + filter(value<0) %>% + group_by(variable) %>% + summarize(n=n())</code></pre> +<pre><code>## # A tibble: 5 x 2 +## variable n +## <chr> <int> +## 1 LDMC 419 +## 2 LeafC.perdrymass 9 +## 3 Leaf.delta.15N 262283 +## 4 SeedGerminationRate 120 +## 5 StemDens 337</code></pre> +<p>According to Jens Kattge, the entries for <code>Leaf.delta.15N</code> are legitimate, while in the other cases, it may be due to bad predictions. He suggested to delete these negative records.<br /> +Similarly, there are records with impossible values for height. Some species incorrectly predicted to have height >100 meters, and some herbs predicted to have a height >10 m.</p> +<pre class="r"><code>try.individuals <- try.species.names %>% + dplyr::select(Name_short) %>% + bind_cols(try.individuals) + +toexclude <- try.individuals %>% + gather(variable, value, -X1, -Name_short) %>% + filter(variable != "Leaf.delta.15N") %>% + filter(value<0) %>% + pull(X1) + +toexclude2 <- try.individuals %>% + filter(PlantHeight>100 & (!Name_short %in% c("Pseudotsuga menziesii", "Sequoia sempervirens"))) %>% + pull(X1) + +toexclude3 <- try.individuals %>% + filter(X1 %in% (try.allinfo %>% + filter(GrowthForm=="herb") %>% + pull(X1))) %>% + filter(PlantHeight>10) %>% + pull(X1) + +try.individuals <- try.individuals %>% + filter(!X1 %in% c(toexclude, toexclude2, toexclude3)) %>% + dplyr::select(-X1)</code></pre> +<p>This results in the exclusion of 874 individuals. In this way the total number of species included in TRY reduces to 50404</p> +</div> +<div id="calculate-species-and-genus-level-trait-means-and-sd" class="section level2"> +<h2>1.4 Calculate species and genus level trait means and sd</h2> +<pre class="r"><code>## Calculate species level trait means and sd. +try.species.means <- try.individuals %>% + group_by(Name_short) %>% + #Add a field to indicate the number of observation per taxon + left_join(x={.} %>% + summarize(n=n()), + y={.} %>% + summarize_at(.vars=vars(StemDens:LeafWaterCont ), + .funs=list(mean=~mean(.), sd=~sd(.))), + by="Name_short") %>% + dplyr::select(Name_short, n, everything()) + +## Calculate genus level trait means and sd. +try.genus.means <- try.individuals %>% + mutate(Genus=word(Name_short, 1)) %>% + group_by(Genus) %>% + left_join(x={.} %>% + summarize(n=n()), + y={.} %>% + summarize_at(.vars=vars(StemDens:LeafWaterCont ), + .funs=list(mean=~mean(.), sd=~sd(.))), + by="Genus") %>% + dplyr::select(Genus, n, everything())</code></pre> +<p>The average number of observations per species and genus is 12.1 and 81.5, respectively. As many as 17443 species have only one observation (1250 at the genus level).</p> +<table class="table table-striped table-hover table-condensed table-responsive" style="width: auto !important; margin-left: auto; margin-right: auto;"> +<caption> +Example of trait means for 15 randomly selected species +</caption> +<thead> +<tr> +<th style="text-align:left;"> +Name_short +</th> +<th style="text-align:right;"> +n +</th> +<th style="text-align:right;"> +StemDens_mean +</th> +<th style="text-align:right;"> +RootingDepth_mean +</th> +<th style="text-align:right;"> +SLA_mean +</th> +<th style="text-align:right;"> +LeafC.perdrymass_mean +</th> +<th style="text-align:right;"> +LeafN_mean +</th> +<th style="text-align:right;"> +LeafP_mean +</th> +<th style="text-align:right;"> +PlantHeight_mean +</th> +<th style="text-align:right;"> +StemDiam_mean +</th> +<th style="text-align:right;"> +SeedMass_mean +</th> +<th style="text-align:right;"> +Seed.length_mean +</th> +<th style="text-align:right;"> +LeafThickness_mean +</th> +<th style="text-align:right;"> +LDMC_mean +</th> +<th style="text-align:right;"> +LeafNperArea_mean +</th> +<th style="text-align:right;"> +LeafDryMass.single_mean +</th> +<th style="text-align:right;"> +Leaf.delta.15N_mean +</th> +<th style="text-align:right;"> +SeedGerminationRate_mean +</th> +<th style="text-align:right;"> +Seed.num.rep.unit_mean +</th> +<th style="text-align:right;"> +LeafLength_mean +</th> +<th style="text-align:right;"> +LeafWidth_mean +</th> +<th style="text-align:right;"> +LeafCN.ratio_mean +</th> +<th style="text-align:right;"> +Leaffreshmass_mean +</th> +<th style="text-align:right;"> +Stem.cond.dens_mean +</th> +<th style="text-align:right;"> +Chromosome.n_mean +</th> +<th style="text-align:right;"> +Chromosome.cDNAcont_mean +</th> +<th style="text-align:right;"> +Disp.unit.leng_mean +</th> +<th style="text-align:right;"> +StemConduitDiameter_mean +</th> +<th style="text-align:right;"> +Wood.vessel.length_mean +</th> +<th style="text-align:right;"> +WoodFiberLength_mean +</th> +<th style="text-align:right;"> +SpecificRootLength_mean +</th> +<th style="text-align:right;"> +LeafArea.leaf.undef_mean +</th> +<th style="text-align:right;"> +LeafArea.leaflet.undef_mean +</th> +<th style="text-align:right;"> +LeafArea.undef.undef_mean +</th> +<th style="text-align:right;"> +LeafWaterCont_mean +</th> +<th style="text-align:right;"> +StemDens_sd +</th> +<th style="text-align:right;"> +RootingDepth_sd +</th> +<th style="text-align:right;"> +SLA_sd +</th> +<th style="text-align:right;"> +LeafC.perdrymass_sd +</th> +<th style="text-align:right;"> +LeafN_sd +</th> +<th style="text-align:right;"> +LeafP_sd +</th> +<th style="text-align:right;"> +PlantHeight_sd +</th> +<th style="text-align:right;"> +StemDiam_sd +</th> +<th style="text-align:right;"> +SeedMass_sd +</th> +<th style="text-align:right;"> +Seed.length_sd +</th> +<th style="text-align:right;"> +LeafThickness_sd +</th> +<th style="text-align:right;"> +LDMC_sd +</th> +<th style="text-align:right;"> +LeafNperArea_sd +</th> +<th style="text-align:right;"> +LeafDryMass.single_sd +</th> +<th style="text-align:right;"> +Leaf.delta.15N_sd +</th> +<th style="text-align:right;"> +SeedGerminationRate_sd +</th> +<th style="text-align:right;"> +Seed.num.rep.unit_sd +</th> +<th style="text-align:right;"> +LeafLength_sd +</th> +<th style="text-align:right;"> +LeafWidth_sd +</th> +<th style="text-align:right;"> +LeafCN.ratio_sd +</th> +<th style="text-align:right;"> +Leaffreshmass_sd +</th> +<th style="text-align:right;"> +Stem.cond.dens_sd +</th> +<th style="text-align:right;"> +Chromosome.n_sd +</th> +<th style="text-align:right;"> +Chromosome.cDNAcont_sd +</th> +<th style="text-align:right;"> +Disp.unit.leng_sd +</th> +<th style="text-align:right;"> +StemConduitDiameter_sd +</th> +<th style="text-align:right;"> +Wood.vessel.length_sd +</th> +<th style="text-align:right;"> +WoodFiberLength_sd +</th> +<th style="text-align:right;"> +SpecificRootLength_sd +</th> +<th style="text-align:right;"> +LeafArea.leaf.undef_sd +</th> +<th style="text-align:right;"> +LeafArea.leaflet.undef_sd +</th> +<th style="text-align:right;"> +LeafArea.undef.undef_sd +</th> +<th style="text-align:right;"> +LeafWaterCont_sd +</th> +</tr> +</thead> +<tbody> +<tr> +<td style="text-align:left;"> +Centaurium beyrichii +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +0.567 +</td> +<td style="text-align:right;"> +0.095 +</td> +<td style="text-align:right;"> +30.607 +</td> +<td style="text-align:right;"> +454.321 +</td> +<td style="text-align:right;"> +17.857 +</td> +<td style="text-align:right;"> +0.943 +</td> +<td style="text-align:right;"> +0.178 +</td> +<td style="text-align:right;"> +0.011 +</td> +<td style="text-align:right;"> +0.054 +</td> +<td style="text-align:right;"> +0.506 +</td> +<td style="text-align:right;"> +0.220 +</td> +<td style="text-align:right;"> +0.207 +</td> +<td 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style="text-align:right;"> +2.614 +</td> +<td style="text-align:right;"> +29.815 +</td> +<td style="text-align:right;"> +503.140 +</td> +<td style="text-align:right;"> +771.329 +</td> +<td style="text-align:right;"> +7342.450 +</td> +<td style="text-align:right;"> +875.005 +</td> +<td style="text-align:right;"> +711.051 +</td> +<td style="text-align:right;"> +1369.476 +</td> +<td style="text-align:right;"> +5.995 +</td> +<td style="text-align:right;"> +0.013 +</td> +<td style="text-align:right;"> +0.048 +</td> +<td style="text-align:right;"> +0.523 +</td> +<td style="text-align:right;"> +2.510 +</td> +<td style="text-align:right;"> +0.481 +</td> +<td style="text-align:right;"> +0.068 +</td> +<td style="text-align:right;"> +0.017 +</td> +<td style="text-align:right;"> +0.001 +</td> +<td style="text-align:right;"> +0.046 +</td> +<td style="text-align:right;"> +0.153 +</td> +<td style="text-align:right;"> +0.006 +</td> +<td style="text-align:right;"> +0.006 +</td> +<td 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style="text-align:left;"> +Dracocephalum stamineum +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:right;"> +0.473 +</td> +<td style="text-align:right;"> +0.397 +</td> +<td style="text-align:right;"> +17.156 +</td> +<td style="text-align:right;"> +456.988 +</td> +<td style="text-align:right;"> +32.450 +</td> +<td style="text-align:right;"> +0.947 +</td> +<td style="text-align:right;"> +0.142 +</td> +<td style="text-align:right;"> +0.039 +</td> +<td style="text-align:right;"> +1.238 +</td> +<td style="text-align:right;"> +1.891 +</td> +<td style="text-align:right;"> +0.234 +</td> +<td style="text-align:right;"> +0.249 +</td> +<td style="text-align:right;"> +1.782 +</td> +<td style="text-align:right;"> +9.338 +</td> +<td style="text-align:right;"> +0.786 +</td> +<td style="text-align:right;"> +75.895 +</td> +<td style="text-align:right;"> +33.682 +</td> +<td style="text-align:right;"> +20.333 +</td> +<td style="text-align:right;"> +1.049 +</td> +<td style="text-align:right;"> +15.238 +</td> +<td style="text-align:right;"> +0.042 +</td> +<td style="text-align:right;"> +64.487 +</td> +<td style="text-align:right;"> +16.098 +</td> +<td style="text-align:right;"> +2.232 +</td> +<td style="text-align:right;"> +2.541 +</td> +<td style="text-align:right;"> +30.286 +</td> +<td style="text-align:right;"> +199.930 +</td> +<td style="text-align:right;"> +524.451 +</td> +<td style="text-align:right;"> +3880.706 +</td> +<td style="text-align:right;"> +143.676 +</td> +<td style="text-align:right;"> +281.742 +</td> +<td style="text-align:right;"> +438.693 +</td> +<td style="text-align:right;"> +4.710 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +</tr> +<tr> +<td style="text-align:left;"> +Gutenbergia westii +</td> +<td style="text-align:right;"> +5 +</td> +<td style="text-align:right;"> +0.463 +</td> +<td style="text-align:right;"> +0.848 +</td> +<td style="text-align:right;"> +18.387 +</td> +<td style="text-align:right;"> +443.249 +</td> +<td style="text-align:right;"> +19.592 +</td> +<td style="text-align:right;"> +1.429 +</td> +<td style="text-align:right;"> +0.795 +</td> +<td style="text-align:right;"> +0.022 +</td> +<td style="text-align:right;"> +0.784 +</td> +<td style="text-align:right;"> +2.192 +</td> +<td style="text-align:right;"> +0.240 +</td> +<td style="text-align:right;"> +0.244 +</td> +<td style="text-align:right;"> +1.152 +</td> +<td style="text-align:right;"> +43.960 +</td> +<td style="text-align:right;"> +-0.106 +</td> +<td style="text-align:right;"> +69.580 +</td> +<td style="text-align:right;"> +877.181 +</td> +<td 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style="text-align:right;"> +2.845 +</td> +<td style="text-align:right;"> +0.111 +</td> +<td style="text-align:right;"> +0.182 +</td> +<td style="text-align:right;"> +18.491 +</td> +<td style="text-align:right;"> +129.524 +</td> +<td style="text-align:right;"> +186.488 +</td> +<td style="text-align:right;"> +30.494 +</td> +<td style="text-align:right;"> +236.462 +</td> +<td style="text-align:right;"> +101.292 +</td> +<td style="text-align:right;"> +331.270 +</td> +<td style="text-align:right;"> +0.079 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Hakea minyma +</td> +<td style="text-align:right;"> +9 +</td> +<td style="text-align:right;"> +0.793 +</td> +<td style="text-align:right;"> +5.485 +</td> +<td style="text-align:right;"> +2.916 +</td> +<td style="text-align:right;"> +464.200 +</td> +<td style="text-align:right;"> +8.469 +</td> +<td style="text-align:right;"> +0.265 +</td> +<td style="text-align:right;"> +2.218 +</td> +<td style="text-align:right;"> +0.137 +</td> +<td style="text-align:right;"> +9.630 +</td> +<td style="text-align:right;"> +3.624 +</td> +<td style="text-align:right;"> +0.932 +</td> +<td style="text-align:right;"> +0.441 +</td> +<td style="text-align:right;"> +2.909 +</td> +<td style="text-align:right;"> +142.431 +</td> +<td style="text-align:right;"> +0.288 +</td> +<td style="text-align:right;"> +95.392 +</td> +<td style="text-align:right;"> +450.913 +</td> +<td style="text-align:right;"> +17.614 +</td> +<td style="text-align:right;"> +1.596 +</td> +<td style="text-align:right;"> +56.156 +</td> +<td style="text-align:right;"> +0.319 +</td> +<td style="text-align:right;"> +208.862 +</td> +<td style="text-align:right;"> +13.329 +</td> +<td style="text-align:right;"> +1.968 +</td> +<td style="text-align:right;"> +4.373 +</td> +<td style="text-align:right;"> +16.555 +</td> +<td style="text-align:right;"> +305.234 +</td> +<td style="text-align:right;"> +636.889 +</td> +<td style="text-align:right;"> +4860.843 +</td> +<td style="text-align:right;"> +376.332 +</td> +<td style="text-align:right;"> +386.763 +</td> +<td style="text-align:right;"> +566.380 +</td> +<td style="text-align:right;"> +2.277 +</td> +<td style="text-align:right;"> +0.004 +</td> +<td style="text-align:right;"> +0.250 +</td> +<td style="text-align:right;"> +0.060 +</td> +<td style="text-align:right;"> +1.099 +</td> +<td style="text-align:right;"> +0.077 +</td> +<td style="text-align:right;"> +0.008 +</td> +<td style="text-align:right;"> +0.116 +</td> +<td style="text-align:right;"> +0.007 +</td> +<td style="text-align:right;"> +1.633 +</td> +<td style="text-align:right;"> +0.136 +</td> +<td style="text-align:right;"> +0.009 +</td> +<td style="text-align:right;"> +0.003 +</td> +<td style="text-align:right;"> +0.062 +</td> +<td style="text-align:right;"> +14.007 +</td> +<td style="text-align:right;"> +0.119 +</td> +<td style="text-align:right;"> +0.444 +</td> +<td style="text-align:right;"> +56.085 +</td> +<td style="text-align:right;"> +1.199 +</td> +<td style="text-align:right;"> +0.111 +</td> +<td style="text-align:right;"> +0.526 +</td> +<td style="text-align:right;"> +0.031 +</td> +<td style="text-align:right;"> +6.075 +</td> +<td style="text-align:right;"> +0.122 +</td> +<td style="text-align:right;"> +0.028 +</td> +<td style="text-align:right;"> +0.168 +</td> +<td style="text-align:right;"> +0.354 +</td> +<td style="text-align:right;"> +3.615 +</td> +<td style="text-align:right;"> +7.742 +</td> +<td style="text-align:right;"> +230.112 +</td> +<td style="text-align:right;"> +37.559 +</td> +<td style="text-align:right;"> +32.186 +</td> +<td style="text-align:right;"> +62.014 +</td> +<td style="text-align:right;"> +0.030 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Galanthus nivalis +</td> +<td style="text-align:right;"> +51 +</td> +<td style="text-align:right;"> +0.319 +</td> +<td style="text-align:right;"> +0.165 +</td> +<td style="text-align:right;"> +26.178 +</td> +<td style="text-align:right;"> +446.117 +</td> +<td style="text-align:right;"> +30.725 +</td> +<td style="text-align:right;"> +2.383 +</td> +<td style="text-align:right;"> +0.147 +</td> +<td style="text-align:right;"> +0.010 +</td> +<td style="text-align:right;"> +6.470 +</td> +<td style="text-align:right;"> +3.624 +</td> +<td style="text-align:right;"> +0.309 +</td> +<td style="text-align:right;"> +0.104 +</td> +<td style="text-align:right;"> +1.363 +</td> +<td style="text-align:right;"> +52.496 +</td> +<td style="text-align:right;"> +1.109 +</td> +<td style="text-align:right;"> +81.973 +</td> +<td style="text-align:right;"> +18.746 +</td> +<td style="text-align:right;"> +122.501 +</td> +<td style="text-align:right;"> +0.371 +</td> +<td style="text-align:right;"> +16.405 +</td> +<td style="text-align:right;"> +0.347 +</td> +<td style="text-align:right;"> +6.740 +</td> +<td style="text-align:right;"> +23.947 +</td> +<td style="text-align:right;"> +17.114 +</td> +<td style="text-align:right;"> +4.587 +</td> +<td style="text-align:right;"> +34.396 +</td> +<td style="text-align:right;"> +456.795 +</td> +<td style="text-align:right;"> +1341.087 +</td> +<td style="text-align:right;"> +2230.299 +</td> +<td style="text-align:right;"> +1079.673 +</td> +<td style="text-align:right;"> +1489.264 +</td> +<td style="text-align:right;"> +447.483 +</td> +<td style="text-align:right;"> +7.410 +</td> +<td style="text-align:right;"> +0.004 +</td> +<td style="text-align:right;"> +0.010 +</td> +<td style="text-align:right;"> +1.717 +</td> +<td style="text-align:right;"> +1.024 +</td> +<td style="text-align:right;"> +0.570 +</td> +<td style="text-align:right;"> +0.052 +</td> +<td style="text-align:right;"> +0.028 +</td> +<td style="text-align:right;"> +0.001 +</td> +<td style="text-align:right;"> +0.674 +</td> +<td style="text-align:right;"> +0.236 +</td> +<td style="text-align:right;"> +0.008 +</td> +<td style="text-align:right;"> +0.007 +</td> +<td style="text-align:right;"> +0.062 +</td> +<td style="text-align:right;"> +7.422 +</td> +<td style="text-align:right;"> +0.091 +</td> +<td style="text-align:right;"> +0.423 +</td> +<td style="text-align:right;"> +5.430 +</td> +<td style="text-align:right;"> +9.929 +</td> +<td style="text-align:right;"> +0.032 +</td> +<td style="text-align:right;"> +0.289 +</td> +<td style="text-align:right;"> +0.044 +</td> +<td style="text-align:right;"> +0.273 +</td> +<td style="text-align:right;"> +0.264 +</td> +<td style="text-align:right;"> +0.255 +</td> +<td style="text-align:right;"> +0.280 +</td> +<td style="text-align:right;"> +0.989 +</td> +<td style="text-align:right;"> +12.361 +</td> +<td style="text-align:right;"> +30.863 +</td> +<td style="text-align:right;"> +89.896 +</td> +<td style="text-align:right;"> +125.672 +</td> +<td style="text-align:right;"> +185.267 +</td> +<td style="text-align:right;"> +54.073 +</td> +<td style="text-align:right;"> +0.238 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Utricularia baoulensis +</td> +<td style="text-align:right;"> +3 +</td> +<td style="text-align:right;"> +0.464 +</td> +<td style="text-align:right;"> +0.102 +</td> +<td style="text-align:right;"> +67.929 +</td> +<td style="text-align:right;"> +405.155 +</td> +<td style="text-align:right;"> +28.444 +</td> +<td style="text-align:right;"> +1.508 +</td> +<td style="text-align:right;"> +0.282 +</td> +<td style="text-align:right;"> +0.009 +</td> +<td style="text-align:right;"> +0.025 +</td> +<td style="text-align:right;"> +0.747 +</td> +<td style="text-align:right;"> +0.198 +</td> +<td style="text-align:right;"> +0.133 +</td> +<td style="text-align:right;"> +0.391 +</td> +<td style="text-align:right;"> +0.920 +</td> +<td style="text-align:right;"> +4.996 +</td> +<td style="text-align:right;"> +88.306 +</td> +<td style="text-align:right;"> +34.012 +</td> +<td style="text-align:right;"> +22.633 +</td> +<td style="text-align:right;"> +0.091 +</td> +<td style="text-align:right;"> +12.104 +</td> +<td style="text-align:right;"> +0.007 +</td> +<td style="text-align:right;"> +39.560 +</td> +<td style="text-align:right;"> +42.740 +</td> +<td style="text-align:right;"> +0.772 +</td> +<td style="text-align:right;"> +1.040 +</td> +<td style="text-align:right;"> +19.627 +</td> +<td style="text-align:right;"> +98.105 +</td> +<td style="text-align:right;"> +376.070 +</td> +<td style="text-align:right;"> +17173.734 +</td> +<td style="text-align:right;"> +62.818 +</td> +<td style="text-align:right;"> +118.325 +</td> +<td style="text-align:right;"> +64.294 +</td> +<td style="text-align:right;"> +15.393 +</td> +<td style="text-align:right;"> +0.005 +</td> +<td style="text-align:right;"> +0.008 +</td> +<td style="text-align:right;"> +3.112 +</td> +<td style="text-align:right;"> +0.937 +</td> +<td style="text-align:right;"> +0.853 +</td> +<td style="text-align:right;"> +0.011 +</td> +<td style="text-align:right;"> +0.046 +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +0.002 +</td> +<td style="text-align:right;"> +0.028 +</td> +<td style="text-align:right;"> +0.002 +</td> +<td style="text-align:right;"> +0.007 +</td> +<td style="text-align:right;"> +0.007 +</td> +<td style="text-align:right;"> +0.271 +</td> +<td style="text-align:right;"> +0.149 +</td> +<td style="text-align:right;"> +0.907 +</td> +<td style="text-align:right;"> +3.289 +</td> +<td style="text-align:right;"> +8.145 +</td> +<td style="text-align:right;"> +0.045 +</td> +<td style="text-align:right;"> +0.185 +</td> +<td style="text-align:right;"> +0.002 +</td> +<td style="text-align:right;"> +0.627 +</td> +<td style="text-align:right;"> +0.656 +</td> +<td style="text-align:right;"> +0.040 +</td> +<td style="text-align:right;"> +0.025 +</td> +<td style="text-align:right;"> +0.470 +</td> +<td style="text-align:right;"> +5.702 +</td> +<td style="text-align:right;"> +11.754 +</td> +<td style="text-align:right;"> +425.072 +</td> +<td style="text-align:right;"> +19.667 +</td> +<td style="text-align:right;"> +32.632 +</td> +<td style="text-align:right;"> +24.557 +</td> +<td style="text-align:right;"> +0.490 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Aspalathus pachyloba +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:right;"> +0.571 +</td> +<td style="text-align:right;"> +0.979 +</td> +<td style="text-align:right;"> +11.230 +</td> +<td style="text-align:right;"> +464.302 +</td> +<td style="text-align:right;"> +23.558 +</td> +<td style="text-align:right;"> +1.296 +</td> +<td style="text-align:right;"> +1.994 +</td> +<td style="text-align:right;"> +0.130 +</td> +<td style="text-align:right;"> +5.021 +</td> +<td style="text-align:right;"> +3.027 +</td> +<td style="text-align:right;"> +0.244 +</td> +<td style="text-align:right;"> +0.354 +</td> +<td style="text-align:right;"> +2.188 +</td> +<td style="text-align:right;"> +66.808 +</td> +<td style="text-align:right;"> +0.944 +</td> +<td style="text-align:right;"> +95.009 +</td> +<td style="text-align:right;"> +78.946 +</td> +<td style="text-align:right;"> +29.737 +</td> +<td style="text-align:right;"> +0.935 +</td> +<td style="text-align:right;"> +22.215 +</td> +<td style="text-align:right;"> +0.196 +</td> +<td style="text-align:right;"> +26.015 +</td> +<td style="text-align:right;"> +21.585 +</td> +<td style="text-align:right;"> +2.848 +</td> +<td style="text-align:right;"> +4.317 +</td> +<td style="text-align:right;"> +19.210 +</td> +<td style="text-align:right;"> +267.666 +</td> +<td style="text-align:right;"> +619.429 +</td> +<td style="text-align:right;"> +1416.779 +</td> +<td style="text-align:right;"> +809.560 +</td> +<td style="text-align:right;"> +579.425 +</td> +<td style="text-align:right;"> +558.678 +</td> +<td style="text-align:right;"> +2.919 +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +<td style="text-align:right;"> +NA +</td> +</tr> +</tbody> +</table> +</div> +<div id="match-taxa-based-on-species-if-available-or-genus" class="section level2"> +<h2>1.5 Match taxa based on species, if available, or Genus</h2> +<p>Combined the trait means based on species and genera into a single object, and check how many of these taxa match to the (resolved) species names in <code>DT2</code>.</p> +<pre class="r"><code>try.combined.means <- try.genus.means %>% + rename(Taxon_name=Genus) %>% + mutate(Rank_correct="genus") %>% + bind_rows(try.species.means %>% + rename(Taxon_name=Name_short) %>% + mutate(Rank_correct="species")) %>% + dplyr::select(Taxon_name, Rank_correct, everything()) + +total.matches <- DT2 %>% + distinct(species, Rank_correct) %>% + left_join(try.combined.means %>% + dplyr::rename(species=Taxon_name), + by=c("species", "Rank_correct")) %>% + filter(!is.na(SLA_mean)) %>% + nrow()</code></pre> +<p>The total number of matched taxa (either at species, or genus level) is 31822.</p> +</div> +<div id="calculate-summary-statistics-for-species--and-genus-level-mean-traits" class="section level2"> +<h2>1.6 Calculate summary statistics for species- and genus-level mean traits</h2> +<pre class="r"><code>mysummary <- try.combined.means %>% + group_by(Rank_correct) %>% + summarize_at(.vars=vars(StemDens_mean:LeafWaterCont_sd), + .funs=list(min=~min(., na.rm=T), + q025=~quantile(., 0.25, na.rm=T), + q50=~quantile(., 0.50, na.rm=T), + q75=~quantile(., .75, na.rm=T), + max=~max(., na.rm=T), + mean=~mean(., na.rm=T), + sd=~sd(., na.rm=T))) %>% + gather(variable, value, -Rank_correct) %>% + separate(variable, sep="_", into=c("variable", "mean.sd", "stat")) %>% + mutate(stat=factor(stat, levels=c("min", "q025", "q50", "q75", "max", "mean", "sd"))) %>% + spread(key=stat, value=value) %>% + arrange(desc(Rank_correct))</code></pre> +<table class="table table-striped table-hover table-condensed table-responsive" style="width: auto !important; margin-left: auto; margin-right: auto;"> +<caption> +Summary statistics for each trait, when summarized across species or genera +</caption> +<thead> +<tr> +<th style="text-align:left;"> +Rank_correct +</th> +<th style="text-align:left;"> +variable +</th> +<th style="text-align:left;"> +mean.sd +</th> +<th style="text-align:right;"> +min +</th> +<th style="text-align:right;"> +q025 +</th> +<th style="text-align:right;"> +q50 +</th> +<th style="text-align:right;"> +q75 +</th> +<th style="text-align:right;"> +max +</th> +<th style="text-align:right;"> +mean +</th> +<th style="text-align:right;"> +sd +</th> +</tr> +</thead> +<tbody> +<tr> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Chromosome.cDNAcont +</td> +<td style="text-align:left;"> +mean +</td> +<td style="text-align:right;"> +0.006 +</td> +<td style="text-align:right;"> +2.150 +</td> +<td style="text-align:right;"> +2.992 +</td> +<td style="text-align:right;"> +4.595 +</td> +<td style="text-align:right;"> +1.067308e+03 +</td> +<td style="text-align:right;"> +4.344000e+00 +</td> +<td style="text-align:right;"> +8.248000e+00 +</td> +</tr> +<tr> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Chromosome.cDNAcont +</td> +<td style="text-align:left;"> +sd +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +0.026 +</td> +<td style="text-align:right;"> +0.047 +</td> +<td style="text-align:right;"> +0.090 +</td> +<td style="text-align:right;"> +1.761220e+02 +</td> +<td style="text-align:right;"> +9.500000e-02 +</td> +<td style="text-align:right;"> +1.127000e+00 +</td> +</tr> +<tr> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Chromosome.n +</td> +<td style="text-align:left;"> +mean +</td> +<td style="text-align:right;"> +0.062 +</td> +<td style="text-align:right;"> +22.492 +</td> +<td style="text-align:right;"> +28.266 +</td> +<td style="text-align:right;"> +35.685 +</td> +<td style="text-align:right;"> +7.671771e+03 +</td> +<td style="text-align:right;"> +3.109500e+01 +</td> +<td style="text-align:right;"> +6.145900e+01 +</td> +</tr> +<tr> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Chromosome.n +</td> +<td style="text-align:left;"> +sd +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +0.242 +</td> +<td style="text-align:right;"> +0.400 +</td> +<td style="text-align:right;"> +0.692 +</td> +<td style="text-align:right;"> +1.621340e+02 +</td> +<td style="text-align:right;"> +6.730000e-01 +</td> +<td style="text-align:right;"> +1.571000e+00 +</td> +</tr> +<tr> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Disp.unit.leng +</td> +<td style="text-align:left;"> +mean +</td> +<td style="text-align:right;"> +0.003 +</td> +<td style="text-align:right;"> +2.275 +</td> +<td style="text-align:right;"> +3.864 +</td> +<td style="text-align:right;"> +6.895 +</td> +<td style="text-align:right;"> +1.336988e+04 +</td> +<td style="text-align:right;"> +6.340000e+00 +</td> +<td style="text-align:right;"> +7.992200e+01 +</td> +</tr> +<tr> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Disp.unit.leng +</td> +<td style="text-align:left;"> +sd +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +0.069 +</td> +<td style="text-align:right;"> +0.150 +</td> +<td style="text-align:right;"> +0.308 +</td> +<td style="text-align:right;"> +9.470706e+03 +</td> +<td style="text-align:right;"> +5.790000e-01 +</td> +<td style="text-align:right;"> +5.220200e+01 +</td> +</tr> +<tr> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +LDMC +</td> +<td style="text-align:left;"> +mean +</td> +<td style="text-align:right;"> +0.012 +</td> +<td style="text-align:right;"> +0.243 +</td> +<td style="text-align:right;"> +0.321 +</td> +<td style="text-align:right;"> +0.383 +</td> +<td style="text-align:right;"> +1.372000e+00 +</td> +<td style="text-align:right;"> +3.140000e-01 +</td> +<td style="text-align:right;"> +9.700000e-02 +</td> +</tr> +<tr> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +LDMC +</td> +<td style="text-align:left;"> +sd +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +0.003 +</td> +<td style="text-align:right;"> +0.004 +</td> +<td style="text-align:right;"> +0.008 +</td> +<td style="text-align:right;"> +2.250000e-01 +</td> +<td style="text-align:right;"> +8.000000e-03 +</td> +<td style="text-align:right;"> +1.000000e-02 +</td> +</tr> +<tr> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +LeafArea.leaflet.undef +</td> +<td style="text-align:left;"> +mean 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style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +SeedGerminationRate +</td> +<td style="text-align:left;"> +mean +</td> +<td style="text-align:right;"> +5.441 +</td> +<td style="text-align:right;"> +83.595 +</td> +<td style="text-align:right;"> +88.845 +</td> +<td style="text-align:right;"> +93.286 +</td> +<td style="text-align:right;"> +2.416300e+02 +</td> +<td style="text-align:right;"> +8.756700e+01 +</td> +<td style="text-align:right;"> +1.031000e+01 +</td> +</tr> +<tr> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +SeedGerminationRate +</td> +<td style="text-align:left;"> +sd +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +0.345 +</td> +<td style="text-align:right;"> +0.523 +</td> +<td style="text-align:right;"> +0.843 +</td> +<td style="text-align:right;"> +1.864950e+02 +</td> +<td style="text-align:right;"> +9.190000e-01 +</td> +<td style="text-align:right;"> +1.904000e+00 +</td> +</tr> +<tr> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Seed.length +</td> +<td style="text-align:left;"> +mean +</td> +<td style="text-align:right;"> +0.004 +</td> +<td style="text-align:right;"> +1.817 +</td> +<td style="text-align:right;"> +3.029 +</td> +<td style="text-align:right;"> +5.599 +</td> +<td style="text-align:right;"> +1.089329e+04 +</td> +<td style="text-align:right;"> +4.931000e+00 +</td> +<td style="text-align:right;"> +5.310000e+01 +</td> +</tr> +<tr> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Seed.length +</td> +<td style="text-align:left;"> +sd +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +0.056 +</td> +<td style="text-align:right;"> +0.121 +</td> +<td style="text-align:right;"> +0.242 +</td> +<td style="text-align:right;"> +3.333800e+01 +</td> +<td style="text-align:right;"> +2.150000e-01 +</td> +<td style="text-align:right;"> +3.970000e-01 +</td> +</tr> +<tr> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +SeedMass +</td> +<td style="text-align:left;"> +mean +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +0.730 +</td> +<td style="text-align:right;"> +4.336 +</td> +<td style="text-align:right;"> +36.238 +</td> +<td style="text-align:right;"> +9.521438e+08 +</td> +<td style="text-align:right;"> +1.938338e+04 +</td> +<td style="text-align:right;"> +4.241478e+06 +</td> +</tr> +<tr> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +SeedMass +</td> +<td style="text-align:left;"> +sd +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +0.054 +</td> +<td style="text-align:right;"> +0.356 +</td> +<td style="text-align:right;"> +2.815 +</td> +<td style="text-align:right;"> +4.003387e+07 +</td> +<td style="text-align:right;"> +2.057742e+03 +</td> +<td style="text-align:right;"> +2.619802e+05 +</td> +</tr> +<tr> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Seed.num.rep.unit +</td> +<td style="text-align:left;"> +mean +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +42.927 +</td> +<td style="text-align:right;"> +180.778 +</td> +<td style="text-align:right;"> +791.571 +</td> +<td style="text-align:right;"> +2.225078e+25 +</td> +<td style="text-align:right;"> +4.416757e+20 +</td> +<td style="text-align:right;"> +9.910894e+22 +</td> +</tr> +<tr> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Seed.num.rep.unit +</td> +<td style="text-align:left;"> +sd +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +5.626 +</td> +<td style="text-align:right;"> +28.349 +</td> +<td style="text-align:right;"> +158.023 +</td> +<td style="text-align:right;"> +2.160083e+19 +</td> +<td style="text-align:right;"> +1.105285e+15 +</td> +<td style="text-align:right;"> +1.443121e+17 +</td> 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style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +SpecificRootLength +</td> +<td style="text-align:left;"> +mean +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +1337.375 +</td> +<td style="text-align:right;"> +2584.070 +</td> +<td style="text-align:right;"> +5187.719 +</td> +<td style="text-align:right;"> +3.071495e+09 +</td> +<td style="text-align:right;"> +2.477014e+05 +</td> +<td style="text-align:right;"> +2.296632e+07 +</td> +</tr> +<tr> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +SpecificRootLength +</td> +<td style="text-align:left;"> +sd +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +48.689 +</td> +<td style="text-align:right;"> +111.593 +</td> +<td style="text-align:right;"> +254.706 +</td> +<td style="text-align:right;"> +8.360206e+08 +</td> +<td style="text-align:right;"> +3.145860e+04 +</td> +<td style="text-align:right;"> +4.669425e+06 +</td> +</tr> +<tr> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Stem.cond.dens +</td> +<td style="text-align:left;"> +mean +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +21.114 +</td> +<td style="text-align:right;"> +48.153 +</td> +<td style="text-align:right;"> +91.796 +</td> +<td style="text-align:right;"> +1.988212e+08 +</td> +<td style="text-align:right;"> +7.928559e+03 +</td> +<td style="text-align:right;"> +1.206849e+06 +</td> +</tr> +<tr> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Stem.cond.dens +</td> +<td style="text-align:left;"> +sd +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +0.689 +</td> +<td style="text-align:right;"> +1.873 +</td> +<td style="text-align:right;"> +4.707 +</td> +<td style="text-align:right;"> +1.210633e+07 +</td> +<td style="text-align:right;"> +4.337880e+02 +</td> +<td style="text-align:right;"> +6.759687e+04 +</td> +</tr> +<tr> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +StemConduitDiameter +</td> +<td style="text-align:left;"> +mean +</td> +<td style="text-align:right;"> +0.001 +</td> +<td style="text-align:right;"> +25.103 +</td> +<td style="text-align:right;"> +35.442 +</td> +<td style="text-align:right;"> +50.841 +</td> +<td style="text-align:right;"> +8.065496e+07 +</td> +<td style="text-align:right;"> +1.667555e+03 +</td> +<td style="text-align:right;"> +3.592592e+05 +</td> +</tr> +<tr> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +StemConduitDiameter +</td> +<td style="text-align:left;"> +sd +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +0.549 +</td> +<td style="text-align:right;"> +1.006 +</td> +<td style="text-align:right;"> +1.853 +</td> +<td style="text-align:right;"> +1.181921e+03 +</td> +<td style="text-align:right;"> +2.191000e+00 +</td> +<td style="text-align:right;"> +9.768000e+00 +</td> +</tr> +<tr> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +StemDens +</td> +<td style="text-align:left;"> +mean +</td> +<td style="text-align:right;"> +0.007 +</td> +<td style="text-align:right;"> +0.433 +</td> +<td style="text-align:right;"> +0.535 +</td> +<td style="text-align:right;"> +0.637 +</td> +<td style="text-align:right;"> +2.640000e+00 +</td> +<td style="text-align:right;"> +5.410000e-01 +</td> +<td style="text-align:right;"> +1.480000e-01 +</td> +</tr> +<tr> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +StemDens +</td> +<td style="text-align:left;"> +sd +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +0.003 +</td> +<td style="text-align:right;"> +0.005 +</td> +<td style="text-align:right;"> +0.009 +</td> +<td style="text-align:right;"> +1.253000e+00 +</td> +<td style="text-align:right;"> +1.000000e-02 +</td> +<td style="text-align:right;"> +1.700000e-02 +</td> +</tr> +<tr> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +StemDiam +</td> +<td style="text-align:left;"> +mean +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +0.014 +</td> +<td style="text-align:right;"> +0.056 +</td> +<td style="text-align:right;"> +0.147 +</td> +<td style="text-align:right;"> +1.398249e+09 +</td> +<td style="text-align:right;"> +2.791541e+04 +</td> +<td style="text-align:right;"> +6.228172e+06 +</td> +</tr> +<tr> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +StemDiam +</td> +<td style="text-align:left;"> +sd +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +0.001 +</td> +<td style="text-align:right;"> +0.003 +</td> +<td style="text-align:right;"> +0.011 +</td> +<td style="text-align:right;"> +5.904310e+08 +</td> +<td style="text-align:right;"> +1.939426e+04 +</td> +<td style="text-align:right;"> +3.263229e+06 +</td> +</tr> +<tr> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +WoodFiberLength +</td> +<td style="text-align:left;"> +mean +</td> +<td style="text-align:right;"> +12.143 +</td> +<td style="text-align:right;"> +668.313 +</td> +<td style="text-align:right;"> +834.580 +</td> +<td style="text-align:right;"> +1030.174 +</td> +<td style="text-align:right;"> +1.068162e+07 +</td> +<td style="text-align:right;"> +1.129441e+03 +</td> +<td style="text-align:right;"> +4.764112e+04 +</td> +</tr> +<tr> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +WoodFiberLength +</td> +<td style="text-align:left;"> +sd +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +9.803 +</td> +<td style="text-align:right;"> +17.565 +</td> +<td style="text-align:right;"> +31.011 +</td> +<td style="text-align:right;"> +1.166290e+04 +</td> +<td style="text-align:right;"> +2.805900e+01 +</td> +<td style="text-align:right;"> +8.083800e+01 +</td> +</tr> +<tr> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Wood.vessel.length +</td> +<td style="text-align:left;"> +mean +</td> +<td style="text-align:right;"> +3.460 +</td> +<td style="text-align:right;"> +313.875 +</td> +<td style="text-align:right;"> +413.753 +</td> +<td style="text-align:right;"> +537.522 +</td> +<td style="text-align:right;"> +2.082033e+06 +</td> +<td style="text-align:right;"> +5.573660e+02 +</td> +<td style="text-align:right;"> +1.082510e+04 +</td> +</tr> +<tr> +<td style="text-align:left;"> +species +</td> +<td style="text-align:left;"> +Wood.vessel.length +</td> +<td style="text-align:left;"> +sd +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +4.775 +</td> +<td style="text-align:right;"> +9.037 +</td> +<td style="text-align:right;"> +16.889 +</td> +<td style="text-align:right;"> +1.457577e+03 +</td> +<td style="text-align:right;"> +1.660500e+01 +</td> +<td style="text-align:right;"> +3.369800e+01 +</td> +</tr> +<tr> +<td style="text-align:left;"> +genus +</td> +<td style="text-align:left;"> +Chromosome.cDNAcont +</td> +<td style="text-align:left;"> +mean +</td> +<td style="text-align:right;"> +0.006 +</td> +<td style="text-align:right;"> +2.332 +</td> +<td style="text-align:right;"> +3.178 +</td> +<td style="text-align:right;"> +4.971 +</td> +<td style="text-align:right;"> +1.067308e+03 +</td> +<td style="text-align:right;"> +4.910000e+00 +</td> +<td style="text-align:right;"> +1.834900e+01 +</td> +</tr> +<tr> +<td style="text-align:left;"> +genus +</td> +<td style="text-align:left;"> +Chromosome.cDNAcont +</td> +<td style="text-align:left;"> +sd +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +0.050 +</td> +<td style="text-align:right;"> +0.093 +</td> +<td style="text-align:right;"> +0.180 +</td> +<td style="text-align:right;"> +1.761220e+02 +</td> +<td style="text-align:right;"> +2.320000e-01 +</td> +<td style="text-align:right;"> +2.534000e+00 +</td> +</tr> +<tr> +<td style="text-align:left;"> +genus +</td> +<td style="text-align:left;"> +Chromosome.n +</td> +<td style="text-align:left;"> +mean +</td> +<td style="text-align:right;"> +0.062 +</td> +<td style="text-align:right;"> +22.564 +</td> +<td style="text-align:right;"> +28.269 +</td> +<td style="text-align:right;"> +35.909 +</td> +<td style="text-align:right;"> +7.671771e+03 +</td> +<td style="text-align:right;"> +3.408700e+01 +</td> +<td style="text-align:right;"> +1.361450e+02 +</td> +</tr> +<tr> +<td style="text-align:left;"> +genus +</td> +<td style="text-align:left;"> +Chromosome.n +</td> +<td style="text-align:left;"> +sd +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +0.400 +</td> +<td style="text-align:right;"> +0.753 +</td> +<td style="text-align:right;"> +1.466 +</td> +<td style="text-align:right;"> +1.621340e+02 +</td> +<td style="text-align:right;"> +1.499000e+00 +</td> +<td style="text-align:right;"> +3.564000e+00 +</td> +</tr> +<tr> +<td style="text-align:left;"> +genus +</td> +<td style="text-align:left;"> +Disp.unit.leng +</td> +<td style="text-align:left;"> +mean +</td> +<td style="text-align:right;"> +0.003 +</td> +<td style="text-align:right;"> +2.350 +</td> +<td style="text-align:right;"> +3.834 +</td> +<td style="text-align:right;"> +6.221 +</td> +<td style="text-align:right;"> +1.336988e+04 +</td> +<td style="text-align:right;"> +9.928000e+00 +</td> +<td style="text-align:right;"> +2.071760e+02 +</td> +</tr> +<tr> +<td style="text-align:left;"> +genus +</td> +<td style="text-align:left;"> +Disp.unit.leng +</td> +<td style="text-align:left;"> +sd +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +0.135 +</td> +<td style="text-align:right;"> +0.297 +</td> +<td style="text-align:right;"> +0.650 +</td> +<td style="text-align:right;"> +9.470706e+03 +</td> +<td 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+</td> +<td style="text-align:right;"> +2.031 +</td> +<td style="text-align:right;"> +4.806300e+01 +</td> +<td style="text-align:right;"> +1.785000e+00 +</td> +<td style="text-align:right;"> +2.319000e+00 +</td> +</tr> +<tr> +<td style="text-align:left;"> +genus +</td> +<td style="text-align:left;"> +Seed.length +</td> +<td style="text-align:left;"> +mean +</td> +<td style="text-align:right;"> +0.004 +</td> +<td style="text-align:right;"> +1.856 +</td> +<td style="text-align:right;"> +3.002 +</td> +<td style="text-align:right;"> +5.078 +</td> +<td style="text-align:right;"> +1.089329e+04 +</td> +<td style="text-align:right;"> +6.656000e+00 +</td> +<td style="text-align:right;"> +1.375240e+02 +</td> +</tr> +<tr> +<td style="text-align:left;"> +genus +</td> +<td style="text-align:left;"> +Seed.length +</td> +<td style="text-align:left;"> +sd +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +0.106 +</td> +<td style="text-align:right;"> +0.234 +</td> +<td style="text-align:right;"> +0.508 +</td> +<td style="text-align:right;"> +3.333800e+01 +</td> +<td style="text-align:right;"> +4.780000e-01 +</td> +<td style="text-align:right;"> +9.910000e-01 +</td> +</tr> +<tr> +<td style="text-align:left;"> +genus +</td> +<td style="text-align:left;"> +SeedMass +</td> +<td style="text-align:left;"> +mean +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +0.878 +</td> +<td style="text-align:right;"> +4.279 +</td> +<td style="text-align:right;"> +28.605 +</td> +<td style="text-align:right;"> +9.521438e+08 +</td> +<td style="text-align:right;"> +1.301089e+05 +</td> +<td style="text-align:right;"> +1.102133e+07 +</td> +</tr> +<tr> +<td style="text-align:left;"> +genus +</td> +<td style="text-align:left;"> +SeedMass +</td> +<td style="text-align:left;"> +sd +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +0.135 +</td> +<td style="text-align:right;"> +0.869 +</td> +<td style="text-align:right;"> +5.768 +</td> +<td style="text-align:right;"> +4.003387e+07 +</td> +<td style="text-align:right;"> +1.084308e+04 +</td> +<td style="text-align:right;"> +6.032767e+05 +</td> +</tr> +<tr> +<td style="text-align:left;"> +genus +</td> +<td style="text-align:left;"> +Seed.num.rep.unit +</td> +<td style="text-align:left;"> +mean +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +59.107 +</td> +<td style="text-align:right;"> +249.776 +</td> +<td style="text-align:right;"> +963.874 +</td> +<td style="text-align:right;"> +2.225078e+25 +</td> +<td style="text-align:right;"> +2.981679e+21 +</td> +<td style="text-align:right;"> +2.575315e+23 +</td> +</tr> +<tr> +<td style="text-align:left;"> +genus +</td> +<td style="text-align:left;"> +Seed.num.rep.unit +</td> +<td style="text-align:left;"> +sd +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +14.011 +</td> +<td style="text-align:right;"> +65.788 +</td> +<td style="text-align:right;"> +373.790 +</td> +<td style="text-align:right;"> +9.602388e+20 +</td> +<td style="text-align:right;"> +1.585957e+17 +</td> +<td style="text-align:right;"> +1.218345e+19 +</td> +</tr> +<tr> +<td style="text-align:left;"> +genus +</td> +<td style="text-align:left;"> +SLA +</td> +<td style="text-align:left;"> +mean +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +11.537 +</td> +<td style="text-align:right;"> +15.069 +</td> +<td style="text-align:right;"> +18.147 +</td> +<td style="text-align:right;"> +5.490787e+03 +</td> +<td style="text-align:right;"> +1.731800e+01 +</td> +<td style="text-align:right;"> +7.069700e+01 +</td> +</tr> +<tr> +<td style="text-align:left;"> +genus +</td> +<td style="text-align:left;"> +SLA +</td> +<td style="text-align:left;"> +sd +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +0.339 +</td> +<td style="text-align:right;"> +0.793 +</td> +<td style="text-align:right;"> +2.677 +</td> +<td style="text-align:right;"> +4.479200e+01 +</td> +<td style="text-align:right;"> +1.953000e+00 +</td> +<td style="text-align:right;"> +2.726000e+00 +</td> +</tr> +<tr> +<td style="text-align:left;"> +genus +</td> +<td style="text-align:left;"> +SpecificRootLength +</td> +<td style="text-align:left;"> +mean +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +1401.747 +</td> +<td style="text-align:right;"> +2645.280 +</td> +<td style="text-align:right;"> +5204.620 +</td> +<td style="text-align:right;"> +3.071495e+09 +</td> +<td style="text-align:right;"> +1.620677e+06 +</td> +<td style="text-align:right;"> +5.964294e+07 +</td> +</tr> +<tr> +<td style="text-align:left;"> +genus +</td> +<td style="text-align:left;"> +SpecificRootLength +</td> +<td style="text-align:left;"> +sd +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +98.616 +</td> +<td style="text-align:right;"> +224.938 +</td> +<td style="text-align:right;"> +532.960 +</td> +<td style="text-align:right;"> +8.360206e+08 +</td> +<td style="text-align:right;"> +1.501950e+05 +</td> +<td style="text-align:right;"> +1.062790e+07 +</td> +</tr> +<tr> +<td style="text-align:left;"> +genus +</td> +<td style="text-align:left;"> +Stem.cond.dens +</td> +<td style="text-align:left;"> +mean +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +23.214 +</td> +<td style="text-align:right;"> +50.056 +</td> +<td style="text-align:right;"> +90.841 +</td> +<td style="text-align:right;"> +1.912493e+08 +</td> +<td style="text-align:right;"> +2.745431e+04 +</td> +<td style="text-align:right;"> +2.217954e+06 +</td> +</tr> +<tr> +<td style="text-align:left;"> +genus +</td> +<td style="text-align:left;"> +Stem.cond.dens +</td> +<td style="text-align:left;"> +sd +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +1.464 +</td> +<td style="text-align:right;"> +3.724 +</td> +<td style="text-align:right;"> +9.577 +</td> +<td style="text-align:right;"> +1.210633e+07 +</td> +<td style="text-align:right;"> +4.009839e+03 +</td> +<td style="text-align:right;"> +2.065772e+05 +</td> +</tr> +<tr> +<td style="text-align:left;"> +genus +</td> +<td style="text-align:left;"> +StemConduitDiameter +</td> +<td style="text-align:left;"> +mean +</td> +<td style="text-align:right;"> +0.001 +</td> +<td style="text-align:right;"> +25.009 +</td> +<td style="text-align:right;"> +34.985 +</td> +<td style="text-align:right;"> +49.387 +</td> +<td style="text-align:right;"> +8.065496e+07 +</td> +<td style="text-align:right;"> +1.093829e+04 +</td> +<td style="text-align:right;"> +9.335138e+05 +</td> +</tr> +<tr> +<td style="text-align:left;"> +genus +</td> +<td style="text-align:left;"> +StemConduitDiameter +</td> +<td style="text-align:left;"> +sd +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +1.016 +</td> +<td style="text-align:right;"> +2.027 +</td> +<td style="text-align:right;"> +4.366 +</td> +<td style="text-align:right;"> +5.503930e+03 +</td> +<td style="text-align:right;"> +6.333000e+00 +</td> +<td style="text-align:right;"> +7.618700e+01 +</td> +</tr> +<tr> +<td style="text-align:left;"> +genus +</td> +<td style="text-align:left;"> +StemDens +</td> +<td style="text-align:left;"> +mean +</td> +<td style="text-align:right;"> +0.015 +</td> +<td style="text-align:right;"> +0.444 +</td> +<td style="text-align:right;"> +0.539 +</td> +<td style="text-align:right;"> +0.627 +</td> +<td style="text-align:right;"> +2.640000e+00 +</td> +<td style="text-align:right;"> +5.420000e-01 +</td> +<td style="text-align:right;"> +1.480000e-01 +</td> +</tr> +<tr> +<td style="text-align:left;"> +genus +</td> +<td style="text-align:left;"> +StemDens +</td> +<td style="text-align:left;"> +sd +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +0.006 +</td> +<td style="text-align:right;"> +0.011 +</td> +<td style="text-align:right;"> +0.023 +</td> +<td style="text-align:right;"> +3.250000e-01 +</td> +<td style="text-align:right;"> +2.000000e-02 +</td> +<td style="text-align:right;"> +2.500000e-02 +</td> +</tr> +<tr> +<td style="text-align:left;"> +genus +</td> +<td style="text-align:left;"> +StemDiam +</td> +<td style="text-align:left;"> +mean +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +0.015 +</td> +<td style="text-align:right;"> +0.054 +</td> +<td style="text-align:right;"> +0.135 +</td> +<td style="text-align:right;"> +1.398249e+09 +</td> +<td style="text-align:right;"> +1.884852e+05 +</td> +<td style="text-align:right;"> +1.618370e+07 +</td> +</tr> +<tr> +<td style="text-align:left;"> +genus +</td> +<td style="text-align:left;"> +StemDiam +</td> +<td style="text-align:left;"> +sd +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +0.002 +</td> +<td style="text-align:right;"> +0.007 +</td> +<td style="text-align:right;"> +0.021 +</td> +<td style="text-align:right;"> +5.904310e+08 +</td> +<td style="text-align:right;"> +1.028566e+05 +</td> +<td style="text-align:right;"> +7.514889e+06 +</td> +</tr> +<tr> +<td style="text-align:left;"> +genus +</td> +<td style="text-align:left;"> +WoodFiberLength +</td> +<td style="text-align:left;"> +mean +</td> +<td style="text-align:right;"> +12.143 +</td> +<td style="text-align:right;"> +706.995 +</td> +<td style="text-align:right;"> +848.135 +</td> +<td style="text-align:right;"> +1034.349 +</td> +<td style="text-align:right;"> +1.068162e+07 +</td> +<td style="text-align:right;"> +2.486524e+03 +</td> +<td style="text-align:right;"> +1.237817e+05 +</td> +</tr> +<tr> +<td style="text-align:left;"> +genus +</td> +<td style="text-align:left;"> +WoodFiberLength +</td> +<td style="text-align:left;"> +sd +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +17.855 +</td> +<td style="text-align:right;"> +34.226 +</td> +<td style="text-align:right;"> +64.310 +</td> +<td style="text-align:right;"> +4.830371e+03 +</td> +<td style="text-align:right;"> +5.568300e+01 +</td> +<td style="text-align:right;"> +1.081420e+02 +</td> +</tr> +<tr> +<td style="text-align:left;"> +genus +</td> +<td style="text-align:left;"> +Wood.vessel.length +</td> +<td style="text-align:left;"> +mean +</td> +<td style="text-align:right;"> +3.460 +</td> +<td style="text-align:right;"> +331.407 +</td> +<td style="text-align:right;"> +428.826 +</td> +<td style="text-align:right;"> +540.696 +</td> +<td style="text-align:right;"> +2.082033e+06 +</td> +<td style="text-align:right;"> +9.565180e+02 +</td> +<td style="text-align:right;"> +2.618349e+04 +</td> +</tr> +<tr> +<td style="text-align:left;"> +genus +</td> +<td style="text-align:left;"> +Wood.vessel.length +</td> +<td style="text-align:left;"> +sd +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +8.980 +</td> +<td style="text-align:right;"> +18.009 +</td> +<td style="text-align:right;"> +37.710 +</td> +<td style="text-align:right;"> +2.797090e+03 +</td> +<td style="text-align:right;"> +3.549700e+01 +</td> +<td style="text-align:right;"> +7.404900e+01 +</td> +</tr> +</tbody> +</table> +</div> +</div> +<div id="calculate-cwms-and-cwvs-for-each-plot" class="section level1"> +<h1>2 Calculate CWMs and CWVs for each plot</h1> +<p>Merge vegetation layers, where necessary. Combine cover values across layers</p> +<pre class="r"><code>#Ancillary function +# Combine cover accounting for layers +combine.cover <- function(x){ + while (length(x)>1){ + x[2] <- x[1]+(100-x[1])*x[2]/100 + x <- x[-1] + } + return(x) +} + +DT2.comb <- DT2 %>% + group_by(PlotObservationID, species, Rank_correct) %>% + summarize(Relative.cover=combine.cover(Relative.cover)) %>% + ungroup() %>% + # re-normalize to 100% + left_join(x=., + y={.} %>% + group_by(PlotObservationID) %>% + summarize(Tot.cover=sum(Relative.cover)), + by="PlotObservationID") %>% + mutate(Relative.cover=Relative.cover/Tot.cover) %>% + dplyr::select(-Tot.cover)</code></pre> +<p>Calculate CWMs and CWV, as well as plot coverage statistics (proportion of total cover for which trait info exist, and proportion of species for which we have trait info). To avoid misleading results, CWM is calculated ONLY for plots for which we have some abundance information. All plots where <code>Ab_scale</code>==“pa” in <strong>ANY</strong> of the layers are therefore excluded.</p> +<pre class="r"><code># Tag plots where at least one layer has only p\a information +any_pa <- DT2 %>% + distinct(PlotObservationID, Ab_scale) %>% + group_by(PlotObservationID) %>% + summarize(any.pa=any(Ab_scale=="pa")) %>% + filter(any.pa==T) %>% + pull(PlotObservationID) +length(any_pa)</code></pre> +<pre><code>## [1] 270855</code></pre> +<pre class="r"><code># Exclude plots above and merge species data table with traits +CWM0 <- DT2.comb %>% + filter(!PlotObservationID %in% any_pa) %>% + left_join(try.combined.means %>% + dplyr::rename(species=Taxon_name) %>% + dplyr::select(species, Rank_correct, ends_with("_mean")), + by=c("species", "Rank_correct")) + +# Calculate CWM for each trait in each plot +CWM1 <- CWM0 %>% + group_by(PlotObservationID) %>% + summarize_at(.vars= vars(StemDens_mean:LeafWaterCont_mean), + .funs = list(~weighted.mean(., Relative.cover, na.rm=T))) %>% + dplyr::select(PlotObservationID, order(colnames(.))) %>% + gather(key=variable, value=CWM, -PlotObservationID) + +# Calculate coverage for each trait in each plot +CWM2 <- CWM0 %>% + mutate_at(.funs = list(~if_else(is.na(.),0,1) * Relative.cover), + .vars = vars(StemDens_mean:LeafWaterCont_mean)) %>% + group_by(PlotObservationID) %>% + summarize_at(.vars= vars(StemDens_mean:LeafWaterCont_mean), + .funs = list(~sum(., na.rm=T))) %>% + dplyr::select(PlotObservationID, order(colnames(.))) %>% + gather(key=variable, value=trait.coverage, -PlotObservationID) + +# Calculate CWV +# Ancillary function +variance2.fun <- function(trait, abu){ + res <- as.double(NA) + abu <- abu[!is.na(trait)] + trait <- trait[!is.na(trait)] + abu <- abu/sum(abu) + if (length(trait)>1){ + # you need more than 1 observation to calculate variance + # for calculation see + # http://r.789695.n4.nabble.com/Weighted-skewness-and-curtosis-td4709956.html + m.trait <- weighted.mean(trait,abu) + res <- sum(abu*(trait-m.trait)^2) + } + res +} + +CWM3 <- CWM0 %>% + group_by(PlotObservationID) %>% + summarize_at(.vars= vars(StemDens_mean:LeafWaterCont_mean), + .funs = list(~variance2.fun(., Relative.cover))) %>% + dplyr::select(PlotObservationID, order(colnames(.))) %>% + gather(key=variable, value=CWV, -PlotObservationID) + +## Calculate proportion of species having traits +CWM4 <- CWM0 %>% + group_by(PlotObservationID) %>% + #distinct(PlotObservationID, species, .keep_all = T) %>% + summarize_at(.vars= vars(StemDens_mean:LeafWaterCont_mean), + .funs = list(~sum(!is.na(.)))) %>% + dplyr::select(PlotObservationID, order(colnames(.))) %>% + gather(key=variable, value=n.sp.with.trait, -PlotObservationID) + +# Join together +CWM <- CWM1 %>% + left_join(CWM2, by=c("PlotObservationID", "variable")) %>% + left_join(CWM3, by=c("PlotObservationID", "variable")) %>% + left_join(CWM4, by=c("PlotObservationID", "variable")) %>% + left_join(CWM0 %>% + group_by(PlotObservationID) %>% + summarize(sp.richness=n()), by=c("PlotObservationID")) %>% + mutate(prop.sp.with.trait=n.sp.with.trait/sp.richness) %>% + dplyr::select(PlotObservationID, variable, sp.richness, prop.sp.with.trait, trait.coverage, CWM, CWV) %>% + arrange(PlotObservationID)</code></pre> +<div id="explore-cwm-output" class="section level3"> +<h3>2.1 Explore CWM output</h3> +<table class="table table-striped table-hover table-condensed table-responsive" style="width: auto !important; margin-left: auto; margin-right: auto;"> +<caption> +Community weighted means of 3 randomly selected plots +</caption> +<thead> +<tr> +<th style="text-align:right;"> +PlotObservationID +</th> +<th style="text-align:left;"> +variable +</th> +<th style="text-align:right;"> +sp.richness +</th> +<th style="text-align:right;"> +prop.sp.with.trait +</th> +<th style="text-align:right;"> +trait.coverage +</th> +<th style="text-align:right;"> +CWM +</th> +<th style="text-align:right;"> +CWV +</th> +</tr> +</thead> +<tbody> +<tr> +<td style="text-align:right;"> +62739 +</td> +<td style="text-align:left;"> +Chromosome.cDNAcont_mean +</td> +<td style="text-align:right;"> +26 +</td> +<td style="text-align:right;"> +0.846 +</td> +<td style="text-align:right;"> +0.941 +</td> +<td style="text-align:right;"> +5.244 +</td> +<td style="text-align:right;"> +6.690 +</td> +</tr> +<tr> +<td style="text-align:right;"> +62739 +</td> +<td style="text-align:left;"> +Chromosome.n_mean +</td> +<td style="text-align:right;"> +26 +</td> +<td style="text-align:right;"> +0.846 +</td> +<td style="text-align:right;"> +0.941 +</td> +<td style="text-align:right;"> +30.680 +</td> +<td style="text-align:right;"> +69.086 +</td> +</tr> +<tr> +<td style="text-align:right;"> +62739 +</td> +<td style="text-align:left;"> +Disp.unit.leng_mean +</td> +<td style="text-align:right;"> +26 +</td> +<td style="text-align:right;"> +0.846 +</td> +<td style="text-align:right;"> +0.941 +</td> +<td style="text-align:right;"> +3.694 +</td> +<td style="text-align:right;"> +1.455 +</td> +</tr> +<tr> +<td style="text-align:right;"> +62739 +</td> +<td style="text-align:left;"> +LDMC_mean +</td> +<td style="text-align:right;"> +26 +</td> +<td style="text-align:right;"> +0.846 +</td> +<td style="text-align:right;"> +0.941 +</td> +<td style="text-align:right;"> +0.320 +</td> +<td style="text-align:right;"> +0.006 +</td> +</tr> +<tr> +<td style="text-align:right;"> +62739 +</td> +<td style="text-align:left;"> +LeafArea.leaflet.undef_mean +</td> +<td style="text-align:right;"> +26 +</td> +<td style="text-align:right;"> +0.846 +</td> +<td style="text-align:right;"> +0.941 +</td> +<td style="text-align:right;"> +745.622 +</td> +<td style="text-align:right;"> +697935.874 +</td> +</tr> +<tr> +<td style="text-align:right;"> +62739 +</td> +<td style="text-align:left;"> +LeafArea.leaf.undef_mean +</td> +<td style="text-align:right;"> +26 +</td> +<td style="text-align:right;"> +0.846 +</td> +<td style="text-align:right;"> +0.941 +</td> +<td style="text-align:right;"> +564.225 +</td> +<td style="text-align:right;"> +689875.144 +</td> +</tr> +<tr> +<td style="text-align:right;"> +62739 +</td> +<td style="text-align:left;"> +LeafArea.undef.undef_mean +</td> +<td style="text-align:right;"> +26 +</td> +<td style="text-align:right;"> +0.846 +</td> +<td style="text-align:right;"> +0.941 +</td> +<td style="text-align:right;"> +469.819 +</td> +<td style="text-align:right;"> +299953.165 +</td> +</tr> +<tr> +<td style="text-align:right;"> +62739 +</td> +<td style="text-align:left;"> +LeafCN.ratio_mean +</td> +<td style="text-align:right;"> +26 +</td> +<td style="text-align:right;"> +0.846 +</td> +<td style="text-align:right;"> +0.941 +</td> +<td style="text-align:right;"> +26.432 +</td> +<td style="text-align:right;"> +37.262 +</td> +</tr> +<tr> +<td style="text-align:right;"> +62739 +</td> +<td style="text-align:left;"> +LeafC.perdrymass_mean +</td> +<td style="text-align:right;"> +26 +</td> +<td style="text-align:right;"> +0.846 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style="text-align:right;"> +26 +</td> +<td style="text-align:right;"> +0.846 +</td> +<td style="text-align:right;"> +0.941 +</td> +<td style="text-align:right;"> +1.181 +</td> +<td style="text-align:right;"> +0.044 +</td> +</tr> +<tr> +<td style="text-align:right;"> +62739 +</td> +<td style="text-align:left;"> +LeafP_mean +</td> +<td style="text-align:right;"> +26 +</td> +<td style="text-align:right;"> +0.846 +</td> +<td style="text-align:right;"> +0.941 +</td> +<td style="text-align:right;"> +1.594 +</td> +<td style="text-align:right;"> +0.115 +</td> +</tr> +<tr> +<td style="text-align:right;"> +62739 +</td> +<td style="text-align:left;"> +LeafThickness_mean +</td> +<td style="text-align:right;"> +26 +</td> +<td style="text-align:right;"> +0.846 +</td> +<td style="text-align:right;"> +0.941 +</td> +<td style="text-align:right;"> +0.221 +</td> +<td style="text-align:right;"> +0.004 +</td> +</tr> +<tr> +<td style="text-align:right;"> +62739 +</td> +<td style="text-align:left;"> +LeafWaterCont_mean +</td> +<td style="text-align:right;"> +26 +</td> +<td style="text-align:right;"> +0.846 +</td> +<td style="text-align:right;"> +0.941 +</td> +<td style="text-align:right;"> +3.601 +</td> +<td style="text-align:right;"> +4.543 +</td> +</tr> +<tr> +<td style="text-align:right;"> +62739 +</td> +<td style="text-align:left;"> +LeafWidth_mean +</td> +<td style="text-align:right;"> +26 +</td> +<td style="text-align:right;"> +0.846 +</td> +<td style="text-align:right;"> +0.941 +</td> +<td style="text-align:right;"> +0.997 +</td> +<td style="text-align:right;"> +0.440 +</td> +</tr> +<tr> +<td style="text-align:right;"> +62739 +</td> +<td style="text-align:left;"> +PlantHeight_mean +</td> +<td style="text-align:right;"> +26 +</td> +<td style="text-align:right;"> +0.846 +</td> +<td style="text-align:right;"> +0.941 +</td> +<td style="text-align:right;"> +0.356 +</td> +<td style="text-align:right;"> +0.016 +</td> +</tr> +<tr> +<td style="text-align:right;"> +62739 +</td> +<td style="text-align:left;"> +RootingDepth_mean +</td> +<td style="text-align:right;"> +26 +</td> +<td style="text-align:right;"> +0.846 +</td> +<td style="text-align:right;"> +0.941 +</td> +<td style="text-align:right;"> +0.282 +</td> +<td style="text-align:right;"> +0.030 +</td> +</tr> +<tr> +<td style="text-align:right;"> +62739 +</td> +<td style="text-align:left;"> +SeedGerminationRate_mean +</td> +<td style="text-align:right;"> +26 +</td> +<td style="text-align:right;"> +0.846 +</td> +<td style="text-align:right;"> +0.941 +</td> +<td style="text-align:right;"> +95.724 +</td> +<td style="text-align:right;"> +50.734 +</td> +</tr> +<tr> +<td style="text-align:right;"> +62739 +</td> +<td style="text-align:left;"> +Seed.length_mean +</td> +<td style="text-align:right;"> +26 +</td> +<td style="text-align:right;"> +0.846 +</td> +<td style="text-align:right;"> +0.941 +</td> +<td style="text-align:right;"> +3.000 +</td> +<td style="text-align:right;"> +0.884 +</td> +</tr> +<tr> +<td style="text-align:right;"> +62739 +</td> +<td style="text-align:left;"> +SeedMass_mean +</td> +<td style="text-align:right;"> +26 +</td> +<td style="text-align:right;"> +0.846 +</td> +<td style="text-align:right;"> +0.941 +</td> +<td style="text-align:right;"> +1.662 +</td> +<td style="text-align:right;"> +3.275 +</td> +</tr> +<tr> +<td style="text-align:right;"> +62739 +</td> +<td style="text-align:left;"> +Seed.num.rep.unit_mean +</td> +<td style="text-align:right;"> +26 +</td> +<td style="text-align:right;"> +0.846 +</td> +<td style="text-align:right;"> +0.941 +</td> +<td style="text-align:right;"> +312.290 +</td> +<td style="text-align:right;"> +478574.430 +</td> +</tr> +<tr> +<td style="text-align:right;"> +62739 +</td> +<td style="text-align:left;"> +SLA_mean +</td> +<td style="text-align:right;"> +26 +</td> +<td style="text-align:right;"> +0.846 +</td> +<td style="text-align:right;"> +0.941 +</td> +<td style="text-align:right;"> +16.936 +</td> +<td style="text-align:right;"> 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+1.876 +</td> +<td style="text-align:right;"> +0.096 +</td> +</tr> +<tr> +<td style="text-align:right;"> +873674 +</td> +<td style="text-align:left;"> +LeafThickness_mean +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +1.000 +</td> +<td style="text-align:right;"> +1.000 +</td> +<td style="text-align:right;"> +0.187 +</td> +<td style="text-align:right;"> +0.004 +</td> +</tr> +<tr> +<td style="text-align:right;"> +873674 +</td> +<td style="text-align:left;"> +LeafWaterCont_mean +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +1.000 +</td> +<td style="text-align:right;"> +1.000 +</td> +<td style="text-align:right;"> +4.692 +</td> +<td style="text-align:right;"> +0.884 +</td> +</tr> +<tr> +<td style="text-align:right;"> +873674 +</td> +<td style="text-align:left;"> +LeafWidth_mean +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +1.000 +</td> +<td style="text-align:right;"> +1.000 +</td> +<td style="text-align:right;"> +0.677 +</td> +<td style="text-align:right;"> +0.181 +</td> +</tr> +<tr> +<td style="text-align:right;"> +873674 +</td> +<td style="text-align:left;"> +PlantHeight_mean +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +1.000 +</td> +<td style="text-align:right;"> +1.000 +</td> +<td style="text-align:right;"> +0.347 +</td> +<td style="text-align:right;"> +0.015 +</td> +</tr> +<tr> +<td style="text-align:right;"> +873674 +</td> +<td style="text-align:left;"> +RootingDepth_mean +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +1.000 +</td> +<td style="text-align:right;"> +1.000 +</td> +<td style="text-align:right;"> +0.209 +</td> +<td style="text-align:right;"> +0.022 +</td> +</tr> +<tr> +<td style="text-align:right;"> +873674 +</td> +<td style="text-align:left;"> +SeedGerminationRate_mean +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +1.000 +</td> +<td style="text-align:right;"> +1.000 +</td> +<td style="text-align:right;"> +89.701 +</td> +<td style="text-align:right;"> +74.768 +</td> +</tr> +<tr> +<td style="text-align:right;"> +873674 +</td> +<td style="text-align:left;"> +Seed.length_mean +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +1.000 +</td> +<td style="text-align:right;"> +1.000 +</td> +<td style="text-align:right;"> +1.406 +</td> +<td style="text-align:right;"> +0.187 +</td> +</tr> +<tr> +<td style="text-align:right;"> +873674 +</td> +<td style="text-align:left;"> +SeedMass_mean +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +1.000 +</td> +<td style="text-align:right;"> +1.000 +</td> +<td style="text-align:right;"> +0.596 +</td> +<td style="text-align:right;"> +0.311 +</td> +</tr> +<tr> +<td style="text-align:right;"> +873674 +</td> +<td style="text-align:left;"> +Seed.num.rep.unit_mean +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +1.000 +</td> +<td style="text-align:right;"> +1.000 +</td> +<td style="text-align:right;"> +3636.007 +</td> +<td style="text-align:right;"> +74356462.209 +</td> +</tr> +<tr> +<td style="text-align:right;"> +873674 +</td> +<td style="text-align:left;"> +SLA_mean +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +1.000 +</td> +<td style="text-align:right;"> +1.000 +</td> +<td style="text-align:right;"> +24.377 +</td> +<td style="text-align:right;"> +65.668 +</td> +</tr> +<tr> +<td style="text-align:right;"> +873674 +</td> +<td style="text-align:left;"> +SpecificRootLength_mean +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +1.000 +</td> +<td style="text-align:right;"> +1.000 +</td> +<td style="text-align:right;"> +12928.108 +</td> +<td style="text-align:right;"> +96188218.588 +</td> +</tr> +<tr> +<td style="text-align:right;"> +873674 +</td> +<td style="text-align:left;"> +Stem.cond.dens_mean +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +1.000 +</td> +<td style="text-align:right;"> +1.000 +</td> +<td style="text-align:right;"> +72.800 +</td> +<td style="text-align:right;"> +8210.119 +</td> +</tr> +<tr> +<td style="text-align:right;"> +873674 +</td> +<td style="text-align:left;"> +StemConduitDiameter_mean +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +1.000 +</td> +<td style="text-align:right;"> +1.000 +</td> +<td style="text-align:right;"> +46.710 +</td> +<td style="text-align:right;"> +332.728 +</td> +</tr> +<tr> +<td style="text-align:right;"> +873674 +</td> +<td style="text-align:left;"> +StemDens_mean +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +1.000 +</td> +<td style="text-align:right;"> +1.000 +</td> +<td style="text-align:right;"> +0.360 +</td> +<td style="text-align:right;"> +0.003 +</td> +</tr> +<tr> +<td style="text-align:right;"> +873674 +</td> +<td style="text-align:left;"> +StemDiam_mean +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +1.000 +</td> +<td style="text-align:right;"> +1.000 +</td> +<td style="text-align:right;"> +0.005 +</td> +<td style="text-align:right;"> +0.000 +</td> +</tr> +<tr> +<td style="text-align:right;"> +873674 +</td> +<td style="text-align:left;"> +WoodFiberLength_mean +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +1.000 +</td> +<td style="text-align:right;"> +1.000 +</td> +<td style="text-align:right;"> +714.187 +</td> +<td style="text-align:right;"> +8195.128 +</td> +</tr> +<tr> +<td style="text-align:right;"> +873674 +</td> +<td style="text-align:left;"> +Wood.vessel.length_mean +</td> +<td style="text-align:right;"> +6 +</td> +<td style="text-align:right;"> +1.000 +</td> +<td style="text-align:right;"> +1.000 +</td> +<td style="text-align:right;"> +331.944 +</td> +<td style="text-align:right;"> +6284.534 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1812243 +</td> +<td style="text-align:left;"> +Chromosome.cDNAcont_mean +</td> +<td style="text-align:right;"> +19 +</td> +<td style="text-align:right;"> +0.789 +</td> +<td style="text-align:right;"> +0.982 +</td> +<td style="text-align:right;"> +1.984 +</td> +<td style="text-align:right;"> +7.342 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1812243 +</td> +<td style="text-align:left;"> +Chromosome.n_mean +</td> +<td style="text-align:right;"> +19 +</td> +<td style="text-align:right;"> +0.789 +</td> +<td style="text-align:right;"> +0.982 +</td> +<td style="text-align:right;"> +40.622 +</td> +<td style="text-align:right;"> +103.334 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1812243 +</td> +<td style="text-align:left;"> +Disp.unit.leng_mean +</td> +<td style="text-align:right;"> +19 +</td> +<td style="text-align:right;"> +0.789 +</td> +<td style="text-align:right;"> +0.982 +</td> +<td style="text-align:right;"> +3.090 +</td> +<td style="text-align:right;"> +0.817 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1812243 +</td> +<td style="text-align:left;"> +LDMC_mean +</td> +<td style="text-align:right;"> +19 +</td> +<td style="text-align:right;"> +0.789 +</td> +<td style="text-align:right;"> +0.982 +</td> +<td style="text-align:right;"> +0.348 +</td> +<td style="text-align:right;"> +0.002 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1812243 +</td> +<td style="text-align:left;"> +LeafArea.leaflet.undef_mean +</td> +<td style="text-align:right;"> +19 +</td> +<td style="text-align:right;"> +0.789 +</td> +<td style="text-align:right;"> +0.982 +</td> +<td style="text-align:right;"> +497.877 +</td> +<td style="text-align:right;"> +47650.175 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1812243 +</td> +<td style="text-align:left;"> +LeafArea.leaf.undef_mean +</td> +<td style="text-align:right;"> +19 +</td> +<td style="text-align:right;"> +0.789 +</td> +<td style="text-align:right;"> +0.982 +</td> +<td style="text-align:right;"> +699.620 +</td> +<td style="text-align:right;"> +124626.639 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1812243 +</td> +<td style="text-align:left;"> +LeafArea.undef.undef_mean +</td> +<td style="text-align:right;"> +19 +</td> +<td style="text-align:right;"> +0.789 +</td> +<td style="text-align:right;"> +0.982 +</td> +<td style="text-align:right;"> +722.654 +</td> +<td style="text-align:right;"> +84269.641 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1812243 +</td> +<td style="text-align:left;"> +LeafCN.ratio_mean +</td> +<td style="text-align:right;"> +19 +</td> +<td style="text-align:right;"> +0.789 +</td> +<td style="text-align:right;"> +0.982 +</td> +<td style="text-align:right;"> +23.206 +</td> +<td style="text-align:right;"> +12.241 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1812243 +</td> +<td style="text-align:left;"> +LeafC.perdrymass_mean +</td> +<td style="text-align:right;"> +19 +</td> +<td style="text-align:right;"> +0.789 +</td> +<td style="text-align:right;"> +0.982 +</td> +<td style="text-align:right;"> +479.582 +</td> +<td style="text-align:right;"> +185.281 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1812243 +</td> +<td style="text-align:left;"> +Leaf.delta.15N_mean +</td> +<td style="text-align:right;"> +19 +</td> +<td style="text-align:right;"> +0.789 +</td> +<td style="text-align:right;"> +0.982 +</td> +<td style="text-align:right;"> +-1.756 +</td> +<td style="text-align:right;"> +0.667 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1812243 +</td> +<td style="text-align:left;"> +LeafDryMass.single_mean +</td> +<td style="text-align:right;"> +19 +</td> +<td style="text-align:right;"> +0.789 +</td> +<td style="text-align:right;"> +0.982 +</td> +<td style="text-align:right;"> +47.268 +</td> +<td style="text-align:right;"> +297.442 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1812243 +</td> +<td style="text-align:left;"> +Leaffreshmass_mean +</td> +<td style="text-align:right;"> +19 +</td> +<td style="text-align:right;"> +0.789 +</td> +<td style="text-align:right;"> +0.982 +</td> +<td style="text-align:right;"> +0.138 +</td> +<td style="text-align:right;"> +0.002 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1812243 +</td> +<td style="text-align:left;"> +LeafLength_mean +</td> +<td style="text-align:right;"> +19 +</td> +<td style="text-align:right;"> +0.789 +</td> +<td style="text-align:right;"> +0.982 +</td> +<td style="text-align:right;"> +48.438 +</td> +<td style="text-align:right;"> +123.220 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1812243 +</td> +<td style="text-align:left;"> +LeafN_mean +</td> +<td style="text-align:right;"> +19 +</td> +<td style="text-align:right;"> +0.789 +</td> +<td style="text-align:right;"> +0.982 +</td> +<td style="text-align:right;"> +21.376 +</td> +<td style="text-align:right;"> +5.401 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1812243 +</td> +<td style="text-align:left;"> +LeafNperArea_mean +</td> +<td style="text-align:right;"> +19 +</td> +<td style="text-align:right;"> +0.789 +</td> +<td style="text-align:right;"> +0.982 +</td> +<td style="text-align:right;"> +1.588 +</td> +<td style="text-align:right;"> +0.116 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1812243 +</td> +<td style="text-align:left;"> +LeafP_mean +</td> +<td style="text-align:right;"> +19 +</td> +<td style="text-align:right;"> +0.789 +</td> +<td style="text-align:right;"> +0.982 +</td> +<td style="text-align:right;"> +1.810 +</td> +<td style="text-align:right;"> +0.022 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1812243 +</td> +<td style="text-align:left;"> +LeafThickness_mean +</td> +<td style="text-align:right;"> +19 +</td> +<td style="text-align:right;"> +0.789 +</td> +<td style="text-align:right;"> +0.982 +</td> +<td style="text-align:right;"> +0.179 +</td> +<td style="text-align:right;"> +0.003 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1812243 +</td> +<td style="text-align:left;"> +LeafWaterCont_mean +</td> +<td style="text-align:right;"> +19 +</td> +<td style="text-align:right;"> +0.789 +</td> +<td style="text-align:right;"> +0.982 +</td> +<td style="text-align:right;"> +2.983 +</td> +<td style="text-align:right;"> +0.563 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1812243 +</td> +<td style="text-align:left;"> +LeafWidth_mean +</td> +<td style="text-align:right;"> +19 +</td> +<td style="text-align:right;"> +0.789 +</td> +<td style="text-align:right;"> +0.982 +</td> +<td style="text-align:right;"> +1.789 +</td> +<td style="text-align:right;"> +0.608 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1812243 +</td> +<td style="text-align:left;"> +PlantHeight_mean +</td> +<td style="text-align:right;"> +19 +</td> +<td style="text-align:right;"> +0.789 +</td> +<td style="text-align:right;"> +0.982 +</td> +<td style="text-align:right;"> +4.703 +</td> +<td style="text-align:right;"> +3.057 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1812243 +</td> +<td style="text-align:left;"> +RootingDepth_mean +</td> +<td style="text-align:right;"> +19 +</td> +<td style="text-align:right;"> +0.789 +</td> +<td style="text-align:right;"> +0.982 +</td> +<td style="text-align:right;"> +0.509 +</td> +<td style="text-align:right;"> +0.061 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1812243 +</td> +<td style="text-align:left;"> +SeedGerminationRate_mean +</td> +<td style="text-align:right;"> +19 +</td> +<td style="text-align:right;"> +0.789 +</td> +<td style="text-align:right;"> +0.982 +</td> +<td style="text-align:right;"> +80.750 +</td> +<td style="text-align:right;"> +138.314 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1812243 +</td> +<td style="text-align:left;"> +Seed.length_mean +</td> +<td style="text-align:right;"> +19 +</td> +<td style="text-align:right;"> +0.789 +</td> +<td style="text-align:right;"> +0.982 +</td> +<td style="text-align:right;"> +1.832 +</td> +<td style="text-align:right;"> +0.847 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1812243 +</td> +<td style="text-align:left;"> +SeedMass_mean +</td> +<td style="text-align:right;"> +19 +</td> +<td style="text-align:right;"> +0.789 +</td> +<td style="text-align:right;"> +0.982 +</td> +<td style="text-align:right;"> +1.114 +</td> +<td style="text-align:right;"> +8.135 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1812243 +</td> +<td style="text-align:left;"> +Seed.num.rep.unit_mean +</td> +<td style="text-align:right;"> +19 +</td> +<td style="text-align:right;"> +0.789 +</td> +<td style="text-align:right;"> +0.982 +</td> +<td style="text-align:right;"> +4744.166 +</td> +<td style="text-align:right;"> +12554159.898 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1812243 +</td> +<td style="text-align:left;"> +SLA_mean +</td> +<td style="text-align:right;"> +19 +</td> +<td style="text-align:right;"> +0.789 +</td> +<td style="text-align:right;"> +0.982 +</td> +<td style="text-align:right;"> +14.573 +</td> +<td style="text-align:right;"> +9.654 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1812243 +</td> +<td style="text-align:left;"> +SpecificRootLength_mean +</td> +<td style="text-align:right;"> +19 +</td> +<td style="text-align:right;"> +0.789 +</td> +<td style="text-align:right;"> +0.982 +</td> +<td style="text-align:right;"> +3013.360 +</td> +<td style="text-align:right;"> +2673995.849 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1812243 +</td> +<td style="text-align:left;"> +Stem.cond.dens_mean +</td> +<td style="text-align:right;"> +19 +</td> +<td style="text-align:right;"> +0.789 +</td> +<td style="text-align:right;"> +0.982 +</td> +<td style="text-align:right;"> +174.147 +</td> +<td style="text-align:right;"> +2100.541 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1812243 +</td> +<td style="text-align:left;"> +StemConduitDiameter_mean +</td> +<td style="text-align:right;"> +19 +</td> +<td style="text-align:right;"> +0.789 +</td> +<td style="text-align:right;"> +0.982 +</td> +<td style="text-align:right;"> +43.061 +</td> +<td style="text-align:right;"> +235.841 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1812243 +</td> +<td style="text-align:left;"> +StemDens_mean +</td> +<td style="text-align:right;"> +19 +</td> +<td style="text-align:right;"> +0.789 +</td> +<td style="text-align:right;"> +0.982 +</td> +<td style="text-align:right;"> +0.505 +</td> +<td style="text-align:right;"> +0.006 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1812243 +</td> +<td style="text-align:left;"> +StemDiam_mean +</td> +<td style="text-align:right;"> +19 +</td> +<td style="text-align:right;"> +0.789 +</td> +<td style="text-align:right;"> +0.982 +</td> +<td style="text-align:right;"> +0.293 +</td> +<td style="text-align:right;"> +0.034 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1812243 +</td> +<td style="text-align:left;"> +WoodFiberLength_mean +</td> +<td style="text-align:right;"> +19 +</td> +<td style="text-align:right;"> +0.789 +</td> +<td style="text-align:right;"> +0.982 +</td> +<td style="text-align:right;"> +680.083 +</td> +<td style="text-align:right;"> +2680.235 +</td> +</tr> +<tr> +<td style="text-align:right;"> +1812243 +</td> +<td style="text-align:left;"> +Wood.vessel.length_mean +</td> +<td style="text-align:right;"> +19 +</td> +<td style="text-align:right;"> +0.789 +</td> +<td style="text-align:right;"> +0.982 +</td> +<td style="text-align:right;"> +443.884 +</td> +<td style="text-align:right;"> +3804.891 +</td> +</tr> +</tbody> +</table> +<p>Scatterplot comparing coverage of traits values across plots, when based on relative cover and when based on proportion of species richness</p> +<pre class="r"><code>ggplot(data=CWM %>% + #all variables have the same coverage. Showcase with LDMC + filter(variable=="LDMC_mean"), aes(x=trait.coverage, y=prop.sp.with.trait, col=log(sp.richness))) + + geom_point(pch="+", alpha=1/3) + + geom_abline(intercept = 0, slope=1, col=2, lty=2, lwd=.7) + + xlim(c(0,1)) + + ylim(c(0,1)) + + scale_color_viridis() + + theme_bw() + + xlab("Trait coverage (Relative cover)") + + ylab("Trait coverage (Proportion of species)") + + coord_equal()</code></pre> +<p><img src="data:image/png;base64,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" width="576" style="display: block; margin: auto;" /> Calculate summary statistics for trait coverage in plots</p> +<pre class="r"><code>CWM.coverage <- CWM %>% + filter(variable=="LDMC_mean") %>% + summarize_at(.vars=vars(trait.coverage, prop.sp.with.trait), + .funs=list(num.0s=~sum(.==0), + min=~min(., na.rm=T), + q025=~quantile(., 0.25, na.rm=T), + q50=~quantile(., 0.50, na.rm=T), + q75=~quantile(., .75, na.rm=T), + max=~max(., na.rm=T), + mean=~mean(., na.rm=T), + sd=~sd(., na.rm=T))) %>% + gather(key=variable, value=value) %>% + separate(variable, sep="_", into=c("metric", "stat")) %>% + mutate(stat=factor(stat, levels=c("num.0s", "min", "q025", "q50", "q75", "max", "mean", "sd"))) %>% + spread(key=stat, value=value) </code></pre> +<table class="table table-striped table-hover table-condensed table-responsive" style="width: auto !important; margin-left: auto; margin-right: auto;"> +<caption> +Summary of plot-level coverage of CWM and CWVs +</caption> +<thead> +<tr> +<th style="text-align:left;"> +metric +</th> +<th style="text-align:right;"> +num.0s +</th> +<th style="text-align:right;"> +min +</th> +<th style="text-align:right;"> +q025 +</th> +<th style="text-align:right;"> +q50 +</th> +<th style="text-align:right;"> +q75 +</th> +<th style="text-align:right;"> +max +</th> +<th style="text-align:right;"> +mean +</th> +<th style="text-align:right;"> +sd +</th> +</tr> +</thead> +<tbody> +<tr> +<td style="text-align:left;"> +prop.sp.with.trait +</td> +<td style="text-align:right;"> +12153 +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +0.778 +</td> +<td style="text-align:right;"> +0.895 +</td> +<td style="text-align:right;"> +0.976 +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:right;"> +0.843 +</td> +<td style="text-align:right;"> +0.178 +</td> +</tr> +<tr> +<td style="text-align:left;"> +trait.coverage +</td> +<td style="text-align:right;"> +14465 +</td> +<td style="text-align:right;"> +0 +</td> +<td style="text-align:right;"> +0.780 +</td> +<td style="text-align:right;"> +0.948 +</td> +<td style="text-align:right;"> +0.995 +</td> +<td style="text-align:right;"> +1 +</td> +<td style="text-align:right;"> +0.842 +</td> +<td style="text-align:right;"> +0.226 +</td> +</tr> +</tbody> +</table> +<p>Calculate summary statistics for CWMs and CWVs</p> +<pre class="r"><code>CWM.summary <- CWM %>% + rename(myvar=variable) %>% + group_by(myvar) %>% + summarize_at(.vars=vars(CWM:CWV), + .funs=list(min=~min(., na.rm=T), + q025=~quantile(., 0.25, na.rm=T), + q50=~quantile(., 0.50, na.rm=T), + q75=~quantile(., .75, na.rm=T), + max=~max(., na.rm=T), + mean=~mean(., na.rm=T), + sd=~sd(., na.rm=T))) %>% + gather(key=variable, value=value, -myvar) %>% + separate(variable, sep="_", into=c("metric", "stat")) %>% + mutate(stat=factor(stat, levels=c("min", "q025", "q50", "q75", "max", "mean", "sd"))) %>% + spread(key=stat, value=value) %>% + arrange(metric, myvar)</code></pre> +<table class="table table-striped table-hover table-condensed table-responsive" style="width: auto !important; margin-left: auto; margin-right: auto;"> +<caption> +Summary of CWMs and CWVs across all plots +</caption> +<thead> +<tr> +<th style="text-align:left;"> +myvar +</th> +<th style="text-align:left;"> +metric +</th> +<th style="text-align:right;"> +min +</th> +<th style="text-align:right;"> +q025 +</th> +<th style="text-align:right;"> +q50 +</th> +<th style="text-align:right;"> +q75 +</th> +<th style="text-align:right;"> +max +</th> +<th style="text-align:right;"> +mean +</th> +<th style="text-align:right;"> +sd +</th> +</tr> +</thead> +<tbody> +<tr> +<td style="text-align:left;"> +Chromosome.cDNAcont_mean +</td> +<td style="text-align:left;"> +CWM +</td> +<td style="text-align:right;"> +0.084 +</td> +<td style="text-align:right;"> +3.397 +</td> +<td style="text-align:right;"> +4.995 +</td> +<td style="text-align:right;"> +7.221000e+00 +</td> +<td style="text-align:right;"> +9.037800e+01 +</td> +<td style="text-align:right;"> +6.325000e+00 +</td> +<td style="text-align:right;"> +5.062000e+00 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Chromosome.n_mean +</td> +<td style="text-align:left;"> +CWM +</td> +<td style="text-align:right;"> +0.114 +</td> +<td style="text-align:right;"> +27.419 +</td> +<td style="text-align:right;"> +31.729 +</td> +<td style="text-align:right;"> +3.879600e+01 +</td> +<td style="text-align:right;"> +4.166200e+03 +</td> +<td style="text-align:right;"> +3.476300e+01 +</td> +<td style="text-align:right;"> +1.394100e+01 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Disp.unit.leng_mean +</td> +<td style="text-align:left;"> +CWM +</td> +<td style="text-align:right;"> +0.019 +</td> +<td style="text-align:right;"> +2.672 +</td> +<td style="text-align:right;"> +3.575 +</td> +<td style="text-align:right;"> +6.217000e+00 +</td> +<td style="text-align:right;"> +3.592797e+03 +</td> +<td style="text-align:right;"> +1.407900e+01 +</td> +<td style="text-align:right;"> +9.290000e+01 +</td> +</tr> +<tr> +<td style="text-align:left;"> +LDMC_mean +</td> +<td style="text-align:left;"> +CWM +</td> +<td style="text-align:right;"> +0.014 +</td> +<td style="text-align:right;"> +0.242 +</td> +<td style="text-align:right;"> +0.283 +</td> +<td style="text-align:right;"> +3.330000e-01 +</td> +<td style="text-align:right;"> +9.680000e-01 +</td> +<td style="text-align:right;"> +2.860000e-01 +</td> +<td style="text-align:right;"> +6.900000e-02 +</td> +</tr> +<tr> +<td style="text-align:left;"> +LeafArea.leaflet.undef_mean +</td> +<td style="text-align:left;"> +CWM +</td> +<td style="text-align:right;"> +0.001 +</td> +<td style="text-align:right;"> +507.129 +</td> +<td style="text-align:right;"> +1050.050 +</td> +<td style="text-align:right;"> +2.172636e+03 +</td> +<td style="text-align:right;"> +2.896005e+08 +</td> +<td style="text-align:right;"> +3.226197e+03 +</td> +<td style="text-align:right;"> +4.104026e+05 +</td> +</tr> +<tr> +<td style="text-align:left;"> +LeafArea.leaf.undef_mean +</td> +<td style="text-align:left;"> +CWM +</td> +<td style="text-align:right;"> +0.007 +</td> +<td style="text-align:right;"> +483.762 +</td> +<td style="text-align:right;"> +1047.625 +</td> +<td style="text-align:right;"> +2.246030e+03 +</td> +<td style="text-align:right;"> +1.714323e+08 +</td> +<td style="text-align:right;"> +3.726639e+05 +</td> +<td style="text-align:right;"> +3.751084e+06 +</td> +</tr> +<tr> +<td style="text-align:left;"> +LeafArea.undef.undef_mean +</td> +<td style="text-align:left;"> +CWM +</td> +<td style="text-align:right;"> +0.001 +</td> +<td style="text-align:right;"> +544.712 +</td> +<td style="text-align:right;"> +1187.907 +</td> +<td style="text-align:right;"> +2.191171e+03 +</td> +<td style="text-align:right;"> +2.239247e+07 +</td> +<td style="text-align:right;"> +2.033596e+03 +</td> +<td style="text-align:right;"> +2.517515e+04 +</td> +</tr> +<tr> +<td style="text-align:left;"> +LeafCN.ratio_mean +</td> +<td style="text-align:left;"> +CWM +</td> +<td style="text-align:right;"> +0.986 +</td> +<td style="text-align:right;"> +20.056 +</td> +<td style="text-align:right;"> +23.395 +</td> +<td style="text-align:right;"> +2.795100e+01 +</td> +<td style="text-align:right;"> +8.780210e+02 +</td> +<td style="text-align:right;"> +2.557300e+01 +</td> +<td style="text-align:right;"> +1.485100e+01 +</td> +</tr> +<tr> +<td style="text-align:left;"> +LeafC.perdrymass_mean +</td> +<td style="text-align:left;"> +CWM +</td> +<td style="text-align:right;"> +96.454 +</td> +<td style="text-align:right;"> +440.810 +</td> +<td style="text-align:right;"> +450.720 +</td> +<td style="text-align:right;"> +4.661430e+02 +</td> +<td style="text-align:right;"> +9.991090e+02 +</td> +<td style="text-align:right;"> +4.532800e+02 +</td> +<td style="text-align:right;"> +2.608000e+01 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Leaf.delta.15N_mean +</td> +<td style="text-align:left;"> +CWM +</td> +<td style="text-align:right;"> +-12.462 +</td> +<td style="text-align:right;"> +-1.075 +</td> +<td style="text-align:right;"> +-0.126 +</td> +<td style="text-align:right;"> +7.990000e-01 +</td> +<td style="text-align:right;"> +4.310700e+01 +</td> +<td style="text-align:right;"> +-1.000000e-03 +</td> +<td style="text-align:right;"> +2.020000e+00 +</td> +</tr> +<tr> +<td style="text-align:left;"> +LeafDryMass.single_mean +</td> +<td style="text-align:left;"> +CWM +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +30.722 +</td> +<td style="text-align:right;"> +63.056 +</td> +<td style="text-align:right;"> +1.287740e+02 +</td> +<td style="text-align:right;"> +1.013838e+05 +</td> +<td style="text-align:right;"> +1.141790e+02 +</td> +<td style="text-align:right;"> +3.650770e+02 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Leaffreshmass_mean +</td> +<td style="text-align:left;"> +CWM +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +0.123 +</td> +<td style="text-align:right;"> +0.248 +</td> +<td style="text-align:right;"> +4.820000e-01 +</td> +<td style="text-align:right;"> +1.641220e+02 +</td> +<td style="text-align:right;"> +4.560000e-01 +</td> +<td style="text-align:right;"> +9.660000e-01 +</td> +</tr> +<tr> +<td style="text-align:left;"> +LeafLength_mean +</td> +<td style="text-align:left;"> +CWM +</td> +<td style="text-align:right;"> +0.013 +</td> +<td style="text-align:right;"> +48.237 +</td> +<td style="text-align:right;"> +74.735 +</td> +<td style="text-align:right;"> +1.025800e+02 +</td> +<td style="text-align:right;"> +6.731693e+04 +</td> +<td style="text-align:right;"> +8.650600e+01 +</td> +<td style="text-align:right;"> +2.036740e+02 +</td> +</tr> +<tr> +<td style="text-align:left;"> +LeafN_mean +</td> +<td style="text-align:left;"> +CWM +</td> +<td style="text-align:right;"> +3.830 +</td> +<td style="text-align:right;"> +19.173 +</td> +<td style="text-align:right;"> +22.307 +</td> +<td style="text-align:right;"> +2.518600e+01 +</td> +<td style="text-align:right;"> +2.882780e+02 +</td> +<td style="text-align:right;"> +2.249900e+01 +</td> +<td style="text-align:right;"> +5.312000e+00 +</td> +</tr> +<tr> +<td style="text-align:left;"> +LeafNperArea_mean +</td> +<td style="text-align:left;"> +CWM +</td> +<td style="text-align:right;"> +0.002 +</td> +<td style="text-align:right;"> +1.141 +</td> +<td style="text-align:right;"> +1.309 +</td> +<td style="text-align:right;"> +1.582000e+00 +</td> +<td style="text-align:right;"> +8.900100e+01 +</td> +<td style="text-align:right;"> +1.429000e+00 +</td> +<td style="text-align:right;"> +5.530000e-01 +</td> +</tr> +<tr> +<td style="text-align:left;"> +LeafP_mean +</td> +<td style="text-align:left;"> +CWM +</td> +<td style="text-align:right;"> +0.014 +</td> +<td style="text-align:right;"> +1.530 +</td> +<td style="text-align:right;"> +1.836 +</td> +<td style="text-align:right;"> +2.204000e+00 +</td> +<td style="text-align:right;"> +6.392164e+04 +</td> +<td style="text-align:right;"> +1.198250e+02 +</td> +<td style="text-align:right;"> +1.329472e+03 +</td> +</tr> +<tr> +<td style="text-align:left;"> +LeafThickness_mean +</td> +<td style="text-align:left;"> +CWM +</td> +<td style="text-align:right;"> +0.005 +</td> +<td style="text-align:right;"> +0.188 +</td> +<td style="text-align:right;"> +0.220 +</td> +<td style="text-align:right;"> +2.760000e-01 +</td> +<td style="text-align:right;"> +5.413100e+01 +</td> +<td style="text-align:right;"> +3.160000e-01 +</td> +<td style="text-align:right;"> +1.071000e+00 +</td> +</tr> +<tr> +<td style="text-align:left;"> +LeafWaterCont_mean +</td> +<td style="text-align:left;"> +CWM +</td> +<td style="text-align:right;"> +0.387 +</td> +<td style="text-align:right;"> +3.479 +</td> +<td style="text-align:right;"> +4.436 +</td> +<td style="text-align:right;"> +5.455000e+00 +</td> +<td style="text-align:right;"> +4.260880e+02 +</td> +<td style="text-align:right;"> +5.551000e+00 +</td> +<td style="text-align:right;"> +9.423000e+00 +</td> +</tr> +<tr> +<td style="text-align:left;"> +LeafWidth_mean +</td> +<td style="text-align:left;"> +CWM +</td> +<td style="text-align:right;"> +0.005 +</td> +<td style="text-align:right;"> +0.766 +</td> +<td style="text-align:right;"> +1.348 +</td> +<td style="text-align:right;"> +2.516000e+00 +</td> +<td style="text-align:right;"> +2.675318e+04 +</td> +<td style="text-align:right;"> +6.202000e+00 +</td> +<td style="text-align:right;"> +1.380740e+02 +</td> +</tr> +<tr> +<td style="text-align:left;"> +PlantHeight_mean +</td> +<td style="text-align:left;"> +CWM +</td> +<td style="text-align:right;"> +0.005 +</td> +<td style="text-align:right;"> +0.334 +</td> +<td style="text-align:right;"> +0.600 +</td> +<td style="text-align:right;"> +4.256000e+00 +</td> +<td style="text-align:right;"> +6.994000e+01 +</td> +<td style="text-align:right;"> +3.017000e+00 +</td> +<td style="text-align:right;"> +4.592000e+00 +</td> +</tr> +<tr> +<td style="text-align:left;"> +RootingDepth_mean +</td> +<td style="text-align:left;"> +CWM +</td> +<td style="text-align:right;"> +0.004 +</td> +<td style="text-align:right;"> +0.352 +</td> +<td style="text-align:right;"> +0.511 +</td> +<td style="text-align:right;"> +7.590000e-01 +</td> +<td style="text-align:right;"> +7.274138e+04 +</td> +<td style="text-align:right;"> +8.000000e-01 +</td> +<td style="text-align:right;"> +5.744000e+01 +</td> +</tr> +<tr> +<td style="text-align:left;"> +SeedGerminationRate_mean +</td> +<td style="text-align:left;"> +CWM +</td> +<td style="text-align:right;"> +7.122 +</td> +<td style="text-align:right;"> +84.121 +</td> +<td style="text-align:right;"> +88.935 +</td> +<td style="text-align:right;"> +9.255000e+01 +</td> +<td style="text-align:right;"> +2.416300e+02 +</td> +<td style="text-align:right;"> +8.800300e+01 +</td> +<td style="text-align:right;"> +6.843000e+00 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Seed.length_mean +</td> +<td style="text-align:left;"> +CWM +</td> +<td style="text-align:right;"> +0.061 +</td> +<td style="text-align:right;"> +1.906 +</td> +<td style="text-align:right;"> +2.492 +</td> +<td style="text-align:right;"> +4.018000e+00 +</td> +<td style="text-align:right;"> +1.089329e+04 +</td> +<td style="text-align:right;"> +1.521500e+01 +</td> +<td style="text-align:right;"> +2.169080e+02 +</td> +</tr> +<tr> +<td style="text-align:left;"> +SeedMass_mean +</td> +<td style="text-align:left;"> +CWM +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +0.929 +</td> +<td style="text-align:right;"> +2.201 +</td> +<td style="text-align:right;"> +1.680400e+01 +</td> +<td style="text-align:right;"> +3.486900e+06 +</td> +<td style="text-align:right;"> +6.139530e+02 +</td> +<td style="text-align:right;"> +1.817469e+04 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Seed.num.rep.unit_mean +</td> +<td style="text-align:left;"> +CWM +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +1048.176 +</td> +<td style="text-align:right;"> +3666.780 +</td> +<td style="text-align:right;"> +1.535367e+04 +</td> +<td style="text-align:right;"> +1.747089e+21 +</td> +<td style="text-align:right;"> +7.757933e+15 +</td> +<td style="text-align:right;"> +2.941775e+18 +</td> +</tr> +<tr> +<td style="text-align:left;"> +SLA_mean +</td> +<td style="text-align:left;"> +CWM +</td> +<td style="text-align:right;"> +1.473 +</td> +<td style="text-align:right;"> +15.395 +</td> +<td style="text-align:right;"> +20.164 +</td> +<td style="text-align:right;"> +2.464200e+01 +</td> +<td style="text-align:right;"> +5.490787e+03 +</td> +<td style="text-align:right;"> +3.446600e+01 +</td> +<td style="text-align:right;"> +1.274150e+02 +</td> +</tr> +<tr> +<td style="text-align:left;"> +SpecificRootLength_mean +</td> +<td style="text-align:left;"> +CWM +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +4402.671 +</td> +<td style="text-align:right;"> +7311.149 +</td> +<td style="text-align:right;"> +1.206094e+04 +</td> +<td style="text-align:right;"> +3.071495e+09 +</td> +<td style="text-align:right;"> +4.833799e+06 +</td> +<td style="text-align:right;"> +6.390279e+07 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Stem.cond.dens_mean +</td> +<td style="text-align:left;"> +CWM +</td> +<td style="text-align:right;"> +0.013 +</td> +<td style="text-align:right;"> +72.161 +</td> +<td style="text-align:right;"> +97.866 +</td> +<td style="text-align:right;"> +1.396460e+02 +</td> +<td style="text-align:right;"> +4.878582e+06 +</td> +<td style="text-align:right;"> +2.509100e+02 +</td> +<td style="text-align:right;"> +8.898355e+03 +</td> +</tr> +<tr> +<td style="text-align:left;"> +StemConduitDiameter_mean +</td> +<td style="text-align:left;"> +CWM +</td> +<td style="text-align:right;"> +0.001 +</td> +<td style="text-align:right;"> +33.009 +</td> +<td style="text-align:right;"> +41.673 +</td> +<td style="text-align:right;"> +5.289200e+01 +</td> +<td style="text-align:right;"> +1.664311e+07 +</td> +<td style="text-align:right;"> +9.358500e+01 +</td> +<td style="text-align:right;"> +2.039292e+04 +</td> +</tr> +<tr> +<td style="text-align:left;"> +StemDens_mean +</td> +<td style="text-align:left;"> +CWM +</td> +<td style="text-align:right;"> +0.053 +</td> +<td style="text-align:right;"> +0.361 +</td> +<td style="text-align:right;"> +0.420 +</td> +<td style="text-align:right;"> +4.960000e-01 +</td> +<td style="text-align:right;"> +2.640000e+00 +</td> +<td style="text-align:right;"> +4.350000e-01 +</td> +<td style="text-align:right;"> +1.160000e-01 +</td> +</tr> +<tr> +<td style="text-align:left;"> +StemDiam_mean +</td> +<td style="text-align:left;"> +CWM +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +0.010 +</td> +<td style="text-align:right;"> +0.024 +</td> +<td style="text-align:right;"> +9.600000e-02 +</td> +<td style="text-align:right;"> +8.884200e+01 +</td> +<td style="text-align:right;"> +6.700000e-02 +</td> +<td style="text-align:right;"> +1.660000e-01 +</td> +</tr> +<tr> +<td style="text-align:left;"> +WoodFiberLength_mean +</td> +<td style="text-align:left;"> +CWM +</td> +<td style="text-align:right;"> +116.018 +</td> +<td style="text-align:right;"> +721.172 +</td> +<td style="text-align:right;"> +810.433 +</td> +<td style="text-align:right;"> +9.265990e+02 +</td> +<td style="text-align:right;"> +2.204640e+06 +</td> +<td style="text-align:right;"> +1.344704e+03 +</td> +<td style="text-align:right;"> +1.068620e+04 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Wood.vessel.length_mean +</td> +<td style="text-align:left;"> +CWM +</td> +<td style="text-align:right;"> +31.679 +</td> +<td style="text-align:right;"> +366.971 +</td> +<td style="text-align:right;"> +430.588 +</td> +<td style="text-align:right;"> +5.216400e+02 +</td> +<td style="text-align:right;"> +4.298853e+05 +</td> +<td style="text-align:right;"> +4.660700e+02 +</td> +<td style="text-align:right;"> +5.613640e+02 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Chromosome.cDNAcont_mean +</td> +<td style="text-align:left;"> +CWV +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +5.199 +</td> +<td style="text-align:right;"> +13.316 +</td> +<td style="text-align:right;"> +3.286200e+01 +</td> +<td style="text-align:right;"> +2.143228e+04 +</td> +<td style="text-align:right;"> +4.214700e+01 +</td> +<td style="text-align:right;"> +8.687900e+01 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Chromosome.n_mean +</td> +<td style="text-align:left;"> +CWV +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +67.635 +</td> +<td style="text-align:right;"> +146.115 +</td> +<td style="text-align:right;"> +3.293860e+02 +</td> +<td style="text-align:right;"> +1.451823e+07 +</td> +<td style="text-align:right;"> +4.478910e+02 +</td> +<td style="text-align:right;"> +2.884217e+04 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Disp.unit.leng_mean +</td> +<td style="text-align:left;"> +CWV +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +1.423 +</td> +<td style="text-align:right;"> +3.803 +</td> +<td style="text-align:right;"> +1.558700e+01 +</td> +<td style="text-align:right;"> +3.227013e+06 +</td> +<td style="text-align:right;"> +1.993778e+04 +</td> +<td style="text-align:right;"> +1.687256e+05 +</td> +</tr> +<tr> +<td style="text-align:left;"> +LDMC_mean +</td> +<td style="text-align:left;"> +CWV +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +0.002 +</td> +<td style="text-align:right;"> +0.004 +</td> +<td style="text-align:right;"> +6.000000e-03 +</td> +<td style="text-align:right;"> +1.570000e-01 +</td> +<td style="text-align:right;"> +5.000000e-03 +</td> +<td style="text-align:right;"> +5.000000e-03 +</td> +</tr> +<tr> +<td style="text-align:left;"> +LeafArea.leaflet.undef_mean +</td> +<td style="text-align:left;"> +CWV +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +293015.667 +</td> +<td style="text-align:right;"> +1450730.566 +</td> +<td style="text-align:right;"> +5.990615e+06 +</td> +<td style="text-align:right;"> +3.653300e+16 +</td> +<td style="text-align:right;"> +2.210796e+11 +</td> +<td style="text-align:right;"> +7.911348e+13 +</td> +</tr> +<tr> +<td style="text-align:left;"> +LeafArea.leaf.undef_mean +</td> +<td style="text-align:left;"> +CWV +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +273271.206 +</td> +<td style="text-align:right;"> +1254786.343 +</td> +<td style="text-align:right;"> +6.694266e+06 +</td> +<td style="text-align:right;"> +7.347254e+15 +</td> +<td style="text-align:right;"> +5.016001e+13 +</td> +<td style="text-align:right;"> +4.280153e+14 +</td> +</tr> +<tr> +<td style="text-align:left;"> +LeafArea.undef.undef_mean +</td> +<td style="text-align:left;"> +CWV +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +404274.008 +</td> +<td style="text-align:right;"> +1201009.405 +</td> +<td style="text-align:right;"> +4.885570e+06 +</td> +<td style="text-align:right;"> +1.809148e+15 +</td> +<td style="text-align:right;"> +1.479687e+10 +</td> +<td style="text-align:right;"> +3.237818e+12 +</td> +</tr> +<tr> +<td style="text-align:left;"> +LeafCN.ratio_mean +</td> +<td style="text-align:left;"> +CWV +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +14.700 +</td> +<td style="text-align:right;"> +34.954 +</td> +<td style="text-align:right;"> +8.120700e+01 +</td> +<td style="text-align:right;"> +6.171788e+05 +</td> +<td style="text-align:right;"> +4.188350e+02 +</td> +<td style="text-align:right;"> +4.284321e+03 +</td> +</tr> +<tr> +<td style="text-align:left;"> +LeafC.perdrymass_mean +</td> +<td style="text-align:left;"> +CWV +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +173.719 +</td> +<td style="text-align:right;"> +338.389 +</td> +<td style="text-align:right;"> +5.940400e+02 +</td> +<td style="text-align:right;"> +1.057395e+05 +</td> +<td style="text-align:right;"> +6.283850e+02 +</td> +<td style="text-align:right;"> +2.957771e+03 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Leaf.delta.15N_mean +</td> +<td style="text-align:left;"> +CWV +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +1.674 +</td> +<td style="text-align:right;"> +2.964 +</td> +<td style="text-align:right;"> +4.794000e+00 +</td> +<td style="text-align:right;"> +6.184630e+02 +</td> +<td style="text-align:right;"> +6.734000e+00 +</td> +<td style="text-align:right;"> +2.510900e+01 +</td> +</tr> +<tr> +<td style="text-align:left;"> +LeafDryMass.single_mean +</td> +<td style="text-align:left;"> +CWV +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +1063.567 +</td> +<td style="text-align:right;"> +5482.848 +</td> +<td style="text-align:right;"> +2.761995e+04 +</td> +<td style="text-align:right;"> +7.538101e+09 +</td> +<td style="text-align:right;"> +3.614544e+05 +</td> +<td style="text-align:right;"> +3.418852e+07 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Leaffreshmass_mean +</td> +<td style="text-align:left;"> +CWV +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +0.019 +</td> +<td style="text-align:right;"> +0.088 +</td> +<td style="text-align:right;"> +4.620000e-01 +</td> +<td style="text-align:right;"> +4.203363e+04 +</td> +<td style="text-align:right;"> +2.092000e+00 +</td> +<td style="text-align:right;"> +1.115460e+02 +</td> +</tr> +<tr> +<td style="text-align:left;"> +LeafLength_mean +</td> +<td style="text-align:left;"> +CWV +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +987.260 +</td> +<td style="text-align:right;"> +2310.388 +</td> +<td style="text-align:right;"> +5.021992e+03 +</td> +<td style="text-align:right;"> +1.874145e+10 +</td> +<td style="text-align:right;"> +2.481698e+05 +</td> +<td style="text-align:right;"> +2.770738e+07 +</td> +</tr> +<tr> +<td style="text-align:left;"> +LeafN_mean +</td> +<td style="text-align:left;"> +CWV +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +13.152 +</td> +<td style="text-align:right;"> +23.690 +</td> +<td style="text-align:right;"> +3.797600e+01 +</td> +<td style="text-align:right;"> +2.717296e+05 +</td> +<td style="text-align:right;"> +3.413700e+01 +</td> +<td style="text-align:right;"> +3.774750e+02 +</td> +</tr> +<tr> +<td style="text-align:left;"> +LeafNperArea_mean +</td> +<td style="text-align:left;"> +CWV +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +0.064 +</td> +<td style="text-align:right;"> +0.122 +</td> +<td style="text-align:right;"> +2.440000e-01 +</td> +<td style="text-align:right;"> +1.125946e+04 +</td> +<td style="text-align:right;"> +8.500000e-01 +</td> +<td style="text-align:right;"> +2.869200e+01 +</td> +</tr> +<tr> +<td style="text-align:left;"> +LeafP_mean +</td> +<td style="text-align:left;"> +CWV +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +0.144 +</td> +<td style="text-align:right;"> +0.278 +</td> +<td style="text-align:right;"> +5.170000e-01 +</td> +<td style="text-align:right;"> +1.021494e+09 +</td> +<td style="text-align:right;"> +4.016335e+06 +</td> +<td style="text-align:right;"> +4.197853e+07 +</td> +</tr> +<tr> +<td style="text-align:left;"> +LeafThickness_mean +</td> +<td style="text-align:left;"> +CWV +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +0.002 +</td> +<td style="text-align:right;"> +0.005 +</td> +<td style="text-align:right;"> +1.200000e-02 +</td> +<td style="text-align:right;"> +3.430838e+03 +</td> +<td style="text-align:right;"> +2.631000e+00 +</td> +<td style="text-align:right;"> +3.093600e+01 +</td> +</tr> +<tr> +<td style="text-align:left;"> +LeafWaterCont_mean +</td> +<td style="text-align:left;"> +CWV +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +1.439 +</td> +<td style="text-align:right;"> +2.856 +</td> +<td style="text-align:right;"> +4.859000e+00 +</td> +<td style="text-align:right;"> +4.497611e+04 +</td> +<td style="text-align:right;"> +3.115000e+02 +</td> +<td style="text-align:right;"> +2.596554e+03 +</td> +</tr> +<tr> +<td style="text-align:left;"> +LeafWidth_mean +</td> +<td style="text-align:left;"> +CWV +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +0.484 +</td> +<td style="text-align:right;"> +1.745 +</td> +<td style="text-align:right;"> +4.710000e+00 +</td> +<td style="text-align:right;"> +3.023911e+08 +</td> +<td style="text-align:right;"> +1.310860e+05 +</td> +<td style="text-align:right;"> +3.412976e+06 +</td> +</tr> +<tr> +<td style="text-align:left;"> +PlantHeight_mean +</td> +<td style="text-align:left;"> +CWV +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +0.021 +</td> +<td style="text-align:right;"> +0.094 +</td> +<td style="text-align:right;"> +2.408100e+01 +</td> +<td style="text-align:right;"> +8.370440e+02 +</td> +<td style="text-align:right;"> +2.190000e+01 +</td> +<td style="text-align:right;"> +4.601400e+01 +</td> +</tr> +<tr> +<td style="text-align:left;"> +RootingDepth_mean +</td> +<td style="text-align:left;"> +CWV +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +0.041 +</td> +<td style="text-align:right;"> +0.101 +</td> +<td style="text-align:right;"> +2.490000e-01 +</td> +<td style="text-align:right;"> +1.871033e+10 +</td> +<td style="text-align:right;"> +1.273134e+04 +</td> +<td style="text-align:right;"> +1.455312e+07 +</td> +</tr> +<tr> +<td style="text-align:left;"> +SeedGerminationRate_mean +</td> +<td style="text-align:left;"> +CWV +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +26.381 +</td> +<td style="text-align:right;"> +50.523 +</td> +<td style="text-align:right;"> +9.287700e+01 +</td> +<td style="text-align:right;"> +7.015952e+03 +</td> +<td style="text-align:right;"> +8.142900e+01 +</td> +<td style="text-align:right;"> +1.357510e+02 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Seed.length_mean +</td> +<td style="text-align:left;"> +CWV +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +0.534 +</td> +<td style="text-align:right;"> +1.282 +</td> +<td style="text-align:right;"> +4.575000e+00 +</td> +<td style="text-align:right;"> +2.966463e+07 +</td> +<td style="text-align:right;"> +6.939615e+04 +</td> +<td style="text-align:right;"> +1.200800e+06 +</td> +</tr> +<tr> +<td style="text-align:left;"> +SeedMass_mean +</td> +<td style="text-align:left;"> +CWV +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +0.701 +</td> +<td style="text-align:right;"> +8.150 +</td> +<td style="text-align:right;"> +1.076864e+03 +</td> +<td style="text-align:right;"> +2.901391e+13 +</td> +<td style="text-align:right;"> +2.281825e+09 +</td> +<td style="text-align:right;"> +6.879021e+10 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Seed.num.rep.unit_mean +</td> +<td style="text-align:left;"> +CWV +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +3535043.315 +</td> +<td style="text-align:right;"> +68066414.372 +</td> +<td style="text-align:right;"> +1.268117e+09 +</td> +<td style="text-align:right;"> +5.087198e+42 +</td> +<td style="text-align:right;"> +2.752668e+37 +</td> +<td style="text-align:right;"> +9.727433e+39 +</td> +</tr> +<tr> +<td style="text-align:left;"> +SLA_mean +</td> +<td style="text-align:left;"> +CWV +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +19.547 +</td> +<td style="text-align:right;"> +36.728 +</td> +<td style="text-align:right;"> +7.503500e+01 +</td> +<td style="text-align:right;"> +7.533142e+06 +</td> +<td style="text-align:right;"> +5.391560e+04 +</td> +<td style="text-align:right;"> +4.390777e+05 +</td> +</tr> +<tr> +<td style="text-align:left;"> +SpecificRootLength_mean +</td> +<td style="text-align:left;"> +CWV +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +10764758.164 +</td> +<td style="text-align:right;"> +34930547.576 +</td> +<td style="text-align:right;"> +7.815094e+07 +</td> +<td style="text-align:right;"> +2.358521e+18 +</td> +<td style="text-align:right;"> +6.700197e+15 +</td> +<td style="text-align:right;"> +9.603623e+16 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Stem.cond.dens_mean +</td> +<td style="text-align:left;"> +CWV +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +1822.666 +</td> +<td style="text-align:right;"> +4341.535 +</td> +<td style="text-align:right;"> +1.031477e+04 +</td> +<td style="text-align:right;"> +3.534652e+13 +</td> +<td style="text-align:right;"> +1.494370e+09 +</td> +<td style="text-align:right;"> +8.989725e+10 +</td> +</tr> +<tr> +<td style="text-align:left;"> +StemConduitDiameter_mean +</td> +<td style="text-align:left;"> +CWV +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +216.543 +</td> +<td style="text-align:right;"> +492.647 +</td> +<td style="text-align:right;"> +1.049426e+03 +</td> +<td style="text-align:right;"> +1.065354e+15 +</td> +<td style="text-align:right;"> +2.249810e+09 +</td> +<td style="text-align:right;"> +1.361695e+12 +</td> +</tr> +<tr> +<td style="text-align:left;"> +StemDens_mean +</td> +<td style="text-align:left;"> +CWV +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +0.005 +</td> +<td style="text-align:right;"> +0.009 +</td> +<td style="text-align:right;"> +1.500000e-02 +</td> +<td style="text-align:right;"> +1.447000e+00 +</td> +<td style="text-align:right;"> +1.600000e-02 +</td> +<td style="text-align:right;"> +5.400000e-02 +</td> +</tr> +<tr> +<td style="text-align:left;"> +StemDiam_mean +</td> +<td style="text-align:left;"> +CWV +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +0.001 +</td> +<td style="text-align:right;"> +8.000000e-03 +</td> +<td style="text-align:right;"> +7.519691e+04 +</td> +<td style="text-align:right;"> +2.810000e-01 +</td> +<td style="text-align:right;"> +9.473500e+01 +</td> +</tr> +<tr> +<td style="text-align:left;"> +WoodFiberLength_mean +</td> +<td style="text-align:left;"> +CWV +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +27192.902 +</td> +<td style="text-align:right;"> +50141.402 +</td> +<td style="text-align:right;"> +8.514083e+04 +</td> +<td style="text-align:right;"> +1.868337e+13 +</td> +<td style="text-align:right;"> +1.962241e+08 +</td> +<td style="text-align:right;"> +2.403650e+10 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Wood.vessel.length_mean +</td> +<td style="text-align:left;"> +CWV +</td> +<td style="text-align:right;"> +0.000 +</td> +<td style="text-align:right;"> +13052.293 +</td> +<td style="text-align:right;"> +26281.636 +</td> +<td style="text-align:right;"> +5.234523e+04 +</td> +<td style="text-align:right;"> +7.096939e+11 +</td> +<td style="text-align:right;"> +1.573668e+06 +</td> +<td style="text-align:right;"> +9.069681e+08 +</td> +</tr> +</tbody> +</table> +</div> +<div id="export-cwm-and-species-mean-trait-values" class="section level3"> +<h3>2.2 Export CWM and species mean trait values</h3> +<pre class="r"><code>save(try.combined.means, CWM, file="../_output/Traits_CWMs_sPlot3.RData")</code></pre> +</div> +</div> +<div id="classify-plots-in-is.forest-or-is.non.forest-based-on-species-traits" class="section level1"> +<h1>3 Classify plots in <code>is.forest</code> or <code>is.non.forest</code> based on species traits</h1> +<p>sPlot has two independent systems for classifying plots to vegetation types. The first relies on the expert opinion of data contributors and classifies plots into broad habitat types. These broad habitat types are coded using 5, non-mutually exclusive dummy variables:<br /> +1) Forest<br /> +2) Grassland<br /> +3) Shrubland<br /> +4) Sparse vegetation<br /> +5) Wetland<br /> +A plot may belong to more than one formation, e.g. a Savannah is categorized as Forest + Grassland (FG). This system is, unfortunately, not consistently available across all plots, being the large majority of classified plots only available for Europe.<br /> +There is therefore the need to give at least some indication to the remaining unclassified plots. To achieve this, already from v2.1, sPlot started using a classification into forest and non-forest, based on the share of trees, and the layering of vegetation. Here, we derived the (mutually exclusive) <code>is.forest</code> and <code>is.non.forest</code> classification of plots.</p> +<div id="derive-species-level-information-on-growth-forms" class="section level2"> +<h2>3.1 Derive species level information on Growth Forms</h2> +<p>We used different sources of information:<br /> +1) Data from the gap-filled trait matrix<br /> +2) Manual cleaning of the most common species for which growth trait info is not available<br /> +3) Data from TRY (public dataset only) on all species with growth form info (Trait ID = 42)<br /> +4) Cross-match with species assigned to tree layer in DT table. </p> +<p><strong>Step 1</strong>: Attach growth form trait information to DT table. Growth form information derives from TRY</p> +<pre class="r"><code>DT.gf <- DT2 %>% + filter(taxon_group=="Vascular plant") %>% + #join with try names, using resolved species names as key + left_join(try.species.names %>% + dplyr::select(Name_short, GrowthForm) %>% + rename(species=Name_short) %>% + distinct(species, .keep_all=T), + by="species") %>% + left_join(try.species.means %>% + dplyr::select(Name_short, PlantHeight_mean) %>% + rename(species=Name_short), + by="species") +# number of records withouth Growth Form info +sum(is.na(DT.gf$GrowthForm))</code></pre> +<pre><code>## [1] 4998815</code></pre> +<p><strong>Step 2</strong>: Select most common species without growth-trait information to export and check manually</p> +<pre class="r"><code>top.gf.nas <- DT.gf %>% + filter(is.na(GrowthForm)) %>% + group_by(species) %>% + summarize(n=n()) %>% + arrange(desc(n))</code></pre> +<pre class="r"><code>write_csv(top.gf.nas %>% + filter(n>1000), + path="../_derived/Species_missingGF.csv")</code></pre> +<p>The first 47567 species account for 56.59% of the missing records. Assign growth forms manually, reimport and coalesce into <code>DT.gf</code></p> +<pre class="r"><code># Import manually classified species - this info is also reported in Appendix 1 +gf.manual <- read_csv("../_derived/Species_missingGF_complete.csv")</code></pre> +<pre><code>## Parsed with column specification: +## cols( +## species = col_character(), +## GrowthForm = col_character() +## )</code></pre> +<pre class="r"><code>DT.gf <- DT.gf %>% + left_join(gf.manual %>% + rename(GrowthForm.m=GrowthForm), + by="species") %>% + mutate(GrowthForm=coalesce(GrowthForm, GrowthForm.m)) %>% + dplyr::select(-GrowthForm.m)</code></pre> +<p>After manual completion, the number of records without growth form information decresead to 2332279.<br /> +</p> +<p><strong>Step 3</strong>: Import additional data on growth-form from TRY (Accessed 10 March 2020).<br /> +All public data on growth form downloaded. First take care of unmatched quotation marks in the txt file. Do this from command line.</p> +<pre class="bash"><code># escape all unmatched quotation marks. Run in Linux terminal +#sed 's/"/\\"/g' 8854.txt > 8854_test.csv +#sed "s/'/\\'/g" 8854.txt > 8854_test.csv</code></pre> +<p>Information on growth form is not organized and has a myriad of levels. Extract and simplify to the set of few types used so far. In case a species is attributed to multiple growth forms use a majority vote.</p> +<pre class="r"><code>all.gf0 <- read_delim("../_input/TRY5.0_v1.1/8854_test.txt", delim="\t") + +all.gf <- all.gf0 %>% + filter(TraitID==42) %>% + distinct(AccSpeciesName, OrigValueStr) %>% + rename(GrowthForm0=OrigValueStr) %>% + mutate(GrowthForm0=tolower(GrowthForm0)) %>% + filter(AccSpeciesName %in% sPlot.species$species) %>% + mutate(GrowthForm_simplified= GrowthForm0) %>% + mutate(GrowthForm_simplified=replace(GrowthForm_simplified, + list=str_detect(GrowthForm0, + "vine|climber|liana|carnivore|epiphyte|^succulent|lichen|parasite| + hydrohalophyte|aquatic|cactous|parasitic|hydrophytes|carnivorous"), + "other")) %>% + mutate(GrowthForm_simplified=replace(GrowthForm_simplified, + list=str_detect(GrowthForm0, + "tree|conifer|^woody$|palmoid|mangrove|gymnosperm"), + "tree")) %>% + mutate(GrowthForm_simplified=replace(GrowthForm_simplified, + list=str_detect(GrowthForm0, "shrub|scrub|bamboo"), "shrub")) %>% + mutate(GrowthForm_simplified=replace(GrowthForm_simplified, + list=str_detect(GrowthForm0, + "herb|sedge|graminoid|fern|forb|herbaceous|grass|chaemaephyte|geophyte|annual"), + "herb")) %>% + mutate(GrowthForm_simplified=ifelse(GrowthForm_simplified %in% c("other", "herb", "shrub", "tree"), + GrowthForm_simplified, NA)) %>% + filter(!is.na(GrowthForm_simplified)) + +#Some species have multiple attributions - use a majority vote. NA if ties +get.mode <- function(x){ + if(length(unique(x))==1){ + return(as.character(unique(x)))} else{ + tmp <- sort(table(x), decreasing=T) + if(tmp[1]!=tmp[2]){return(names(tmp)[1])} else { + return("Unknown")} + } + } + +all.gf <- all.gf %>% + group_by(AccSpeciesName) %>% + summarize(GrowthForm_simplified=get.mode(GrowthForm_simplified)) %>% + filter(GrowthForm_simplified!="Unknown") + +table(all.gf$GrowthForm_simplified, exclude=NULL) </code></pre> +<pre><code>## +## herb other shrub tree +## 21467 3429 7406 9194</code></pre> +<pre class="r"><code>#coalesce this info into DT.gf +DT.gf <- DT.gf %>% + left_join(all.gf %>% + rename(species=AccSpeciesName), + by="species") %>% + mutate(GrowthForm=coalesce(GrowthForm, GrowthForm_simplified)) %>% + dplyr::select(-GrowthForm_simplified)</code></pre> +<p><strong>Step 4</strong>: Cross-match. Assign all species occurring in at least one relevé in the tree layer as tree. Conservatively, do this only when the record is at species level (exclude records at genus\family level)</p> +<pre class="r"><code>other.trees <- DT.gf %>% + filter(Layer==1 & is.na(GrowthForm)) %>% + filter(Rank_correct=="species") %>% + distinct(species, Layer, GrowthForm) %>% + pull(species) + +DT.gf <- DT.gf %>% + mutate(GrowthForm=replace(GrowthForm, + list=species %in% other.trees, + values="tree"))</code></pre> +<p>After cross-matching, the number of records without growth form information decresead to 1264978.<br /> +</p> +<table class="table table-striped table-hover table-condensed table-responsive" style="width: auto !important; margin-left: auto; margin-right: auto;"> +<caption> +Average height per growth form +</caption> +<thead> +<tr> +<th style="text-align:left;"> +GrowthForm +</th> +<th style="text-align:right;"> +Height +</th> +</tr> +</thead> +<tbody> +<tr> +<td style="text-align:left;"> +herb +</td> +<td style="text-align:right;"> +0.520 +</td> +</tr> +<tr> +<td style="text-align:left;"> +herb/shrub +</td> +<td style="text-align:right;"> +1.982 +</td> +</tr> +<tr> +<td style="text-align:left;"> +herb +</td> +<td style="text-align:right;"> +1.522 +</td> +</tr> +<tr> +<td style="text-align:left;"> +herb/shrub/tree +</td> +<td style="text-align:right;"> +5.241 +</td> +</tr> +<tr> +<td style="text-align:left;"> +other +</td> +<td style="text-align:right;"> +4.550 +</td> +</tr> +<tr> +<td style="text-align:left;"> +shrub +</td> +<td style="text-align:right;"> +2.351 +</td> +</tr> +<tr> +<td style="text-align:left;"> +shrub/tree +</td> +<td style="text-align:right;"> +5.094 +</td> +</tr> +<tr> +<td style="text-align:left;"> +shrub +</td> +<td style="text-align:right;"> +4.644 +</td> +</tr> +<tr> +<td style="text-align:left;"> +tree +</td> +<td style="text-align:right;"> +13.077 +</td> +</tr> +<tr> +<td style="text-align:left;"> +NA +</td> +<td style="text-align:right;"> +2.507 +</td> +</tr> +</tbody> +</table> +<p>Classify species as tree or tall shrubs vs. other. Make a compact table of species growth forms and create fields <code>is.tree.or.tall.shrub</code> and <code>is.not.tree.and.small</code>.<br /> +Define a species as <code>is.tree.or.tall.shrub</code> when it is either defined as tree, OR has a height >10<br /> +Define a species as <code>is.not.tree.or.shrub.and.small</code> when it has a height <10, as long as it’s not defined a tree. When height is not available, it is sufficient that the species is classified as “herb” or “other”.</p> +<pre class="r"><code>GF <- DT.gf %>% + distinct(species, GrowthForm, PlantHeight_mean) %>% + ## define is.tree.or.tall + mutate(is.tree.or.tall.shrub=NA) %>% + mutate(is.tree.or.tall.shrub=replace(is.tree.or.tall.shrub, + list=str_detect(GrowthForm, "tree"), + T)) %>% + mutate(is.tree.or.tall.shrub=replace(is.tree.or.tall.shrub, + list=PlantHeight_mean>=10, + T)) %>% + ## define is.not.tree.or.shrub.and.small + mutate(is.not.tree.or.shrub.and.small=NA) %>% + mutate(is.not.tree.or.shrub.and.small=replace(is.not.tree.or.shrub.and.small, + list=PlantHeight_mean<10, + T)) %>% + mutate(is.not.tree.or.shrub.and.small=replace(is.not.tree.or.shrub.and.small, + list=is.na(PlantHeight_mean) & str_detect(GrowthForm, "herb|other"), + T)) %>% + ## use each field in turn to define which of the records in the other is F + mutate(is.not.tree.or.shrub.and.small=replace(is.not.tree.or.shrub.and.small, + list= is.tree.or.tall.shrub==T, + F)) %>% + mutate(is.tree.or.tall.shrub=replace(is.tree.or.tall.shrub, + list= is.not.tree.or.shrub.and.small==T, + F)) %>% + ## drop redundant field + dplyr::select(-is.not.tree.or.shrub.and.small) + + +## cross-check classification +table(GF$GrowthForm, GF$is.tree.or.tall.shrub, exclude=NULL)</code></pre> +<pre><code>## +## FALSE TRUE <NA> +## herb 22429 2 0 +## herb/shrub 39 1 0 +## herb\\shrub 8 0 0 +## herb/shrub/tree 0 2 0 +## other 1646 42 0 +## shrub 5410 93 2323 +## shrub/tree 0 105 0 +## shrub\\tree 0 28 0 +## tree 0 13458 0 +## <NA> 818 50 26690</code></pre> +<pre class="r"><code>## Check for herb species classified as trees +GF %>% + filter(is.tree.or.tall.shrub & GrowthForm=="herb")</code></pre> +<pre><code>## # A tibble: 2 x 4 +## species GrowthForm PlantHeight_mean is.tree.or.tall.shrub +## <chr> <chr> <dbl> <lgl> +## 1 Phyllostachys bambusoides herb 16.6 TRUE +## 2 Bambusa vulgaris herb 14.2 TRUE</code></pre> +<p>These are Bamboo species and their hiehgts seems reasonable.</p> +</div> +<div id="classify-plots-into-forestnon-forest" class="section level2"> +<h2>3.2 Classify plots into forest\non-forest</h2> +<p>Define a plot as forest if:<br /> +1) Has a total cover of the the tree layer >=25% (from header)<br /> +2) Has a total cover in Layer 1 >=25% (from DT)<br /> +3) Has a total cover of tree or tall shrub species >=25% (from DT + TRY)<br /> +4) Has data on Basal area summing to 10 m2/ha<br /> +</p> +<p>The first three criteria are declined to define non forest as follows:<br /> +1) Info on total cover of the tree layer is available and <25%<br /> +2) Info on total cover in Layer 1 is available and <25%<br /> +3) The <strong>relative</strong> cover of non tree species is >75%<br /> +</p> +<p>Criteria 2 and 3 only apply to plots having cover data in percentage.<br /> +Reimport header file</p> +<pre class="r"><code>load("../_output/header_sPlot3.0.RData")</code></pre> +<p><strong>Criterium 1</strong></p> +<pre class="r"><code>plot.vegtype1 <- header %>% + dplyr::select(PlotObservationID, `Cover tree layer (%)`) %>% + rename(Cover_trees=`Cover tree layer (%)`) %>% + mutate(is.forest=Cover_trees>=25) + +table(plot.vegtype1 %>% dplyr::select(is.forest), exclude=NULL)</code></pre> +<pre><code>## +## FALSE TRUE <NA> +## 26211 191834 1760641</code></pre> +<p><strong>Criterium 2</strong></p> +<pre class="r"><code># Select only plots having cover data in percentage +mysel <- (DT.gf %>% + distinct(PlotObservationID, Ab_scale) %>% + group_by(PlotObservationID) %>% + summarize(AllCovPer=all(Ab_scale=="CoverPerc")) %>% + filter(AllCovPer==T) %>% + pull(PlotObservationID)) +# Excludedd plots +nrow(header)-length(mysel)</code></pre> +<pre><code>## [1] 294879</code></pre> +<pre class="r"><code>plot.vegtype2 <- DT.gf %>% + filter(PlotObservationID %in% mysel ) %>% + filter(Layer %in% c(1,2,3)) %>% + # first sum the cover of all species in a layer + group_by(PlotObservationID, Layer) %>% + summarize(cover_perc=sum(cover_perc)) %>% + # then combine cover across layers + group_by(PlotObservationID) %>% + summarize(cover_perc=combine.cover(cover_perc)) %>% + mutate(is.forest=cover_perc>=25) + +table(plot.vegtype1 %>% dplyr::select(is.forest), exclude=NULL)</code></pre> +<pre><code>## +## FALSE TRUE <NA> +## 26211 191834 1760641</code></pre> +<p><strong>Criterium 3</strong></p> +<pre class="r"><code>plot.vegtype3 <- DT.gf %>% + #filter plots where all records are recorded as percentage cover + filter(PlotObservationID %in% mysel ) %>% + # combine cover across layers + group_by(PlotObservationID, species) %>% + summarize(cover_perc=combine.cover(cover_perc)) %>% + ungroup() %>% + # attach species Growth Form information + left_join(GF, by="species")%>% + group_by(PlotObservationID) %>% + summarize(cover_tree=sum(cover_perc*is.tree.or.tall.shrub, na.rm=T), + cover_non_tree=sum(cover_perc*(!is.tree.or.tall.shrub), na.rm=T), + cover_unknown=sum(cover_perc* is.na(is.tree.or.tall.shrub))) %>% + rowwise() %>% + ## classify plots based on cover of different growth forms + mutate(tot.cover=sum(cover_tree, cover_non_tree, cover_unknown, na.rm=T)) %>% + mutate(is.forest=cover_tree>=25) %>% + mutate(is.non.forest=cover_tree<25 & (cover_non_tree/tot.cover)>.75) + +table(plot.vegtype3 %>% dplyr::select(is.forest, is.non.forest), exclude=NULL)</code></pre> +<pre><code>## is.non.forest +## is.forest FALSE TRUE <NA> +## FALSE 72115 1137090 10 +## TRUE 474592 0 0</code></pre> +<p><strong>Criterium 4</strong></p> +<pre class="r"><code>plot.vegtype4 <- DT.gf %>% + filter(Ab_scale=="x_BA") %>% + group_by(PlotObservationID) %>% + summarize(tot.ba=sum(Abundance)) %>% + mutate(is.forest=tot.ba>10) + +table(plot.vegtype4 %>% dplyr::select(is.forest), exclude=NULL)</code></pre> +<pre><code>## +## FALSE TRUE +## 1358 5558</code></pre> +<p>Combine classifications from the three criteria. Use majority vote to assign plots. In case of ties, a progressively lower priority is given from criterium 1 to criterium 4.</p> +<pre class="r"><code>plot.vegtype <- header %>% + dplyr::select(PlotObservationID) %>% + left_join(plot.vegtype1 %>% + dplyr::select(PlotObservationID, is.forest), + by="PlotObservationID") %>% + left_join(plot.vegtype2 %>% + dplyr::select(PlotObservationID, is.forest), + by="PlotObservationID") %>% + left_join(plot.vegtype3 %>% + dplyr::select(PlotObservationID, is.forest, is.non.forest) %>% + rename(is.non.forest.x.x=is.non.forest), + by="PlotObservationID") %>% + left_join(plot.vegtype4 %>% + dplyr::select(PlotObservationID, is.forest), + by="PlotObservationID") %>% + ## assign vegtype based on majority vote. In case of ties use the order of criteria as ranking + rowwise() %>% + mutate(mean.forest=mean(c(is.forest.x, is.forest.y, is.forest.x.x, is.forest.y.y), na.rm=T)) %>% + mutate(mean.forest2=coalesce(is.forest.x, is.forest.y, is.forest.x.x, is.forest.y.y)) %>% + mutate(is.forest=ifelse(mean.forest==0.5, mean.forest2, mean.forest>0.5)) %>% + # same for is.non.forest + mutate(mean.non.forest=mean(c( (!is.forest.x), (!is.forest.y), is.non.forest.x.x, (!is.forest.y.y)), na.rm=T)) %>% + mutate(mean.non.forest2=coalesce( (!is.forest.x), (!is.forest.y), is.non.forest.x.x, (!is.forest.y.y))) %>% + mutate(is.non.forest=ifelse(mean.non.forest==0.5, mean.non.forest2, mean.non.forest>0.5)) %>% + # when both is.forest & is.non.forest are F transform to NA + mutate(both.F=ifelse( ( (is.forest==F | is.na(is.forest)) & is.non.forest==F), T, F)) %>% + mutate(is.forest=replace(is.forest, list=both.F==T, values=NA)) %>% + mutate(is.non.forest=replace(is.non.forest, list=both.F==T, values=NA)) + +table(plot.vegtype %>% dplyr::select(is.forest, is.non.forest), exclude=NULL)</code></pre> +<pre><code>## is.non.forest +## is.forest FALSE TRUE <NA> +## FALSE 0 1161496 7 +## TRUE 468261 0 0 +## <NA> 0 0 348922</code></pre> +</div> +<div id="cross-check-and-validate" class="section level2"> +<h2>3.3 Cross-check and validate</h2> +<p>Cross check with sPlot’s 5-class (incomplete) native classification deriving from data contributors. Build a Confusion matrix.</p> +<pre class="r"><code>cross.check <- header %>% + dplyr::select(PlotObservationID, Forest) %>% + left_join(plot.vegtype %>% + dplyr::select(PlotObservationID, is.forest, is.non.forest) %>% + rename(Forest=is.forest, Other=is.non.forest) %>% + gather(isfor_isnonfor, value, -PlotObservationID) %>% + filter(value==T) %>% + dplyr::select(-value), + by="PlotObservationID") %>% + mutate(Other=1*Forest!=1) %>% + gather(veg_type, value, -PlotObservationID, -isfor_isnonfor) %>% + filter(value==1) %>% + dplyr::select(-value) + +#Build a confusion matrix to evaluate the comparison +u <- union(cross.check$isfor_isnonfor, cross.check$veg_type) +t <- table( factor(cross.check$isfor_isnonfor, u), factor(cross.check$veg_type, u)) +confm <- caret::confusionMatrix(t)</code></pre> +<table class="table table-striped table-hover table-condensed table-responsive" style="margin-left: auto; margin-right: auto;"> +<caption> +Confusion matrix between sPlot’s native classification of habitats (columns), and classification based on four criteria based on vegetation layers and growth forms (rows) +</caption> +<thead> +<tr> +<th style="text-align:left;"> +</th> +<th style="text-align:right;"> +Forest +</th> +<th style="text-align:right;"> +Other +</th> +</tr> +</thead> +<tbody> +<tr> +<td style="text-align:left;"> +Forest +</td> +<td style="text-align:right;"> +381412 +</td> +<td style="text-align:right;"> +25588 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Other +</td> +<td style="text-align:right;"> +28027 +</td> +<td style="text-align:right;"> +974204 +</td> +</tr> +</tbody> +</table> +Formulas of associated statistics are available on the help page of the <a href="https://www.rdocumentation.org/packages/caret/versions/6.0-84/topics/confusionMatrix">caret package</a> and associated references. The overall accuracy of the classification based on <code>is.forest</code>\<code>is.non.forest</code>, when tested against sPlot’s native habitat classification is 0.96, the Kappa statistics is 0.91. +<table class="table table-striped table-hover table-condensed table-responsive" style="width: auto !important; margin-left: auto; margin-right: auto;"> +<caption> +Associated statistics of confusion matrix by class +</caption> +<thead> +<tr> +<th style="text-align:left;"> +</th> +<th style="text-align:right;"> +x +</th> +</tr> +</thead> +<tbody> +<tr> +<td style="text-align:left;"> +Sensitivity +</td> +<td style="text-align:right;"> +0.9315478 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Specificity +</td> +<td style="text-align:right;"> +0.9744067 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Pos Pred Value +</td> +<td style="text-align:right;"> +0.9371302 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Neg Pred Value +</td> +<td style="text-align:right;"> +0.9720354 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Precision +</td> +<td style="text-align:right;"> +0.9371302 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Recall +</td> +<td style="text-align:right;"> +0.9315478 +</td> +</tr> +<tr> +<td style="text-align:left;"> +F1 +</td> +<td style="text-align:right;"> +0.9343307 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Prevalence +</td> +<td style="text-align:right;"> +0.2905407 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Detection Rate +</td> +<td style="text-align:right;"> +0.2706526 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Detection Prevalence +</td> +<td style="text-align:right;"> +0.2888100 +</td> +</tr> +<tr> +<td style="text-align:left;"> +Balanced Accuracy +</td> +<td style="text-align:right;"> +0.9529772 +</td> +</tr> +</tbody> +</table> +<pre><code>## [1] TRUE</code></pre> +<p>Through the process described above, we managed to classify 1629757, of which 468261 is forest and 1161496 is non-forest.<br /> + The total number of plots with attribution to forest\non-forest (either coming from sPlot’s native classification, or from the process above) is: 1727553.</p> +</div> +</div> +<div id="export-and-update-other-objects" class="section level1"> +<h1>4 Export and update other objects</h1> +<pre class="r"><code>sPlot.traits <- sPlot.species %>% + arrange(species) %>% + left_join(GF %>% + dplyr::select(species, GrowthForm, is.tree.or.tall.shrub), + by="species") %>% + left_join(try.combined.means %>% + rename(species=Taxon_name), by="species") %>% + dplyr::select(-Rank_correct) + +save(try.combined.means, CWM, sPlot.traits, file="../_output/Traits_CWMs_sPlot3.RData") + +header <- header %>% + left_join(plot.vegtype %>% + dplyr::select(PlotObservationID, is.forest, is.non.forest), + by="PlotObservationID") %>% + dplyr::select(PlotObservationID:ESY, is.forest:is.non.forest, everything()) + +save(header, file="../_output/header_sPlot3.0.RData")</code></pre> +</div> +<div id="appendix" class="section level1"> +<h1>APPENDIX</h1> +<div id="appendix-1---growth-forms-of-most-common-species" class="section level2"> +<h2>Appendix 1 - Growth forms of most common species</h2> +<p>As assigned manually.</p> +<pre class="r"><code>cat(readLines("../_derived/Species_missingGF_complete.csv"), sep = '\n')</code></pre> +<pre><code>species,GrowthForm +Taraxacum,herb +Quercus robur,tree +Corylus avellana,tree +Frangula alnus,shrub +Festuca ovina,herb +Vaccinium vitis-idaea,shrub +NA,NA +Rubus,shrub +Capsella bursa-pastoris,herb +Salix cinerea,tree +Solanum dulcamara,herb +Tripolium pannonicum,herb +Impatiens noli-tangere,herb +Ononis spinosa,shrub +Centaurea nigra,herb +Rubus ulmifolius,shrub +Alisma plantago-aquatica,herb +Spirodela polyrhiza,herb +Salix,NA +Helictochloa pratensis,herb +Ruscus aculeatus,shrub +Lophozonia,tree +Stachys recta,herb +Crataegus laevigata,shrub +Festuca rupicola,herb +Metrosideros diffusa,herb +Rhamnus cathartica,shrub\tree +Helianthemum oelandicum,herb +Dicksonia squarrosa,herb +Rosa,shrub +Carex viridula,herb +Podocarpus spinulosus,shrub +Pinus mugo,tree +Orthilia secunda,herb +Cyathea smithii,tree +Erica arborea,shrub\tree +Hippocrepis emerus,herb +Phillyrea latifolia,tree +Triglochin palustris,herb +Metrosideros fulgens,other +Apera spica-venti,herb +Crataegus,shrub +Blechnum discolor,herb +Blechnum novae-zelandiae,herb +Tragopogon pratensis,herb +Bellidiastrum michelii,herb +Sedum album,herb +Raphanus raphanistrum,herb +Quercus coccifera,tree +Quercus mongolica,tree +Hydrocharis morsus-ranae,herb +Camellia japonica,shrub\tree +Arbutus unedo,shrub\tree +Dactylorhiza majalis,herb +Trachelospermum asiaticum,other +Myosotis laxa,herb +Valeriana crispa,herb +Hieracium lachenalii,herb +Festuca drymeja,herb +Asplenium flaccidum,herb +Rubus australis,other +Adenostyles alpina,herb +Viola,herb +Hymenophyllum demissum,herb +Hieracium,herb +Senecio nemorensis,herb +Lemna,herb +Microsorum pustulatum,herb +Epilobium ciliatum,herb +Paederia foetida,herb +Ledum palustre,shrub +Arctostaphylos uva-ursi,shrub +Poaceae,herb +Epilobium,herb +Alchemilla,herb +Genista sagittalis,shrub +Blechnum nipponicum,herb +Biscutella laevigata,herb +Galeopsis,herb +Ribes uva-crispa,shrub +Prunus mahaleb,shrub\tree +Asparagus officinalis,shrub +Disporum smilacinum,herb +Brunella vulgaris,herb +Veronica anagallis-aquatica,herb +Rhododendron kaempferi,shrub +Festuca,herb +Lipandra polysperma,herb +Sedum rupestre,herb +Helictochloa versicolor,herb +Hymenophyllum nephrophyllum,herb +Cephalotaxus harringtonia,shrub\tree +Helleborus odorus,herb +Hyacinthoides non-scripta,herb +Artemisia maritima,shrub +Helictochloa bromoides,herb +Salix euxina,tree +Viburnum furcatum,shrub +Hymenophyllum multifidum,herb +Asplenium bulbiferum,herb +Cotinus coggygria,shrub +Juniperus phoenicea,shrub\tree +Artemisia indica,herb +Pieris japonica,shrub\tree +Genista scorpius,shrub +Viburnum wrightii,shrub +Ampelopsis glandulosa,other +Potentilla pusilla,herb +Blechnum fluviatile,herb +Rubus palmatus,shrub +Artemisia santonicum,herb\shrub +Senecio leucanthemifolius,herb +Thymus,herb +Solidago canadensis,herb +Echinops ritro,herb +Seseli elatum,herb +Cymbidium goeringii,herb +Pleioblastus argenteostriatus,herb +Reynoutria japonica,herb +Rubus angloserpens,shrub +Noccaea,herb +Smilax glauca,other +Polystichum spinulosum,herb +Scirpus maritimus,herb +Luzuriaga parviflora,herb +Bryonia cretica,other +Kadsura japonica,other +Betula,tree +Carex goodenoughii,herb +Thymus longicaulis,herb +Thelypteris limbosperma,herb +Callitriche,herb +Salix pentandra,tree +Chenopodiastrum murale,herb +Quercus,tree +Parthenocissus tricuspidata,other +Aria alnifolia,tree +Callicarpa mollis,shrub +Amaranthus hybridus,herb +Leptospermum scoparium,shrub\tree +Corylus sieboldiana,shrub +Pittosporum tobira,shrub\tree +Torilis arvensis,herb +Zanthoxylum bungeanum,shrub\tree +Crepis vesicaria,herb +Dioscorea tokoro,herb +Leptopteris superba,herb +Cyanus montanus,herb +Prunus cerasifera,shrub\tree +Salix appendiculata,shrub +Lathyrus laxiflorus,herb +Galeopsis ladanum,herb +Ericameria nauseosa,shrub +Cyclamen hederifolium,herb +Hymenophyllum revolutum,herb +Dendropanax trifidus,shrub\tree +Lastreopsis hispida,herb +Pilosella hoppeana,herb +Vandasina retusa,other +Oxybasis rubra,herb +Dianthus hyssopifolius,herb +Clinopodium nepeta,herb +Cardamine glanduligera,herb +Chamaesyce peplis,herb +Pueraria montana,other +Alyssum turkestanicum,herb +Minuartia sedoides,herb +Cyanus triumfettii,herb +Cyclosorus pozoi,herb +Cyclamen repandum,herb +Astilbe thunbergii,herb +Anthyllis montana,herb +Mitchella undulata,herb +Krascheninnikovia ceratoides,shrub +Dioscorea japonica,other +Sibbaldianthe bifurca,herb +Tripterospermum trinervium,NA +Cerasus jamasakura,tree +Hierochloe repens,herb +Festuca gautieri,herb +Salicornia perennans,herb +Salix atrocinerea,tree +Agrostis,herb +Oxybasis glauca,herb +Saxifraga exarata,herb +Hymenophyllum flabellatum,herb +Salix viminalis,shrub +Sasa borealis,herb\shrub +Puccinellia festuciformis,herb +Symplocos sawafutagi,shrub +Athyrium yokoscense,herb +Rubus buergeri,shrub +Prunus leveilleana,tree +Pertya scandens,shrub +Dioscorea quaternata,other +Cyathea dealbata,shrub\tree +Calamagrostis stricta,herb +Soldanella carpatica,herb +Selinum pyrenaeum,herb +Laurus nobilis,shrub\tree +Ononis natrix,shrub +Farfugium japonicum,herb +Cornus sanguinea,shrub +Vaccinium microcarpum,shrub +Limonium meyeri,herb +Vaccinium japonicum,shrub +Scandix pecten-veneris,herb +Lemmaphyllum microphyllum,herb +Amaranthus blitum,herb +Chimaphila maculata,herb +Euphorbia nicaeensis,herb\shrub +Dodonaea viscosa,shrub\tree +Coprosma microcarpa,shrub +Lomandra multiflora,herb +Microlaena stipoides,herb +Microstegium vimineum,herb +Pteretis struthiopteris,herb +Rumex scutatus,herb +Podospermum canum,herb +Ampelodesmos mauritanicus,herb +Tmesipteris tannensis,herb +Allium carinatum,herb +Hymenophyllum dilatatum,herb +Lindsaea trichomanoides,herb +Pilosella bauhini,herb +Hymenophyllum sanguinolentum,herb +Elaeagnus pungens,shrub +Vitis vinifera,other +Mespilus germanica,shrub\tree +Odontarrhena,NA +Myosotis,herb +Teucrium pyrenaicum,herb +Centaurea thuillieri,herb +Vaccinium smallii,shrub +Hymenophyllum,herb +Carex kitaibeliana,herb +Pogostemon stellatus,herb +Vicia,herb +Quercus dalechampii,tree +Sedum roseum,herb +Stauntonia hexaphylla,other +Pulmonaria affinis,herb +Vaccinium bracteatum,shrub\tree +Lonicera gracilipes,shrub +Dryopteris setosa,herb +Herniaria hirsuta,herb +Aralia elata,shrub\tree +Eurybia divaricata,herb +Hydrangea scandens,shrub +Mentha,herb +Lindera benzoin,shrub +Juniperus virginiana,tree +Ainsliaea acerifolia,herb +x Ammocalamagrostis,NA +Galium,herb +Ligustrum tschonoskii,shrub +Blechnum chambersii,herb +Ulex parviflorus,shrub +Artemisia gmelinii,herb +Paliurus spina-christi,shrub +Luzula,herb +Piper kadsura,other +Polygonum maritimum,herb +Ulmus,tree +Actinidia arguta,other +Chenopodiastrum hybridum,herb +Stemona lucida,other +Rubia tatarica,herb +Vaccinium hirtum,shrub +Rhododendron maximum,shrub +Anisocampium niponicum,herb +Sticherus cunninghamii,herb +Smilax sieboldii,other +Potentilla humifusa,herb +Cyathea colensoi,herb\shrub +Endiandra virens,tree +Polygonum equisetiforme,herb +Dryopteris lacera,herb +Hylodesmum podocarpum,herb +Rumex,herb +Aphananthe aspera,tree +Geranium solanderi,herb +Pseudopanax linearis,shrub +Sedum alpestre,herb +Lepisorus thunbergianus,herb +Aria japonica,tree +Elytrigia repens,herb +Ainsliaea apiculata,herb +Senecio,NA +Schisandra repanda,other +Cardamine,herb +Carex dolichostachya,herb +Potentilla supina,herb +Schizocodon soldanelloides,herb +Rhaphiolepis indica,shrub +Scilla lilio-hyacinthus,herb +Clinopodium menthifolium,herb +Aster,NA +Sasa palmata,herb +Brucea javanica,shrub +Anemone scherfelii,herb +Arundinella hirta,herb +Thymus nervosus,herb +Laportea bulbifera,herb +No suitable,NA +Potentilla montana,herb +Leptopteris hymenophylloides,herb +Solidago,herb +Compositae,NA +Pimpinella tragium,herb +Soldanella hungarica,herb +Leptorumohra mutica,herb +Artemisia pontica,herb +Verbascum,herb +Carex lenta,herb +Fraxinus chinensis,tree +Centranthus ruber,herb +Sesbania sesban,tree +Phormium colensoi,herb +Asparagus aphyllus,herb\shrub +Nasturtium,herb +Carex conica,herb +Lauraceae,NA +Dumasia truncata,other +Pilosella floribunda,herb +Goodenia geniculata,herb +Medicago intertexta,herb +Prunus,shrub\tree +Austrostipa scabra,herb +Juncus,herb +Sempervivum arachnoideum,herb +Thymus striatus,herb +Jasione crispa,herb +Echinochloa crusgalli,herb +Lindera glauca,shrub +Laburnum anagyroides,shrub +Oxalis pes-caprae,herb +Dianella nigra,herb +Jacobaea subalpina,herb +Campanula serrata,herb +Piptatherum coerulescens,herb +Carex pisiformis,herb +Geum sylvaticum,herb +Minuartia recurva,herb +Globularia repens,herb +Fraxinus,tree +Eucalyptus phaenophylla,tree +Osmorhiza aristata,herb +Leguminosae,NA +Helictochloa marginata,herb +Polygonatum lasianthum,herb +Rosa dumalis,shrub +Hymenophyllum scabrum,herb +Puccinellia gigantea,herb +Heloniopsis orientalis,herb +Anthemis cretica,herb +Styrax officinalis,shrub +Hosta sieboldiana,herb +Earina mucronata,herb +Calamagrostis hakonensis,herb +Tragopogon podolicus,herb +Thymus pulcherrimus,herb +Adenophora triphylla,herb +Aster ovatus,herb +Crepis lampsanoides,herb +Panicum boscii,herb +Pluchea dioscoridis,shrub +Amelanchier laevis,tree +Silene pusilla,herb +Eupatorium makinoi,herb +Polyphlebium venosum,herb +Uncinia,herb +Rubia argyi,other +Plagiogyria matsumureana,herb +Dryopteris,herb +Symphytum cordatum,herb +Ononis striata,herb +Allium,herb +Ruscus hypoglossum,shrub +Parathelypteris japonica,herb +Cyrtomium fortunei,herb +Ranunculus taisanensis,herb +Desmodium brachypodum,herb +Carex blepharicarpa,herb +Viburnum phlebotrichum,shrub +Atractylodes ovata,NA +Cichorium pumilum,herb +Ranunculus,herb +Cyperus gracilis,herb +Carex stenostachys,herb +Diplopterygium glaucum,herb +Sesleria rigida,herb +Centaurea,herb +Opuntia,other +Galium octonarium,herb +Pseudowintera axillaris,shrub\tree +Tricyrtis affinis,herb +Asplenium platyneuron,herb +Clematis terniflora,other +Parsonsia heterophylla,other +Raukaua edgerleyi,tree +Dianthus giganteiformis,herb +Viola sieheana,herb +Hosta sieboldii,herb +Sasa nipponica,herb +Cirsium,herb +Arachniodes standishii,NA +Paspalidium geminatum,herb +Alhagi graecorum,shrub +Cuscuta campestris,other +Allium saxatile,herb +Trifolium,herb +Persicaria longiseta,NA +Jacobaea maritima,NA +Acer shirasawanum,tree +Athyrium vidalii,herb +Centaurea nemoralis,herb +Circaea ×,herb +Dactylorhiza,herb +Xanthorrhoea acaulis,other +Cynoglossum,herb +Boehmeria silvestrii,herb\shrub +Serratula coronata,herb +Salix phylicifolia,shrub +Genista depressa,NA +Populus,tree +Phlegmariurus,NA +Atropa bella-donna,herb +Bignonia capreolata,other +Amelanchier,shrub\tree +Launaea nudicaulis,herb +Photinia glabra,tree +Suaeda acuminata,herb +Gonocarpus teucrioides,herb\shrub +Pulsatilla grandis,herb +Sesleria comosa,herb +Patzkea spadicea,herb +Koeleria nitidula,herb +Orobanche crenata,other +Achillea asiatica,herb +Paris tetraphylla,herb +Edraianthus graminifolius,herb +Clematis apiifolia,other +Thelypteris acuminata,herb +Patzkea paniculata,herb +Dichondra,herb +Dryopteris pseudomas,herb +Festuca hystrix,herb +Blechnum minus,herb +Maianthemum japonicum,herb +Millettia japonica,NA +Pteris cretica,herb +Leucanthemum rotundifolium,herb +Pyrrosia eleagnifolia,other +Elionurus citreus,herb +Ochlopoa supina,NA +Crocus veluchensis,herb +Galium maritimum,herb +Crepis albida,herb +Solidago curtisii,herb +Coptis trifolia,herb +Syneilesis palmata,herb +Chenopodium bonus-henricus,herb +Potentilla,herb +Artemisia lerchiana,herb +Lathyrus pisiformis,herb +Euphorbia plumerioides,NA +Ophiopogon planiscapus,herb +Ranunculus aduncus,herb +Scabiosa triniifolia,herb +Viola kusanoana,herb +Rytidosperma linkii,herb +Festuca dalmatica,herb +Berchemia racemosa,shrub +Lespedeza maximowiczii,shrub +Wisteria brachybotrys,NA +Quercus infectoria,shrub\tree +Asarum caucasicum,herb +Centaurea aspera,herb +Lechenaultia filiformis,NA +Tragopogon porrifolius,herb +Athyrium asplenioides,herb +Silene sericea,herb +Scrophularia alpestris,herb +Rhododendron pentandrum,NA +Thymus comosus,herb +Sanicula chinensis,herb +Inula oculus-christi,herb +Lamium,herb +Arachniodes aristata,NA +Onosma simplicissima,NA +Ranunculus pseudomontanus,herb +Corylus cornuta,shrub +Arachniodes sporadosora,NA +Orostachys spinosa,other +Olearia lacunosa,shrub\tree +Carthamus mitissimus,herb +Stewartia pseudocamellia,tree +Eucalyptus indurata,tree +Prosopis glandulosa,shrub\tree +Aurinia saxatilis,herb +Dampiera purpurea,herb\shrub +Cirsium nipponicum,NA +Patrinia villosa,NA +Galium pseudoaristatum,herb +Rhinanthus,herb +Leionema elatius,shrub +Arrhenatherum longifolium,herb +Limonium bellidifolium,herb +Brachiaria whiteana,herb +Adiantum capillus-veneris,herb +Vittadinia cuneata,herb +Carex rhizina,herb +Tephrosia,NA +Leontopodium nivale,herb +Crocus caeruleus,herb +Cuscuta,other +Pyrrosia lingua,herb +Ficaria fascicularis,herb +Pilosella peleteriana,herb +Dinebra decipiens,herb +Psychotria asiatica,shrub +Vicia pyrenaica,herb +Galax urceolata,herb +Aristolochia serpentaria,herb +Sedum brevifolium,herb +Impatiens atrosanguinea,herb +Dapsilanthus ramosus,herb +Nephrodium sabaei,herb +Silene rubella,herb +Blechnum procerum,herb +Phyllanthera grayi,tree +Lycopodium alpinum,herb +Codonopsis lanceolata,other +Persicaria senegalensis,herb +Bolboschoenus glaucus,herb +Clematis japonica,NA +Asplenium incisum,herb +Chrysothamnus,NA +Kunzea ericoides,shrub\tree +Elatostema involucratum,herb +Liriope minor,herb +Campanula spatulata,herb +Orobanche,other +Laserpitium krapffii,herb +Picrothamnus,NA +Thymus roegneri,herb +Achillea coarctata,herb +Cephalaria uralensis,herb +Artemisia nitrosa,herb +Ozothamnus tesselatus,NA +Sedum urvillei,herb +Lamium garganicum,herb +Pyrola asarifolia,herb +Orites lancifolius,shrub +Polygonatum falcatum,herb +Cerastium,herb +Gaultheria procumbens,herb +Keraudrenia hookeriana,NA +Polystichum polyblepharum,herb +Lindera sericea,NA +Paesia scaberula,herb +Litsea japonica,shrub +Crepis fraasii,herb +Hypecoum imberbe,herb +Plantago monosperma,herb +Quercus rosacea,tree +Halesia tetraptera,tree +Polystichum retrosopaleaceum,herb +Leptorumohra miqueliana,herb +Boehmeria spicata,shrub +lachenalii subsp.,NA +Amaranthus graecizans,herb +Cephalomanes obscurum,herb +Sedum amplexicaule,herb +Alectryon oleifolius,tree +Galium bungei,herb +Tmesipteris,NA +Blechnum filiforme,herb +Hieracium transylvanicum,herb +Viola orbiculata,herb +Spiraea crenata,shrub +Molinia japonica,herb +Actinidia polygama,other +Bursaria spinosa,shrub\tree +Acacia aneura,tree +Heterachne,NA +Oenanthe javanica,herb +Lemna aequinoctialis,herb +Calythrix,shrub +Senecio aegyptius,NA +Petasites frigidus,herb +Dalbergia densa,other +Carex morrowii,herb +Viola vaginata,herb +Alpinia intermedia,NA +Enkianthus campanulatus,NA +Leucopogon,NA +Menziesia ferruginea,shrub +Spiraea media,shrub +Dryopteris pacifica,herb +Minuartia setacea,herb +Salvia officinalis,herb +Coprosma dumosa,shrub +Bidens,NA +Aristida vagans,herb +Phragmites japonicus,herb +Lysimachia japonica,NA +Knautia arvernensis,herb +Ononis cristata,NA +Lamyropsis cynaroides,NA +Puccinellia tenuissima,NA +Burchardia congesta,herb +Galium trifidum,herb +Armeria canescens,herb +Minuartia laricifolia,herb +Carex reinii,herb +Picea,tree +Senna,NA +Asarum sieboldii,herb +Atriplex,NA +Pseudoraphis,NA +Symphyotrichum lateriflorum,herb +Panicum effusum,herb +Microlepia marginata,NA +Prunus apetala,shrub\tree +Alyssum obovatum,herb +Bromus,herb +Rubus pannosus,shrub +Sedobassia sedoides,herb +Alyssum hirsutum,herb +Astelia,NA +Prosartes lanuginosa,herb +Jacobaea adonidifolia,herb +Helleborus purpurascens,herb +Ulmus davidiana,tree +Campanula sparsa,herb +Gleichenia,NA +Veratrum maackii,NA +Sorghum virgatum,herb +Rhododendron lagopus,shrub +Blechnum nigrum,herb +Leucopogon muticus,shrub +Biscutella auriculata,herb +Geranium collinum,herb +Centranthus calcitrapae,herb +Oxalis griffithii,herb +Festuca pseudodalmatica,herb +Galatella angustissima,herb +Prenanthes,herb +Gaultheria myrsinoides,shrub +Sarcobatus baileyi,shrub +Vitis heyneana,other +Dioscorea gracillima,NA +Launaea fragilis,herb +Sonchus bulbosus,herb +Leptospermum polygalifolium,shrub +Digitaria,herb +Lycopodium volubile,herb +Aralia cordata,herb +Carex concinnoides,herb +Avenula pubescens,herb +Pleurospermum uralense,herb +Taraxacum hamatum,herb +Ranunculus reflexus,herb +Euphorbia subcordata,herb +Ferulago sylvatica,herb +Carthamus carduncellus,herb +Psychotria serpens,other +Sonchus,NA</code></pre> +</div> +<div id="sessioninfo" class="section level2"> +<h2>SessionInfo</h2> +<pre class="r"><code>sessionInfo()</code></pre> +<pre><code>## R version 3.6.3 (2020-02-29) +## Platform: x86_64-pc-linux-gnu (64-bit) +## Running under: Ubuntu 16.04.6 LTS +## +## Matrix products: default +## BLAS: /usr/lib/openblas-base/libblas.so.3 +## LAPACK: /usr/lib/libopenblasp-r0.2.18.so +## +## locale: +## [1] LC_CTYPE=en_US.UTF-8 LC_NUMERIC=C +## [3] LC_TIME=en_US.UTF-8 LC_COLLATE=en_US.UTF-8 +## [5] LC_MONETARY=en_US.UTF-8 LC_MESSAGES=en_US.UTF-8 +## [7] LC_PAPER=en_US.UTF-8 LC_NAME=C +## [9] LC_ADDRESS=C LC_TELEPHONE=C +## [11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C +## +## attached base packages: +## [1] stats graphics grDevices utils datasets methods base +## +## other attached packages: +## [1] viridis_0.5.1 viridisLite_0.3.0 caret_6.0-84 lattice_0.20-40 +## [5] kableExtra_1.1.0 knitr_1.28 data.table_1.12.8 forcats_0.5.0 +## [9] stringr_1.4.0 dplyr_0.8.5 purrr_0.3.3 readr_1.3.1 +## [13] tidyr_1.0.2 tibble_2.1.3 ggplot2_3.3.0 tidyverse_1.3.0 +## +## loaded via a namespace (and not attached): +## [1] httr_1.4.1 jsonlite_1.6.1 splines_3.6.3 +## [4] foreach_1.4.8 prodlim_2019.11.13 modelr_0.1.6 +## [7] assertthat_0.2.1 highr_0.8 stats4_3.6.3 +## [10] cellranger_1.1.0 yaml_2.2.1 ipred_0.9-9 +## [13] pillar_1.4.2 backports_1.1.5 glue_1.3.1 +## [16] digest_0.6.23 rvest_0.3.5 colorspace_1.4-1 +## [19] recipes_0.1.9 htmltools_0.4.0 Matrix_1.2-18 +## [22] plyr_1.8.6 timeDate_3043.102 pkgconfig_2.0.3 +## [25] broom_0.5.5 haven_2.2.0 scales_1.1.0 +## [28] webshot_0.5.2 gower_0.2.1 lava_1.6.6 +## [31] generics_0.0.2 ellipsis_0.3.0 withr_2.1.2 +## [34] nnet_7.3-13 cli_2.0.2 survival_3.1-11 +## [37] magrittr_1.5 crayon_1.3.4 readxl_1.3.1 +## [40] evaluate_0.14 fs_1.3.2 fansi_0.4.1 +## [43] nlme_3.1-145 MASS_7.3-51.5 xml2_1.2.2 +## [46] class_7.3-15 tools_3.6.3 hms_0.5.3 +## [49] lifecycle_0.2.0 munsell_0.5.0 reprex_0.3.0 +## [52] e1071_1.7-3 compiler_3.6.3 rlang_0.4.4 +## [55] grid_3.6.3 iterators_1.0.12 rstudioapi_0.11 +## [58] rmarkdown_2.1 gtable_0.3.0 ModelMetrics_1.2.2.1 +## [61] codetools_0.2-16 DBI_1.1.0 reshape2_1.4.3 +## [64] R6_2.4.1 gridExtra_2.3 lubridate_1.7.4 +## [67] utf8_1.1.4 stringi_1.4.6 Rcpp_1.0.3 +## [70] vctrs_0.2.3 rpart_4.1-15 dbplyr_1.4.2 +## [73] tidyselect_1.0.0 xfun_0.12</code></pre> +</div> +</div> + + + + +</div> + +<script> + +// add bootstrap table styles to pandoc tables +function bootstrapStylePandocTables() { + $('tr.header').parent('thead').parent('table').addClass('table table-condensed'); +} +$(document).ready(function () { + bootstrapStylePandocTables(); +}); + + +</script> + +<!-- tabsets --> + +<script> +$(document).ready(function () { + window.buildTabsets("TOC"); +}); + +$(document).ready(function () { + $('.tabset-dropdown > .nav-tabs > li').click(function () { + $(this).parent().toggleClass('nav-tabs-open') + }); +}); +</script> + +<!-- code folding --> + + +<!-- dynamically load mathjax for compatibility with self-contained --> +<script> + (function () { + var script = document.createElement("script"); + script.type = "text/javascript"; + script.src = "https://mathjax.rstudio.com/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"; + document.getElementsByTagName("head")[0].appendChild(script); + })(); +</script> + +</body> +</html> -- GitLab