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<h1 class="title toc-ignore">Analyzing environmental sensor data from openSenseMap.org in R</h1>
<h4 class="author"><em>Norwin Roosen</em></h4>
<h4 class="date"><em>2017-08-24</em></h4>
<div id="analyzing-environmental-sensor-data-from-opensensemap.org-in-r" class="section level2">
<h2>Analyzing environmental sensor data from openSenseMap.org in R</h2>
<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: 704
##
## boxes by exposure:
## indoor outdoor unknown
## 127 556 21
##
## boxes by model:
## custom homeEthernet homeEthernetFeinstaub
## 209 78 8
## homeWifi homeWifiFeinstaub luftdaten_sds011
## 106 34 22
## luftdaten_sds011_bme280 luftdaten_sds011_bmp180 luftdaten_sds011_dht11
## 41 3 14
## luftdaten_sds011_dht22
## 189
##
## $last_measurement_within
## 1h 1d 30d 365d never
## 0 0 0 0 704
##
## oldest box: 2014-05-28 15:36:14 (CALIMERO)
## newest box: 2017-08-24 17:38:44 (Burgweinting)
##
## sensors per box:
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 1.000 4.000 5.000 4.605 5.000 17.000</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 189
## $ Temperatur : int 647
## $ rel. Luftfeuchte : int 534
## $ Luftdruck : int 368
## $ PM10 : int 347
## $ PM2.5 : int 347
## $ UV-Intensität : int 255
## $ Beleuchtungsstärke : int 251
## $ Luftfeuchtigkeit : int 83
## $ Schall : int 26
## $ Helligkeit : int 20
## $ Licht : int 20
## $ UV : int 15
## $ Humidity : int 12
## $ Temperature : int 11
## $ Anderer : int 10
## $ Ilmanpaine : int 9
## $ Lämpötila : int 9
## $ Licht (digital) : int 9
## $ Valonmäärä : int 8
## $ Windgeschwindigkeit : int 8
## $ Kosteus : int 7
## $ Luftfeuchte : int 7
## $ Lautstärke : int 6
## $ Signal : int 6
## $ UV-säteily : int 6
## $ Wind speed : int 5
## $ Pressure : int 4
## $ temperature : int 4
## $ Windrichtung : int 4
## $ DS18B20_Probe01 : int 3
## $ DS18B20_Probe02 : int 3
## $ DS18B20_Probe03 : int 3
## $ DS18B20_Probe04 : int 3
## $ DS18B20_Probe05 : int 3
## $ Light : int 3
## $ Niederschlag : int 3
## $ UV Index : int 3
## $ UV-Säteily : int 3
## $ UV-Strahlung : int 3
## $ C2H5OH : int 2
## $ CO : int 2
## $ CPU-Temp : int 2
## $ Feinstaub : int 2
## $ Feinstaub PM10 : int 2
## $ Feinstaub PM2,5 : int 2
## $ H2 : int 2
## $ humidity : int 2
## $ Ilmankosteus : int 2
## $ NH3 : int 2
## $ NO2 : int 2
## $ Regen : int 2
## $ rel. Luftfeuchtigkeit : int 2
## $ Relative Humidity : int 2
## $ Temperatur BMP280 : int 2
## $ Temperatur DHT22 : int 2
## $ Temperatur HDC1008 : int 2
## $ TemperaturBME : int 2
## $ test : int 2
## $ UV-Index : int 2
## $ Wassertemperatur : int 2
## $ Wifi-Stärke : int 2
## $ Windböen : int 2
## $ Wolkenbedeckung : int 2
## $ Air Preassure : int 1
## $ Air pressure : int 1
## $ Air Temperature : int 1
## $ Akkuspannung Terrasse : int 1
## $ Akkuspannung Unten Eingang : int 1
## $ Attendance : int 1
## $ Batterie : int 1
## $ Batterieladung : int 1
## $ Battery : int 1
## $ Beleuchtungsstaerke : int 1
## $ Beleuchtungsstärke des sichtbaren Lichts: int 1
## $ Bodenfeuchte : int 1
## $ Bodentemperatur : int 1
## $ C3H8 : int 1
## $ C4H10 : int 1
## $ CH4 : int 1
## $ CO2 : int 1
## $ CO2-Konzentration : int 1
## $ Dämmerung : int 1
## $ dT : int 1
## $ Dust Sensor : int 1
## $ Dust_Concentration : int 1
## $ Eingangsspannung : int 1
## $ Feinstaub P10 : int 1
## $ Feinstaub P2.5 : int 1
## $ Feinstaubgehalt PM10 : int 1
## $ Feinstaubgehalt PM2.5 : int 1
## $ Feinstaubkonzentration : int 1
## $ Feuchte : int 1
## $ Feuchtigkeit : int 1
## $ filedData : int 1
## $ H2, LPG, CH4, CO, Alcohol : int 1
## $ Höhe : int 1
## $ Illuminance : int 1
## $ Infrared light : int 1
## $ Intensität der ultravioletten Strahlung : int 1
## [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] 647
##
## $`rel. Luftfeuchte`
## [1] 534
##
## $Luftdruck
## [1] 368
##
## $PM10
## [1] 347
##
## $PM2.5
## [1] 347
##
## $`UV-Intensität`
## [1] 255
##
## $Beleuchtungsstärke
## [1] 251
##
## $Luftfeuchtigkeit
## [1] 83
##
## $Schall
## [1] 26</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: 240
##
## boxes by exposure:
## outdoor
## 240
##
## boxes by model:
## custom homeEthernetFeinstaub homeWifi
## 18 4 5
## homeWifiFeinstaub luftdaten_sds011 luftdaten_sds011_bme280
## 12 14 29
## luftdaten_sds011_bmp180 luftdaten_sds011_dht11 luftdaten_sds011_dht22
## 1 11 146
##
## $last_measurement_within
## 1h 1d 30d 365d never
## 0 0 0 0 240
##
## oldest box: 2016-09-11 08:17:17 (Balkon Gasselstiege)
## newest box: 2017-08-24 17:38:44 (Burgweinting)
##
## sensors per box:
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 2.000 4.000 4.000 4.275 4.000 10.000</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)
<span class="kw">library</span>(units)
<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 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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 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" /><!-- --></p>
<p>Further analysis: comparison with LANUV data <code>TODO</code></p>
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