From 54086630b4c414c2fb7ff384b31c6f8125e97cfe Mon Sep 17 00:00:00 2001
From: jack-davison <45171616+jack-davison@users.noreply.github.com>
Date: Sat, 30 Nov 2024 19:58:06 +0000
Subject: [PATCH] =?UTF-8?q?Deploying=20to=20gh-pages=20from=20@=20davidcar?=
 =?UTF-8?q?slaw/deweather@b6b1f0f1f8a41aa1e20535e1b5fd8657b3f1b0b3=20?=
 =?UTF-8?q?=F0=9F=9A=80?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 404.html                                      |   2 +-
 CODE_OF_CONDUCT.html                          |   2 +-
 CONTRIBUTING.html                             |   2 +-
 LICENSE.html                                  |   2 +-
 articles/deweather.html                       |   7 ++++++-
 .../figure-html/pd-trend-1.png                | Bin 59441 -> 59612 bytes
 .../deweather_files/figure-html/plotAll-1.png | Bin 237261 -> 235109 bytes
 .../figure-html/plotTrend-1.png               | Bin 70529 -> 76565 bytes
 .../figure-html/plotTrendAve-1.png            | Bin 54972 -> 54540 bytes
 articles/index.html                           |   2 +-
 authors.html                                  |   6 +++---
 index.html                                    |   2 +-
 news/index.html                               |   2 +-
 pkgdown.yml                                   |   2 +-
 reference/buildMod.html                       |   2 +-
 reference/deweather-package.html              |   2 +-
 reference/diurnalGbm.html                     |   2 +-
 reference/gbmInteractions.html                |   2 +-
 reference/index.html                          |   2 +-
 reference/metSim.html                         |   2 +-
 reference/pipe.html                           |   2 +-
 reference/plot2Way.html                       |   2 +-
 reference/plotInfluence.html                  |   2 +-
 reference/plotPD.html                         |   2 +-
 reference/prepData.html                       |   2 +-
 reference/road_data.html                      |   2 +-
 reference/testMod.html                        |   2 +-
 search.json                                   |   2 +-
 28 files changed, 31 insertions(+), 26 deletions(-)

diff --git a/404.html b/404.html
index c3dcda8..02c917a 100644
--- a/404.html
+++ b/404.html
@@ -27,7 +27,7 @@
 
     <a class="navbar-brand me-2" href="https://davidcarslaw.github.io/deweather/index.html">deweather</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.7.2.9102</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.7.2.9103</small>
 
 
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
index 9971068..03671a6 100644
--- a/CODE_OF_CONDUCT.html
+++ b/CODE_OF_CONDUCT.html
@@ -7,7 +7,7 @@
 
     <a class="navbar-brand me-2" href="index.html">deweather</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.7.2.9102</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.7.2.9103</small>
 
 
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/CONTRIBUTING.html b/CONTRIBUTING.html
index cfa181a..3b2d80f 100644
--- a/CONTRIBUTING.html
+++ b/CONTRIBUTING.html
@@ -7,7 +7,7 @@
 
     <a class="navbar-brand me-2" href="index.html">deweather</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.7.2.9102</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.7.2.9103</small>
 
 
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/LICENSE.html b/LICENSE.html
index 1b1b928..74d53bf 100644
--- a/LICENSE.html
+++ b/LICENSE.html
@@ -7,7 +7,7 @@
 
     <a class="navbar-brand me-2" href="index.html">deweather</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.7.2.9102</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.7.2.9103</small>
 
 
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/articles/deweather.html b/articles/deweather.html
index f73cda7..3870e2d 100644
--- a/articles/deweather.html
+++ b/articles/deweather.html
@@ -26,7 +26,7 @@
 
     <a class="navbar-brand me-2" href="../index.html">deweather</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.7.2.9102</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.7.2.9103</small>
 
 
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
@@ -149,6 +149,11 @@ <h2 id="construct-and-test-models">Construct and test model(s)<a class="anchor"
 <span><span class="co">#&gt; <span style="color: #00BBBB;">ℹ</span> Optimum number of trees is <span style="font-weight: bold;">398</span></span></span>
 <span><span class="co">#&gt; <span style="color: #00BBBB;">ℹ</span> RMSE from cross-validation is <span style="font-weight: bold;">23.59</span></span></span>
 <span><span class="co">#&gt; <span style="color: #00BBBB;">ℹ</span> Percent increase in RMSE using test data is <span style="font-weight: bold;">28.0%</span></span></span></code></pre></div>
+<div class="figure">
+<img src="deweather_files/figure-html/testMod-1.png" alt="A scatter plot showing predicted nitrogen dioxide on the x-axis and measured nitrogen dioxide on the y-axis. Alongside is a table of statistical values describing the model performance, including R, RMSE, NMGE, NMB, MGE, MB, FAC2 and n." width="700"><p class="caption">
+A statistical summary of a <a href="https://davidcarslaw.github.io/deweather/">deweather</a> model test.
+</p>
+</div>
 <p>The output shows by default the performance of the model when applied
 to a withheld random 20% (by default) of the data, i.e., the model is
 evaluated against data not used to build the model. Common model
diff --git a/articles/deweather_files/figure-html/pd-trend-1.png b/articles/deweather_files/figure-html/pd-trend-1.png
index 162e25fc9a23bbf5d84af5e3ec506744192dc4f9..0e65b62acb1791154c7843bcce623ffe35b05bb4 100644
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diff --git a/articles/index.html b/articles/index.html
index 42b76f5..bd65e30 100644
--- a/articles/index.html
+++ b/articles/index.html
@@ -7,7 +7,7 @@
 
     <a class="navbar-brand me-2" href="../index.html">deweather</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.7.2.9102</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.7.2.9103</small>
 
 
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/authors.html b/authors.html
index c56d241..e3d868f 100644
--- a/authors.html
+++ b/authors.html
@@ -7,7 +7,7 @@
 
     <a class="navbar-brand me-2" href="index.html">deweather</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.7.2.9102</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.7.2.9103</small>
 
 
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
@@ -53,14 +53,14 @@ <h2 id="citation">Citation</h2>
 
       <p>Carslaw D (2024).
 <em>deweather: Remove the influence of weather on air quality data</em>.
-R package version 0.7.2.9102,
+R package version 0.7.2.9103,
 https://github.com/davidcarslaw/deweather, <a href="https://davidcarslaw.github.io/deweather/">https://davidcarslaw.github.io/deweather/</a>.
 </p>
       <pre>@Manual{,
   title = {deweather: Remove the influence of weather on air quality data},
   author = {David Carslaw},
   year = {2024},
-  note = {R package version 0.7.2.9102,
+  note = {R package version 0.7.2.9103,
     https://github.com/davidcarslaw/deweather},
   url = {https://davidcarslaw.github.io/deweather/},
 }</pre>
diff --git a/index.html b/index.html
index 62f2d4f..8faed24 100644
--- a/index.html
+++ b/index.html
@@ -29,7 +29,7 @@
 
     <a class="navbar-brand me-2" href="index.html">deweather</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.7.2.9102</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.7.2.9103</small>
 
 
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/news/index.html b/news/index.html
index b5e749d..8aecde4 100644
--- a/news/index.html
+++ b/news/index.html
@@ -7,7 +7,7 @@
 
     <a class="navbar-brand me-2" href="../index.html">deweather</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.7.2.9102</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.7.2.9103</small>
 
 
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/pkgdown.yml b/pkgdown.yml
index ad3f401..fa8e7dc 100644
--- a/pkgdown.yml
+++ b/pkgdown.yml
@@ -3,7 +3,7 @@ pkgdown: 2.1.1
 pkgdown_sha: ~
 articles:
   articles/deweather: deweather.html
-last_built: 2024-11-19T08:33Z
+last_built: 2024-11-30T19:56Z
 urls:
   reference: https://davidcarslaw.github.io/deweather/reference
   article: https://davidcarslaw.github.io/deweather/articles
diff --git a/reference/buildMod.html b/reference/buildMod.html
index f1ed404..8d53666 100644
--- a/reference/buildMod.html
+++ b/reference/buildMod.html
@@ -7,7 +7,7 @@
 
     <a class="navbar-brand me-2" href="../index.html">deweather</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.7.2.9102</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.7.2.9103</small>
 
 
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/deweather-package.html b/reference/deweather-package.html
index 1c11293..4bec903 100644
--- a/reference/deweather-package.html
+++ b/reference/deweather-package.html
@@ -9,7 +9,7 @@
 
     <a class="navbar-brand me-2" href="../index.html">deweather</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.7.2.9102</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.7.2.9103</small>
 
 
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/diurnalGbm.html b/reference/diurnalGbm.html
index 60c9e70..f8880dc 100644
--- a/reference/diurnalGbm.html
+++ b/reference/diurnalGbm.html
@@ -13,7 +13,7 @@
 
     <a class="navbar-brand me-2" href="../index.html">deweather</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.7.2.9102</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.7.2.9103</small>
 
 
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/gbmInteractions.html b/reference/gbmInteractions.html
index 8cd8947..73b9832 100644
--- a/reference/gbmInteractions.html
+++ b/reference/gbmInteractions.html
@@ -7,7 +7,7 @@
 
     <a class="navbar-brand me-2" href="../index.html">deweather</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.7.2.9102</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.7.2.9103</small>
 
 
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/index.html b/reference/index.html
index 242b713..1ea16ed 100644
--- a/reference/index.html
+++ b/reference/index.html
@@ -7,7 +7,7 @@
 
     <a class="navbar-brand me-2" href="../index.html">deweather</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.7.2.9102</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.7.2.9103</small>
 
 
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/metSim.html b/reference/metSim.html
index 242591b..11a5112 100644
--- a/reference/metSim.html
+++ b/reference/metSim.html
@@ -7,7 +7,7 @@
 
     <a class="navbar-brand me-2" href="../index.html">deweather</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.7.2.9102</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.7.2.9103</small>
 
 
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/pipe.html b/reference/pipe.html
index b222a1d..56cf2c7 100644
--- a/reference/pipe.html
+++ b/reference/pipe.html
@@ -7,7 +7,7 @@
 
     <a class="navbar-brand me-2" href="../index.html">deweather</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.7.2.9102</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.7.2.9103</small>
 
 
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/plot2Way.html b/reference/plot2Way.html
index b64ff92..49444bf 100644
--- a/reference/plot2Way.html
+++ b/reference/plot2Way.html
@@ -7,7 +7,7 @@
 
     <a class="navbar-brand me-2" href="../index.html">deweather</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.7.2.9102</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.7.2.9103</small>
 
 
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/plotInfluence.html b/reference/plotInfluence.html
index 7c5e7a6..f703c09 100644
--- a/reference/plotInfluence.html
+++ b/reference/plotInfluence.html
@@ -7,7 +7,7 @@
 
     <a class="navbar-brand me-2" href="../index.html">deweather</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.7.2.9102</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.7.2.9103</small>
 
 
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/plotPD.html b/reference/plotPD.html
index 1509225..ce278b4 100644
--- a/reference/plotPD.html
+++ b/reference/plotPD.html
@@ -7,7 +7,7 @@
 
     <a class="navbar-brand me-2" href="../index.html">deweather</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.7.2.9102</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.7.2.9103</small>
 
 
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/prepData.html b/reference/prepData.html
index 21e63e3..ead11b3 100644
--- a/reference/prepData.html
+++ b/reference/prepData.html
@@ -41,7 +41,7 @@
 
     <a class="navbar-brand me-2" href="../index.html">deweather</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.7.2.9102</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.7.2.9103</small>
 
 
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/road_data.html b/reference/road_data.html
index 48b5f90..775d048 100644
--- a/reference/road_data.html
+++ b/reference/road_data.html
@@ -15,7 +15,7 @@
 
     <a class="navbar-brand me-2" href="../index.html">deweather</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.7.2.9102</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.7.2.9103</small>
 
 
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/reference/testMod.html b/reference/testMod.html
index bbcc3dd..36e0f4a 100644
--- a/reference/testMod.html
+++ b/reference/testMod.html
@@ -7,7 +7,7 @@
 
     <a class="navbar-brand me-2" href="../index.html">deweather</a>
 
-    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.7.2.9102</small>
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">0.7.2.9103</small>
 
 
     <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
diff --git a/search.json b/search.json
index 03e0ceb..3e68b1e 100644
--- a/search.json
+++ b/search.json
@@ -1 +1 @@
-[{"path":[]},{"path":"https://davidcarslaw.github.io/deweather/CODE_OF_CONDUCT.html","id":"our-pledge","dir":"","previous_headings":"","what":"Our Pledge","title":"Contributor Covenant Code of Conduct","text":"members, contributors, leaders pledge make participation community harassment-free experience everyone, regardless age, body size, visible invisible disability, ethnicity, sex characteristics, gender identity expression, level experience, education, socio-economic status, nationality, personal appearance, race, caste, colour, religion, sexual identity orientation. pledge act interact ways contribute open, welcoming, diverse, inclusive, healthy community.","code":""},{"path":"https://davidcarslaw.github.io/deweather/CODE_OF_CONDUCT.html","id":"our-standards","dir":"","previous_headings":"","what":"Our Standards","title":"Contributor Covenant Code of Conduct","text":"Examples behaviour contributes positive environment community include: Demonstrating empathy kindness toward people respectful differing opinions, viewpoints, experiences Giving gracefully accepting constructive feedback Accepting responsibility apologizing affected mistakes, learning experience Focusing best just us individuals, overall community Examples unacceptable behaviour include: use sexualized language imagery, sexual attention advances kind Trolling, insulting derogatory comments, personal political attacks Public private harassment Publishing others’ private information, physical email address, without explicit permission conduct reasonably considered inappropriate professional setting","code":""},{"path":"https://davidcarslaw.github.io/deweather/CODE_OF_CONDUCT.html","id":"enforcement-responsibilities","dir":"","previous_headings":"","what":"Enforcement Responsibilities","title":"Contributor Covenant Code of Conduct","text":"Community leaders responsible clarifying enforcing standards acceptable behavior take appropriate fair corrective action response behavior deem inappropriate, threatening, offensive, harmful. Community leaders right responsibility remove, edit, reject comments, commits, code, wiki edits, issues, contributions aligned Code Conduct, communicate reasons moderation decisions appropriate.","code":""},{"path":"https://davidcarslaw.github.io/deweather/CODE_OF_CONDUCT.html","id":"scope","dir":"","previous_headings":"","what":"Scope","title":"Contributor Covenant Code of Conduct","text":"Code Conduct applies within community spaces, also applies individual officially representing community public spaces. Examples representing community include using official e-mail address, posting via official social media account, acting appointed representative online offline event.","code":""},{"path":"https://davidcarslaw.github.io/deweather/CODE_OF_CONDUCT.html","id":"enforcement","dir":"","previous_headings":"","what":"Enforcement","title":"Contributor Covenant Code of Conduct","text":"Instances abusive, harassing, otherwise unacceptable behavior may reported community leaders responsible via GitHub platform. complaints reviewed investigated promptly fairly. community leaders obligated respect privacy security reporter incident.","code":""},{"path":"https://davidcarslaw.github.io/deweather/CODE_OF_CONDUCT.html","id":"enforcement-guidelines","dir":"","previous_headings":"","what":"Enforcement Guidelines","title":"Contributor Covenant Code of Conduct","text":"Community leaders follow Community Impact Guidelines determining consequences action deem violation Code Conduct:","code":""},{"path":"https://davidcarslaw.github.io/deweather/CODE_OF_CONDUCT.html","id":"id_1-correction","dir":"","previous_headings":"Enforcement Guidelines","what":"1. Correction","title":"Contributor Covenant Code of Conduct","text":"Community Impact: Use inappropriate language behaviour deemed unprofessional unwelcome community. Consequence: private, written warning community leaders, providing clarity around nature violation explanation behaviour inappropriate. public apology may requested.","code":""},{"path":"https://davidcarslaw.github.io/deweather/CODE_OF_CONDUCT.html","id":"id_2-warning","dir":"","previous_headings":"Enforcement Guidelines","what":"2. Warning","title":"Contributor Covenant Code of Conduct","text":"Community Impact: violation single incident series actions. Consequence: warning consequences continued behaviour. interaction people involved, including unsolicited interaction enforcing Code Conduct, specified period time. includes avoiding interactions community spaces well external channels like social media. Violating terms may lead temporary permanent ban.","code":""},{"path":"https://davidcarslaw.github.io/deweather/CODE_OF_CONDUCT.html","id":"id_3-temporary-ban","dir":"","previous_headings":"Enforcement Guidelines","what":"3. Temporary Ban","title":"Contributor Covenant Code of Conduct","text":"Community Impact: serious violation community standards, including sustained inappropriate behaviour. Consequence: temporary ban sort interaction public communication community specified period time. public private interaction people involved, including unsolicited interaction enforcing Code Conduct, allowed period. Violating terms may lead permanent ban.","code":""},{"path":"https://davidcarslaw.github.io/deweather/CODE_OF_CONDUCT.html","id":"id_4-permanent-ban","dir":"","previous_headings":"Enforcement Guidelines","what":"4. Permanent Ban","title":"Contributor Covenant Code of Conduct","text":"Community Impact: Demonstrating pattern violation community standards, including sustained inappropriate behavior, harassment individual, aggression toward disparagement classes individuals. Consequence: permanent ban sort public interaction within community.","code":""},{"path":"https://davidcarslaw.github.io/deweather/CODE_OF_CONDUCT.html","id":"attribution","dir":"","previous_headings":"","what":"Attribution","title":"Contributor Covenant Code of Conduct","text":"Code Conduct adapted Contributor Covenant, version 2.1, available https://www.contributor-covenant.org/version/2/1/code_of_conduct.html. Community Impact Guidelines inspired Mozilla’s code conduct enforcement ladder. answers common questions code conduct, see FAQ https://www.contributor-covenant.org/faq. Translations available https://www.contributor-covenant.org/translations.","code":""},{"path":"https://davidcarslaw.github.io/deweather/CONTRIBUTING.html","id":null,"dir":"","previous_headings":"","what":"Contributing to deweather","title":"Contributing to deweather","text":"outlines propose change deweather.","code":""},{"path":"https://davidcarslaw.github.io/deweather/CONTRIBUTING.html","id":"fixing-typos","dir":"","previous_headings":"","what":"Fixing typos","title":"Contributing to deweather","text":"can fix typos, spelling mistakes, grammatical errors documentation directly using GitHub web interface, long changes made source file. generally means ’ll need edit roxygen2 comments .R, .Rd file. can find .R file generates .Rd reading comment first line.","code":""},{"path":"https://davidcarslaw.github.io/deweather/CONTRIBUTING.html","id":"bigger-changes","dir":"","previous_headings":"","what":"Bigger changes","title":"Contributing to deweather","text":"want make bigger change, ’s good idea first file issue make sure someone team agrees ’s needed. ’ve found bug, please file issue illustrates bug minimal reprex.","code":""},{"path":"https://davidcarslaw.github.io/deweather/CONTRIBUTING.html","id":"pull-request-process","dir":"","previous_headings":"Bigger changes","what":"Pull request process","title":"Contributing to deweather","text":"Fork package clone onto computer. haven’t done , recommend using usethis::create_from_github(\"davidcarslaw/deweather\", fork = TRUE). Install development dependencies devtools::install_dev_deps(), make sure package passes R CMD check running devtools::check(). R CMD check doesn’t pass cleanly, ’s good idea ask help continuing. Create Git branch pull request (PR). recommend using usethis::pr_init(\"brief-description--change\"). Make changes, commit git, create PR running usethis::pr_push(), following prompts browser. title PR briefly describe change. body PR contain Fixes #issue-number. user-facing changes, add bullet top NEWS.md (.e. just first header).","code":""},{"path":"https://davidcarslaw.github.io/deweather/CONTRIBUTING.html","id":"code-style","dir":"","previous_headings":"Bigger changes","what":"Code style","title":"Contributing to deweather","text":"Care taken new code follows style similar rest openair family. user-facing example exported functions written “lowerCamelCase” (.e., polarPlot() rather polar_plot()). use roxygen2, Markdown syntax, documentation.","code":""},{"path":"https://davidcarslaw.github.io/deweather/CONTRIBUTING.html","id":"code-of-conduct","dir":"","previous_headings":"","what":"Code of Conduct","title":"Contributing to deweather","text":"Please note openair project released Contributor Code Conduct. contributing project agree abide terms.","code":""},{"path":"https://davidcarslaw.github.io/deweather/LICENSE.html","id":null,"dir":"","previous_headings":"","what":"GNU General Public License","title":"GNU General Public License","text":"Version 2, June 1991Copyright © 1989, 1991 Free Software Foundation, Inc.,51 Franklin Street, Fifth Floor, Boston, MA 02110-1301 USA Everyone permitted copy distribute verbatim copies license document, changing allowed.","code":""},{"path":"https://davidcarslaw.github.io/deweather/LICENSE.html","id":"preamble","dir":"","previous_headings":"","what":"Preamble","title":"GNU General Public License","text":"licenses software designed take away freedom share change . contrast, GNU General Public License intended guarantee freedom share change free software–make sure software free users. General Public License applies Free Software Foundation’s software program whose authors commit using . (Free Software Foundation software covered GNU Lesser General Public License instead.) can apply programs, . speak free software, referring freedom, price. General Public Licenses designed make sure freedom distribute copies free software (charge service wish), receive source code can get want , can change software use pieces new free programs; know can things. protect rights, need make restrictions forbid anyone deny rights ask surrender rights. restrictions translate certain responsibilities distribute copies software, modify . example, distribute copies program, whether gratis fee, must give recipients rights . must make sure , , receive can get source code. must show terms know rights. protect rights two steps: (1) copyright software, (2) offer license gives legal permission copy, distribute /modify software. Also, author’s protection , want make certain everyone understands warranty free software. software modified someone else passed , want recipients know original, problems introduced others reflect original authors’ reputations. Finally, free program threatened constantly software patents. wish avoid danger redistributors free program individually obtain patent licenses, effect making program proprietary. prevent , made clear patent must licensed everyone’s free use licensed . precise terms conditions copying, distribution modification follow.","code":""},{"path":"https://davidcarslaw.github.io/deweather/LICENSE.html","id":"terms-and-conditions-for-copying-distribution-and-modification","dir":"","previous_headings":"","what":"TERMS AND CONDITIONS FOR COPYING, DISTRIBUTION AND MODIFICATION","title":"GNU General Public License","text":"0. License applies program work contains notice placed copyright holder saying may distributed terms General Public License. “Program”, , refers program work, “work based Program” means either Program derivative work copyright law: say, work containing Program portion , either verbatim modifications /translated another language. (Hereinafter, translation included without limitation term “modification”.) licensee addressed “”. Activities copying, distribution modification covered License; outside scope. act running Program restricted, output Program covered contents constitute work based Program (independent made running Program). Whether true depends Program . 1. may copy distribute verbatim copies Program’s source code receive , medium, provided conspicuously appropriately publish copy appropriate copyright notice disclaimer warranty; keep intact notices refer License absence warranty; give recipients Program copy License along Program. may charge fee physical act transferring copy, may option offer warranty protection exchange fee. 2. may modify copy copies Program portion , thus forming work based Program, copy distribute modifications work terms Section 1 , provided also meet conditions: ) must cause modified files carry prominent notices stating changed files date change. b) must cause work distribute publish, whole part contains derived Program part thereof, licensed whole charge third parties terms License. c) modified program normally reads commands interactively run, must cause , started running interactive use ordinary way, print display announcement including appropriate copyright notice notice warranty (else, saying provide warranty) users may redistribute program conditions, telling user view copy License. (Exception: Program interactive normally print announcement, work based Program required print announcement.) requirements apply modified work whole. identifiable sections work derived Program, can reasonably considered independent separate works , License, terms, apply sections distribute separate works. distribute sections part whole work based Program, distribution whole must terms License, whose permissions licensees extend entire whole, thus every part regardless wrote . Thus, intent section claim rights contest rights work written entirely ; rather, intent exercise right control distribution derivative collective works based Program. addition, mere aggregation another work based Program Program (work based Program) volume storage distribution medium bring work scope License. 3. may copy distribute Program (work based , Section 2) object code executable form terms Sections 1 2 provided also one following: ) Accompany complete corresponding machine-readable source code, must distributed terms Sections 1 2 medium customarily used software interchange; , b) Accompany written offer, valid least three years, give third party, charge cost physically performing source distribution, complete machine-readable copy corresponding source code, distributed terms Sections 1 2 medium customarily used software interchange; , c) Accompany information received offer distribute corresponding source code. (alternative allowed noncommercial distribution received program object code executable form offer, accord Subsection b .) source code work means preferred form work making modifications . executable work, complete source code means source code modules contains, plus associated interface definition files, plus scripts used control compilation installation executable. However, special exception, source code distributed need include anything normally distributed (either source binary form) major components (compiler, kernel, ) operating system executable runs, unless component accompanies executable. distribution executable object code made offering access copy designated place, offering equivalent access copy source code place counts distribution source code, even though third parties compelled copy source along object code. 4. may copy, modify, sublicense, distribute Program except expressly provided License. attempt otherwise copy, modify, sublicense distribute Program void, automatically terminate rights License. However, parties received copies, rights, License licenses terminated long parties remain full compliance. 5. required accept License, since signed . However, nothing else grants permission modify distribute Program derivative works. actions prohibited law accept License. Therefore, modifying distributing Program (work based Program), indicate acceptance License , terms conditions copying, distributing modifying Program works based . 6. time redistribute Program (work based Program), recipient automatically receives license original licensor copy, distribute modify Program subject terms conditions. may impose restrictions recipients’ exercise rights granted herein. responsible enforcing compliance third parties License. 7. , consequence court judgment allegation patent infringement reason (limited patent issues), conditions imposed (whether court order, agreement otherwise) contradict conditions License, excuse conditions License. distribute satisfy simultaneously obligations License pertinent obligations, consequence may distribute Program . example, patent license permit royalty-free redistribution Program receive copies directly indirectly , way satisfy License refrain entirely distribution Program. portion section held invalid unenforceable particular circumstance, balance section intended apply section whole intended apply circumstances. purpose section induce infringe patents property right claims contest validity claims; section sole purpose protecting integrity free software distribution system, implemented public license practices. Many people made generous contributions wide range software distributed system reliance consistent application system; author/donor decide willing distribute software system licensee impose choice. section intended make thoroughly clear believed consequence rest License. 8. distribution /use Program restricted certain countries either patents copyrighted interfaces, original copyright holder places Program License may add explicit geographical distribution limitation excluding countries, distribution permitted among countries thus excluded. case, License incorporates limitation written body License. 9. Free Software Foundation may publish revised /new versions General Public License time time. new versions similar spirit present version, may differ detail address new problems concerns. version given distinguishing version number. Program specifies version number License applies “later version”, option following terms conditions either version later version published Free Software Foundation. Program specify version number License, may choose version ever published Free Software Foundation. 10. wish incorporate parts Program free programs whose distribution conditions different, write author ask permission. software copyrighted Free Software Foundation, write Free Software Foundation; sometimes make exceptions . decision guided two goals preserving free status derivatives free software promoting sharing reuse software generally.","code":""},{"path":"https://davidcarslaw.github.io/deweather/LICENSE.html","id":"no-warranty","dir":"","previous_headings":"","what":"NO WARRANTY","title":"GNU General Public License","text":"11. PROGRAM LICENSED FREE CHARGE, WARRANTY PROGRAM, EXTENT PERMITTED APPLICABLE LAW. EXCEPT OTHERWISE STATED WRITING COPYRIGHT HOLDERS /PARTIES PROVIDE PROGRAM “” WITHOUT WARRANTY KIND, EITHER EXPRESSED IMPLIED, INCLUDING, LIMITED , IMPLIED WARRANTIES MERCHANTABILITY FITNESS PARTICULAR PURPOSE. ENTIRE RISK QUALITY PERFORMANCE PROGRAM . PROGRAM PROVE DEFECTIVE, ASSUME COST NECESSARY SERVICING, REPAIR CORRECTION. 12. EVENT UNLESS REQUIRED APPLICABLE LAW AGREED WRITING COPYRIGHT HOLDER, PARTY MAY MODIFY /REDISTRIBUTE PROGRAM PERMITTED , LIABLE DAMAGES, INCLUDING GENERAL, SPECIAL, INCIDENTAL CONSEQUENTIAL DAMAGES ARISING USE INABILITY USE PROGRAM (INCLUDING LIMITED LOSS DATA DATA RENDERED INACCURATE LOSSES SUSTAINED THIRD PARTIES FAILURE PROGRAM OPERATE PROGRAMS), EVEN HOLDER PARTY ADVISED POSSIBILITY DAMAGES. END TERMS CONDITIONS","code":""},{"path":"https://davidcarslaw.github.io/deweather/LICENSE.html","id":"how-to-apply-these-terms-to-your-new-programs","dir":"","previous_headings":"","what":"How to Apply These Terms to Your New Programs","title":"GNU General Public License","text":"develop new program, want greatest possible use public, best way achieve make free software everyone can redistribute change terms. , attach following notices program. safest attach start source file effectively convey exclusion warranty; file least “copyright” line pointer full notice found. Also add information contact electronic paper mail. program interactive, make output short notice like starts interactive mode: hypothetical commands show w show c show appropriate parts General Public License. course, commands use may called something show w show c; even mouse-clicks menu items–whatever suits program. also get employer (work programmer) school, , sign “copyright disclaimer” program, necessary. sample; alter names: General Public License permit incorporating program proprietary programs. program subroutine library, may consider useful permit linking proprietary applications library. want , use GNU Lesser General Public License instead License.","code":"<one line to give the program's name and a brief idea of what it does.> Copyright (C) <year>  <name of author>  This program is free software; you can redistribute it and/or modify it under the terms of the GNU General Public License as published by the Free Software Foundation; either version 2 of the License, or (at your option) any later version.  This program is distributed in the hope that it will be useful, but WITHOUT ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the GNU General Public License for more details.  You should have received a copy of the GNU General Public License along with this program; if not, write to the Free Software Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301 USA. Gnomovision version 69, Copyright (C) year name of author Gnomovision comes with ABSOLUTELY NO WARRANTY; for details type `show w'. This is free software, and you are welcome to redistribute it under certain conditions; type `show c' for details. Yoyodyne, Inc., hereby disclaims all copyright interest in the program `Gnomovision' (which makes passes at compilers) written by James Hacker.  <signature of Ty Coon>, 1 April 1989 Ty Coon, President of Vice"},{"path":"https://davidcarslaw.github.io/deweather/articles/deweather.html","id":"introduction","dir":"Articles","previous_headings":"","what":"Introduction","title":"Meteorological Normalisation with {deweather}","text":"Meteorology plays central role affecting concentrations pollutants atmosphere. considering trends air pollutants can difficult know whether change concentration due emissions meteorology. deweather package uses powerful statistical technique based boosted regression trees using gbm package 1. Statistical models developed explain concentrations using meteorological variables. models can tested randomly withheld data aim developing appropriate model.","code":""},{"path":"https://davidcarslaw.github.io/deweather/articles/deweather.html","id":"example-data-set","dir":"Articles","previous_headings":"","what":"Example data set","title":"Meteorological Normalisation with {deweather}","text":"deweather package comes comprehensive data set air quality meteorological data. air quality data Marylebone Road central London (obtained openair package) meteorological data Heathrow Airport (obtained worldmet package). road_data data frame contains various pollutants NOx, NO2, ethane isoprene well meteorological data including wind speed, wind direction, relative humidity, ambient temperature cloud cover. Code obtain data directly can found . speed examples article ’ll randomly sample road_data.","code":"head(road_data) #> # A tibble: 6 × 11 #>   date                  nox   no2 ethane isoprene benzene    ws    wd air_temp #>   <dttm>              <dbl> <dbl>  <dbl>    <dbl>   <dbl> <dbl> <dbl>    <dbl> #> 1 1998-01-01 00:00:00   546    74     NA       NA      NA   1     280     3.6  #> 2 1998-01-01 01:00:00    NA    NA     NA       NA      NA   1     230     3.5  #> 3 1998-01-01 02:00:00    NA    NA     NA       NA      NA   1.5   180     4.25 #> 4 1998-01-01 03:00:00   944    99     NA       NA      NA  NA      NA    NA    #> 5 1998-01-01 04:00:00   894   149     NA       NA      NA   1.5   180     3.8  #> 6 1998-01-01 05:00:00   506    80     NA       NA      NA   1     190     3.5  #> # ℹ 2 more variables: RH <dbl>, cl <dbl>"},{"path":"https://davidcarslaw.github.io/deweather/articles/deweather.html","id":"construct-and-test-models","dir":"Articles","previous_headings":"","what":"Construct and test model(s)","title":"Meteorological Normalisation with {deweather}","text":"testMod() function used build test various models help derive appropriate. example, restrict data model 4 years. Note variables \"hour\" \"weekday\" used variables can used explain variation. \"hour\" example usefully acts proxy diurnal variation emissions. output shows default performance model applied withheld random 20% (default) data, .e., model evaluated data used build model. Common model evaluation metrics also given.","code":"library(openair) # select only part of the data set dat_part <- selectByDate(road_data, year = 2001:2004)  # to speed up the example, sample rows in `dat_part` # not needed in reality dat_part <- dplyr::slice_sample(dat_part, prop = 1/10)  # test a model with commonly used covariates mod_test <-   testMod(     dat_part,     vars = c(\"trend\", \"ws\", \"wd\", \"hour\", \"weekday\", \"air_temp\", \"week\"),     pollutant = \"no2\"   ) #> ℹ Optimum number of trees is 398 #> ℹ RMSE from cross-validation is 23.59 #> ℹ Percent increase in RMSE using test data is 28.0%"},{"path":"https://davidcarslaw.github.io/deweather/articles/deweather.html","id":"build-a-model","dir":"Articles","previous_headings":"","what":"Build a model","title":"Meteorological Normalisation with {deweather}","text":"Assuming good model can developed, can now explored detail using optimum number trees testMod(). function returns deweather object can interrogated shown .","code":"mod_no2 <- buildMod(   dat_part,   vars = c(\"trend\", \"ws\", \"wd\", \"hour\", \"weekday\", \"air_temp\", \"week\"),   pollutant = \"no2\",   n.trees = mod_test$optimum_trees,    n.core = 6 )"},{"path":[]},{"path":"https://davidcarslaw.github.io/deweather/articles/deweather.html","id":"plot-all-partial-dependencies","dir":"Articles","previous_headings":"Examine the partial dependencies","what":"Plot all partial dependencies","title":"Meteorological Normalisation with {deweather}","text":"One benefits boosted regression tree approach partial dependencies can explored. simple terms, partial dependencies show relationship pollutant interest covariates used model holding value covariates mean level. 7 partial dependencies deweather model.","code":"plotPD(mod_no2, nrow = 4)"},{"path":"https://davidcarslaw.github.io/deweather/articles/deweather.html","id":"plot-two-way-interactions","dir":"Articles","previous_headings":"Examine the partial dependencies","what":"Plot two-way interactions","title":"Meteorological Normalisation with {deweather}","text":"can useful plot important two-way interactions. example interaction \"ws\" \"air_temp\" considered. plot shows NO2 tends high wind speed low temperature low, .e., stable atmospheric conditions. Also NO2 tends high temperature high, likely due O3 available convert NO2. fact, background O3 probably useful covariate add model. two-way interaction plot showing interaction wind speed air temperature","code":"plot2Way(mod_no2, variable = c(\"ws\", \"air_temp\"))"},{"path":"https://davidcarslaw.github.io/deweather/articles/deweather.html","id":"apply-meteorological-averaging","dir":"Articles","previous_headings":"","what":"Apply meteorological averaging","title":"Meteorological Normalisation with {deweather}","text":"indication meteorologically-averaged trend given plotPD() function , can even isolated using variable argument. partial dependence plot ‘trend’ component. better indication given using model predict many times random sampling meteorological conditions. sampling carried metSim() function. Note case need supply \"trend\" component calculated using metSim(). Now possible plot resulting trend. deweathered nitrogen dioxide trend. plot rather noisy due relatively samples meteorology considered (200 default, set B = 200). noise reduced increasing simulations, add run time. Alternatively, can useful simply average results. example: time-averaged deweathered nitrogen dioxide trend.","code":"plotPD(mod_no2, variable = \"trend\") demet <- metSim(mod_no2,   newdata = dat_part,   metVars = c(\"ws\", \"wd\", \"hour\", \"weekday\", \"air_temp\", \"week\") ) openair::timePlot(demet, \"no2\", ylab = \"Deweathered no2 (ug/m3)\") openair::timePlot(demet, \"no2\", avg.time = \"week\", ylab = \"Deweathered no2 (ug/m3)\")"},{"path":"https://davidcarslaw.github.io/deweather/authors.html","id":null,"dir":"","previous_headings":"","what":"Authors","title":"Authors and Citation","text":"David Carslaw. Author, maintainer.","code":""},{"path":"https://davidcarslaw.github.io/deweather/authors.html","id":"citation","dir":"","previous_headings":"","what":"Citation","title":"Authors and Citation","text":"Carslaw D (2024). deweather: Remove influence weather air quality data. R package version 0.7.2.9102, https://github.com/davidcarslaw/deweather, https://davidcarslaw.github.io/deweather/.","code":"@Manual{,   title = {deweather: Remove the influence of weather on air quality data},   author = {David Carslaw},   year = {2024},   note = {R package version 0.7.2.9102,     https://github.com/davidcarslaw/deweather},   url = {https://davidcarslaw.github.io/deweather/}, }"},{"path":[]},{"path":[]},{"path":"https://davidcarslaw.github.io/deweather/index.html","id":"id_-core-features","dir":"","previous_headings":"","what":"💡 Core Features","title":"Remove the influence of weather on air quality data","text":"deweather makes straightforward test, build, evaluate models R. Test build meteorological normalisation models flexibly using testMod() buildMod(). Plot examine models myriad ways, including visualising partial dependencies, using functions like plotPD() plot2Way(). Apply meteorological averaging using metSim() obtain meteorologically normalised air quality timeseries. Modelling can computationally intensive therefore deweather makes use parallel processing, work Windows, Linux Mac OSX.","code":""},{"path":"https://davidcarslaw.github.io/deweather/index.html","id":"id_-documentation","dir":"","previous_headings":"","what":"📖 Documentation","title":"Remove the influence of weather on air quality data","text":"deweather functions fully documented; access documentation using R IDE choice. Documentation also hosted online package website.  guide openair toolkit can found online book, contains lots code snippets, demonstrations functionality, ideas application openair’s various functions.","code":"?deweather::buildMod"},{"path":"https://davidcarslaw.github.io/deweather/index.html","id":"id_️-installation","dir":"","previous_headings":"","what":"🗃️ Installation","title":"Remove the influence of weather on air quality data","text":"deweather yet CRAN. development version deweather can installed GitHub using pak: 🏛️ deweather primarily maintained David Carslaw. 📃 deweather licensed GNU General Public License. 🧑‍💻 Contributions welcome wider community. See contributing guide code conduct information.","code":"# install.packages(\"pak\") pak::pak(\"davidcarslaw/deweather\")"},{"path":"https://davidcarslaw.github.io/deweather/reference/buildMod.html","id":null,"dir":"Reference","previous_headings":"","what":"Function to apply meteorological normalisation — buildMod","title":"Function to apply meteorological normalisation — buildMod","text":"main function apply gbm::gbm() model data set.","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/buildMod.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Function to apply meteorological normalisation — buildMod","text":"","code":"buildMod(   input_data,   vars = c(\"trend\", \"ws\", \"wd\", \"hour\", \"weekday\", \"air_temp\"),   pollutant = \"nox\",   sam.size = nrow(input_data),   n.trees = 200,   shrinkage = 0.1,   interaction.depth = 5,   bag.fraction = 0.5,   n.minobsinnode = 10,   cv.folds = 0,   simulate = FALSE,   B = 100,   n.core = 4,   seed = 123 )"},{"path":"https://davidcarslaw.github.io/deweather/reference/buildMod.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Function to apply meteorological normalisation — buildMod","text":"input_data Data frame analyse. Must contain POSIXct field called date. vars Explanatory variables use. variables used build gbm::gbm() model. Note model must include trend component. Several variables can automatically calculated (see prepData() details). pollutant name variable apply meteorological normalisation . sam.size number random samples extract data model building. possible use full data set, data sets spanning years model building can take long time run. Additionally, diminishing returns terms model accuracy. sam.size greater number number rows data, number rows data used instead. n.trees Number trees fit. shrinkage shrinkage parameter applied tree expansion. Also known learning rate step-size reduction; 0.001 0.1 usually work, smaller learning rate typically requires trees. Default 0.1. interaction.depth Integer specifying maximum depth tree (.e., highest level variable interactions allowed). value 1 implies additive model, value 2 implies model 2-way interactions, etc. Default 5. bag.fraction fraction training set observations randomly selected propose next tree expansion. introduces randomness model fit. bag.fraction < 1 running model twice result similar different. n.minobsinnode Integer specifying minimum number observations terminal nodes trees. Note actual number observations, total weight. cv.folds Number cross-validation folds perform. cv.folds > 1 gbm::gbm(), addition usual fit, perform cross-validation, calculate estimate generalization error returned cv.error. simulate original time series randomly sampled replacement? default FALSE. Setting simulate = TRUE can useful estimating model uncertainties. case models run multiple times B = 1 different value seed e.g. seed = runif(1). B Number bootstrap simulations partial dependence plots. n.core Number cores use parallel processing. seed Random number seed reproducibility returned model.","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/buildMod.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Function to apply meteorological normalisation — buildMod","text":"Returns list including model, influence data frame partial dependence data frame.","code":""},{"path":[]},{"path":"https://davidcarslaw.github.io/deweather/reference/buildMod.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Function to apply meteorological normalisation — buildMod","text":"David Carslaw","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/deweather-package.html","id":null,"dir":"Reference","previous_headings":"","what":"deweather: Remove the influence of weather on air quality data — deweather-package","title":"deweather: Remove the influence of weather on air quality data — deweather-package","text":"Model account (remove) effect meteorology atmospheric composition data. technique uses boosted regression trees based gbm package. Code can also run using multiple cores available.","code":""},{"path":[]},{"path":"https://davidcarslaw.github.io/deweather/reference/deweather-package.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"deweather: Remove the influence of weather on air quality data — deweather-package","text":"Maintainer: David Carslaw david.carslaw@york.ac.uk (ORCID)","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/diurnalGbm.html","id":null,"dir":"Reference","previous_headings":"","what":"Plot diurnal changes, removing the effect of meteorology — diurnalGbm","title":"Plot diurnal changes, removing the effect of meteorology — diurnalGbm","text":"function calculates diurnal profile pollutant effect meteorology removed. primary use compare two periods determine whether shift diurnal profile e.g. due intervention.","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/diurnalGbm.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Plot diurnal changes, removing the effect of meteorology — diurnalGbm","text":"","code":"diurnalGbm(   input_data,   vars = c(\"ws\", \"wd\", \"hour\", \"weekday\"),   pollutant = \"nox\",   dates = c(\"01/01/2012\", \"31/12/2012\", \"31/12/2013\"),   ylab = \"value\",   plot = TRUE )"},{"path":"https://davidcarslaw.github.io/deweather/reference/diurnalGbm.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Plot diurnal changes, removing the effect of meteorology — diurnalGbm","text":"input_data data frame analyse. vars explanatory variables used model. pollutant Name pollutant apply meteorological normalisation . dates vector dates, length three. dates used partition data two categories (/). date format UK e.g. date = c(\"19/2/2005\", \"19/2/2007\", \"19/2/2010\"). ylab Label y-axis. plot plot produced? FALSE can useful analysing data extract plot components plotting ways.","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/diurnalGbm.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Plot diurnal changes, removing the effect of meteorology — diurnalGbm","text":"data","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/diurnalGbm.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Plot diurnal changes, removing the effect of meteorology — diurnalGbm","text":"David Carslaw","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/gbmInteractions.html","id":null,"dir":"Reference","previous_headings":"","what":"Quantify most important 2-way interactions — gbmInteractions","title":"Quantify most important 2-way interactions — gbmInteractions","text":"Quantify important 2-way interactions","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/gbmInteractions.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Quantify most important 2-way interactions — gbmInteractions","text":"","code":"gbmInteractions(dw_model)"},{"path":"https://davidcarslaw.github.io/deweather/reference/gbmInteractions.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Quantify most important 2-way interactions — gbmInteractions","text":"dw_model Model object running buildMod().","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/gbmInteractions.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Quantify most important 2-way interactions — gbmInteractions","text":"Interaction information.","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/gbmInteractions.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Quantify most important 2-way interactions — gbmInteractions","text":"David Carslaw","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/metSim.html","id":null,"dir":"Reference","previous_headings":"","what":"Function to run random meteorological simulations on a gbm model — metSim","title":"Function to run random meteorological simulations on a gbm model — metSim","text":"Function run random meteorological simulations gbm model","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/metSim.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Function to run random meteorological simulations on a gbm model — metSim","text":"","code":"metSim(   dw_model,   newdata,   metVars = c(\"ws\", \"wd\", \"air_temp\"),   n.core = 4,   B = 200 )"},{"path":"https://davidcarslaw.github.io/deweather/reference/metSim.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Function to run random meteorological simulations on a gbm model — metSim","text":"dw_model Model object running buildMod(). newdata Data set apply model. missing data used build model first place used. metVars variables randomly varied. n.core Number cores use. B Number simulations","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/metSim.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Function to run random meteorological simulations on a gbm model — metSim","text":"tibble","code":""},{"path":[]},{"path":"https://davidcarslaw.github.io/deweather/reference/metSim.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Function to run random meteorological simulations on a gbm model — metSim","text":"David Carslaw","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/pipe.html","id":null,"dir":"Reference","previous_headings":"","what":"Pipe operator — %>%","title":"Pipe operator — %>%","text":"See magrittr::[\\%>\\%][magrittr::pipe] details.","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/pipe.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Pipe operator — %>%","text":"","code":"lhs %>% rhs"},{"path":"https://davidcarslaw.github.io/deweather/reference/pipe.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Pipe operator — %>%","text":"lhs value magrittr placeholder. rhs function call using magrittr semantics.","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/pipe.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Pipe operator — %>%","text":"result calling rhs(lhs).","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/plot2Way.html","id":null,"dir":"Reference","previous_headings":"","what":"Plot two-way interactions from gbm model — plot2Way","title":"Plot two-way interactions from gbm model — plot2Way","text":"Plot two-way interactions gbm model","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/plot2Way.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Plot two-way interactions from gbm model — plot2Way","text":"","code":"plot2Way(   dw_model,   variable = c(\"ws\", \"air_temp\"),   res = 100,   exclude = TRUE,   cols = \"default\",   dist = 0.05,   plot = TRUE,   ... )"},{"path":"https://davidcarslaw.github.io/deweather/reference/plot2Way.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Plot two-way interactions from gbm model — plot2Way","text":"dw_model Model object running buildMod(). variable variables plot. Must length two e.g. variables = c(\"ws\", \"wd\"). res Resolution x-y, .e., number points dimension. exclude surfaces exclude predictions far original data? default TRUE. cols Colours used plotting, passed openair::openColours(). dist plotting surfaces, dist controls far original data predictions made. See exclude..far mgcv package. Data first transformed unit square. Values 0 1. plot plot produced? FALSE can useful analysing data extract plot components plotting ways. ... arguments passed plotting.","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/plot2Way.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Plot two-way interactions from gbm model — plot2Way","text":"add","code":""},{"path":[]},{"path":"https://davidcarslaw.github.io/deweather/reference/plot2Way.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Plot two-way interactions from gbm model — plot2Way","text":"David Carslaw","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/plotInfluence.html","id":null,"dir":"Reference","previous_headings":"","what":"Plot a GBM influence plot — plotInfluence","title":"Plot a GBM influence plot — plotInfluence","text":"Plot GBM influence plot","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/plotInfluence.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Plot a GBM influence plot — plotInfluence","text":"","code":"plotInfluence(dw_model, col = \"grey30\", sort = TRUE)"},{"path":"https://davidcarslaw.github.io/deweather/reference/plotInfluence.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Plot a GBM influence plot — plotInfluence","text":"dw_model Model object running buildMod(). col Colour use use colour bars. Alternatively, users can provide \"var\" colour bar differently, \"mean\" colour bar mean relative variable influence. sort Sort variables relative variable influences? Defaults TRUE. FALSE displays alphabetically.","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/plotInfluence.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Plot a GBM influence plot — plotInfluence","text":"Plot","code":""},{"path":[]},{"path":"https://davidcarslaw.github.io/deweather/reference/plotInfluence.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Plot a GBM influence plot — plotInfluence","text":"David Carslaw","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/plotPD.html","id":null,"dir":"Reference","previous_headings":"","what":"Function to plot partial dependence plots with bootstrap uncertainties — plotPD","title":"Function to plot partial dependence plots with bootstrap uncertainties — plotPD","text":"Function plot partial dependence plots bootstrap uncertainties","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/plotPD.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Function to plot partial dependence plots with bootstrap uncertainties — plotPD","text":"","code":"plotPD(   dw_model,   variable = \"all\",   intervals = 40,   ylim = NULL,   ylab = NULL,   col = \"tomato\",   nrow = NULL,   polar.wd = FALSE,   auto.text = TRUE,   plot = TRUE )"},{"path":"https://davidcarslaw.github.io/deweather/reference/plotPD.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Function to plot partial dependence plots with bootstrap uncertainties — plotPD","text":"dw_model Model object running buildMod(). variable variable(s) plot. Defaults \"\", plots variables. intervals Number intervals calculate partial dependence . ylim user-specified ylim. ylab y-axis label. default pollutant name. col Colour panels. Passed openair::openColours(). nrow Number rows plots. polar.wd Plot wind direction components, labelled \"wd\", polar axis? Defaults FALSE. auto.text Either TRUE (default) FALSE. TRUE titles axis labels automatically try format pollutant names units properly, e.g., subscripting \"2\" \"NO2\". plot plot produced? FALSE can useful analysing data extract plot components plotting ways.","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/plotPD.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Function to plot partial dependence plots with bootstrap uncertainties — plotPD","text":"Invisibly returns list containing plot, plot, list individual plots, panels, list data used create , data. plot patchwork object, can manipulated using & ggplot2.","code":""},{"path":[]},{"path":"https://davidcarslaw.github.io/deweather/reference/plotPD.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Function to plot partial dependence plots with bootstrap uncertainties — plotPD","text":"David Carslaw","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/prepData.html","id":null,"dir":"Reference","previous_headings":"","what":"Function to prepare data frame for modelling — prepData","title":"Function to prepare data frame for modelling — prepData","text":"function takes data frame contains field date variables adds common variables needed modelling functions. function run automatically buildMod() can used separately analysis. variables include: hour - hour day 0 23. hour.local - hour local time zone. Note local time zone need supplied (see local.tz). purpose using local time rather UTC emissions can vary strongly local time rather UTC. weekday - day week. trend - trend calculated decimal year. week - week year. Useful taking account long-term seasonal variations. jday - Julian Day number. month - month year. Useful taking account long-term seasonal variations.","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/prepData.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Function to prepare data frame for modelling — prepData","text":"","code":"prepData(   mydata,   add = c(\"hour\", \"hour.local\", \"weekday\", \"trend\", \"week\", \"jday\", \"month\"),   local.tz = \"Europe/London\",   lag = NULL )"},{"path":"https://davidcarslaw.github.io/deweather/reference/prepData.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Function to prepare data frame for modelling — prepData","text":"mydata data frame process. add Names explanatory variables include. local.tz Used hour needs expressed local time. can useful situations anthropogenic emissions source strong follows local time rather UTC. lag Variables(s) lag. variables included add new columns data frame. example lag = \"ws\" add new columns lag1ws. Adding variables can improve explanatory power models. Variables lagged one unit time.","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/prepData.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Function to prepare data frame for modelling — prepData","text":"data frame new variables.","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/prepData.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Function to prepare data frame for modelling — prepData","text":"David Carslaw","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/road_data.html","id":null,"dir":"Reference","previous_headings":"","what":"Example data for deweather — road_data","title":"Example data for deweather — road_data","text":"road_data dataset provided example dataset part deweather package. dataset contains hourly measurements air pollutant concentrations, wind speed wind direction collected Marylebone (London) air quality monitoring supersite 1st January 1998 23rd June 2005.","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/road_data.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Example data for deweather — road_data","text":"","code":"road_data"},{"path":"https://davidcarslaw.github.io/deweather/reference/road_data.html","id":"format","dir":"Reference","previous_headings":"","what":"Format","title":"Example data for deweather — road_data","text":"Data frame 65533 observations (rows) following 10 variables: date Observation date/time stamp year-month-day hour:minute:second format (POSIXct). ws Wind speed, m/s, numeric vector. wd Wind direction, degrees North, numeric vector. nox Oxides nitrogen concentration, ppb, numeric vector. no2 Nitrogen dioxide concentration, ppb, numeric vector. o3 Ozone concentration, ppb, numeric vector. pm10 Particulate PM10 fraction measurement, ug/m3 (raw TEOM), numeric vector. so2 Sulfur dioxide concentration, ppb, numeric vector. co Carbon monoxide concentration, ppm, numeric vector. pm25 Particulate PM2.5 fraction measurement, ug/m3, numeric vector.","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/road_data.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Example data for deweather — road_data","text":"","code":"# basic structure head(road_data) #> # A tibble: 6 × 11 #>   date                  nox   no2 ethane isoprene benzene    ws    wd air_temp #>   <dttm>              <dbl> <dbl>  <dbl>    <dbl>   <dbl> <dbl> <dbl>    <dbl> #> 1 1998-01-01 00:00:00   546    74     NA       NA      NA   1     280     3.6  #> 2 1998-01-01 01:00:00    NA    NA     NA       NA      NA   1     230     3.5  #> 3 1998-01-01 02:00:00    NA    NA     NA       NA      NA   1.5   180     4.25 #> 4 1998-01-01 03:00:00   944    99     NA       NA      NA  NA      NA    NA    #> 5 1998-01-01 04:00:00   894   149     NA       NA      NA   1.5   180     3.8  #> 6 1998-01-01 05:00:00   506    80     NA       NA      NA   1     190     3.5  #> # ℹ 2 more variables: RH <dbl>, cl <dbl>"},{"path":"https://davidcarslaw.github.io/deweather/reference/testMod.html","id":null,"dir":"Reference","previous_headings":"","what":"Function to test different meteorological normalisation models. — testMod","title":"Function to test different meteorological normalisation models. — testMod","text":"Function test different meteorological normalisation models.","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/testMod.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Function to test different meteorological normalisation models. — testMod","text":"","code":"testMod(   input_data,   vars = c(\"trend\", \"ws\", \"wd\", \"hour\", \"weekday\", \"air_temp\"),   pollutant = \"nox\",   train.frac = 0.8,   n.trees = NA,   shrinkage = 0.1,   interaction.depth = 5,   bag.fraction = 0.5,   n.minobsinnode = 10,   cv.folds = 5,   seed = 123,   plot = TRUE )"},{"path":"https://davidcarslaw.github.io/deweather/reference/testMod.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Function to test different meteorological normalisation models. — testMod","text":"input_data Data frame analyse. Must contain POSIXct field called date. vars Explanatory variables use. variables used build gbm::gbm() model. Note model must include trend component. Several variables can automatically calculated (see prepData() details). pollutant name variable apply meteorological normalisation . train.frac Fraction data train model . model tested withheld 0.2 proportion. n.trees Number trees use. n.trees = NA function conduct cross-validation calculate optimum number. shrinkage shrinkage parameter applied tree expansion. Also known learning rate step-size reduction; 0.001 0.1 usually work, smaller learning rate typically requires trees. Default 0.1. interaction.depth Integer specifying maximum depth tree (.e., highest level variable interactions allowed). value 1 implies additive model, value 2 implies model 2-way interactions, etc. Default 5. bag.fraction fraction training set observations randomly selected propose next tree expansion. introduces randomness model fit. bag.fraction < 1 running model twice result similar different. n.minobsinnode Integer specifying minimum number observations terminal nodes trees. Note actual number observations, total weight. cv.folds Number cross-validation folds perform. cv.folds > 1 gbm::gbm(), addition usual fit, perform cross-validation, calculate estimate generalization error returned cv.error. seed Random number seed reproducibility returned model. plot default, TRUE, automatically prints plot two tables statistics review model output. FALSE disables behaviour.","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/testMod.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Function to test different meteorological normalisation models. — testMod","text":"Returns added.","code":""},{"path":[]},{"path":"https://davidcarslaw.github.io/deweather/reference/testMod.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Function to test different meteorological normalisation models. — testMod","text":"David Carslaw","code":""},{"path":[]},{"path":"https://davidcarslaw.github.io/deweather/news/index.html","id":"new-features-development-version","dir":"Changelog","previous_headings":"","what":"New Features","title":"deweather (development version)","text":"plot assemblies plotPD() testMod() now powered patchwork. allow post-hoc control plot assembly using & example.","code":""},{"path":"https://davidcarslaw.github.io/deweather/news/index.html","id":"bug-fixes-development-version","dir":"Changelog","previous_headings":"","what":"Bug fixes","title":"deweather (development version)","text":"Fixed issue buildMod() fail wasn’t character variable (e.g., “weekday”). Added ylab back explicit option plotPD(). prepData() now formally error mydata$date numeric/character/factor (.e., date/datetime). Fixed bug plotPD() work differently input buildMod() data.frame rather tibble.","code":""},{"path":[]},{"path":"https://davidcarslaw.github.io/deweather/news/index.html","id":"breaking-changes-0-7-2","dir":"Changelog","previous_headings":"","what":"Breaking changes","title":"deweather 0.7.2","text":"functions expect deweather object now use argument name dw_model consistency. default values vars model-building function now uses “air_temp” “temp”. brings line road_data worldmet outputs. gbm.interactions() renamed gbmInteractions() consistency functions. gbmInf() renamed plotInfluence() descriptive consistent plotting functions. plotAllPD() combined plotPD() therefore removed. dat longer exported. Users use road_data demo deweather functions.","code":""},{"path":"https://davidcarslaw.github.io/deweather/news/index.html","id":"new-features-0-7-2","dir":"Changelog","previous_headings":"","what":"New features","title":"deweather 0.7.2","text":"plotPD() now holds functionality plotting partial dependency plots, deprecating plotAllPD(). (#12) default, partial dependencies plotted (similar plotAllPD()). variable argument allows users specify specific variables (similar old plotPD()). Multiple variables can provided. col argument controls colour PD plots. multiple colours specified, repeated variables visualised. polar.wd argument optionally show wind direction PD polar coordinates. plotInfluence() (previously gmbInf()) gained two new arguments: sort (defaults TRUE) sort variables mean influence, ordering values y-axis. col controls colours. Users can specify var (makes bar different colour) mean (colours x-axis values). Many plotting functions received plot argument suppress printing plots, bringing deweather line recent versions openair. testMod() invisibly returns table statistics along plot. (#9) testMod() now prints one plot one table rather one plot two tables. ensures printed plot less distorted. lists returned plotPD() now named, making easier index. (#10) deweather model objects now nicer print(), plot(), head(), tail() summary() methods.","code":""},{"path":"https://davidcarslaw.github.io/deweather/news/index.html","id":"bug-fixes-0-7-2","dir":"Changelog","previous_headings":"","what":"Bug fixes","title":"deweather 0.7.2","text":"diurnalGbm() now longer plots extra 2-way graphs performs internal calculations.","code":""},{"path":"https://davidcarslaw.github.io/deweather/news/index.html","id":"deweather-07-1","dir":"Changelog","previous_headings":"","what":"deweather 0.7-1","title":"deweather 0.7-1","text":"First development version deweather.","code":""}]
+[{"path":[]},{"path":"https://davidcarslaw.github.io/deweather/CODE_OF_CONDUCT.html","id":"our-pledge","dir":"","previous_headings":"","what":"Our Pledge","title":"Contributor Covenant Code of Conduct","text":"members, contributors, leaders pledge make participation community harassment-free experience everyone, regardless age, body size, visible invisible disability, ethnicity, sex characteristics, gender identity expression, level experience, education, socio-economic status, nationality, personal appearance, race, caste, colour, religion, sexual identity orientation. pledge act interact ways contribute open, welcoming, diverse, inclusive, healthy community.","code":""},{"path":"https://davidcarslaw.github.io/deweather/CODE_OF_CONDUCT.html","id":"our-standards","dir":"","previous_headings":"","what":"Our Standards","title":"Contributor Covenant Code of Conduct","text":"Examples behaviour contributes positive environment community include: Demonstrating empathy kindness toward people respectful differing opinions, viewpoints, experiences Giving gracefully accepting constructive feedback Accepting responsibility apologizing affected mistakes, learning experience Focusing best just us individuals, overall community Examples unacceptable behaviour include: use sexualized language imagery, sexual attention advances kind Trolling, insulting derogatory comments, personal political attacks Public private harassment Publishing others’ private information, physical email address, without explicit permission conduct reasonably considered inappropriate professional setting","code":""},{"path":"https://davidcarslaw.github.io/deweather/CODE_OF_CONDUCT.html","id":"enforcement-responsibilities","dir":"","previous_headings":"","what":"Enforcement Responsibilities","title":"Contributor Covenant Code of Conduct","text":"Community leaders responsible clarifying enforcing standards acceptable behavior take appropriate fair corrective action response behavior deem inappropriate, threatening, offensive, harmful. Community leaders right responsibility remove, edit, reject comments, commits, code, wiki edits, issues, contributions aligned Code Conduct, communicate reasons moderation decisions appropriate.","code":""},{"path":"https://davidcarslaw.github.io/deweather/CODE_OF_CONDUCT.html","id":"scope","dir":"","previous_headings":"","what":"Scope","title":"Contributor Covenant Code of Conduct","text":"Code Conduct applies within community spaces, also applies individual officially representing community public spaces. Examples representing community include using official e-mail address, posting via official social media account, acting appointed representative online offline event.","code":""},{"path":"https://davidcarslaw.github.io/deweather/CODE_OF_CONDUCT.html","id":"enforcement","dir":"","previous_headings":"","what":"Enforcement","title":"Contributor Covenant Code of Conduct","text":"Instances abusive, harassing, otherwise unacceptable behavior may reported community leaders responsible via GitHub platform. complaints reviewed investigated promptly fairly. community leaders obligated respect privacy security reporter incident.","code":""},{"path":"https://davidcarslaw.github.io/deweather/CODE_OF_CONDUCT.html","id":"enforcement-guidelines","dir":"","previous_headings":"","what":"Enforcement Guidelines","title":"Contributor Covenant Code of Conduct","text":"Community leaders follow Community Impact Guidelines determining consequences action deem violation Code Conduct:","code":""},{"path":"https://davidcarslaw.github.io/deweather/CODE_OF_CONDUCT.html","id":"id_1-correction","dir":"","previous_headings":"Enforcement Guidelines","what":"1. Correction","title":"Contributor Covenant Code of Conduct","text":"Community Impact: Use inappropriate language behaviour deemed unprofessional unwelcome community. Consequence: private, written warning community leaders, providing clarity around nature violation explanation behaviour inappropriate. public apology may requested.","code":""},{"path":"https://davidcarslaw.github.io/deweather/CODE_OF_CONDUCT.html","id":"id_2-warning","dir":"","previous_headings":"Enforcement Guidelines","what":"2. Warning","title":"Contributor Covenant Code of Conduct","text":"Community Impact: violation single incident series actions. Consequence: warning consequences continued behaviour. interaction people involved, including unsolicited interaction enforcing Code Conduct, specified period time. includes avoiding interactions community spaces well external channels like social media. Violating terms may lead temporary permanent ban.","code":""},{"path":"https://davidcarslaw.github.io/deweather/CODE_OF_CONDUCT.html","id":"id_3-temporary-ban","dir":"","previous_headings":"Enforcement Guidelines","what":"3. Temporary Ban","title":"Contributor Covenant Code of Conduct","text":"Community Impact: serious violation community standards, including sustained inappropriate behaviour. Consequence: temporary ban sort interaction public communication community specified period time. public private interaction people involved, including unsolicited interaction enforcing Code Conduct, allowed period. Violating terms may lead permanent ban.","code":""},{"path":"https://davidcarslaw.github.io/deweather/CODE_OF_CONDUCT.html","id":"id_4-permanent-ban","dir":"","previous_headings":"Enforcement Guidelines","what":"4. Permanent Ban","title":"Contributor Covenant Code of Conduct","text":"Community Impact: Demonstrating pattern violation community standards, including sustained inappropriate behavior, harassment individual, aggression toward disparagement classes individuals. Consequence: permanent ban sort public interaction within community.","code":""},{"path":"https://davidcarslaw.github.io/deweather/CODE_OF_CONDUCT.html","id":"attribution","dir":"","previous_headings":"","what":"Attribution","title":"Contributor Covenant Code of Conduct","text":"Code Conduct adapted Contributor Covenant, version 2.1, available https://www.contributor-covenant.org/version/2/1/code_of_conduct.html. Community Impact Guidelines inspired Mozilla’s code conduct enforcement ladder. answers common questions code conduct, see FAQ https://www.contributor-covenant.org/faq. Translations available https://www.contributor-covenant.org/translations.","code":""},{"path":"https://davidcarslaw.github.io/deweather/CONTRIBUTING.html","id":null,"dir":"","previous_headings":"","what":"Contributing to deweather","title":"Contributing to deweather","text":"outlines propose change deweather.","code":""},{"path":"https://davidcarslaw.github.io/deweather/CONTRIBUTING.html","id":"fixing-typos","dir":"","previous_headings":"","what":"Fixing typos","title":"Contributing to deweather","text":"can fix typos, spelling mistakes, grammatical errors documentation directly using GitHub web interface, long changes made source file. generally means ’ll need edit roxygen2 comments .R, .Rd file. can find .R file generates .Rd reading comment first line.","code":""},{"path":"https://davidcarslaw.github.io/deweather/CONTRIBUTING.html","id":"bigger-changes","dir":"","previous_headings":"","what":"Bigger changes","title":"Contributing to deweather","text":"want make bigger change, ’s good idea first file issue make sure someone team agrees ’s needed. ’ve found bug, please file issue illustrates bug minimal reprex.","code":""},{"path":"https://davidcarslaw.github.io/deweather/CONTRIBUTING.html","id":"pull-request-process","dir":"","previous_headings":"Bigger changes","what":"Pull request process","title":"Contributing to deweather","text":"Fork package clone onto computer. haven’t done , recommend using usethis::create_from_github(\"davidcarslaw/deweather\", fork = TRUE). Install development dependencies devtools::install_dev_deps(), make sure package passes R CMD check running devtools::check(). R CMD check doesn’t pass cleanly, ’s good idea ask help continuing. Create Git branch pull request (PR). recommend using usethis::pr_init(\"brief-description--change\"). Make changes, commit git, create PR running usethis::pr_push(), following prompts browser. title PR briefly describe change. body PR contain Fixes #issue-number. user-facing changes, add bullet top NEWS.md (.e. just first header).","code":""},{"path":"https://davidcarslaw.github.io/deweather/CONTRIBUTING.html","id":"code-style","dir":"","previous_headings":"Bigger changes","what":"Code style","title":"Contributing to deweather","text":"Care taken new code follows style similar rest openair family. user-facing example exported functions written “lowerCamelCase” (.e., polarPlot() rather polar_plot()). use roxygen2, Markdown syntax, documentation.","code":""},{"path":"https://davidcarslaw.github.io/deweather/CONTRIBUTING.html","id":"code-of-conduct","dir":"","previous_headings":"","what":"Code of Conduct","title":"Contributing to deweather","text":"Please note openair project released Contributor Code Conduct. contributing project agree abide terms.","code":""},{"path":"https://davidcarslaw.github.io/deweather/LICENSE.html","id":null,"dir":"","previous_headings":"","what":"GNU General Public License","title":"GNU General Public License","text":"Version 2, June 1991Copyright © 1989, 1991 Free Software Foundation, Inc.,51 Franklin Street, Fifth Floor, Boston, MA 02110-1301 USA Everyone permitted copy distribute verbatim copies license document, changing allowed.","code":""},{"path":"https://davidcarslaw.github.io/deweather/LICENSE.html","id":"preamble","dir":"","previous_headings":"","what":"Preamble","title":"GNU General Public License","text":"licenses software designed take away freedom share change . contrast, GNU General Public License intended guarantee freedom share change free software–make sure software free users. General Public License applies Free Software Foundation’s software program whose authors commit using . (Free Software Foundation software covered GNU Lesser General Public License instead.) can apply programs, . speak free software, referring freedom, price. General Public Licenses designed make sure freedom distribute copies free software (charge service wish), receive source code can get want , can change software use pieces new free programs; know can things. protect rights, need make restrictions forbid anyone deny rights ask surrender rights. restrictions translate certain responsibilities distribute copies software, modify . example, distribute copies program, whether gratis fee, must give recipients rights . must make sure , , receive can get source code. must show terms know rights. protect rights two steps: (1) copyright software, (2) offer license gives legal permission copy, distribute /modify software. Also, author’s protection , want make certain everyone understands warranty free software. software modified someone else passed , want recipients know original, problems introduced others reflect original authors’ reputations. Finally, free program threatened constantly software patents. wish avoid danger redistributors free program individually obtain patent licenses, effect making program proprietary. prevent , made clear patent must licensed everyone’s free use licensed . precise terms conditions copying, distribution modification follow.","code":""},{"path":"https://davidcarslaw.github.io/deweather/LICENSE.html","id":"terms-and-conditions-for-copying-distribution-and-modification","dir":"","previous_headings":"","what":"TERMS AND CONDITIONS FOR COPYING, DISTRIBUTION AND MODIFICATION","title":"GNU General Public License","text":"0. License applies program work contains notice placed copyright holder saying may distributed terms General Public License. “Program”, , refers program work, “work based Program” means either Program derivative work copyright law: say, work containing Program portion , either verbatim modifications /translated another language. (Hereinafter, translation included without limitation term “modification”.) licensee addressed “”. Activities copying, distribution modification covered License; outside scope. act running Program restricted, output Program covered contents constitute work based Program (independent made running Program). 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EXCEPT OTHERWISE STATED WRITING COPYRIGHT HOLDERS /PARTIES PROVIDE PROGRAM “” WITHOUT WARRANTY KIND, EITHER EXPRESSED IMPLIED, INCLUDING, LIMITED , IMPLIED WARRANTIES MERCHANTABILITY FITNESS PARTICULAR PURPOSE. ENTIRE RISK QUALITY PERFORMANCE PROGRAM . PROGRAM PROVE DEFECTIVE, ASSUME COST NECESSARY SERVICING, REPAIR CORRECTION. 12. EVENT UNLESS REQUIRED APPLICABLE LAW AGREED WRITING COPYRIGHT HOLDER, PARTY MAY MODIFY /REDISTRIBUTE PROGRAM PERMITTED , LIABLE DAMAGES, INCLUDING GENERAL, SPECIAL, INCIDENTAL CONSEQUENTIAL DAMAGES ARISING USE INABILITY USE PROGRAM (INCLUDING LIMITED LOSS DATA DATA RENDERED INACCURATE LOSSES SUSTAINED THIRD PARTIES FAILURE PROGRAM OPERATE PROGRAMS), EVEN HOLDER PARTY ADVISED POSSIBILITY DAMAGES. END TERMS CONDITIONS","code":""},{"path":"https://davidcarslaw.github.io/deweather/LICENSE.html","id":"how-to-apply-these-terms-to-your-new-programs","dir":"","previous_headings":"","what":"How to Apply These Terms to Your New Programs","title":"GNU General Public License","text":"develop new program, want greatest possible use public, best way achieve make free software everyone can redistribute change terms. , attach following notices program. safest attach start source file effectively convey exclusion warranty; file least “copyright” line pointer full notice found. Also add information contact electronic paper mail. program interactive, make output short notice like starts interactive mode: hypothetical commands show w show c show appropriate parts General Public License. course, commands use may called something show w show c; even mouse-clicks menu items–whatever suits program. also get employer (work programmer) school, , sign “copyright disclaimer” program, necessary. sample; alter names: General Public License permit incorporating program proprietary programs. program subroutine library, may consider useful permit linking proprietary applications library. want , use GNU Lesser General Public License instead License.","code":"<one line to give the program's name and a brief idea of what it does.> Copyright (C) <year>  <name of author>  This program is free software; you can redistribute it and/or modify it under the terms of the GNU General Public License as published by the Free Software Foundation; either version 2 of the License, or (at your option) any later version.  This program is distributed in the hope that it will be useful, but WITHOUT ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the GNU General Public License for more details.  You should have received a copy of the GNU General Public License along with this program; if not, write to the Free Software Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301 USA. Gnomovision version 69, Copyright (C) year name of author Gnomovision comes with ABSOLUTELY NO WARRANTY; for details type `show w'. This is free software, and you are welcome to redistribute it under certain conditions; type `show c' for details. Yoyodyne, Inc., hereby disclaims all copyright interest in the program `Gnomovision' (which makes passes at compilers) written by James Hacker.  <signature of Ty Coon>, 1 April 1989 Ty Coon, President of Vice"},{"path":"https://davidcarslaw.github.io/deweather/articles/deweather.html","id":"introduction","dir":"Articles","previous_headings":"","what":"Introduction","title":"Meteorological Normalisation with {deweather}","text":"Meteorology plays central role affecting concentrations pollutants atmosphere. considering trends air pollutants can difficult know whether change concentration due emissions meteorology. deweather package uses powerful statistical technique based boosted regression trees using gbm package 1. Statistical models developed explain concentrations using meteorological variables. models can tested randomly withheld data aim developing appropriate model.","code":""},{"path":"https://davidcarslaw.github.io/deweather/articles/deweather.html","id":"example-data-set","dir":"Articles","previous_headings":"","what":"Example data set","title":"Meteorological Normalisation with {deweather}","text":"deweather package comes comprehensive data set air quality meteorological data. air quality data Marylebone Road central London (obtained openair package) meteorological data Heathrow Airport (obtained worldmet package). road_data data frame contains various pollutants NOx, NO2, ethane isoprene well meteorological data including wind speed, wind direction, relative humidity, ambient temperature cloud cover. Code obtain data directly can found . speed examples article ’ll randomly sample road_data.","code":"head(road_data) #> # A tibble: 6 × 11 #>   date                  nox   no2 ethane isoprene benzene    ws    wd air_temp #>   <dttm>              <dbl> <dbl>  <dbl>    <dbl>   <dbl> <dbl> <dbl>    <dbl> #> 1 1998-01-01 00:00:00   546    74     NA       NA      NA   1     280     3.6  #> 2 1998-01-01 01:00:00    NA    NA     NA       NA      NA   1     230     3.5  #> 3 1998-01-01 02:00:00    NA    NA     NA       NA      NA   1.5   180     4.25 #> 4 1998-01-01 03:00:00   944    99     NA       NA      NA  NA      NA    NA    #> 5 1998-01-01 04:00:00   894   149     NA       NA      NA   1.5   180     3.8  #> 6 1998-01-01 05:00:00   506    80     NA       NA      NA   1     190     3.5  #> # ℹ 2 more variables: RH <dbl>, cl <dbl>"},{"path":"https://davidcarslaw.github.io/deweather/articles/deweather.html","id":"construct-and-test-models","dir":"Articles","previous_headings":"","what":"Construct and test model(s)","title":"Meteorological Normalisation with {deweather}","text":"testMod() function used build test various models help derive appropriate. example, restrict data model 4 years. Note variables \"hour\" \"weekday\" used variables can used explain variation. \"hour\" example usefully acts proxy diurnal variation emissions. statistical summary deweather model test. output shows default performance model applied withheld random 20% (default) data, .e., model evaluated data used build model. Common model evaluation metrics also given.","code":"library(openair) # select only part of the data set dat_part <- selectByDate(road_data, year = 2001:2004)  # to speed up the example, sample rows in `dat_part` # not needed in reality dat_part <- dplyr::slice_sample(dat_part, prop = 1/10)  # test a model with commonly used covariates mod_test <-   testMod(     dat_part,     vars = c(\"trend\", \"ws\", \"wd\", \"hour\", \"weekday\", \"air_temp\", \"week\"),     pollutant = \"no2\"   ) #> ℹ Optimum number of trees is 398 #> ℹ RMSE from cross-validation is 23.59 #> ℹ Percent increase in RMSE using test data is 28.0%"},{"path":"https://davidcarslaw.github.io/deweather/articles/deweather.html","id":"build-a-model","dir":"Articles","previous_headings":"","what":"Build a model","title":"Meteorological Normalisation with {deweather}","text":"Assuming good model can developed, can now explored detail using optimum number trees testMod(). function returns deweather object can interrogated shown .","code":"mod_no2 <- buildMod(   dat_part,   vars = c(\"trend\", \"ws\", \"wd\", \"hour\", \"weekday\", \"air_temp\", \"week\"),   pollutant = \"no2\",   n.trees = mod_test$optimum_trees,    n.core = 6 )"},{"path":[]},{"path":"https://davidcarslaw.github.io/deweather/articles/deweather.html","id":"plot-all-partial-dependencies","dir":"Articles","previous_headings":"Examine the partial dependencies","what":"Plot all partial dependencies","title":"Meteorological Normalisation with {deweather}","text":"One benefits boosted regression tree approach partial dependencies can explored. simple terms, partial dependencies show relationship pollutant interest covariates used model holding value covariates mean level. 7 partial dependencies deweather model.","code":"plotPD(mod_no2, nrow = 4)"},{"path":"https://davidcarslaw.github.io/deweather/articles/deweather.html","id":"plot-two-way-interactions","dir":"Articles","previous_headings":"Examine the partial dependencies","what":"Plot two-way interactions","title":"Meteorological Normalisation with {deweather}","text":"can useful plot important two-way interactions. example interaction \"ws\" \"air_temp\" considered. plot shows NO2 tends high wind speed low temperature low, .e., stable atmospheric conditions. Also NO2 tends high temperature high, likely due O3 available convert NO2. fact, background O3 probably useful covariate add model. two-way interaction plot showing interaction wind speed air temperature","code":"plot2Way(mod_no2, variable = c(\"ws\", \"air_temp\"))"},{"path":"https://davidcarslaw.github.io/deweather/articles/deweather.html","id":"apply-meteorological-averaging","dir":"Articles","previous_headings":"","what":"Apply meteorological averaging","title":"Meteorological Normalisation with {deweather}","text":"indication meteorologically-averaged trend given plotPD() function , can even isolated using variable argument. partial dependence plot ‘trend’ component. better indication given using model predict many times random sampling meteorological conditions. sampling carried metSim() function. Note case need supply \"trend\" component calculated using metSim(). Now possible plot resulting trend. deweathered nitrogen dioxide trend. plot rather noisy due relatively samples meteorology considered (200 default, set B = 200). noise reduced increasing simulations, add run time. Alternatively, can useful simply average results. example: time-averaged deweathered nitrogen dioxide trend.","code":"plotPD(mod_no2, variable = \"trend\") demet <- metSim(mod_no2,   newdata = dat_part,   metVars = c(\"ws\", \"wd\", \"hour\", \"weekday\", \"air_temp\", \"week\") ) openair::timePlot(demet, \"no2\", ylab = \"Deweathered no2 (ug/m3)\") openair::timePlot(demet, \"no2\", avg.time = \"week\", ylab = \"Deweathered no2 (ug/m3)\")"},{"path":"https://davidcarslaw.github.io/deweather/authors.html","id":null,"dir":"","previous_headings":"","what":"Authors","title":"Authors and Citation","text":"David Carslaw. Author, maintainer.","code":""},{"path":"https://davidcarslaw.github.io/deweather/authors.html","id":"citation","dir":"","previous_headings":"","what":"Citation","title":"Authors and Citation","text":"Carslaw D (2024). deweather: Remove influence weather air quality data. R package version 0.7.2.9103, https://github.com/davidcarslaw/deweather, https://davidcarslaw.github.io/deweather/.","code":"@Manual{,   title = {deweather: Remove the influence of weather on air quality data},   author = {David Carslaw},   year = {2024},   note = {R package version 0.7.2.9103,     https://github.com/davidcarslaw/deweather},   url = {https://davidcarslaw.github.io/deweather/}, }"},{"path":[]},{"path":[]},{"path":"https://davidcarslaw.github.io/deweather/index.html","id":"id_-core-features","dir":"","previous_headings":"","what":"💡 Core Features","title":"Remove the influence of weather on air quality data","text":"deweather makes straightforward test, build, evaluate models R. Test build meteorological normalisation models flexibly using testMod() buildMod(). Plot examine models myriad ways, including visualising partial dependencies, using functions like plotPD() plot2Way(). Apply meteorological averaging using metSim() obtain meteorologically normalised air quality timeseries. Modelling can computationally intensive therefore deweather makes use parallel processing, work Windows, Linux Mac OSX.","code":""},{"path":"https://davidcarslaw.github.io/deweather/index.html","id":"id_-documentation","dir":"","previous_headings":"","what":"📖 Documentation","title":"Remove the influence of weather on air quality data","text":"deweather functions fully documented; access documentation using R IDE choice. Documentation also hosted online package website.  guide openair toolkit can found online book, contains lots code snippets, demonstrations functionality, ideas application openair’s various functions.","code":"?deweather::buildMod"},{"path":"https://davidcarslaw.github.io/deweather/index.html","id":"id_️-installation","dir":"","previous_headings":"","what":"🗃️ Installation","title":"Remove the influence of weather on air quality data","text":"deweather yet CRAN. development version deweather can installed GitHub using pak: 🏛️ deweather primarily maintained David Carslaw. 📃 deweather licensed GNU General Public License. 🧑‍💻 Contributions welcome wider community. See contributing guide code conduct information.","code":"# install.packages(\"pak\") pak::pak(\"davidcarslaw/deweather\")"},{"path":"https://davidcarslaw.github.io/deweather/reference/buildMod.html","id":null,"dir":"Reference","previous_headings":"","what":"Function to apply meteorological normalisation — buildMod","title":"Function to apply meteorological normalisation — buildMod","text":"main function apply gbm::gbm() model data set.","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/buildMod.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Function to apply meteorological normalisation — buildMod","text":"","code":"buildMod(   input_data,   vars = c(\"trend\", \"ws\", \"wd\", \"hour\", \"weekday\", \"air_temp\"),   pollutant = \"nox\",   sam.size = nrow(input_data),   n.trees = 200,   shrinkage = 0.1,   interaction.depth = 5,   bag.fraction = 0.5,   n.minobsinnode = 10,   cv.folds = 0,   simulate = FALSE,   B = 100,   n.core = 4,   seed = 123 )"},{"path":"https://davidcarslaw.github.io/deweather/reference/buildMod.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Function to apply meteorological normalisation — buildMod","text":"input_data Data frame analyse. Must contain POSIXct field called date. vars Explanatory variables use. variables used build gbm::gbm() model. Note model must include trend component. Several variables can automatically calculated (see prepData() details). pollutant name variable apply meteorological normalisation . sam.size number random samples extract data model building. possible use full data set, data sets spanning years model building can take long time run. Additionally, diminishing returns terms model accuracy. sam.size greater number number rows data, number rows data used instead. n.trees Number trees fit. shrinkage shrinkage parameter applied tree expansion. Also known learning rate step-size reduction; 0.001 0.1 usually work, smaller learning rate typically requires trees. Default 0.1. interaction.depth Integer specifying maximum depth tree (.e., highest level variable interactions allowed). value 1 implies additive model, value 2 implies model 2-way interactions, etc. Default 5. bag.fraction fraction training set observations randomly selected propose next tree expansion. introduces randomness model fit. bag.fraction < 1 running model twice result similar different. n.minobsinnode Integer specifying minimum number observations terminal nodes trees. Note actual number observations, total weight. cv.folds Number cross-validation folds perform. cv.folds > 1 gbm::gbm(), addition usual fit, perform cross-validation, calculate estimate generalization error returned cv.error. simulate original time series randomly sampled replacement? default FALSE. Setting simulate = TRUE can useful estimating model uncertainties. case models run multiple times B = 1 different value seed e.g. seed = runif(1). B Number bootstrap simulations partial dependence plots. n.core Number cores use parallel processing. seed Random number seed reproducibility returned model.","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/buildMod.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Function to apply meteorological normalisation — buildMod","text":"Returns list including model, influence data frame partial dependence data frame.","code":""},{"path":[]},{"path":"https://davidcarslaw.github.io/deweather/reference/buildMod.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Function to apply meteorological normalisation — buildMod","text":"David Carslaw","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/deweather-package.html","id":null,"dir":"Reference","previous_headings":"","what":"deweather: Remove the influence of weather on air quality data — deweather-package","title":"deweather: Remove the influence of weather on air quality data — deweather-package","text":"Model account (remove) effect meteorology atmospheric composition data. technique uses boosted regression trees based gbm package. Code can also run using multiple cores available.","code":""},{"path":[]},{"path":"https://davidcarslaw.github.io/deweather/reference/deweather-package.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"deweather: Remove the influence of weather on air quality data — deweather-package","text":"Maintainer: David Carslaw david.carslaw@york.ac.uk (ORCID)","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/diurnalGbm.html","id":null,"dir":"Reference","previous_headings":"","what":"Plot diurnal changes, removing the effect of meteorology — diurnalGbm","title":"Plot diurnal changes, removing the effect of meteorology — diurnalGbm","text":"function calculates diurnal profile pollutant effect meteorology removed. primary use compare two periods determine whether shift diurnal profile e.g. due intervention.","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/diurnalGbm.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Plot diurnal changes, removing the effect of meteorology — diurnalGbm","text":"","code":"diurnalGbm(   input_data,   vars = c(\"ws\", \"wd\", \"hour\", \"weekday\"),   pollutant = \"nox\",   dates = c(\"01/01/2012\", \"31/12/2012\", \"31/12/2013\"),   ylab = \"value\",   plot = TRUE )"},{"path":"https://davidcarslaw.github.io/deweather/reference/diurnalGbm.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Plot diurnal changes, removing the effect of meteorology — diurnalGbm","text":"input_data data frame analyse. vars explanatory variables used model. pollutant Name pollutant apply meteorological normalisation . dates vector dates, length three. dates used partition data two categories (/). date format UK e.g. date = c(\"19/2/2005\", \"19/2/2007\", \"19/2/2010\"). ylab Label y-axis. plot plot produced? FALSE can useful analysing data extract plot components plotting ways.","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/diurnalGbm.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Plot diurnal changes, removing the effect of meteorology — diurnalGbm","text":"data","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/diurnalGbm.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Plot diurnal changes, removing the effect of meteorology — diurnalGbm","text":"David Carslaw","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/gbmInteractions.html","id":null,"dir":"Reference","previous_headings":"","what":"Quantify most important 2-way interactions — gbmInteractions","title":"Quantify most important 2-way interactions — gbmInteractions","text":"Quantify important 2-way interactions","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/gbmInteractions.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Quantify most important 2-way interactions — gbmInteractions","text":"","code":"gbmInteractions(dw_model)"},{"path":"https://davidcarslaw.github.io/deweather/reference/gbmInteractions.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Quantify most important 2-way interactions — gbmInteractions","text":"dw_model Model object running buildMod().","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/gbmInteractions.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Quantify most important 2-way interactions — gbmInteractions","text":"Interaction information.","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/gbmInteractions.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Quantify most important 2-way interactions — gbmInteractions","text":"David Carslaw","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/metSim.html","id":null,"dir":"Reference","previous_headings":"","what":"Function to run random meteorological simulations on a gbm model — metSim","title":"Function to run random meteorological simulations on a gbm model — metSim","text":"Function run random meteorological simulations gbm model","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/metSim.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Function to run random meteorological simulations on a gbm model — metSim","text":"","code":"metSim(   dw_model,   newdata,   metVars = c(\"ws\", \"wd\", \"air_temp\"),   n.core = 4,   B = 200 )"},{"path":"https://davidcarslaw.github.io/deweather/reference/metSim.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Function to run random meteorological simulations on a gbm model — metSim","text":"dw_model Model object running buildMod(). newdata Data set apply model. missing data used build model first place used. metVars variables randomly varied. n.core Number cores use. B Number simulations","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/metSim.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Function to run random meteorological simulations on a gbm model — metSim","text":"tibble","code":""},{"path":[]},{"path":"https://davidcarslaw.github.io/deweather/reference/metSim.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Function to run random meteorological simulations on a gbm model — metSim","text":"David Carslaw","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/pipe.html","id":null,"dir":"Reference","previous_headings":"","what":"Pipe operator — %>%","title":"Pipe operator — %>%","text":"See magrittr::[\\%>\\%][magrittr::pipe] details.","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/pipe.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Pipe operator — %>%","text":"","code":"lhs %>% rhs"},{"path":"https://davidcarslaw.github.io/deweather/reference/pipe.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Pipe operator — %>%","text":"lhs value magrittr placeholder. rhs function call using magrittr semantics.","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/pipe.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Pipe operator — %>%","text":"result calling rhs(lhs).","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/plot2Way.html","id":null,"dir":"Reference","previous_headings":"","what":"Plot two-way interactions from gbm model — plot2Way","title":"Plot two-way interactions from gbm model — plot2Way","text":"Plot two-way interactions gbm model","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/plot2Way.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Plot two-way interactions from gbm model — plot2Way","text":"","code":"plot2Way(   dw_model,   variable = c(\"ws\", \"air_temp\"),   res = 100,   exclude = TRUE,   cols = \"default\",   dist = 0.05,   plot = TRUE,   ... )"},{"path":"https://davidcarslaw.github.io/deweather/reference/plot2Way.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Plot two-way interactions from gbm model — plot2Way","text":"dw_model Model object running buildMod(). variable variables plot. Must length two e.g. variables = c(\"ws\", \"wd\"). res Resolution x-y, .e., number points dimension. exclude surfaces exclude predictions far original data? default TRUE. cols Colours used plotting, passed openair::openColours(). dist plotting surfaces, dist controls far original data predictions made. See exclude..far mgcv package. Data first transformed unit square. Values 0 1. plot plot produced? FALSE can useful analysing data extract plot components plotting ways. ... arguments passed plotting.","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/plot2Way.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Plot two-way interactions from gbm model — plot2Way","text":"add","code":""},{"path":[]},{"path":"https://davidcarslaw.github.io/deweather/reference/plot2Way.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Plot two-way interactions from gbm model — plot2Way","text":"David Carslaw","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/plotInfluence.html","id":null,"dir":"Reference","previous_headings":"","what":"Plot a GBM influence plot — plotInfluence","title":"Plot a GBM influence plot — plotInfluence","text":"Plot GBM influence plot","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/plotInfluence.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Plot a GBM influence plot — plotInfluence","text":"","code":"plotInfluence(dw_model, col = \"grey30\", sort = TRUE)"},{"path":"https://davidcarslaw.github.io/deweather/reference/plotInfluence.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Plot a GBM influence plot — plotInfluence","text":"dw_model Model object running buildMod(). col Colour use use colour bars. Alternatively, users can provide \"var\" colour bar differently, \"mean\" colour bar mean relative variable influence. sort Sort variables relative variable influences? Defaults TRUE. FALSE displays alphabetically.","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/plotInfluence.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Plot a GBM influence plot — plotInfluence","text":"Plot","code":""},{"path":[]},{"path":"https://davidcarslaw.github.io/deweather/reference/plotInfluence.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Plot a GBM influence plot — plotInfluence","text":"David Carslaw","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/plotPD.html","id":null,"dir":"Reference","previous_headings":"","what":"Function to plot partial dependence plots with bootstrap uncertainties — plotPD","title":"Function to plot partial dependence plots with bootstrap uncertainties — plotPD","text":"Function plot partial dependence plots bootstrap uncertainties","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/plotPD.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Function to plot partial dependence plots with bootstrap uncertainties — plotPD","text":"","code":"plotPD(   dw_model,   variable = \"all\",   intervals = 40,   ylim = NULL,   ylab = NULL,   col = \"tomato\",   nrow = NULL,   polar.wd = FALSE,   auto.text = TRUE,   plot = TRUE )"},{"path":"https://davidcarslaw.github.io/deweather/reference/plotPD.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Function to plot partial dependence plots with bootstrap uncertainties — plotPD","text":"dw_model Model object running buildMod(). variable variable(s) plot. Defaults \"\", plots variables. intervals Number intervals calculate partial dependence . ylim user-specified ylim. ylab y-axis label. default pollutant name. col Colour panels. Passed openair::openColours(). nrow Number rows plots. polar.wd Plot wind direction components, labelled \"wd\", polar axis? Defaults FALSE. auto.text Either TRUE (default) FALSE. TRUE titles axis labels automatically try format pollutant names units properly, e.g., subscripting \"2\" \"NO2\". plot plot produced? FALSE can useful analysing data extract plot components plotting ways.","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/plotPD.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Function to plot partial dependence plots with bootstrap uncertainties — plotPD","text":"Invisibly returns list containing plot, plot, list individual plots, panels, list data used create , data. plot patchwork object, can manipulated using & ggplot2.","code":""},{"path":[]},{"path":"https://davidcarslaw.github.io/deweather/reference/plotPD.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Function to plot partial dependence plots with bootstrap uncertainties — plotPD","text":"David Carslaw","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/prepData.html","id":null,"dir":"Reference","previous_headings":"","what":"Function to prepare data frame for modelling — prepData","title":"Function to prepare data frame for modelling — prepData","text":"function takes data frame contains field date variables adds common variables needed modelling functions. function run automatically buildMod() can used separately analysis. variables include: hour - hour day 0 23. hour.local - hour local time zone. Note local time zone need supplied (see local.tz). purpose using local time rather UTC emissions can vary strongly local time rather UTC. weekday - day week. trend - trend calculated decimal year. week - week year. Useful taking account long-term seasonal variations. jday - Julian Day number. month - month year. Useful taking account long-term seasonal variations.","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/prepData.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Function to prepare data frame for modelling — prepData","text":"","code":"prepData(   mydata,   add = c(\"hour\", \"hour.local\", \"weekday\", \"trend\", \"week\", \"jday\", \"month\"),   local.tz = \"Europe/London\",   lag = NULL )"},{"path":"https://davidcarslaw.github.io/deweather/reference/prepData.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Function to prepare data frame for modelling — prepData","text":"mydata data frame process. add Names explanatory variables include. local.tz Used hour needs expressed local time. can useful situations anthropogenic emissions source strong follows local time rather UTC. lag Variables(s) lag. variables included add new columns data frame. example lag = \"ws\" add new columns lag1ws. Adding variables can improve explanatory power models. Variables lagged one unit time.","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/prepData.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Function to prepare data frame for modelling — prepData","text":"data frame new variables.","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/prepData.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Function to prepare data frame for modelling — prepData","text":"David Carslaw","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/road_data.html","id":null,"dir":"Reference","previous_headings":"","what":"Example data for deweather — road_data","title":"Example data for deweather — road_data","text":"road_data dataset provided example dataset part deweather package. dataset contains hourly measurements air pollutant concentrations, wind speed wind direction collected Marylebone (London) air quality monitoring supersite 1st January 1998 23rd June 2005.","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/road_data.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Example data for deweather — road_data","text":"","code":"road_data"},{"path":"https://davidcarslaw.github.io/deweather/reference/road_data.html","id":"format","dir":"Reference","previous_headings":"","what":"Format","title":"Example data for deweather — road_data","text":"Data frame 65533 observations (rows) following 10 variables: date Observation date/time stamp year-month-day hour:minute:second format (POSIXct). ws Wind speed, m/s, numeric vector. wd Wind direction, degrees North, numeric vector. nox Oxides nitrogen concentration, ppb, numeric vector. no2 Nitrogen dioxide concentration, ppb, numeric vector. o3 Ozone concentration, ppb, numeric vector. pm10 Particulate PM10 fraction measurement, ug/m3 (raw TEOM), numeric vector. so2 Sulfur dioxide concentration, ppb, numeric vector. co Carbon monoxide concentration, ppm, numeric vector. pm25 Particulate PM2.5 fraction measurement, ug/m3, numeric vector.","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/road_data.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Example data for deweather — road_data","text":"","code":"# basic structure head(road_data) #> # A tibble: 6 × 11 #>   date                  nox   no2 ethane isoprene benzene    ws    wd air_temp #>   <dttm>              <dbl> <dbl>  <dbl>    <dbl>   <dbl> <dbl> <dbl>    <dbl> #> 1 1998-01-01 00:00:00   546    74     NA       NA      NA   1     280     3.6  #> 2 1998-01-01 01:00:00    NA    NA     NA       NA      NA   1     230     3.5  #> 3 1998-01-01 02:00:00    NA    NA     NA       NA      NA   1.5   180     4.25 #> 4 1998-01-01 03:00:00   944    99     NA       NA      NA  NA      NA    NA    #> 5 1998-01-01 04:00:00   894   149     NA       NA      NA   1.5   180     3.8  #> 6 1998-01-01 05:00:00   506    80     NA       NA      NA   1     190     3.5  #> # ℹ 2 more variables: RH <dbl>, cl <dbl>"},{"path":"https://davidcarslaw.github.io/deweather/reference/testMod.html","id":null,"dir":"Reference","previous_headings":"","what":"Function to test different meteorological normalisation models. — testMod","title":"Function to test different meteorological normalisation models. — testMod","text":"Function test different meteorological normalisation models.","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/testMod.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Function to test different meteorological normalisation models. — testMod","text":"","code":"testMod(   input_data,   vars = c(\"trend\", \"ws\", \"wd\", \"hour\", \"weekday\", \"air_temp\"),   pollutant = \"nox\",   train.frac = 0.8,   n.trees = NA,   shrinkage = 0.1,   interaction.depth = 5,   bag.fraction = 0.5,   n.minobsinnode = 10,   cv.folds = 5,   seed = 123,   plot = TRUE )"},{"path":"https://davidcarslaw.github.io/deweather/reference/testMod.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Function to test different meteorological normalisation models. — testMod","text":"input_data Data frame analyse. Must contain POSIXct field called date. vars Explanatory variables use. variables used build gbm::gbm() model. Note model must include trend component. Several variables can automatically calculated (see prepData() details). pollutant name variable apply meteorological normalisation . train.frac Fraction data train model . model tested withheld 0.2 proportion. n.trees Number trees use. n.trees = NA function conduct cross-validation calculate optimum number. shrinkage shrinkage parameter applied tree expansion. Also known learning rate step-size reduction; 0.001 0.1 usually work, smaller learning rate typically requires trees. Default 0.1. interaction.depth Integer specifying maximum depth tree (.e., highest level variable interactions allowed). value 1 implies additive model, value 2 implies model 2-way interactions, etc. Default 5. bag.fraction fraction training set observations randomly selected propose next tree expansion. introduces randomness model fit. bag.fraction < 1 running model twice result similar different. n.minobsinnode Integer specifying minimum number observations terminal nodes trees. Note actual number observations, total weight. cv.folds Number cross-validation folds perform. cv.folds > 1 gbm::gbm(), addition usual fit, perform cross-validation, calculate estimate generalization error returned cv.error. seed Random number seed reproducibility returned model. plot default, TRUE, automatically prints plot two tables statistics review model output. FALSE disables behaviour.","code":""},{"path":"https://davidcarslaw.github.io/deweather/reference/testMod.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Function to test different meteorological normalisation models. — testMod","text":"Returns added.","code":""},{"path":[]},{"path":"https://davidcarslaw.github.io/deweather/reference/testMod.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Function to test different meteorological normalisation models. — testMod","text":"David Carslaw","code":""},{"path":[]},{"path":"https://davidcarslaw.github.io/deweather/news/index.html","id":"new-features-development-version","dir":"Changelog","previous_headings":"","what":"New Features","title":"deweather (development version)","text":"plot assemblies plotPD() testMod() now powered patchwork. allow post-hoc control plot assembly using & example.","code":""},{"path":"https://davidcarslaw.github.io/deweather/news/index.html","id":"bug-fixes-development-version","dir":"Changelog","previous_headings":"","what":"Bug fixes","title":"deweather (development version)","text":"Fixed issue buildMod() fail wasn’t character variable (e.g., “weekday”). Added ylab back explicit option plotPD(). prepData() now formally error mydata$date numeric/character/factor (.e., date/datetime). Fixed bug plotPD() work differently input buildMod() data.frame rather tibble.","code":""},{"path":[]},{"path":"https://davidcarslaw.github.io/deweather/news/index.html","id":"breaking-changes-0-7-2","dir":"Changelog","previous_headings":"","what":"Breaking changes","title":"deweather 0.7.2","text":"functions expect deweather object now use argument name dw_model consistency. default values vars model-building function now uses “air_temp” “temp”. brings line road_data worldmet outputs. gbm.interactions() renamed gbmInteractions() consistency functions. gbmInf() renamed plotInfluence() descriptive consistent plotting functions. plotAllPD() combined plotPD() therefore removed. dat longer exported. Users use road_data demo deweather functions.","code":""},{"path":"https://davidcarslaw.github.io/deweather/news/index.html","id":"new-features-0-7-2","dir":"Changelog","previous_headings":"","what":"New features","title":"deweather 0.7.2","text":"plotPD() now holds functionality plotting partial dependency plots, deprecating plotAllPD(). (#12) default, partial dependencies plotted (similar plotAllPD()). variable argument allows users specify specific variables (similar old plotPD()). Multiple variables can provided. col argument controls colour PD plots. multiple colours specified, repeated variables visualised. polar.wd argument optionally show wind direction PD polar coordinates. plotInfluence() (previously gmbInf()) gained two new arguments: sort (defaults TRUE) sort variables mean influence, ordering values y-axis. col controls colours. Users can specify var (makes bar different colour) mean (colours x-axis values). Many plotting functions received plot argument suppress printing plots, bringing deweather line recent versions openair. testMod() invisibly returns table statistics along plot. (#9) testMod() now prints one plot one table rather one plot two tables. ensures printed plot less distorted. lists returned plotPD() now named, making easier index. (#10) deweather model objects now nicer print(), plot(), head(), tail() summary() methods.","code":""},{"path":"https://davidcarslaw.github.io/deweather/news/index.html","id":"bug-fixes-0-7-2","dir":"Changelog","previous_headings":"","what":"Bug fixes","title":"deweather 0.7.2","text":"diurnalGbm() now longer plots extra 2-way graphs performs internal calculations.","code":""},{"path":"https://davidcarslaw.github.io/deweather/news/index.html","id":"deweather-07-1","dir":"Changelog","previous_headings":"","what":"deweather 0.7-1","title":"deweather 0.7-1","text":"First development version deweather.","code":""}]