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< title > Visualising the History of openSenseMap.org< / title >
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< / head >
< body >
< h1 class = "title toc-ignore" > Visualising the History of
openSenseMap.org< / h1 >
< h4 class = "author" > Norwin Roosen< / h4 >
< h4 class = "date" > 2023-03-08< / h4 >
< div id = "TOC" >
< ul >
< li > < a href = "#plot-count-of-boxes-by-time" id = "toc-plot-count-of-boxes-by-time" > Plot count of boxes by time< / a >
< ul >
< li > < a href = "#and-exposure" id = "toc-and-exposure" > …and exposure< / a > < / li >
< li > < a href = "#and-grouptag" id = "toc-and-grouptag" > …and grouptag< / a > < / li >
< / ul > < / li >
< li > < a href = "#plot-rate-of-growth-and-inactivity-per-week" id = "toc-plot-rate-of-growth-and-inactivity-per-week" > Plot rate of growth
and inactivity per week< / a > < / li >
< li > < a href = "#plot-duration-of-boxes-being-active" id = "toc-plot-duration-of-boxes-being-active" > Plot duration of boxes
being active< / a >
< ul >
< li > < a href = "#by-exposure" id = "toc-by-exposure" > …by exposure< / a > < / li >
< li > < a href = "#by-grouptag" id = "toc-by-grouptag" > …by grouptag< / a > < / li >
< li > < a href = "#by-year-of-registration" id = "toc-by-year-of-registration" > …by year of registration< / a > < / li >
< / ul > < / li >
< li > < a href = "#more-visualisations" id = "toc-more-visualisations" > More
Visualisations< / a > < / li >
< / ul >
< / div >
< blockquote >
< p > This vignette serves as an example on data wrangling &
visualization with < code > opensensmapr< / code > , < code > dplyr< / code > and
< code > ggplot2< / code > .< / p >
< / blockquote >
< div class = "sourceCode" id = "cb1" > < pre class = "sourceCode r" > < code class = "sourceCode r" > < span id = "cb1-1" > < a href = "#cb1-1" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "co" > # required packages:< / span > < / span >
< span id = "cb1-2" > < a href = "#cb1-2" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "fu" > library< / span > (opensensmapr) < span class = "co" > # data download< / span > < / span >
< span id = "cb1-3" > < a href = "#cb1-3" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "fu" > library< / span > (dplyr) < span class = "co" > # data wrangling< / span > < / span >
< span id = "cb1-4" > < a href = "#cb1-4" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "fu" > library< / span > (ggplot2) < span class = "co" > # plotting< / span > < / span >
< span id = "cb1-5" > < a href = "#cb1-5" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "fu" > library< / span > (lubridate) < span class = "co" > # date arithmetic< / span > < / span >
< span id = "cb1-6" > < a href = "#cb1-6" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "fu" > library< / span > (zoo) < span class = "co" > # rollmean()< / span > < / span > < / code > < / pre > < / div >
< p > openSenseMap.org has grown quite a bit in the last years; it would be
interesting to see how we got to the current 11448 sensor stations,
split up by various attributes of the boxes.< / p >
< p > While < code > opensensmapr< / code > provides extensive methods of
filtering boxes by attributes on the server, we do the filtering within
R to save time and gain flexibility. So the first step is to retrieve
< em > all the boxes< / em > :< / p >
< div class = "sourceCode" id = "cb2" > < pre class = "sourceCode r" > < code class = "sourceCode r" > < span id = "cb2-1" > < a href = "#cb2-1" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "co" > # if you want to see results for a specific subset of boxes,< / span > < / span >
< span id = "cb2-2" > < a href = "#cb2-2" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "co" > # just specify a filter such as grouptag=' ifgi' here< / span > < / span >
< span id = "cb2-3" > < a href = "#cb2-3" aria-hidden = "true" tabindex = "-1" > < / a > < / span >
< span id = "cb2-4" > < a href = "#cb2-4" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "co" > # boxes = osem_boxes(cache = ' .' )< / span > < / span >
< span id = "cb2-5" > < a href = "#cb2-5" aria-hidden = "true" tabindex = "-1" > < / a > boxes < span class = "ot" > =< / span > < span class = "fu" > readRDS< / span > (< span class = "st" > ' boxes_precomputed.rds' < / span > ) < span class = "co" > # read precomputed file to save resources < / span > < / span > < / code > < / pre > < / div >
< div id = "plot-count-of-boxes-by-time" class = "section level1 tabset" >
< h1 class = "tabset" > Plot count of boxes by time< / h1 >
< p > By looking at the < code > createdAt< / code > attribute of each box we
know the exact time a box was registered. With this approach we have no
information about boxes that were deleted in the meantime, but that’
okay for now.< / p >
< div id = "and-exposure" class = "section level2" >
< h2 > …and exposure< / h2 >
< div class = "sourceCode" id = "cb3" > < pre class = "sourceCode r" > < code class = "sourceCode r" > < span id = "cb3-1" > < a href = "#cb3-1" aria-hidden = "true" tabindex = "-1" > < / a > exposure_counts < span class = "ot" > =< / span > boxes < span class = "sc" > %> %< / span > < / span >
< span id = "cb3-2" > < a href = "#cb3-2" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "fu" > group_by< / span > (exposure) < span class = "sc" > %> %< / span > < / span >
< span id = "cb3-3" > < a href = "#cb3-3" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "fu" > mutate< / span > (< span class = "at" > count =< / span > < span class = "fu" > row_number< / span > (createdAt))< / span >
< span id = "cb3-4" > < a href = "#cb3-4" aria-hidden = "true" tabindex = "-1" > < / a > < / span >
< span id = "cb3-5" > < a href = "#cb3-5" aria-hidden = "true" tabindex = "-1" > < / a > exposure_colors < span class = "ot" > =< / span > < span class = "fu" > c< / span > (< span class = "at" > indoor =< / span > < span class = "st" > ' red' < / span > , < span class = "at" > outdoor =< / span > < span class = "st" > ' lightgreen' < / span > , < span class = "at" > mobile =< / span > < span class = "st" > ' blue' < / span > , < span class = "at" > unknown =< / span > < span class = "st" > ' darkgrey' < / span > )< / span >
< span id = "cb3-6" > < a href = "#cb3-6" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "fu" > ggplot< / span > (exposure_counts, < span class = "fu" > aes< / span > (< span class = "at" > x =< / span > createdAt, < span class = "at" > y =< / span > count, < span class = "at" > colour =< / span > exposure)) < span class = "sc" > +< / span > < / span >
< span id = "cb3-7" > < a href = "#cb3-7" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "fu" > geom_line< / span > () < span class = "sc" > +< / span > < / span >
< span id = "cb3-8" > < a href = "#cb3-8" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "fu" > scale_colour_manual< / span > (< span class = "at" > values =< / span > exposure_colors) < span class = "sc" > +< / span > < / span >
< span id = "cb3-9" > < a href = "#cb3-9" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "fu" > xlab< / span > (< span class = "st" > ' Registration Date' < / span > ) < span class = "sc" > +< / span > < span class = "fu" > ylab< / span > (< span class = "st" > ' senseBox count' < / span > )< / span > < / code > < / pre > < / div >
< p > < img src = "data:image/png;base64,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
< p > Outdoor boxes are growing < em > fast< / em > ! We can also see the
introduction of < code > mobile< / code > sensor “stations” in 2017. While
mobile boxes are still few, we can expect a quick rise in 2018 once the
new senseBox MCU with GPS support is released.< / p >
< p > Let’ < / p >
< div class = "sourceCode" id = "cb4" > < pre class = "sourceCode r" > < code class = "sourceCode r" > < span id = "cb4-1" > < a href = "#cb4-1" aria-hidden = "true" tabindex = "-1" > < / a > exposure_counts < span class = "sc" > %> %< / span > < / span >
< span id = "cb4-2" > < a href = "#cb4-2" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "fu" > summarise< / span > (< / span >
< span id = "cb4-3" > < a href = "#cb4-3" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "at" > oldest =< / span > < span class = "fu" > min< / span > (createdAt),< / span >
< span id = "cb4-4" > < a href = "#cb4-4" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "at" > newest =< / span > < span class = "fu" > max< / span > (createdAt),< / span >
< span id = "cb4-5" > < a href = "#cb4-5" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "at" > count =< / span > < span class = "fu" > max< / span > (count)< / span >
< span id = "cb4-6" > < a href = "#cb4-6" aria-hidden = "true" tabindex = "-1" > < / a > ) < span class = "sc" > %> %< / span > < / span >
< span id = "cb4-7" > < a href = "#cb4-7" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "fu" > arrange< / span > (< span class = "fu" > desc< / span > (count))< / span > < / code > < / pre > < / div >
< div class = "kable-table" >
< table >
< thead >
< tr class = "header" >
< th align = "left" > exposure< / th >
< th align = "left" > oldest< / th >
< th align = "left" > newest< / th >
< th align = "right" > count< / th >
< / tr >
< / thead >
< tbody >
< tr class = "odd" >
< td align = "left" > outdoor< / td >
< td align = "left" > 2016-08-09 19:34:42< / td >
< td align = "left" > 2023-02-28 09:47:17< / td >
< td align = "right" > 8417< / td >
< / tr >
< tr class = "even" >
< td align = "left" > indoor< / td >
< td align = "left" > 2018-05-10 20:14:44< / td >
< td align = "left" > 2023-02-27 09:53:33< / td >
< td align = "right" > 2364< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > mobile< / td >
< td align = "left" > 2020-10-24 14:39:30< / td >
< td align = "left" > 2023-02-20 16:32:48< / td >
< td align = "right" > 590< / td >
< / tr >
< tr class = "even" >
< td align = "left" > unknown< / td >
< td align = "left" > 2022-03-01 07:04:31< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "right" > 19< / td >
< / tr >
< / tbody >
< / table >
< / div >
< / div >
< div id = "and-grouptag" class = "section level2" >
< h2 > …and grouptag< / h2 >
< p > We can try to find out where the increases in growth came from, by
analysing the box count by grouptag.< / p >
< p > Caveats: Only a small subset of boxes has a grouptag, and we should
assume that these groups are actually bigger. Also, we can see that
grouptag naming is inconsistent (< code > Luftdaten< / code > ,
< code > luftdaten.info< / code > , …)< / p >
< div class = "sourceCode" id = "cb5" > < pre class = "sourceCode r" > < code class = "sourceCode r" > < span id = "cb5-1" > < a href = "#cb5-1" aria-hidden = "true" tabindex = "-1" > < / a > grouptag_counts < span class = "ot" > =< / span > boxes < span class = "sc" > %> %< / span > < / span >
< span id = "cb5-2" > < a href = "#cb5-2" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "fu" > group_by< / span > (grouptag) < span class = "sc" > %> %< / span > < / span >
< span id = "cb5-3" > < a href = "#cb5-3" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "co" > # only include grouptags with 8 or more members< / span > < / span >
< span id = "cb5-4" > < a href = "#cb5-4" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "fu" > filter< / span > (< span class = "fu" > length< / span > (grouptag) < span class = "sc" > > =< / span > < span class = "dv" > 8< / span > < span class = "sc" > & < / span > < span class = "sc" > !< / span > < span class = "fu" > is.na< / span > (grouptag)) < span class = "sc" > %> %< / span > < / span >
< span id = "cb5-5" > < a href = "#cb5-5" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "fu" > mutate< / span > (< span class = "at" > count =< / span > < span class = "fu" > row_number< / span > (createdAt))< / span >
< span id = "cb5-6" > < a href = "#cb5-6" aria-hidden = "true" tabindex = "-1" > < / a > < / span >
< span id = "cb5-7" > < a href = "#cb5-7" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "co" > # helper for sorting the grouptags by boxcount< / span > < / span >
< span id = "cb5-8" > < a href = "#cb5-8" aria-hidden = "true" tabindex = "-1" > < / a > sortLvls < span class = "ot" > =< / span > < span class = "cf" > function< / span > (oldFactor, < span class = "at" > ascending =< / span > < span class = "cn" > TRUE< / span > ) {< / span >
< span id = "cb5-9" > < a href = "#cb5-9" aria-hidden = "true" tabindex = "-1" > < / a > lvls < span class = "ot" > =< / span > < span class = "fu" > table< / span > (oldFactor) < span class = "sc" > %> %< / span > < span class = "fu" > sort< / span > (., < span class = "at" > decreasing =< / span > < span class = "sc" > !< / span > ascending) < span class = "sc" > %> %< / span > < span class = "fu" > names< / span > ()< / span >
< span id = "cb5-10" > < a href = "#cb5-10" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "fu" > factor< / span > (oldFactor, < span class = "at" > levels =< / span > lvls)< / span >
< span id = "cb5-11" > < a href = "#cb5-11" aria-hidden = "true" tabindex = "-1" > < / a > }< / span >
< span id = "cb5-12" > < a href = "#cb5-12" aria-hidden = "true" tabindex = "-1" > < / a > grouptag_counts< span class = "sc" > $< / span > grouptag < span class = "ot" > =< / span > < span class = "fu" > sortLvls< / span > (grouptag_counts< span class = "sc" > $< / span > grouptag, < span class = "at" > ascending =< / span > < span class = "cn" > FALSE< / span > )< / span >
< span id = "cb5-13" > < a href = "#cb5-13" aria-hidden = "true" tabindex = "-1" > < / a > < / span >
< span id = "cb5-14" > < a href = "#cb5-14" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "fu" > ggplot< / span > (grouptag_counts, < span class = "fu" > aes< / span > (< span class = "at" > x =< / span > createdAt, < span class = "at" > y =< / span > count, < span class = "at" > colour =< / span > grouptag)) < span class = "sc" > +< / span > < / span >
< span id = "cb5-15" > < a href = "#cb5-15" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "fu" > geom_line< / span > (< span class = "fu" > aes< / span > (< span class = "at" > group =< / span > grouptag)) < span class = "sc" > +< / span > < / span >
< span id = "cb5-16" > < a href = "#cb5-16" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "fu" > xlab< / span > (< span class = "st" > ' Registration Date' < / span > ) < span class = "sc" > +< / span > < span class = "fu" > ylab< / span > (< span class = "st" > ' senseBox count' < / span > )< / span > < / code > < / pre > < / div >
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< tr class = "odd" >
< td align = "left" > MakeLight< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "right" > 15< / td >
< / tr >
< tr class = "even" >
< td align = "left" > MSGB< / td >
< td align = "left" > 2022-11-14 09:08:57< / td >
< td align = "left" > 2022-11-14 10:19:24< / td >
< td align = "right" > 15< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > MSHO< / td >
< td align = "left" > 2022-12-20 09:28:40< / td >
< td align = "left" > 2022-12-20 10:01:38< / td >
< td align = "right" > 15< / td >
< / tr >
< tr class = "even" >
< td align = "left" > MSIN< / td >
< td align = "left" > 2022-11-21 17:02:39< / td >
< td align = "left" > 2022-11-21 23:06:22< / td >
< td align = "right" > 15< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > MSKE< / td >
< td align = "left" > 2023-01-05 15:40:58< / td >
< td align = "left" > 2023-01-05 15:52:02< / td >
< td align = "right" > 15< / td >
< / tr >
< tr class = "even" >
< td align = "left" > PMSI< / td >
< td align = "left" > 2023-01-20 14:22:03< / td >
< td align = "left" > 2023-01-20 14:31:52< / td >
< td align = "right" > 15< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > Haus B< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "right" > 14< / td >
< / tr >
< tr class = "even" >
< td align = "left" > UrbanGarden< / td >
< td align = "left" > 2023-02-02 19:27:40< / td >
< td align = "left" > 2023-02-18 14:50:19< / td >
< td align = "right" > 14< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > Соседи по воздуху< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "left" > 2023-01-27 09:50:43< / td >
< td align = "right" > 14< / td >
< / tr >
< tr class = "even" >
< td align = "left" > PIE< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "right" > 13< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > RB-DSJ< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "right" > 13< / td >
< / tr >
< tr class = "even" >
< td align = "left" > co2mofetten< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "left" > 2023-01-17 07:38:21< / td >
< td align = "right" > 12< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > Sofia< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "right" > 12< / td >
< / tr >
< tr class = "even" >
< td align = "left" > Haus D< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "right" > 11< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > home< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "right" > 11< / td >
< / tr >
< tr class = "even" >
< td align = "left" > Netlight< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "right" > 11< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > #STROPDEAER< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "left" > 2023-02-16 15:12:50< / td >
< td align = "right" > 10< / td >
< / tr >
< tr class = "even" >
< td align = "left" > AirAberdeen< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "right" > 10< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > Balthasar-Neumann-Schule 1< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "right" > 10< / td >
< / tr >
< tr class = "even" >
< td align = "left" > Bestäuberprojekt< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "right" > 10< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > Che Aria Tira?< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "right" > 10< / td >
< / tr >
< tr class = "even" >
< td align = "left" > dwih-sp< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "right" > 10< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > esri-de< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "right" > 10< / td >
< / tr >
< tr class = "even" >
< td align = "left" > HBG Bonn< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "right" > 10< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > IntegrA< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "right" > 10< / td >
< / tr >
< tr class = "even" >
< td align = "left" > makerspace-partheland< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "left" > 2023-02-20 18:34:50< / td >
< td align = "right" > 10< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > Mikroklima H< / td >
< td align = "left" > 2022-05-07 17:29:00< / td >
< td align = "left" > 2022-05-07 17:47:42< / td >
< td align = "right" > 10< / td >
< / tr >
< tr class = "even" >
< td align = "left" > montorioveronese.it< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "left" > 2022-12-29 07:45:57< / td >
< td align = "right" > 10< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > ATSO< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "right" > 9< / td >
< / tr >
< tr class = "even" >
< td align = "left" > clevermint< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "right" > 9< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > Fläming< / td >
< td align = "left" > 2022-08-15 19:16:48< / td >
< td align = "left" > 2022-12-13 06:29:22< / td >
< td align = "right" > 9< / td >
< / tr >
< tr class = "even" >
< td align = "left" > Mikroklima C-R< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "right" > 9< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > Ostroda< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "right" > 9< / td >
< / tr >
< tr class = "even" >
< td align = "left" > RSS< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "right" > 9< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > test< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "left" > 2022-12-18 22:20:34< / td >
< td align = "right" > 9< / td >
< / tr >
< tr class = "even" >
< td align = "left" > 2< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "left" > 2023-01-07 15:44:29< / td >
< td align = "right" > 8< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > Data4City< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "right" > 8< / td >
< / tr >
< tr class = "even" >
< td align = "left" > DBDS< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "right" > 8< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > IKG< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "right" > 8< / td >
< / tr >
< tr class = "even" >
< td align = "left" > IVKOWeek< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "left" > 2022-07-05 09:42:31< / td >
< td align = "right" > 8< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > Koerber-Stiftung< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "right" > 8< / td >
< / tr >
< tr class = "even" >
< td align = "left" > M7< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "left" > 2022-11-28 13:00:44< / td >
< td align = "right" > 8< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > Natlab Ökologie< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "right" > 8< / td >
< / tr >
< tr class = "even" >
< td align = "left" > PGKN< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "right" > 8< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > Raumanmeri< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "right" > 8< / td >
< / tr >
< tr class = "even" >
< td align = "left" > stw< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "left" > 2022-03-30 11:25:43< / td >
< td align = "right" > 8< / td >
< / tr >
< / tbody >
< / table >
< / div >
< / div >
< / div >
< div id = "plot-rate-of-growth-and-inactivity-per-week" class = "section level1" >
< h1 > Plot rate of growth and inactivity per week< / h1 >
< p > First we group the boxes by < code > createdAt< / code > into bins of one
week:< / p >
< div class = "sourceCode" id = "cb7" > < pre class = "sourceCode r" > < code class = "sourceCode r" > < span id = "cb7-1" > < a href = "#cb7-1" aria-hidden = "true" tabindex = "-1" > < / a > bins < span class = "ot" > =< / span > < span class = "st" > ' week' < / span > < / span >
< span id = "cb7-2" > < a href = "#cb7-2" aria-hidden = "true" tabindex = "-1" > < / a > mvavg_bins < span class = "ot" > =< / span > < span class = "dv" > 6< / span > < / span >
< span id = "cb7-3" > < a href = "#cb7-3" aria-hidden = "true" tabindex = "-1" > < / a > < / span >
< span id = "cb7-4" > < a href = "#cb7-4" aria-hidden = "true" tabindex = "-1" > < / a > growth < span class = "ot" > =< / span > boxes < span class = "sc" > %> %< / span > < / span >
< span id = "cb7-5" > < a href = "#cb7-5" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "fu" > mutate< / span > (< span class = "at" > week =< / span > < span class = "fu" > cut< / span > (< span class = "fu" > as.Date< / span > (createdAt), < span class = "at" > breaks =< / span > bins)) < span class = "sc" > %> %< / span > < / span >
< span id = "cb7-6" > < a href = "#cb7-6" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "fu" > group_by< / span > (week) < span class = "sc" > %> %< / span > < / span >
< span id = "cb7-7" > < a href = "#cb7-7" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "fu" > summarize< / span > (< span class = "at" > count =< / span > < span class = "fu" > length< / span > (week)) < span class = "sc" > %> %< / span > < / span >
< span id = "cb7-8" > < a href = "#cb7-8" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "fu" > mutate< / span > (< span class = "at" > event =< / span > < span class = "st" > ' registered' < / span > )< / span > < / code > < / pre > < / div >
< p > We can do the same for < code > updatedAt< / code > , which informs us about
the last change to a box, including uploaded measurements. This method
of determining inactive boxes is fairly inaccurate and should be
considered an approximation, because we have no information about
intermediate inactive phases. Also deleted boxes would probably have a
big impact here.< / p >
< div class = "sourceCode" id = "cb8" > < pre class = "sourceCode r" > < code class = "sourceCode r" > < span id = "cb8-1" > < a href = "#cb8-1" aria-hidden = "true" tabindex = "-1" > < / a > inactive < span class = "ot" > =< / span > boxes < span class = "sc" > %> %< / span > < / span >
< span id = "cb8-2" > < a href = "#cb8-2" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "co" > # remove boxes that were updated in the last two days,< / span > < / span >
< span id = "cb8-3" > < a href = "#cb8-3" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "co" > # b/c any box becomes inactive at some point by definition of updatedAt< / span > < / span >
< span id = "cb8-4" > < a href = "#cb8-4" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "fu" > filter< / span > (updatedAt < span class = "sc" > < < / span > < span class = "fu" > now< / span > () < span class = "sc" > -< / span > < span class = "fu" > days< / span > (< span class = "dv" > 2< / span > )) < span class = "sc" > %> %< / span > < / span >
< span id = "cb8-5" > < a href = "#cb8-5" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "fu" > mutate< / span > (< span class = "at" > week =< / span > < span class = "fu" > cut< / span > (< span class = "fu" > as.Date< / span > (updatedAt), < span class = "at" > breaks =< / span > bins)) < span class = "sc" > %> %< / span > < / span >
< span id = "cb8-6" > < a href = "#cb8-6" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "fu" > group_by< / span > (week) < span class = "sc" > %> %< / span > < / span >
< span id = "cb8-7" > < a href = "#cb8-7" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "fu" > summarize< / span > (< span class = "at" > count =< / span > < span class = "fu" > length< / span > (week)) < span class = "sc" > %> %< / span > < / span >
< span id = "cb8-8" > < a href = "#cb8-8" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "fu" > mutate< / span > (< span class = "at" > event =< / span > < span class = "st" > ' inactive' < / span > )< / span > < / code > < / pre > < / div >
< p > Now we can combine both datasets for plotting:< / p >
< div class = "sourceCode" id = "cb9" > < pre class = "sourceCode r" > < code class = "sourceCode r" > < span id = "cb9-1" > < a href = "#cb9-1" aria-hidden = "true" tabindex = "-1" > < / a > boxes_by_date < span class = "ot" > =< / span > < span class = "fu" > bind_rows< / span > (growth, inactive) < span class = "sc" > %> %< / span > < span class = "fu" > group_by< / span > (event)< / span >
< span id = "cb9-2" > < a href = "#cb9-2" aria-hidden = "true" tabindex = "-1" > < / a > < / span >
< span id = "cb9-3" > < a href = "#cb9-3" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "fu" > ggplot< / span > (boxes_by_date, < span class = "fu" > aes< / span > (< span class = "at" > x =< / span > < span class = "fu" > as.Date< / span > (week), < span class = "at" > colour =< / span > event)) < span class = "sc" > +< / span > < / span >
< span id = "cb9-4" > < a href = "#cb9-4" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "fu" > xlab< / span > (< span class = "st" > ' Time' < / span > ) < span class = "sc" > +< / span > < span class = "fu" > ylab< / span > (< span class = "fu" > paste< / span > (< span class = "st" > ' rate per ' < / span > , bins)) < span class = "sc" > +< / span > < / span >
< span id = "cb9-5" > < a href = "#cb9-5" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "fu" > scale_x_date< / span > (< span class = "at" > date_breaks=< / span > < span class = "st" > " years" < / span > , < span class = "at" > date_labels=< / span > < span class = "st" > " %Y" < / span > ) < span class = "sc" > +< / span > < / span >
< span id = "cb9-6" > < a href = "#cb9-6" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "fu" > scale_colour_manual< / span > (< span class = "at" > values =< / span > < span class = "fu" > c< / span > (< span class = "at" > registered =< / span > < span class = "st" > ' lightgreen' < / span > , < span class = "at" > inactive =< / span > < span class = "st" > ' grey' < / span > )) < span class = "sc" > +< / span > < / span >
< span id = "cb9-7" > < a href = "#cb9-7" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "fu" > geom_point< / span > (< span class = "fu" > aes< / span > (< span class = "at" > y =< / span > count), < span class = "at" > size =< / span > < span class = "fl" > 0.5< / span > ) < span class = "sc" > +< / span > < / span >
< span id = "cb9-8" > < a href = "#cb9-8" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "co" > # moving average, make first and last value NA (to ensure identical length of vectors)< / span > < / span >
< span id = "cb9-9" > < a href = "#cb9-9" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "fu" > geom_line< / span > (< span class = "fu" > aes< / span > (< span class = "at" > y =< / span > < span class = "fu" > rollmean< / span > (count, mvavg_bins, < span class = "at" > fill =< / span > < span class = "fu" > list< / span > (< span class = "cn" > NA< / span > , < span class = "cn" > NULL< / span > , < span class = "cn" > NA< / span > ))))< / span > < / code > < / pre > < / div >
< p > < img src = "data:image/png;base64,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
< p > We see a sudden rise in early 2017, which lines up with the fast
growing grouptag < code > Luftdaten< / code > . This was enabled by an
integration of openSenseMap.org into the firmware of the air quality
monitoring project < a href = "https://sensor.community/de/" > luftdaten.info< / a > . The dips in mid
2017 and early 2018 could possibly be explained by production/delivery
issues of the senseBox hardware, but I have no data on the exact time
frames to verify.< / p >
< / div >
< div id = "plot-duration-of-boxes-being-active" class = "section level1 tabset" >
< h1 class = "tabset" > Plot duration of boxes being active< / h1 >
< p > While we are looking at < code > createdAt< / code > and
< code > updatedAt< / code > , we can also extract the duration of activity of
each box, and look at metrics by exposure and grouptag once more:< / p >
< div id = "by-exposure" class = "section level2" >
< h2 > …by exposure< / h2 >
< div class = "sourceCode" id = "cb10" > < pre class = "sourceCode r" > < code class = "sourceCode r" > < span id = "cb10-1" > < a href = "#cb10-1" aria-hidden = "true" tabindex = "-1" > < / a > duration < span class = "ot" > =< / span > boxes < span class = "sc" > %> %< / span > < / span >
< span id = "cb10-2" > < a href = "#cb10-2" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "fu" > group_by< / span > (exposure) < span class = "sc" > %> %< / span > < / span >
< span id = "cb10-3" > < a href = "#cb10-3" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "fu" > filter< / span > (< span class = "sc" > !< / span > < span class = "fu" > is.na< / span > (updatedAt)) < span class = "sc" > %> %< / span > < / span >
< span id = "cb10-4" > < a href = "#cb10-4" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "fu" > mutate< / span > (< span class = "at" > duration =< / span > < span class = "fu" > difftime< / span > (updatedAt, createdAt, < span class = "at" > units=< / span > < span class = "st" > ' days' < / span > ))< / span >
< span id = "cb10-5" > < a href = "#cb10-5" aria-hidden = "true" tabindex = "-1" > < / a > < / span >
< span id = "cb10-6" > < a href = "#cb10-6" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "fu" > ggplot< / span > (duration, < span class = "fu" > aes< / span > (< span class = "at" > x =< / span > exposure, < span class = "at" > y =< / span > duration)) < span class = "sc" > +< / span > < / span >
< span id = "cb10-7" > < a href = "#cb10-7" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "fu" > geom_boxplot< / span > () < span class = "sc" > +< / span > < / span >
< span id = "cb10-8" > < a href = "#cb10-8" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "fu" > coord_flip< / span > () < span class = "sc" > +< / span > < span class = "fu" > ylab< / span > (< span class = "st" > ' Duration active in Days' < / span > )< / span > < / code > < / pre > < / div >
< p > < img src = "data:image/png;base64,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
< p > The time of activity averages at only 158 days, though there are
boxes with 2394 days of activity, spanning a large chunk of
openSenseMap’ < / p >
< / div >
< div id = "by-grouptag" class = "section level2" >
< h2 > …by grouptag< / h2 >
< div class = "sourceCode" id = "cb11" > < pre class = "sourceCode r" > < code class = "sourceCode r" > < span id = "cb11-1" > < a href = "#cb11-1" aria-hidden = "true" tabindex = "-1" > < / a > duration < span class = "ot" > =< / span > boxes < span class = "sc" > %> %< / span > < / span >
< span id = "cb11-2" > < a href = "#cb11-2" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "fu" > group_by< / span > (grouptag) < span class = "sc" > %> %< / span > < / span >
< span id = "cb11-3" > < a href = "#cb11-3" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "co" > # only include grouptags with 8 or more members< / span > < / span >
< span id = "cb11-4" > < a href = "#cb11-4" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "fu" > filter< / span > (< span class = "fu" > length< / span > (grouptag) < span class = "sc" > > =< / span > < span class = "dv" > 8< / span > < span class = "sc" > & < / span > < span class = "sc" > !< / span > < span class = "fu" > is.na< / span > (grouptag) < span class = "sc" > & < / span > < span class = "sc" > !< / span > < span class = "fu" > is.na< / span > (updatedAt)) < span class = "sc" > %> %< / span > < / span >
< span id = "cb11-5" > < a href = "#cb11-5" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "fu" > mutate< / span > (< span class = "at" > duration =< / span > < span class = "fu" > difftime< / span > (updatedAt, createdAt, < span class = "at" > units=< / span > < span class = "st" > ' days' < / span > ))< / span >
< span id = "cb11-6" > < a href = "#cb11-6" aria-hidden = "true" tabindex = "-1" > < / a > < / span >
< span id = "cb11-7" > < a href = "#cb11-7" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "fu" > ggplot< / span > (duration, < span class = "fu" > aes< / span > (< span class = "at" > x =< / span > grouptag, < span class = "at" > y =< / span > duration)) < span class = "sc" > +< / span > < / span >
< span id = "cb11-8" > < a href = "#cb11-8" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "fu" > geom_boxplot< / span > () < span class = "sc" > +< / span > < / span >
< span id = "cb11-9" > < a href = "#cb11-9" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "fu" > coord_flip< / span > () < span class = "sc" > +< / span > < span class = "fu" > ylab< / span > (< span class = "st" > ' Duration active in Days' < / span > )< / span > < / code > < / pre > < / div >
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< div class = "sourceCode" id = "cb12" > < pre class = "sourceCode r" > < code class = "sourceCode r" > < span id = "cb12-1" > < a href = "#cb12-1" aria-hidden = "true" tabindex = "-1" > < / a > duration < span class = "sc" > %> %< / span > < / span >
< span id = "cb12-2" > < a href = "#cb12-2" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "fu" > summarize< / span > (< / span >
< span id = "cb12-3" > < a href = "#cb12-3" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "at" > duration_avg =< / span > < span class = "fu" > round< / span > (< span class = "fu" > mean< / span > (duration)),< / span >
< span id = "cb12-4" > < a href = "#cb12-4" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "at" > duration_min =< / span > < span class = "fu" > round< / span > (< span class = "fu" > min< / span > (duration)),< / span >
< span id = "cb12-5" > < a href = "#cb12-5" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "at" > duration_max =< / span > < span class = "fu" > round< / span > (< span class = "fu" > max< / span > (duration)),< / span >
< span id = "cb12-6" > < a href = "#cb12-6" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "at" > oldest_box =< / span > < span class = "fu" > round< / span > (< span class = "fu" > max< / span > (< span class = "fu" > difftime< / span > (< span class = "fu" > now< / span > (), createdAt, < span class = "at" > units=< / span > < span class = "st" > ' days' < / span > )))< / span >
< span id = "cb12-7" > < a href = "#cb12-7" aria-hidden = "true" tabindex = "-1" > < / a > ) < span class = "sc" > %> %< / span > < / span >
< span id = "cb12-8" > < a href = "#cb12-8" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "fu" > arrange< / span > (< span class = "fu" > desc< / span > (duration_avg))< / span > < / code > < / pre > < / div >
< div class = "kable-table" >
< table style = "width:100%;" >
< colgroup >
< col width = "35%" / >
< col width = "16%" / >
< col width = "16%" / >
< col width = "16%" / >
< col width = "14%" / >
< / colgroup >
< thead >
< tr class = "header" >
< th align = "left" > grouptag< / th >
< th align = "left" > duration_avg< / th >
< th align = "left" > duration_min< / th >
< th align = "left" > duration_max< / th >
< th align = "left" > oldest_box< / th >
< / tr >
< / thead >
< tbody >
< tr class = "odd" >
< td align = "left" > Ostroda< / td >
< td align = "left" > 335 days< / td >
< td align = "left" > 335 days< / td >
< td align = "left" > 335 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "even" >
< td align = "left" > Mikroklima C-R< / td >
< td align = "left" > 332 days< / td >
< td align = "left" > 321 days< / td >
< td align = "left" > 335 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > Apeldoorn< / td >
< td align = "left" > 331 days< / td >
< td align = "left" > 263 days< / td >
< td align = "left" > 335 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "even" >
< td align = "left" > freshairbromley< / td >
< td align = "left" > 304 days< / td >
< td align = "left" > 28 days< / td >
< td align = "left" > 335 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > Mikroklima< / td >
< td align = "left" > 283 days< / td >
< td align = "left" > 42 days< / td >
< td align = "left" > 335 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "even" >
< td align = "left" > Mikroklima H< / td >
< td align = "left" > 283 days< / td >
< td align = "left" > 229 days< / td >
< td align = "left" > 297 days< / td >
< td align = "left" > 305 days< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > Smart City MS< / td >
< td align = "left" > 272 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 335 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "even" >
< td align = "left" > Feinstaub< / td >
< td align = "left" > 223 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 335 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > makerspace-partheland< / td >
< td align = "left" > 217 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 335 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "even" >
< td align = "left" > co2mofetten< / td >
< td align = "left" > 213 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 334 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > Luftdaten< / td >
< td align = "left" > 211 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 335 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "even" >
< td align = "left" > luftdaten.info< / td >
< td align = "left" > 200 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 335 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > Burgermeetnet< / td >
< td align = "left" > 190 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 335 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "even" >
< td align = "left" > esri-de< / td >
< td align = "left" > 190 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 335 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > #stropdeaer< / td >
< td align = "left" > 187 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 335 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "even" >
< td align = "left" > Sofia< / td >
< td align = "left" > 172 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 335 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > WAUW!denberg< / td >
< td align = "left" > 168 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 335 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "even" >
< td align = "left" > KJR-M< / td >
< td align = "left" > 167 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 335 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > IKG< / td >
< td align = "left" > 163 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 335 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "even" >
< td align = "left" > AirAberdeen< / td >
< td align = "left" > 155 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 335 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > M7< / td >
< td align = "left" > 155 days< / td >
< td align = "left" > 92 days< / td >
< td align = "left" > 243 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "even" >
< td align = "left" > 1< / td >
< td align = "left" > 148 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 335 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > BurgerMeetnet< / td >
< td align = "left" > 141 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 335 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "even" >
< td align = "left" > Luftdaten.info< / td >
< td align = "left" > 139 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 335 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > Bottrop-Feinstaub< / td >
< td align = "left" > 133 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 335 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "even" >
< td align = "left" > cleanairfrome< / td >
< td align = "left" > 130 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 335 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > montorioveronese.it< / td >
< td align = "left" > 130 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 335 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "even" >
< td align = "left" > stw< / td >
< td align = "left" > 130 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 335 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > RB-DSJ< / td >
< td align = "left" > 122 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 335 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "even" >
< td align = "left" > Mikroprojekt Mitmachklima< / td >
< td align = "left" > 118 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 335 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > BRGL< / td >
< td align = "left" > 113 days< / td >
< td align = "left" > 109 days< / td >
< td align = "left" > 114 days< / td >
< td align = "left" > 122 days< / td >
< / tr >
< tr class = "even" >
< td align = "left" > Luchtwachters Delft< / td >
< td align = "left" > 111 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 335 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > Fläming< / td >
< td align = "left" > 110 days< / td >
< td align = "left" > 23 days< / td >
< td align = "left" > 180 days< / td >
< td align = "left" > 205 days< / td >
< / tr >
< tr class = "even" >
< td align = "left" > BRGW< / td >
< td align = "left" > 109 days< / td >
< td align = "left" > 98 days< / td >
< td align = "left" > 118 days< / td >
< td align = "left" > 126 days< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > PIE< / td >
< td align = "left" > 103 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 335 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "even" >
< td align = "left" > Riga< / td >
< td align = "left" > 103 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 335 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > kerekdomb_< / td >
< td align = "left" > 100 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 335 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "even" >
< td align = "left" > luftdaten< / td >
< td align = "left" > 100 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 335 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > home< / td >
< td align = "left" > 95 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 335 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "even" >
< td align = "left" > Bad_Hersfeld< / td >
< td align = "left" > 94 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 335 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > MSGB< / td >
< td align = "left" > 94 days< / td >
< td align = "left" > 50 days< / td >
< td align = "left" > 106 days< / td >
< td align = "left" > 114 days< / td >
< / tr >
< tr class = "even" >
< td align = "left" > dwih-sp< / td >
< td align = "left" > 92 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 335 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > AGIN< / td >
< td align = "left" > 91 days< / td >
< td align = "left" > 87 days< / td >
< td align = "left" > 92 days< / td >
< td align = "left" > 100 days< / td >
< / tr >
< tr class = "even" >
< td align = "left" > HTLJ< / td >
< td align = "left" > 91 days< / td >
< td align = "left" > 58 days< / td >
< td align = "left" > 99 days< / td >
< td align = "left" > 107 days< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > Соседи по воздуху< / td >
< td align = "left" > 87 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 335 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "even" >
< td align = "left" > bad_hersfeld< / td >
< td align = "left" > 84 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 335 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > Captographies< / td >
< td align = "left" > 82 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 648 days< / td >
< td align = "left" > 656 days< / td >
< / tr >
< tr class = "even" >
< td align = "left" > Save Dnipro< / td >
< td align = "left" > 75 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 335 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > PGKN< / td >
< td align = "left" > 68 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 335 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "even" >
< td align = "left" > MSHO< / td >
< td align = "left" > 61 days< / td >
< td align = "left" > 36 days< / td >
< td align = "left" > 70 days< / td >
< td align = "left" > 78 days< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > Netlight< / td >
< td align = "left" > 61 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 335 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "even" >
< td align = "left" > #STROPDEAER< / td >
< td align = "left" > 55 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 335 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > Futurium< / td >
< td align = "left" > 54 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 335 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "even" >
< td align = "left" > test< / td >
< td align = "left" > 54 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 335 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > ifgi< / td >
< td align = "left" > 52 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 335 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "even" >
< td align = "left" > MSIN< / td >
< td align = "left" > 52 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 79 days< / td >
< td align = "left" > 107 days< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > 2< / td >
< td align = "left" > 50 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 331 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "even" >
< td align = "left" > ATSO< / td >
< td align = "left" > 48 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 279 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > MakeLight< / td >
< td align = "left" > 47 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 335 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "even" >
< td align = "left" > Haus B< / td >
< td align = "left" > 44 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 239 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > Futurium 2021< / td >
< td align = "left" > 43 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 329 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "even" >
< td align = "left" > DBDS< / td >
< td align = "left" > 42 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 335 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > IVKOWeek< / td >
< td align = "left" > 42 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 335 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "even" >
< td align = "left" > PMSI< / td >
< td align = "left" > 38 days< / td >
< td align = "left" > 38 days< / td >
< td align = "left" > 38 days< / td >
< td align = "left" > 47 days< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > edu< / td >
< td align = "left" > 37 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 335 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "even" >
< td align = "left" > GIZ Clean Air Day Project< / td >
< td align = "left" > 37 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 335 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > TKS Bonn< / td >
< td align = "left" > 32 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 335 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "even" >
< td align = "left" > HU Explorers< / td >
< td align = "left" > 28 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 319 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > 321heiss< / td >
< td align = "left" > 24 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 43 days< / td >
< td align = "left" > 254 days< / td >
< / tr >
< tr class = "even" >
< td align = "left" > SUGUCS< / td >
< td align = "left" > 9 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 53 days< / td >
< td align = "left" > 98 days< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > APPI< / td >
< td align = "left" > 3 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 7 days< / td >
< td align = "left" > 41 days< / td >
< / tr >
< tr class = "even" >
< td align = "left" > MSKE< / td >
< td align = "left" > 3 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 7 days< / td >
< td align = "left" > 62 days< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > RSS< / td >
< td align = "left" > 3 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 28 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "even" >
< td align = "left" > CS:iDrop< / td >
< td align = "left" > 2 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 36 days< / td >
< td align = "left" > 57 days< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > UrbanGarden< / td >
< td align = "left" > 2 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 16 days< / td >
< td align = "left" > 34 days< / td >
< / tr >
< tr class = "even" >
< td align = "left" > Balthasar-Neumann-Schule 1< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > Bestäuberprojekt< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "even" >
< td align = "left" > Che Aria Tira?< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > clevermint< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "even" >
< td align = "left" > Data4City< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > Haus C< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "even" >
< td align = "left" > Haus D< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > HBG Bonn< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "even" >
< td align = "left" > IntegrA< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > Koerber-Stiftung< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "even" >
< td align = "left" > Natlab Ökologie< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "odd" >
< td align = "left" > Raumanmeri< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< tr class = "even" >
< td align = "left" > SekSeeland< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 0 days< / td >
< td align = "left" > 343 days< / td >
< / tr >
< / tbody >
< / table >
< / div >
< p > The time of activity averages at only 90 days, though there are boxes
with 648 days of activity, spanning a large chunk of openSenseMap’
existence.< / p >
< / div >
< div id = "by-year-of-registration" class = "section level2" >
< h2 > …by year of registration< / h2 >
< p > This is less useful, as older boxes are active for a longer time by
definition. If you have an idea how to compensate for that, please send
a < a href = "https://github.com/sensebox/opensensmapr/pulls" > Pull
Request< / a > !< / p >
< div class = "sourceCode" id = "cb13" > < pre class = "sourceCode r" > < code class = "sourceCode r" > < span id = "cb13-1" > < a href = "#cb13-1" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "co" > # < / span > < span class = "al" > NOTE< / span > < span class = "co" > : boxes older than 2016 missing due to missing updatedAt in database< / span > < / span >
< span id = "cb13-2" > < a href = "#cb13-2" aria-hidden = "true" tabindex = "-1" > < / a > duration < span class = "ot" > =< / span > boxes < span class = "sc" > %> %< / span > < / span >
< span id = "cb13-3" > < a href = "#cb13-3" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "fu" > mutate< / span > (< span class = "at" > year =< / span > < span class = "fu" > cut< / span > (< span class = "fu" > as.Date< / span > (createdAt), < span class = "at" > breaks =< / span > < span class = "st" > ' year' < / span > )) < span class = "sc" > %> %< / span > < / span >
< span id = "cb13-4" > < a href = "#cb13-4" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "fu" > group_by< / span > (year) < span class = "sc" > %> %< / span > < / span >
< span id = "cb13-5" > < a href = "#cb13-5" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "fu" > filter< / span > (< span class = "sc" > !< / span > < span class = "fu" > is.na< / span > (updatedAt)) < span class = "sc" > %> %< / span > < / span >
< span id = "cb13-6" > < a href = "#cb13-6" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "fu" > mutate< / span > (< span class = "at" > duration =< / span > < span class = "fu" > difftime< / span > (updatedAt, createdAt, < span class = "at" > units=< / span > < span class = "st" > ' days' < / span > ))< / span >
< span id = "cb13-7" > < a href = "#cb13-7" aria-hidden = "true" tabindex = "-1" > < / a > < / span >
< span id = "cb13-8" > < a href = "#cb13-8" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "fu" > ggplot< / span > (duration, < span class = "fu" > aes< / span > (< span class = "at" > x =< / span > < span class = "fu" > substr< / span > (< span class = "fu" > as.character< / span > (year), < span class = "dv" > 0< / span > , < span class = "dv" > 4< / span > ), < span class = "at" > y =< / span > duration)) < span class = "sc" > +< / span > < / span >
< span id = "cb13-9" > < a href = "#cb13-9" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "fu" > geom_boxplot< / span > () < span class = "sc" > +< / span > < / span >
< span id = "cb13-10" > < a href = "#cb13-10" aria-hidden = "true" tabindex = "-1" > < / a > < span class = "fu" > coord_flip< / span > () < span class = "sc" > +< / span > < span class = "fu" > ylab< / span > (< span class = "st" > ' Duration active in Days' < / span > ) < span class = "sc" > +< / span > < span class = "fu" > xlab< / span > (< span class = "st" > ' Year of Registration' < / span > )< / span > < / code > < / pre > < / div >
< p > < img src = "data:image/png;base64,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
< / div >
< / div >
< div id = "more-visualisations" class = "section level1" >
< h1 > More Visualisations< / h1 >
< p > Other visualisations come to mind, and are left as an exercise to the
reader. If you implemented some, feel free to add them to this vignette
via a < a href = "https://github.com/sensebox/opensensmapr/pulls" > Pull
Request< / a > .< / p >
< ul >
< li > growth by phenomenon< / li >
< li > growth by location -> (interactive) map< / li >
< li > set inactive rate in relation to total box count< / li >
< li > filter timespans with big dips in growth rate, and extrapolate the
amount of senseBoxes that could be on the platform today, assuming there
were no production issues ;)< / li >
< / ul >
< / div >
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