You cannot select more than 25 topics Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.
opensensmapR/inst/doc/osem-intro.html

363 lines
423 KiB
HTML

This file contains ambiguous Unicode characters!

This file contains ambiguous Unicode characters that may be confused with others in your current locale. If your use case is intentional and legitimate, you can safely ignore this warning. Use the Escape button to highlight these characters.

<!DOCTYPE html>
<html xmlns="http://www.w3.org/1999/xhtml">
<head>
<meta charset="utf-8" />
<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
<meta name="generator" content="pandoc" />
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="author" content="Norwin Roosen" />
<meta name="date" content="2018-05-26" />
<title>Exploring the openSenseMap Dataset</title>
<style type="text/css">code{white-space: pre;}</style>
<style type="text/css">
div.sourceCode { overflow-x: auto; }
table.sourceCode, tr.sourceCode, td.lineNumbers, td.sourceCode {
margin: 0; padding: 0; vertical-align: baseline; border: none; }
table.sourceCode { width: 100%; line-height: 100%; }
td.lineNumbers { text-align: right; padding-right: 4px; padding-left: 4px; color: #aaaaaa; border-right: 1px solid #aaaaaa; }
td.sourceCode { padding-left: 5px; }
code > span.kw { color: #007020; font-weight: bold; } /* Keyword */
code > span.dt { color: #902000; } /* DataType */
code > span.dv { color: #40a070; } /* DecVal */
code > span.bn { color: #40a070; } /* BaseN */
code > span.fl { color: #40a070; } /* Float */
code > span.ch { color: #4070a0; } /* Char */
code > span.st { color: #4070a0; } /* String */
code > span.co { color: #60a0b0; font-style: italic; } /* Comment */
code > span.ot { color: #007020; } /* Other */
code > span.al { color: #ff0000; font-weight: bold; } /* Alert */
code > span.fu { color: #06287e; } /* Function */
code > span.er { color: #ff0000; font-weight: bold; } /* Error */
code > span.wa { color: #60a0b0; font-weight: bold; font-style: italic; } /* Warning */
code > span.cn { color: #880000; } /* Constant */
code > span.sc { color: #4070a0; } /* SpecialChar */
code > span.vs { color: #4070a0; } /* VerbatimString */
code > span.ss { color: #bb6688; } /* SpecialString */
code > span.im { } /* Import */
code > span.va { color: #19177c; } /* Variable */
code > span.cf { color: #007020; font-weight: bold; } /* ControlFlow */
code > span.op { color: #666666; } /* Operator */
code > span.bu { } /* BuiltIn */
code > span.ex { } /* Extension */
code > span.pp { color: #bc7a00; } /* Preprocessor */
code > span.at { color: #7d9029; } /* Attribute */
code > span.do { color: #ba2121; font-style: italic; } /* Documentation */
code > span.an { color: #60a0b0; font-weight: bold; font-style: italic; } /* Annotation */
code > span.cv { color: #60a0b0; font-weight: bold; font-style: italic; } /* CommentVar */
code > span.in { color: #60a0b0; font-weight: bold; font-style: italic; } /* Information */
</style>
<link href="data:text/css;charset=utf-8,body%20%7B%0Abackground%2Dcolor%3A%20%23fff%3B%0Amargin%3A%201em%20auto%3B%0Amax%2Dwidth%3A%20700px%3B%0Aoverflow%3A%20visible%3B%0Apadding%2Dleft%3A%202em%3B%0Apadding%2Dright%3A%202em%3B%0Afont%2Dfamily%3A%20%22Open%20Sans%22%2C%20%22Helvetica%20Neue%22%2C%20Helvetica%2C%20Arial%2C%20sans%2Dserif%3B%0Afont%2Dsize%3A%2014px%3B%0Aline%2Dheight%3A%201%2E35%3B%0A%7D%0A%23header%20%7B%0Atext%2Dalign%3A%20center%3B%0A%7D%0A%23TOC%20%7B%0Aclear%3A%20both%3B%0Amargin%3A%200%200%2010px%2010px%3B%0Apadding%3A%204px%3B%0Awidth%3A%20400px%3B%0Aborder%3A%201px%20solid%20%23CCCCCC%3B%0Aborder%2Dradius%3A%205px%3B%0Abackground%2Dcolor%3A%20%23f6f6f6%3B%0Afont%2Dsize%3A%2013px%3B%0Aline%2Dheight%3A%201%2E3%3B%0A%7D%0A%23TOC%20%2Etoctitle%20%7B%0Afont%2Dweight%3A%20bold%3B%0Afont%2Dsize%3A%2015px%3B%0Amargin%2Dleft%3A%205px%3B%0A%7D%0A%23TOC%20ul%20%7B%0Apadding%2Dleft%3A%2040px%3B%0Amargin%2Dleft%3A%20%2D1%2E5em%3B%0Amargin%2Dtop%3A%205px%3B%0Amargin%2Dbottom%3A%205px%3B%0A%7D%0A%23TOC%20ul%20ul%20%7B%0Amargin%2Dleft%3A%20%2D2em%3B%0A%7D%0A%23TOC%20li%20%7B%0Aline%2Dheight%3A%2016px%3B%0A%7D%0Atable%20%7B%0Amargin%3A%201em%20auto%3B%0Aborder%2Dwidth%3A%201px%3B%0Aborder%2Dcolor%3A%20%23DDDDDD%3B%0Aborder%2Dstyle%3A%20outset%3B%0Aborder%2Dcollapse%3A%20collapse%3B%0A%7D%0Atable%20th%20%7B%0Aborder%2Dwidth%3A%202px%3B%0Apadding%3A%205px%3B%0Aborder%2Dstyle%3A%20inset%3B%0A%7D%0Atable%20td%20%7B%0Aborder%2Dwidth%3A%201px%3B%0Aborder%2Dstyle%3A%20inset%3B%0Aline%2Dheight%3A%2018px%3B%0Apadding%3A%205px%205px%3B%0A%7D%0Atable%2C%20table%20th%2C%20table%20td%20%7B%0Aborder%2Dleft%2Dstyle%3A%20none%3B%0Aborder%2Dright%2Dstyle%3A%20none%3B%0A%7D%0Atable%20thead%2C%20table%20tr%2Eeven%20%7B%0Abackground%2Dcolor%3A%20%23f7f7f7%3B%0A%7D%0Ap%20%7B%0Amargin%3A%200%2E5em%200%3B%0A%7D%0Ablockquote%20%7B%0Abackground%2Dcolor%3A%20%23f6f6f6%3B%0Apadding%3A%200%2E25em%200%2E75em%3B%0A%7D%0Ahr%20%7B%0Aborder%2Dstyle%3A%20solid%3B%0Aborder%3A%20none%3B%0Aborder%2Dtop%3A%201px%20solid%20%23777%3B%0Amargin%3A%2028px%200%3B%0A%7D%0Adl%20%7B%0Amargin%2Dleft%3A%200%3B%0A%7D%0Adl%20dd%20%7B%0Amargin%2Dbottom%3A%2013px%3B%0Amargin%2Dleft%3A%2013px%3B%0A%7D%0Adl%20dt%20%7B%0Afont%2Dweight%3A%20bold%3B%0A%7D%0Aul%20%7B%0Amargin%2Dtop%3A%200%3B%0A%7D%0Aul%20li%20%7B%0Alist%2Dstyle%3A%20circle%20outside%3B%0A%7D%0Aul%20ul%20%7B%0Amargin%2Dbottom%3A%200%3B%0A%7D%0Apre%2C%20code%20%7B%0Abackground%2Dcolor%3A%20%23f7f7f7%3B%0Aborder%2Dradius%3A%203px%3B%0Acolor%3A%20%23333%3B%0Awhite%2Dspace%3A%20pre%2Dwrap%3B%20%0A%7D%0Apre%20%7B%0Aborder%2Dradius%3A%203px%3B%0Amargin%3A%205px%200px%2010px%200px%3B%0Apadding%3A%2010px%3B%0A%7D%0Apre%3Anot%28%5Bclass%5D%29%20%7B%0Abackground%2Dcolor%3A%20%23f7f7f7%3B%0A%7D%0Acode%20%7B%0Afont%2Dfamily%3A%20Consolas%2C%20Monaco%2C%20%27Courier%20New%27%2C%20monospace%3B%0Afont%2Dsize%3A%2085%25%3B%0A%7D%0Ap%20%3E%20code%2C%20li%20%3E%20code%20%7B%0Apadding%3A%202px%200px%3B%0A%7D%0Adiv%2Efigure%20%7B%0Atext%2Dalign%3A%20center%3B%0A%7D%0Aimg%20%7B%0Abackground%2Dcolor%3A%20%23FFFFFF%3B%0Apadding%3A%202px%3B%0Aborder%3A%201px%20solid%20%23DDDDDD%3B%0Aborder%2Dradius%3A%203px%3B%0Aborder%3A%201px%20solid%20%23CCCCCC%3B%0Amargin%3A%200%205px%3B%0A%7D%0Ah1%20%7B%0Amargin%2Dtop%3A%200%3B%0Afont%2Dsize%3A%2035px%3B%0Aline%2Dheight%3A%2040px%3B%0A%7D%0Ah2%20%7B%0Aborder%2Dbottom%3A%204px%20solid%20%23f7f7f7%3B%0Apadding%2Dtop%3A%2010px%3B%0Apadding%2Dbottom%3A%202px%3B%0Afont%2Dsize%3A%20145%25%3B%0A%7D%0Ah3%20%7B%0Aborder%2Dbottom%3A%202px%20solid%20%23f7f7f7%3B%0Apadding%2Dtop%3A%2010px%3B%0Afont%2Dsize%3A%20120%25%3B%0A%7D%0Ah4%20%7B%0Aborder%2Dbottom%3A%201px%20solid%20%23f7f7f7%3B%0Amargin%2Dleft%3A%208px%3B%0Afont%2Dsize%3A%20105%25%3B%0A%7D%0Ah5%2C%20h6%20%7B%0Aborder%2Dbottom%3A%201px%20solid%20%23ccc%3B%0Afont%2Dsize%3A%20105%25%3B%0A%7D%0Aa%20%7B%0Acolor%3A%20%230033dd%3B%0Atext%2Ddecoration%3A%20none%3B%0A%7D%0Aa%3Ahover%20%7B%0Acolor%3A%20%236666ff%3B%20%7D%0Aa%3Avisited%20%7B%0Acolor%3A%20%23800080%3B%20%7D%0Aa%3Avisited%3Ahover%20%7B%0Acolor%3A%20%23BB00BB%3B%20%7D%0Aa%5Bhref%5E%3D%22http%3A%22%5D%20%7B%0Atext%2Ddecoration%3A%20underline%3B%20%7D%0Aa%5Bhref%5E%3D%22https%3A%22%5D%20%7B%0Atext%2Ddecoration%3A%20underline%3B%20%7D%0A%0Acode%20%3E%20span%2Ekw%20%7B%20color%3A%20%23555%3B%20font%2Dweight%3A%20bold%3B%20%7D%20%0Acode%20%3E%20span%2Edt%20%7B%20color%3A%20%23902000%3B%20%7D%20%0Acode%20%3E%20span%2Edv%20%7B%20color%3A%20%2340a070%3B%20%7D%20%0Acode%20%3E%20span%2Ebn%20%7B%20color%3A%20%23d14%3B%20%7D%20%0Acode%20%3E%20span%2Efl%20%7B%20color%3A%20%23d14%3B%20%7D%20%0Acode%20%3E%20span%2Ech%20%7B%20color%3A%20%23d14%3B%20%7D%20%0Acode%20%3E%20span%2Est%20%7B%20color%3A%20%23d14%3B%20%7D%20%0Acode%20%3E%20span%2Eco%20%7B%20color%3A%20%23888888%3B%20font%2Dstyle%3A%20italic%3B%20%7D%20%0Acode%20%3E%20span%2Eot%20%7B%20color%3A%20%23007020%3B%20%7D%20%0Acode%20%3E%20span%2Eal%20%7B%20color%3A%20%23ff0000%3B%20font%2Dweight%3A%20bold%3B%20%7D%20%0Acode%20%3E%20span%2Efu%20%7B%20color%3A%20%23900%3B%20font%2Dweight%3A%20bold%3B%20%7D%20%20code%20%3E%20span%2Eer%20%7B%20color%3A%20%23a61717%3B%20background%2Dcolor%3A%20%23e3d2d2%3B%20%7D%20%0A" rel="stylesheet" type="text/css" />
</head>
<body>
<h1 class="title toc-ignore">Exploring the openSenseMap Dataset</h1>
<h4 class="author"><em>Norwin Roosen</em></h4>
<h4 class="date"><em>2018-05-26</em></h4>
<p>This package provides data ingestion functions for almost any data stored on the open data platform for environemental sensordata <a href="https://opensensemap.org" class="uri">https://opensensemap.org</a>. Its main goals are to provide means for:</p>
<ul>
<li>big data analysis of the measurements stored on the platform</li>
<li>sensor metadata analysis (sensor counts, spatial distribution, temporal trends)</li>
</ul>
<div id="exploring-the-dataset" class="section level3">
<h3>Exploring the dataset</h3>
<p>Before we look at actual observations, lets get a grasp of the openSenseMap datasets structure.</p>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"><span class="kw">library</span>(magrittr)
<span class="kw">library</span>(opensensmapr)
all_sensors =<span class="st"> </span><span class="kw">osem_boxes</span>()</code></pre></div>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"><span class="kw">summary</span>(all_sensors)</code></pre></div>
<pre><code>## boxes total: 1781
##
## boxes by exposure:
## indoor mobile outdoor unknown
## 290 55 1416 20
##
## boxes by model:
## custom homeEthernet homeEthernetFeinstaub
## 336 92 49
## homeWifi homeWifiFeinstaub luftdaten_pms1003
## 193 144 1
## luftdaten_pms1003_bme280 luftdaten_pms5003_bme280 luftdaten_pms7003_bme280
## 1 5 2
## luftdaten_sds011 luftdaten_sds011_bme280 luftdaten_sds011_bmp180
## 57 197 19
## luftdaten_sds011_dht11 luftdaten_sds011_dht22
## 46 639
##
## $last_measurement_within
## 1h 1d 30d 365d never
## 929 954 1091 1428 235
##
## oldest box: 2014-05-28 15:36:14 (CALIMERO)
## newest box: 2018-05-26 10:29:27 (UOS_DDI)
##
## sensors per box:
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 1.0 4.0 4.0 4.6 5.0 33.0</code></pre>
<p>This gives a good overview already: As of writing this, there are more than 700 sensor stations, of which ~50% are currently running. Most of them are placed outdoors and have around 5 sensors each. The oldest station is from May 2014, while the latest station was registered a couple of minutes ago.</p>
<p>Another feature of interest is the spatial distribution of the boxes: <code>plot()</code> can help us out here. This function requires a bunch of optional dependencies though.</p>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r">if (!<span class="kw">require</span>(<span class="st">'maps'</span>)) <span class="kw">install.packages</span>(<span class="st">'maps'</span>)
if (!<span class="kw">require</span>(<span class="st">'maptools'</span>)) <span class="kw">install.packages</span>(<span class="st">'maptools'</span>)
if (!<span class="kw">require</span>(<span class="st">'rgeos'</span>)) <span class="kw">install.packages</span>(<span class="st">'rgeos'</span>)
<span class="kw">plot</span>(all_sensors)</code></pre></div>
<p><img src="data:image/png;base64,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" /><!-- --></p>
<p>It seems we have to reduce our area of interest to Germany.</p>
<p>But what do these sensor stations actually measure? Lets find out. <code>osem_phenomena()</code> gives us a named list of of the counts of each observed phenomenon for the given set of sensor stations:</p>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r">phenoms =<span class="st"> </span><span class="kw">osem_phenomena</span>(all_sensors)
<span class="kw">str</span>(phenoms)</code></pre></div>
<pre><code>## List of 433
## $ Temperatur : int 1608
## $ rel. Luftfeuchte : int 1422
## $ PM10 : int 1200
## $ PM2.5 : int 1198
## $ Luftdruck : int 825
## $ Beleuchtungsstärke : int 481
## $ UV-Intensität : int 472
## $ Luftfeuchtigkeit : int 84
## $ Temperature : int 49
## $ Humidity : int 42
## $ Helligkeit : int 25
## $ Lautstärke : int 21
## $ Schall : int 20
## $ UV : int 20
## $ Pressure : int 19
## $ Licht : int 18
## $ Luftfeuchte : int 14
## $ Umgebungslautstärke : int 14
## $ Lämpötila : int 13
## $ Ilmanpaine : int 12
## $ Signal : int 12
## $ Feinstaub PM10 : int 10
## $ Feinstaub PM2.5 : int 9
## $ Kosteus : int 8
## $ Temperatur DHT22 : int 8
## $ Valonmäärä : int 8
## $ temperature : int 8
## $ PM01 : int 7
## $ UV-säteily : int 7
## $ Niederschlag : int 6
## $ UV-Strahlung : int 6
## $ Wind speed : int 6
## $ Windgeschwindigkeit : int 6
## $ humidity : int 6
## $ Ilmankosteus : int 5
## $ Wassertemperatur : int 5
## $ Windrichtung : int 5
## $ rel. Luftfeuchtigkeit : int 5
## $ Druck : int 4
## $ Light : int 4
## $ Temperature 1 : int 4
## $ UV Index : int 4
## $ UV-Säteily : int 4
## $ lautstärke : int 4
## $ rel. Luftfeuchte 1 : int 4
## $ rel. Luftfeuchte DHT22 : int 4
## $ relative Luftfeuchtigkeit : int 4
## $ Air pressure : int 3
## $ Batterie : int 3
## $ Battery : int 3
## $ DS18B20_Probe01 : int 3
## $ DS18B20_Probe02 : int 3
## $ DS18B20_Probe03 : int 3
## $ DS18B20_Probe04 : int 3
## $ DS18B20_Probe05 : int 3
## $ Licht (digital) : int 3
## $ Luftdruck (BME280) : int 3
## $ PM 10 : int 3
## $ PM 2.5 : int 3
## $ Temp : int 3
## $ Temperatur (BME280) : int 3
## $ Temperatur HDC1008 : int 3
## $ Temperatura : int 3
## $ Temperature 2 : int 3
## $ UV-Index : int 3
## $ Valoisuus : int 3
## $ Wind Gust : int 3
## $ pressure : int 3
## $ 1 : int 2
## $ 10 : int 2
## $ 2 : int 2
## $ 3 : int 2
## $ 4 : int 2
## $ 5 : int 2
## $ 6 : int 2
## $ 7 : int 2
## $ 8 : int 2
## $ 9 : int 2
## $ Air Pressure : int 2
## $ Anderer : int 2
## $ Battery voltage : int 2
## $ CO2 : int 2
## $ Feuchte : int 2
## $ Illuminance : int 2
## $ Intensity : int 2
## $ Leitfähigkeit : int 2
## $ Lichtintensität : int 2
## $ Luftdruck BMP180 : int 2
## $ Luftfeuchte (BME280) : int 2
## $ Luftqualität : int 2
## $ Lufttemperatur : int 2
## $ PM25 : int 2
## $ Radioactivity : int 2
## $ Radioaktivität : int 2
## $ Regen : int 2
## $ Relative Humidity : int 2
## $ Sound : int 2
## $ Temperatur (DHT22) : int 2
## $ Temperatur BMP180 : int 2
## [list output truncated]</code></pre>
<p>Thats quite some noise there, with many phenomena being measured by a single sensor only, or many duplicated phenomena due to slightly different spellings. We should clean that up, but for now lets just filter out the noise and find those phenomena with high sensor numbers:</p>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r">phenoms[phenoms &gt;<span class="st"> </span><span class="dv">20</span>]</code></pre></div>
<pre><code>## $Temperatur
## [1] 1608
##
## $`rel. Luftfeuchte`
## [1] 1422
##
## $PM10
## [1] 1200
##
## $PM2.5
## [1] 1198
##
## $Luftdruck
## [1] 825
##
## $Beleuchtungsstärke
## [1] 481
##
## $`UV-Intensität`
## [1] 472
##
## $Luftfeuchtigkeit
## [1] 84
##
## $Temperature
## [1] 49
##
## $Humidity
## [1] 42
##
## $Helligkeit
## [1] 25
##
## $Lautstärke
## [1] 21</code></pre>
<p>Alright, temperature it is! Fine particulate matter (PM2.5) seems to be more interesting to analyze though. We should check how many sensor stations provide useful data: We want only those boxes with a PM2.5 sensor, that are placed outdoors and are currently submitting measurements:</p>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r">pm25_sensors =<span class="st"> </span><span class="kw">osem_boxes</span>(
<span class="dt">exposure =</span> <span class="st">'outdoor'</span>,
<span class="dt">date =</span> <span class="kw">Sys.time</span>(), <span class="co"># ±4 hours</span>
<span class="dt">phenomenon =</span> <span class="st">'PM2.5'</span>
)</code></pre></div>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"><span class="kw">summary</span>(pm25_sensors)</code></pre></div>
<pre><code>## boxes total: 791
##
## boxes by exposure:
## outdoor
## 791
##
## boxes by model:
## custom homeEthernetFeinstaub homeWifi
## 29 37 6
## homeWifiFeinstaub luftdaten_pms1003_bme280 luftdaten_pms5003_bme280
## 57 1 1
## luftdaten_pms7003_bme280 luftdaten_sds011 luftdaten_sds011_bme280
## 2 32 137
## luftdaten_sds011_bmp180 luftdaten_sds011_dht11 luftdaten_sds011_dht22
## 14 32 443
##
## $last_measurement_within
## 1h 1d 30d 365d never
## 771 780 784 789 2
##
## oldest box: 2016-06-02 12:09:47 (BalkonBox Mindener Str.)
## newest box: 2018-05-24 20:29:50 (Stadthalle)
##
## sensors per box:
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 2.000 4.000 4.000 4.617 5.000 12.000</code></pre>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"><span class="kw">plot</span>(pm25_sensors)</code></pre></div>
<p><img src="data:image/png;base64,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" /><!-- --></p>
<p>Thats still more than 200 measuring stations, we can work with that.</p>
</div>
<div id="analyzing-sensor-data" class="section level3">
<h3>Analyzing sensor data</h3>
<p>Having analyzed the available data sources, lets finally get some measurements. We could call <code>osem_measurements(pm25_sensors)</code> now, however we are focussing on a restricted area of interest, the city of Berlin. Luckily we can get the measurements filtered by a bounding box:</p>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"><span class="kw">library</span>(sf)</code></pre></div>
<pre><code>## Linking to GEOS 3.5.1, GDAL 2.2.2, proj.4 4.9.2</code></pre>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"><span class="kw">library</span>(units)</code></pre></div>
<pre><code>##
## Attaching package: 'units'</code></pre>
<pre><code>## The following object is masked from 'package:base':
##
## %*%</code></pre>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"><span class="kw">library</span>(lubridate)
<span class="kw">library</span>(dplyr)
<span class="co"># construct a bounding box: 12 kilometers around Berlin</span>
berlin =<span class="st"> </span><span class="kw">st_point</span>(<span class="kw">c</span>(<span class="fl">13.4034</span>, <span class="fl">52.5120</span>)) %&gt;%
<span class="st"> </span><span class="kw">st_sfc</span>(<span class="dt">crs =</span> <span class="dv">4326</span>) %&gt;%
<span class="st"> </span><span class="kw">st_transform</span>(<span class="dv">3857</span>) %&gt;%<span class="st"> </span><span class="co"># allow setting a buffer in meters</span>
<span class="st"> </span><span class="kw">st_buffer</span>(<span class="kw">set_units</span>(<span class="dv">12</span>, km)) %&gt;%
<span class="st"> </span><span class="kw">st_transform</span>(<span class="dv">4326</span>) %&gt;%<span class="st"> </span><span class="co"># the opensensemap expects WGS 84</span>
<span class="st"> </span><span class="kw">st_bbox</span>()</code></pre></div>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r">pm25 =<span class="st"> </span><span class="kw">osem_measurements</span>(
berlin,
<span class="dt">phenomenon =</span> <span class="st">'PM2.5'</span>,
<span class="dt">from =</span> <span class="kw">now</span>() -<span class="st"> </span><span class="kw">days</span>(<span class="dv">20</span>), <span class="co"># defaults to 2 days</span>
<span class="dt">to =</span> <span class="kw">now</span>()
)
<span class="kw">plot</span>(pm25)</code></pre></div>
<p><img src="data:image/png;base64,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" /><!-- --></p>
<p>Now we can get started with actual spatiotemporal data analysis. First, lets mask the seemingly uncalibrated sensors:</p>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r">outliers =<span class="st"> </span><span class="kw">filter</span>(pm25, value &gt;<span class="st"> </span><span class="dv">100</span>)$sensorId
bad_sensors =<span class="st"> </span>outliers[, drop =<span class="st"> </span>T] %&gt;%<span class="st"> </span><span class="kw">levels</span>()
pm25 =<span class="st"> </span><span class="kw">mutate</span>(pm25, <span class="dt">invalid =</span> sensorId %in%<span class="st"> </span>bad_sensors)</code></pre></div>
<p>Then plot the measuring locations, flagging the outliers:</p>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"><span class="kw">st_as_sf</span>(pm25) %&gt;%<span class="st"> </span><span class="kw">st_geometry</span>() %&gt;%<span class="st"> </span><span class="kw">plot</span>(<span class="dt">col =</span> <span class="kw">factor</span>(pm25$invalid), <span class="dt">axes =</span> T)</code></pre></div>
<p><img src="data:image/png;base64,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" /><!-- --></p>
<p>Removing these sensors yields a nicer time series plot:</p>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r">pm25 %&gt;%<span class="st"> </span><span class="kw">filter</span>(invalid ==<span class="st"> </span><span class="ot">FALSE</span>) %&gt;%<span class="st"> </span><span class="kw">plot</span>()</code></pre></div>
<p><img src="data:image/png;base64,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" /><!-- --></p>
<p>Further analysis: comparison with LANUV data <code>TODO</code></p>
</div>
<!-- dynamically load mathjax for compatibility with self-contained -->
<script>
(function () {
var script = document.createElement("script");
script.type = "text/javascript";
script.src = "https://mathjax.rstudio.com/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML";
document.getElementsByTagName("head")[0].appendChild(script);
})();
</script>
</body>
</html>