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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>2017-08-23</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>
<blockquote>
<p><em>Please note:</em> The openSenseMap API is sometimes a bit unstable when streaming long responses, which results in <code>curl</code> complaining about <code>Unexpected EOF</code>. This bug is being worked on upstream. Meanwhile you have to retry the request when this occurs.</p>
</blockquote>
<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>## box total: 701
##
## boxes by exposure:
## indoor outdoor unknown
## 127 553 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
## 40 3 14
## luftdaten_sds011_dht22
## 187
##
## $last_measurement_within
## 1h 1d 30d 365d never
## 312 327 418 554 63
##
## oldest box: 2014-05-28 15:36:14 (CALIMERO)
## newest box: 2017-08-23 08:44:14 (Messstation Steinheim am Albuch)
##
## sensors per box:
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 1.000 4.000 5.000 4.609 5.000 17.000</code></pre>
<p>This gives a good overview already: As of writing this, there are more than 600 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 dependcies 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 191
## $ Temperatur : int 644
## $ rel. Luftfeuchte : int 531
## $ Luftdruck : int 367
## $ PM10 : int 344
## $ PM2.5 : int 344
## $ 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] 644
##
## $`rel. Luftfeuchte`
## [1] 531
##
## $Luftdruck
## [1] 367
##
## $PM10
## [1] 344
##
## $PM2.5
## [1] 344
##
## $`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>## box total: 236
##
## boxes by exposure:
## outdoor
## 236
##
## boxes by model:
## custom homeEthernetFeinstaub homeWifi
## 18 4 5
## homeWifiFeinstaub luftdaten_sds011 luftdaten_sds011_bme280
## 12 15 29
## luftdaten_sds011_bmp180 luftdaten_sds011_dht11 luftdaten_sds011_dht22
## 1 11 141
##
## $last_measurement_within
## 1h 1d 30d 365d never
## 230 233 234 234 2
##
## oldest box: 2016-09-11 08:17:17 (Balkon Gasselstiege)
## newest box: 2017-08-23 08:44:14 (Messstation Steinheim am Albuch)
##
## sensors per box:
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 2.000 4.000 4.000 4.271 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="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>(units::<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">7</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 plot the measuring locations:</p>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r">pm25_sf =<span class="st"> </span><span class="kw">osem_as_sf</span>(pm25)
<span class="kw">plot</span>(<span class="kw">st_geometry</span>(pm25_sf), <span class="dt">axes =</span> T)</code></pre></div>
<p><img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkAAAAGACAMAAAByRC0tAAACxFBMVEUAAAABAQECAgIDAwMEBAQFBQUGBgYHBwcICAgJCQkKCgoLCwsMDAwNDQ0ODg4PDw8QEBARERESEhITExMUFBQVFRUWFhYXFxcYGBgZGRkaGhobGxscHBwdHR0eHh4fHx8gICAhISEiIiIjIyMkJCQlJSUmJiYnJycoKCgpKSkqKiorKyssLCwtLS0uLi4vLy8wMDAxMTEyMjIzMzM0NDQ1NTU2NjY3Nzc4ODg5OTk6Ojo7Ozs8PDw9PT0+Pj4/Pz9AQEBBQUFCQkJDQ0NERERFRUVGRkZHR0dISEhJSUlKSkpLS0tMTExNTU1OTk5PT09QUFBRUVFTU1NUVFRXV1dYWFhZWVlbW1tcXFxdXV1eXl5fX19gYGBiYmJjY2NkZGRmZmZnZ2doaGhpaWlqampra2tsbGxtbW1ubm5vb29wcHBxcXFycnJzc3N0dHR1dXV2dnZ3d3d4eHh5eXl6enp7e3t8fHx9fX1+fn5/f3+AgICBgYGCgoKDg4OEhISFhYWGhoaHh4eIiIiJiYmKioqLi4uMjIyNjY2Ojo6Pj4+RkZGSkpKTk5OUlJSVlZWXl5eYmJiZmZmampqbm5ucnJydnZ2enp6fn5+hoaGioqKmpqanp6eoqKipqamqqqqrq6usrKytra2urq6vr6+wsLCysrK0tLS1tbW2tra3t7e4uLi5ubm6urq7u7u8vLy9vb2+vr6/v7/AwMDBwcHCwsLDw8PFxcXGxsbHx8fIyMjJycnKysrLy8vMzMzNzc3Ozs7R0dHS0tLT09PU1NTV1dXW1tbX19fY2NjZ2dna2trb29ve3t7f39/g4ODh4eHi4uLj4+Pk5OTl5eXn5+fo6Ojp6enq6urr6+vs7Ozt7e3u7u7v7+/w8PDx8fHy8vLz8/P09PT19fX29vb39/f4+Pj5+fn6+vr7+/v8/Pz9/f3+/v7///87Zpp1AAAACXBIWXMAAA7DAAAOwwHHb6hkAAASeElEQVR4nO3d+WMU5R3H8Wf2yG4OIayCRCAoVxCQCouiFMQLolYrIhptMKiVIpZoUcTViEqo1IMCigceHPUkadOatqBGsdXaUBSK4pEgWiSHkjz/RGf2gARmNpl857vHM5/XD2uSnewzxrd7z3eFBCAQ6d4ByG4ICEgQEJAgICBBQECCgIAEAQEJAgISBAQkCAhIEBCQICAgQUBAgoCABAEBCQICEgQEJAgISBAQkCAgIEFAQIKAgAQBAQkCAhIEBCQICEgQEJAgICBBQECCgIAEAQEJAgISBAQkCAhIEBCQICAgQUBAgoCABAEBCQICEgQEJAgISBAQkCAgIEFAQIKAgAQBAQkCAhIEBCQICEgQEJAgICBBQECCgIAEAQEJAgISBAQkCAhIEBCQICAgQUBAgoCABAEBCQICEgQEJAgISBAQkCAgILEV0JYuuHYIsoutgEQXXDsE2cVWCE1x74TFPK4dguzSh2uSthWBEbXO7wlkJfsB1Y/1L2th2BPISnYDapovLviYZU8gK9kLqPO5UOjZTqZdgWxkK6CPZ4j5TVx7AlnJVkB+UVKewLVDkF1sBRTuwnyLJWFQwvQvOQLq2XnP7wQVjP4nS0AdL1VuTnof+rx3bF0eZKqJPAEtnb52WiTZBghIEUwBDd0vPy9OtoEiAXmFEJ5070RaMQU0pVZum5JsAzUC0oTQNHe/XswU0I5TJw1+O9kGSgTkE179NODq6yCmgGRLY2vS85UISBNd/+FOXAFFfd/YbnUWAlIEU0Adj10jW2/VROChDvMNVArI1XeCmAJaKZbI5Xkra+7zP22+gRIBBYWmn3qi94Tciimg4rukHLFS/yIy0XwDJQLS2zFo6d6NdGIKqPAPUvZ/Q/9iW775BmoEJPtrmhZI906kFVNAs8s65ewH9C+WTzbfQJGAgCmghrzSlzeFVtdX+debb4CAFMH1ML7h6uj9g2FrLM5HQIrgex7o4Ie19bt/tDoXASmC9YnEg7uPWJ2FgBTBFFBFvZRfXyVEv7Xd3hX0lpY4XlX7va3Lg0zFFJBYJ+Wc0OM1y/2bzTco2GDr8iBT8QV0QLyuf3HPueYbICBF8AW0UxzSv3gz33wDBKQIvoCafY36F9WnmW+AgBTBFdCgWQvHlEpZN+Qm8w0QkCJ4AtpSWXbJ+JP9W7b4RzxjvgUCUgRPQD0PmEJAiuAJqMuAqbnmWyAgRXA+E20MmJqJayC1MQYUHTC1vsL8TASkCLaAehgwhYAUwRRQ53MDCjcYL4Md/sJ8AwSkCJ6APp4uNDHKOLJwA+4DqY0nIL/Qzp5+qm9uefk0BKQ2noDCwdPC4Ul5heHwcASkNqb7QEFjPvROrQE3YapjCmj0dcaAqfIJLQhIcUwBzfCUTojI5sGX3YGA1MYU0JCFwZHFUu4ah9fCFMc2YOrIRmPAVMffLY4LQ0CKYB0wleSoDASkCK6jMmobW02OyjgGASmC96iMyK9xVIbieI/KEHU4KkNxXAGdW3a5mFcmLr7IZ74BAlIEV0CiOKxNnCrGDssx3wABKYIroDzf5WNKpViFozIUxxTQ1upZvoKgFP6wxYe5ICBF8L2l9dPwlL1ildUTQQhIEYzviW67bYCoszoTASmCdT7Q1sW7rM5CQIpI14ApBKSI1A6Yeu/SBO9qW5cHmSq1A6YO1SXkPmXr8iBTYcAUkGDAFJBgwBSQYMAUkGDAFJBgwBSQYMAUkGDAFJBgwBSQYMAUkGDAFJBgwBSQYMAUkGDAFJBgwBSQYMAUkGDAFJBgwBSQYMAUkGDAFJBgwBSQsL2ltWXv1dGjMp423wABKYIroIu8QvxW/+IK3IlWG1dAvqoHRf4eKW9HQElpQggt3TtBwRXQlbLZN36OlHMRUDJ6PR7N6qmOrMAVUOGshWPO1xrqChFQEh6Rp5/2y+brIKaAikoXXDg0WD4hgBdTk4lf92hZfBXEFNCKwLLtsrV58DmLEVAS8aseBHSCtqXBEomXMnoSLwc3YSaO7DNO8VJGUrlCi8iIJgLp3pG+w4CptPJGj730pHs3CFI7YGpPdULOk7YuT1kRr+aZme6doEjtgKlP714ah4AUgQFTQIIBU0CCAVNAggFTQML2WRnGSxlSBvBZGYrjfB6oVb8GwmdlKI71iURd6yHznyOgvghomsWj2rThDmgeXgtzzMzo09YZ9roZd0AYMOUcIf4qZVGGFcQ0pbUL8y2UDGh4pE+/pvXu5bCBRj8Z994PTGl1jNbH10X1WyVN68X1SrycIjcE1LR/gVecsc2Y0uqagPQGQnma/YI00U8/9QlvTxv6Y39KrxsCktU5VS/MKKgMjHDNcIVILB37NzDx656er4J2Rjc54Ir7QLKkSsraoGeZe8a7xK8Y8vkCkh7jxk6I5XZXYMU2YKppvpjspgFT8YD6C7t3pEXv39Y60XgU/4nNy2fGNWBqbij0bKebBkyNi92JsX8T5o3e9sXuCWUhpimtw8XEN6S7BkwZ958jvXk0deIvGnq8D52huKa0hrz9y8vL5xS651FYnx/Gy/5aFr+tlWlKazg8+aywoaTYfAsFA5IykJfuPUg9HJUBJEwB3XRf5eavMGDKBbjekThq7bSxJx6VcQwCUgRXQNXyXzgqww24Alokn8RRGW7AFVC/SYO8OCrDBbgCGjjtVhyV4QasR2Uc3I2jMlTHOVzhZ0LkrcHDeLWldrjCMQhIERiuACQYrgAkqR2ucLguIfcpW5cHmSq1wxUaLk3wPmrr8iBTYbgCkGC4ApBguAKQYLgCkHAfG3/zxeZbICBF4Nh4IGE6Nr6p6bN/fNlkHBt/tfkWCEgRTPeB2hd5xai/rXDRsfFuxThcYaLH56Jj492KbbhC03xRcIl0z7HxbsU1XGFJKPTs+24aruBWTMfG54r5TVK6abiCW3EdG6+ddXl5+XW5Q8YhILUxHRs/ebAnGA6HxwfxPJDi8JGXQMIUUMdLlZs7MVzBBZgCmnjW2ml3YriCC/AdG/95rsJHZRR5tGz+pFwH8R0bv0nhozI8WT2VzlF8x8afrO5RGT5jEuJMTYRi3wY83qydUEfGFdCTjfvV/cjLbpN5c7P+o99JWI/K6PzkVSWHK3SbDS5ErjFg0623Z1xHZdw4fODA4FwhTtlnvoEyAXnEcOPrDPsMndRhCuhFcf5FuRVjtiw6abX5BlkdkCYG6qc50WudeDkeBNQDe3+gn/xKygfEDilXTjDfIKsDigiheeIzxeMB9f4aKEetu0xMAeW+KeW7okXKP+aab5DVARkT6RMR5Aif8Y9eT6j36Q///X0ZaJ+hmAIauUrKZ8QuKTeMNN8guwPqSo/B5xEiv5ebxx7BeUV/vj1KKaaAVgQr7zlpSunenWfcbr6BOgFFP+JA6/VHpcSvuJS5EWMK6IffDDrtd9+fKcTkJvMNFArInvjjfWVuw9jeztHZKWXb6zWtFme7N6BoOUGRk+4dcQjvoc2vfmV1jmsD8hgF+azeZ5d9eAMSdVbnuDag2KdCaUXp3g2nMAVUFiMuLivr+uO3jh3xvMrW5SnF51UmH7aAponiqToxdupU8w3cew2kGK5HYZWFr0jchLkA232g1wrvaEdASRX4070HDuC7E/1p+Ny9CMha9F2NWta/E43xUVjbbQMQkCWPEY83+x/Os04oq7ziiS1bzLdwfUCxJxRzRCDdO0KECWVpospLGmwTyqLeCSMgC6q8qMr5THTbisCI2yvMz0NA0asen8j2j5pnDKh+rH9Zi9WZrg/IJ7ScgQq8sYwtoM+uFRd8LOXhL8zPdn1AxguqIvv74Qqo7VIhBu2QGHGX1Lh074ADmCaUnSEmrZ1RsAcBKY9rQtkp5eVlJxeXl09DQGpjmlDmGR0Oh88UY8PDEZDamO4DjX7EOMWQTfUxBfSgf+qDnbJ58GWYVK84poDuHOrPjUi5axyeiVYcU0BD9x95r1hiyKb6mAKaUiu3TcGQTRdgCujKAZMGb8OQTRfgm1DWOkfhIZuQwBXQOnlAvP59Y7uaQzbhKK6Arr1mp6jQROAX+eYbICBFcAUkljR7gitr7vMWmm+AgBTBFVDerIX+MVLWnRQy3wABKYIpoPwbFlzoyZEyMMriHXcISBFMAc0u65Szl+vXQPdONt/A9QHN9KnwbiC2gBrySl/eFFpdX+XHM9FmgtEDVnBkqrWGq6NHXg5bY3G+uwMaJ0TAGHGvwKBEvjfVH/ywtn73j1bnujsgretnJWQ3TChLh3g5Koy3T+2EsncvTfA91pfLU4WwO508c6V2Qtnhv9TFjdlu6/IUownjIVgEN2GWepxQdt47ti5PMREhvBGvEAo8kk/XhDJ3ByRD0VGb+eneDQeka0KZywPSDU/3DjgjXRPKEJAi0jWhDAEpgvVh/NbFu6zOQkCK4H0eSMrWQ+Y/R0CK4A5onsXvISBFcAe03mJCGQJSBHdAVhCQItgCatkbPajQakJZpgXkVeqTcFOIKaD2RV4x6m1pPWAqwwLShNC07J/6nQZMAVXnVL2QdEJZZgXki05tDuA6yD6mgEqq9Fuv8JxsCcj2h79DAlNAwVr9ZKfWgIBUl64JZRkZEO4E2cf1ufGBZdtlsgllmRVQbvStXZ7451eADVxzopcGS2SyCWWZFVDsw7tUeINgyrE9D3Rkn3FqOaEswwKSIU3Tsv2Tl9KC9ZnoJBPKMi0g6COmgCrqpfw62YQyBKQIvgFTMumEsvPufuo41153A78r5qZgkTlXpmCReaUpWKTsquP/K51gCOeEMv0LqwllG24+Xr/Tz+RXWJSCRU4NpWCR4oIULDIqcMJ/puPd/h1XQDuF8V6yN/N7+yspuVGreCYFi6yuTMEiNZelYJH/Fjt3WbYDavY16l9Un9bbX0FAtqge0KBZC8eUSlk35Kbe/goCskXxgLZWL7hwaFDKQPjL3v4KArJF8YCiWvVrIMsngk6AgGxxQ0D2ICBbENDxEJAtCOh4CMgWBHS86e9zr6C7ZWMKFnliaQoW+fOVKVhk/wjnLos9oAMWr5o56n/tKVik9fsULNLxTQoWkc3OXRTerAckCAhIEBCQICAgQUBAgoCABAEBCQICEgQEJAgISBAQkCAgIEl1QItFzL1YRI1FnA1ocfQtM98uHJ539ovxH7U9VJJ75qp2Kd8+Z+jSDrm4YEvUR44ucvQbzkV0P0wrY15ka/Q/ZQXzv8l7pYWnr+p0ZBEnA+rYlhfd2WsHPVVTId6I/XBp4OGa+3MWydZTa/b/9CW5+GSORRLfsC6iqxR6QKyLVA9ap6vnXeS9/Ou33iked2QRBwN6pUAIY2ebxfNSdo6PfSTdkeA9+mmVr6VxkpRrK8l/EdNFjn7DuYg0PqqoWP+adZEFs2L/ZF1kzmz92mfJNY4s4mBA33z00VBjZz8t36Ofzrwx+sN9JcZnGL4g9rYO1mvfTP6LmC5y9BvORfRvC1+ZalwDcS5y4cIDHxjvKeNc5FvPS7FznVjE2ftAI+NvG/5ye1XBW8d+fHjGyCNyR3jY8s6jd9hqHF4k/g3nIm3hO6QREOsiQ0v8QlzzNesiH4pNpf1HRtocWYQnoJXBU2489gbQD8IFOxJfJ+6wWQwq7/Mi3b7hWeS2c9tjATEu0hqc/e/vXgv9nHWRWhG6/42H837pyCI8Ael33q5L/BGa52tz9hzdgnyv0HyR7t+wLLJ1wF7ZLSC2fxP5uDjIuUi9eFQ/fURL/A+XaTdhb95gvI9+g4gdvfqfovENXbZw6i/SbZHuKzItkriif5VzkZhtYjfnIrtFvX5aIxqdWIQhoD+JD/TTW4qiP+kYV9rSdQun/iLdFun2Ddciu4yPNR97cd1XnIvUBYwPg1zez+n/Fbot8uOwB/XTSCBxKEumBdQ+ceTG2rs8a6RcP691u7hjg+FwfIvFBa9G1Tu5yLFvGBeJ/rjbfSCGRY5MHrJq2zL/WtZF5Br//TX3+1c4sgjHfaB91xflTdqoX2dWiEPr41f8iTtoiRuCsJOLHPuGcxFD14BYFvli/uD8czZx/5usOztvwroORxbBi6lAgoCABAEBCQICEgQEJAgISBAQkCAgIEFAQIKAgAQBAQkCAhIEBCQICEgQEJAgICBBQECCgIAEAQEJAgISBAQkCAhIEBCQICAgQUBAgoCABAEBCQICEgQEJAgISBAQkCAgIEFAQIKAgAQBAQkCAhIEBCQICEgQEJAgICBBQECCgIAEAQEJAgISBAQkCAhIEBCQICAgQUBAgoCABAEBCQICEgQEJAgISBAQkCAgIEFAQIKAgAQBAQkCAhIEBCQICEgQEJD8H4NlEKKBGDr9AAAAAElFTkSuQmCC" /><!-- --></p>
<p>further analysis: <code>TODO</code></p>
</div>
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