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Define URLs and Helper Functions

`%>%` <- magrittr::`%>%`

urls <- kwb.utils::resolve(list(
  gh_wasserportal = "https://kwb-r.github.io/wasserportal",
  stations_gwl_meta = "<gh_wasserportal>/stations_gwl_master.json",
  stations_gwl_data = "<gh_wasserportal>/stations_gwl_data.json",
  stations_gwq_meta = "<gh_wasserportal>/stations_gwq_master.json",
  stations_gwq_data = "<gh_wasserportal>/stations_gwq_data.json",
  stations_crosstable = "<gh_wasserportal>/stations_crosstable.json"
))

top_filter_data_table <- function(data) {
  DT::datatable(data, filter = "top")
}

cat_file_enumeration <- function(base_url, files) {
  cat(paste0(
    sprintf("- [%s](%s/%s)", files, base_url, files),
    collapse = "\n\n"
  ))
}

Master Data

stations <- wasserportal::get_stations()
#> Importing 9 station overviews from Wasserportal Berlin ... ok. (6.37 secs)

is_gw <- stringr::str_detect(names(stations$overview_list), "groundwater")

files <- wasserportal::list_masters_data_to_csv(stations$overview_list[is_gw])
#> Writing 'stations_groundwater_level.csv' ... ok. (0.15 secs) 
#> Writing 'stations_groundwater_quality.csv' ... ok. (0.02 secs)

The following groundwater master data .csv files are available for download:

Get Groundwater Data

if (use_random_subset_of_stations) {
  stations_bak <- stations
  x <- stations$overview_list$groundwater.level[sample(876, 10), ]
  stations$overview_list$groundwater.level <- x
  x <- stations$overview_list$groundwater.quality[sample(208, 10), ]
  stations$overview_list$groundwater.quality <- x
}

gw_data_list <- wasserportal::get_groundwater_data(stations, debug = TRUE)
#> Importing 'groundwater.level' data (1/2) ... Downloading Messstellennummer '1' (1/905) ... ok. (1.33 secs) 
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#> Downloading Messstellennummer '746' (241/905) ... ok. (0.79 secs) 
#> Downloading Messstellennummer '747' (242/905) ... ok. (0.74 secs) 
#> Downloading Messstellennummer '749' (243/905) ... ok. (0.73 secs) 
#> Downloading Messstellennummer '750' (244/905) ... ok. (0.74 secs) 
#> Downloading Messstellennummer '751' (245/905) ... ok. (0.73 secs) 
#> Downloading Messstellennummer '752' (246/905) ... ok. (0.73 secs) 
#> Downloading Messstellennummer '753' (247/905) ... ok. (0.74 secs) 
#> Downloading Messstellennummer '754' (248/905) ... ok. (0.74 secs) 
#> Downloading Messstellennummer '755' (249/905) ... ok. (0.79 secs) 
#> Downloading Messstellennummer '756' (250/905) ... ok. (0.73 secs) 
#> Downloading Messstellennummer '757' (251/905) ... ok. (0.71 secs) 
#> Downloading Messstellennummer '760' (252/905) ... ok. (0.81 secs) 
#> Downloading Messstellennummer '762' (253/905) ... ok. (0.70 secs) 
#> Downloading Messstellennummer '765' (254/905) ... ok. (0.71 secs) 
#> Downloading Messstellennummer '767' (255/905) ... ok. (0.71 secs) 
#> Downloading Messstellennummer '768' (256/905) ... ok. (0.70 secs) 
#> Downloading Messstellennummer '769' (257/905) ... ok. (0.69 secs) 
#> Downloading Messstellennummer '770' (258/905) ... ok. (0.71 secs) 
#> Downloading Messstellennummer '772' (259/905) ... ok. (0.65 secs) 
#> Downloading Messstellennummer '773' (260/905) ... ok. (0.75 secs) 
#> Downloading Messstellennummer '774' (261/905) ... ok. (0.76 secs) 
#> Downloading Messstellennummer '775' (262/905) ... ok. (0.76 secs) 
#> Downloading Messstellennummer '776' (263/905) ... ok. (0.75 secs) 
#> Downloading Messstellennummer '777' (264/905) ... ok. (0.73 secs) 
#> Downloading Messstellennummer '785' (265/905) ... ok. (0.76 secs) 
#> Downloading Messstellennummer '791' (266/905) ... ok. (0.75 secs) 
#> Downloading Messstellennummer '793' (267/905) ... ok. (0.74 secs) 
#> Downloading Messstellennummer '795' (268/905) ... ok. (0.74 secs) 
#> Downloading Messstellennummer '796' (269/905) ... ok. (0.74 secs) 
#> Downloading Messstellennummer '797' (270/905) ... ok. (0.78 secs) 
#> Downloading Messstellennummer '798' (271/905) ... ok. (0.79 secs) 
#> Downloading Messstellennummer '799' (272/905) ... ok. (1.01 secs) 
#> Downloading Messstellennummer '800' (273/905) ... ok. (0.81 secs) 
#> Downloading Messstellennummer '801' (274/905) ... ok. (0.79 secs) 
#> Downloading Messstellennummer '802' (275/905) ... ok. (0.74 secs) 
#> Downloading Messstellennummer '803' (276/905) ... ok. (0.76 secs) 
#> Downloading Messstellennummer '806' (277/905) ... ok. (0.72 secs) 
#> Downloading Messstellennummer '807' (278/905) ... ok. (0.73 secs) 
#> Downloading Messstellennummer '808' (279/905) ... ok. (0.80 secs) 
#> Downloading Messstellennummer '809' (280/905) ... ok. (0.72 secs) 
#> Downloading Messstellennummer '810' (281/905) ... ok. (0.73 secs) 
#> Downloading Messstellennummer '811' (282/905) ... ok. (0.73 secs) 
#> Downloading Messstellennummer '812' (283/905) ... ok. (0.77 secs) 
#> Downloading Messstellennummer '813' (284/905) ... ok. (0.81 secs) 
#> Downloading Messstellennummer '816' (285/905) ... ok. (0.74 secs) 
#> Downloading Messstellennummer '817' (286/905) ... ok. (0.75 secs) 
#> Downloading Messstellennummer '819' (287/905) ... ok. (0.72 secs) 
#> Downloading Messstellennummer '830' (288/905) ... ok. (0.75 secs) 
#> Downloading Messstellennummer '833' (289/905) ... ok. (0.83 secs) 
#> Downloading Messstellennummer '1305' (290/905) ... ok. (0.86 secs) 
#> Downloading Messstellennummer '1306' (291/905) ... ok. (0.65 secs) 
#> Downloading Messstellennummer '1311' (292/905) ... ok. (0.70 secs) 
#> Downloading Messstellennummer '1318' (293/905) ... ok. (0.65 secs) 
#> Downloading Messstellennummer '1320' (294/905) ... ok. (0.66 secs) 
#> Downloading Messstellennummer '1325' (295/905) ... ok. (0.69 secs) 
#> Downloading Messstellennummer '1339' (296/905) ... ok. (0.64 secs) 
#> Downloading Messstellennummer '1349' (297/905) ... ok. (0.66 secs) 
#> Downloading Messstellennummer '1359' (298/905) ... ok. (0.69 secs) 
#> Downloading Messstellennummer '2602' (299/905) ... ok. (0.50 secs) 
#> Downloading Messstellennummer '2603' (300/905) ... ok. (0.51 secs) 
#> Downloading Messstellennummer '2604' (301/905) ... ok. (0.50 secs) 
#> Downloading Messstellennummer '2605' (302/905) ... ok. (0.50 secs) 
#> Downloading Messstellennummer '2606' (303/905) ... ok. (0.51 secs) 
#> Downloading Messstellennummer '2607' (304/905) ... ok. (0.82 secs) 
#> Downloading Messstellennummer '3024' (305/905) ... ok. (0.70 secs) 
#> Downloading Messstellennummer '3025' (306/905) ... ok. (0.68 secs) 
#> Downloading Messstellennummer '3033' (307/905) ... ok. (0.67 secs) 
#> Downloading Messstellennummer '3063' (308/905) ... ok. (0.71 secs) 
#> Downloading Messstellennummer '3097' (309/905) ... ok. (0.72 secs) 
#> Downloading Messstellennummer '3133' (310/905) ... ok. (0.47 secs) 
#> Downloading Messstellennummer '3137' (311/905) ... ok. (0.80 secs) 
#> Downloading Messstellennummer '3144' (312/905) ... ok. (0.67 secs) 
#> Downloading Messstellennummer '3154' (313/905) ... ok. (0.70 secs) 
#> Downloading Messstellennummer '3155' (314/905) ... ok. (1.45 secs) 
#> Downloading Messstellennummer '3156' (315/905) ... ok. (0.45 secs) 
#> Downloading Messstellennummer '3211' (316/905) ... ok. (0.73 secs) 
#> Downloading Messstellennummer '3212' (317/905) ... ok. (0.74 secs) 
#> Downloading Messstellennummer '3213' (318/905) ... ok. (0.87 secs) 
#> Downloading Messstellennummer '3215' (319/905) ... ok. (0.71 secs) 
#> Downloading Messstellennummer '3216' (320/905) ... ok. (0.46 secs) 
#> Downloading Messstellennummer '3315' (321/905) ... ok. (0.87 secs) 
#> Downloading Messstellennummer '3316' (322/905) ... ok. (0.63 secs) 
#> Downloading Messstellennummer '3354' (323/905) ... ok. (0.62 secs) 
#> Downloading Messstellennummer '3355' (324/905) ... ok. (0.77 secs) 
#> Downloading Messstellennummer '3356' (325/905) ... ok. (0.59 secs) 
#> Downloading Messstellennummer '3357' (326/905) ... ok. (0.60 secs) 
#> Downloading Messstellennummer '4003' (327/905) ... ok. (0.67 secs) 
#> Downloading Messstellennummer '4005' (328/905) ... ok. (0.66 secs) 
#> Downloading Messstellennummer '4006' (329/905) ... ok. (0.65 secs) 
#> Downloading Messstellennummer '4008' (330/905) ... ok. (0.65 secs) 
#> Downloading Messstellennummer '4013' (331/905) ... ok. (0.68 secs) 
#> Downloading Messstellennummer '4015' (332/905) ... ok. (0.66 secs) 
#> Downloading Messstellennummer '4059' (333/905) ... ok. (0.78 secs) 
#> Downloading Messstellennummer '4061' (334/905) ... ok. (0.66 secs) 
#> Downloading Messstellennummer '4098' (335/905) ... ok. (0.65 secs) 
#> Downloading Messstellennummer '4102' (336/905) ... ok. (0.62 secs) 
#> Downloading Messstellennummer '4105' (337/905) ... ok. (0.74 secs) 
#> Downloading Messstellennummer '4304' (338/905) ... ok. (0.63 secs) 
#> Downloading Messstellennummer '4458' (339/905) ... ok. (0.70 secs) 
#> Downloading Messstellennummer '4460' (340/905) ... ok. (0.70 secs) 
#> Downloading Messstellennummer '4461' (341/905) ... ok. (0.74 secs) 
#> Downloading Messstellennummer '4519' (342/905) ... ok. (0.68 secs) 
#> Downloading Messstellennummer '4521' (343/905) ... ok. (0.85 secs) 
#> Downloading Messstellennummer '4588' (344/905) ... ok. (0.63 secs) 
#> Downloading Messstellennummer '4611' (345/905) ... ok. (0.35 secs) 
#> Downloading Messstellennummer '4612' (346/905) ... ok. (0.35 secs) 
#> Downloading Messstellennummer '4631' (347/905) ... ok. (0.71 secs) 
#> Downloading Messstellennummer '4632' (348/905) ... ok. (0.69 secs) 
#> Downloading Messstellennummer '4640' (349/905) ... ok. (0.76 secs) 
#> Downloading Messstellennummer '4641' (350/905) ... ok. (0.69 secs) 
#> Downloading Messstellennummer '4643' (351/905) ... ok. (0.60 secs) 
#> Downloading Messstellennummer '4653' (352/905) ... ok. (0.54 secs) 
#> Downloading Messstellennummer '4727' (353/905) ... ok. (0.38 secs) 
#> Downloading Messstellennummer '4788' (354/905) ... ok. (0.72 secs) 
#> Downloading Messstellennummer '4799' (355/905) ... ok. (0.72 secs) 
#> Downloading Messstellennummer '4800' (356/905) ... ok. (0.66 secs) 
#> Downloading Messstellennummer '4805' (357/905) ... ok. (0.66 secs) 
#> Downloading Messstellennummer '4846' (358/905) ... ok. (0.72 secs) 
#> Downloading Messstellennummer '4851' (359/905) ... ok. (0.70 secs) 
#> Downloading Messstellennummer '4874' (360/905) ... ok. (0.38 secs) 
#> Downloading Messstellennummer '4875' (361/905) ... ok. (0.39 secs) 
#> Downloading Messstellennummer '4882' (362/905) ... ok. (1.71 secs) 
#> Downloading Messstellennummer '4885' (363/905) ... ok. (0.70 secs) 
#> Downloading Messstellennummer '4890' (364/905) ... ok. (0.69 secs) 
#> Downloading Messstellennummer '4895' (365/905) ... ok. (0.70 secs) 
#> Downloading Messstellennummer '4896' (366/905) ... ok. (0.80 secs) 
#> Downloading Messstellennummer '4897' (367/905) ... ok. (0.68 secs) 
#> Downloading Messstellennummer '4898' (368/905) ... ok. (0.65 secs) 
#> Downloading Messstellennummer '4928' (369/905) ... ok. (0.69 secs) 
#> Downloading Messstellennummer '4930' (370/905) ... ok. (0.69 secs) 
#> Downloading Messstellennummer '5001' (371/905) ... ok. (0.76 secs) 
#> Downloading Messstellennummer '5002' (372/905) ... ok. (0.76 secs) 
#> Downloading Messstellennummer '5004' (373/905) ... ok. (0.79 secs) 
#> Downloading Messstellennummer '5005' (374/905) ... ok. (0.77 secs) 
#> Downloading Messstellennummer '5006' (375/905) ... ok. (0.78 secs) 
#> Downloading Messstellennummer '5008' (376/905) ... ok. (0.75 secs) 
#> Downloading Messstellennummer '5009' (377/905) ... ok. (0.80 secs) 
#> Downloading Messstellennummer '5011' (378/905) ... ok. (0.81 secs) 
#> Downloading Messstellennummer '5013' (379/905) ... ok. (1.78 secs) 
#> Downloading Messstellennummer '5014' (380/905) ... ok. (0.81 secs) 
#> Downloading Messstellennummer '5017' (381/905) ... ok. (0.77 secs) 
#> Downloading Messstellennummer '5018' (382/905) ... ok. (0.49 secs) 
#> Downloading Messstellennummer '5019' (383/905) ... ok. (0.81 secs) 
#> Downloading Messstellennummer '5020' (384/905) ... ok. (0.76 secs) 
#> Downloading Messstellennummer '5022' (385/905) ... ok. (0.72 secs) 
#> Downloading Messstellennummer '5025' (386/905) ... ok. (0.56 secs) 
#> Downloading Messstellennummer '5026' (387/905) ... ok. (0.76 secs) 
#> Downloading Messstellennummer '5027' (388/905) ... ok. (0.72 secs) 
#> Downloading Messstellennummer '5029' (389/905) ... ok. (0.83 secs) 
#> Downloading Messstellennummer '5031' (390/905) ... ok. (0.78 secs) 
#> Downloading Messstellennummer '5033' (391/905) ... ok. (0.74 secs) 
#> Downloading Messstellennummer '5036' (392/905) ... ok. (0.72 secs) 
#> Downloading Messstellennummer '5039' (393/905) ... ok. (0.67 secs) 
#> Downloading Messstellennummer '5040' (394/905) ... ok. (0.73 secs) 
#> Downloading Messstellennummer '5042' (395/905) ... ok. (0.70 secs) 
#> Downloading Messstellennummer '5043' (396/905) ... ok. (0.76 secs) 
#> Downloading Messstellennummer '5044' (397/905) ... ok. (0.68 secs) 
#> Downloading Messstellennummer '5045' (398/905) ... ok. (0.72 secs) 
#> Downloading Messstellennummer '5049' (399/905) ... ok. (0.72 secs) 
#> Downloading Messstellennummer '5052' (400/905) ... ok. (0.68 secs) 
#> Downloading Messstellennummer '5056' (401/905) ... ok. (0.72 secs) 
#> Downloading Messstellennummer '5057' (402/905) ... ok. (0.70 secs) 
#> Downloading Messstellennummer '5058' (403/905) ... ok. (0.69 secs) 
#> Downloading Messstellennummer '5059' (404/905) ... ok. (0.43 secs) 
#> Downloading Messstellennummer '5060' (405/905) ... ok. (1.01 secs) 
#> Downloading Messstellennummer '5066' (406/905) ... ok. (0.71 secs) 
#> Downloading Messstellennummer '5068' (407/905) ... ok. (0.68 secs) 
#> Downloading Messstellennummer '5071' (408/905) ... ok. (0.71 secs) 
#> Downloading Messstellennummer '5072' (409/905) ... ok. (0.68 secs) 
#> Downloading Messstellennummer '5073' (410/905) ... ok. (0.68 secs) 
#> Downloading Messstellennummer '5074' (411/905) ... ok. (0.70 secs) 
#> Downloading Messstellennummer '5075' (412/905) ... ok. (0.71 secs) 
#> Downloading Messstellennummer '5076' (413/905) ... ok. (0.68 secs) 
#> Downloading Messstellennummer '5077' (414/905) ... ok. (0.69 secs) 
#> Downloading Messstellennummer '5078' (415/905) ... ok. (0.70 secs) 
#> Downloading Messstellennummer '5086' (416/905) ... ok. (0.70 secs) 
#> Downloading Messstellennummer '5090' (417/905) ... ok. (0.87 secs) 
#> Downloading Messstellennummer '5091' (418/905) ... ok. (0.67 secs) 
#> Downloading Messstellennummer '5092' (419/905) ... ok. (0.69 secs) 
#> Downloading Messstellennummer '5097' (420/905) ... ok. (0.72 secs) 
#> Downloading Messstellennummer '5118' (421/905) ... ok. (0.84 secs) 
#> Downloading Messstellennummer '5138' (422/905) ... ok. (0.77 secs) 
#> Downloading Messstellennummer '5139' (423/905) ... ok. (0.75 secs) 
#> Downloading Messstellennummer '5140' (424/905) ... ok. (0.74 secs) 
#> Downloading Messstellennummer '5141' (425/905) ... ok. (0.72 secs) 
#> Downloading Messstellennummer '5142' (426/905) ... ok. (0.38 secs) 
#> Downloading Messstellennummer '5144' (427/905) ... ok. (0.66 secs) 
#> Downloading Messstellennummer '5147' (428/905) ... ok. (0.75 secs) 
#> Downloading Messstellennummer '5148' (429/905) ... ok. (0.66 secs) 
#> Downloading Messstellennummer '5149' (430/905) ... ok. (0.64 secs) 
#> Downloading Messstellennummer '5150' (431/905) ... ok. (0.70 secs) 
#> Downloading Messstellennummer '5152' (432/905) ... ok. (0.67 secs) 
#> Downloading Messstellennummer '5154' (433/905) ... ok. (0.78 secs) 
#> Downloading Messstellennummer '5155' (434/905) ... ok. (0.67 secs) 
#> Downloading Messstellennummer '5156' (435/905) ... ok. (0.79 secs) 
#> Downloading Messstellennummer '5161' (436/905) ... ok. (0.65 secs) 
#> Downloading Messstellennummer '5162' (437/905) ... ok. (0.57 secs) 
#> Downloading Messstellennummer '5167' (438/905) ... ok. (0.71 secs) 
#> Downloading Messstellennummer '5168' (439/905) ... ok. (0.76 secs) 
#> Downloading Messstellennummer '5169' (440/905) ... ok. (0.41 secs) 
#> Downloading Messstellennummer '5176' (441/905) ... ok. (0.73 secs) 
#> Downloading Messstellennummer '5202' (442/905) ... ok. (0.40 secs) 
#> Downloading Messstellennummer '5207' (443/905) ... ok. (0.77 secs) 
#> Downloading Messstellennummer '5217' (444/905) ... ok. (0.69 secs) 
#> Downloading Messstellennummer '5231' (445/905) ... ok. (0.70 secs) 
#> Downloading Messstellennummer '5233' (446/905) ... ok. (0.71 secs) 
#> Downloading Messstellennummer '5246' (447/905) ... ok. (0.72 secs) 
#> Downloading Messstellennummer '5253' (448/905) ... ok. (0.66 secs) 
#> Downloading Messstellennummer '5255' (449/905) ... ok. (0.73 secs) 
#> Downloading Messstellennummer '5270' (450/905) ... ok. (0.75 secs) 
#> Downloading Messstellennummer '5277' (451/905) ... ok. (0.71 secs) 
#> Downloading Messstellennummer '5289' (452/905) ... ok. (0.68 secs) 
#> Downloading Messstellennummer '5297' (453/905) ... ok. (0.64 secs) 
#> Downloading Messstellennummer '5304' (454/905) ... ok. (0.70 secs) 
#> Downloading Messstellennummer '5306' (455/905) ... ok. (0.69 secs) 
#> Downloading Messstellennummer '5308' (456/905) ... ok. (0.64 secs) 
#> Downloading Messstellennummer '5311' (457/905) ... ok. (0.76 secs) 
#> Downloading Messstellennummer '5320' (458/905) ... ok. (0.70 secs) 
#> Downloading Messstellennummer '5333' (459/905) ... ok. (0.73 secs) 
#> Downloading Messstellennummer '5337' (460/905) ... ok. (0.71 secs) 
#> Downloading Messstellennummer '5342' (461/905) ... ok. (0.40 secs) 
#> Downloading Messstellennummer '5351' (462/905) ... ok. (0.73 secs) 
#> Downloading Messstellennummer '5355' (463/905) ... ok. (0.84 secs) 
#> Downloading Messstellennummer '5366' (464/905) ... ok. (0.62 secs) 
#> Downloading Messstellennummer '5372' (465/905) ... ok. (0.71 secs) 
#> Downloading Messstellennummer '5382' (466/905) ... ok. (0.70 secs) 
#> Downloading Messstellennummer '5388' (467/905) ... ok. (0.66 secs) 
#> Downloading Messstellennummer '5389' (468/905) ... ok. (0.68 secs) 
#> Downloading Messstellennummer '5390' (469/905) ... ok. (0.70 secs) 
#> Downloading Messstellennummer '5404' (470/905) ... ok. (0.67 secs) 
#> Downloading Messstellennummer '5412' (471/905) ... ok. (0.37 secs) 
#> Downloading Messstellennummer '5420' (472/905) ... ok. (0.72 secs) 
#> Downloading Messstellennummer '5422' (473/905) ... ok. (0.70 secs) 
#> Downloading Messstellennummer '5424' (474/905) ... ok. (0.73 secs) 
#> Downloading Messstellennummer '5427' (475/905) ... ok. (0.71 secs) 
#> Downloading Messstellennummer '5428' (476/905) ... ok. (0.71 secs) 
#> Downloading Messstellennummer '5430' (477/905) ... ok. (0.71 secs) 
#> Downloading Messstellennummer '5431' (478/905) ... ok. (0.68 secs) 
#> Downloading Messstellennummer '5462' (479/905) ... ok. (1.45 secs) 
#> Downloading Messstellennummer '5471' (480/905) ... ok. (0.57 secs) 
#> Downloading Messstellennummer '5472' (481/905) ... ok. (0.59 secs) 
#> Downloading Messstellennummer '5473' (482/905) ... ok. (0.58 secs) 
#> Downloading Messstellennummer '5475' (483/905) ... ok. (0.38 secs) 
#> Downloading Messstellennummer '5476' (484/905) ... ok. (0.61 secs) 
#> Downloading Messstellennummer '5573' (485/905) ... ok. (0.56 secs) 
#> Downloading Messstellennummer '5581' (486/905) ... ok. (0.67 secs) 
#> Downloading Messstellennummer '5600' (487/905) ... ok. (0.62 secs) 
#> Downloading Messstellennummer '6004' (488/905) ... ok. (0.94 secs) 
#> Downloading Messstellennummer '6007' (489/905) ... ok. (0.95 secs) 
#> Downloading Messstellennummer '6010' (490/905) ... ok. (0.99 secs) 
#> Downloading Messstellennummer '6011' (491/905) ... ok. (0.99 secs) 
#> Downloading Messstellennummer '6012' (492/905) ... ok. (1.02 secs) 
#> Downloading Messstellennummer '6013' (493/905) ... ok. (1.07 secs) 
#> Downloading Messstellennummer '6014' (494/905) ... ok. (1.00 secs) 
#> Downloading Messstellennummer '6016' (495/905) ... ok. (0.81 secs) 
#> Downloading Messstellennummer '6017' (496/905) ... ok. (1.07 secs) 
#> Downloading Messstellennummer '6020' (497/905) ... ok. (0.78 secs) 
#> Downloading Messstellennummer '6021' (498/905) ... ok. (1.88 secs) 
#> Downloading Messstellennummer '6022' (499/905) ... ok. (1.00 secs) 
#> Downloading Messstellennummer '6023' (500/905) ... ok. (0.89 secs) 
#> Downloading Messstellennummer '6024' (501/905) ... ok. (0.98 secs) 
#> Downloading Messstellennummer '6025' (502/905) ... ok. (0.78 secs) 
#> Downloading Messstellennummer '6026' (503/905) ... ok. (0.97 secs) 
#> Downloading Messstellennummer '6027' (504/905) ... ok. (1.96 secs) 
#> Downloading Messstellennummer '6029' (505/905) ... ok. (0.91 secs) 
#> Downloading Messstellennummer '6034' (506/905) ... ok. (1.28 secs) 
#> Downloading Messstellennummer '6035' (507/905) ... ok. (0.92 secs) 
#> Downloading Messstellennummer '6038' (508/905) ... ok. (0.94 secs) 
#> Downloading Messstellennummer '6040' (509/905) ... ok. (0.90 secs) 
#> Downloading Messstellennummer '6043' (510/905) ... ok. (0.83 secs) 
#> Downloading Messstellennummer '6044' (511/905) ... ok. (0.92 secs) 
#> Downloading Messstellennummer '6047' (512/905) ... ok. (0.71 secs) 
#> Downloading Messstellennummer '6056' (513/905) ... ok. (0.76 secs) 
#> Downloading Messstellennummer '6057' (514/905) ... ok. (0.95 secs) 
#> Downloading Messstellennummer '6059' (515/905) ... ok. (0.95 secs) 
#> Downloading Messstellennummer '6060' (516/905) ... ok. (0.86 secs) 
#> Downloading Messstellennummer '6063' (517/905) ... ok. (0.86 secs) 
#> Downloading Messstellennummer '6064' (518/905) ... ok. (0.79 secs) 
#> Downloading Messstellennummer '6066' (519/905) ... ok. (0.90 secs) 
#> Downloading Messstellennummer '6067' (520/905) ... ok. (0.69 secs) 
#> Downloading Messstellennummer '6069' (521/905) ... ok. (0.73 secs) 
#> Downloading Messstellennummer '6076' (522/905) ... ok. (0.90 secs) 
#> Downloading Messstellennummer '6080' (523/905) ... ok. (0.92 secs) 
#> Downloading Messstellennummer '6082' (524/905) ... ok. (0.90 secs) 
#> Downloading Messstellennummer '6084' (525/905) ... ok. (0.95 secs) 
#> Downloading Messstellennummer '6089' (526/905) ... ok. (0.70 secs) 
#> Downloading Messstellennummer '6092' (527/905) ... ok. (0.89 secs) 
#> Downloading Messstellennummer '6093' (528/905) ... ok. (0.73 secs) 
#> Downloading Messstellennummer '6095' (529/905) ... ok. (0.94 secs) 
#> Downloading Messstellennummer '6097' (530/905) ... ok. (0.76 secs) 
#> Downloading Messstellennummer '6102' (531/905) ... ok. (0.88 secs) 
#> Downloading Messstellennummer '6108' (532/905) ... ok. (0.71 secs) 
#> Downloading Messstellennummer '6110' (533/905) ... ok. (0.73 secs) 
#> Downloading Messstellennummer '6111' (534/905) ... ok. (0.90 secs) 
#> Downloading Messstellennummer '6112' (535/905) ... ok. (0.99 secs) 
#> Downloading Messstellennummer '6113' (536/905) ... ok. (0.93 secs) 
#> Downloading Messstellennummer '6114' (537/905) ... ok. (0.97 secs) 
#> Downloading Messstellennummer '6115' (538/905) ... ok. (0.96 secs) 
#> Downloading Messstellennummer '6119' (539/905) ... ok. (0.87 secs) 
#> Downloading Messstellennummer '6121' (540/905) ... ok. (0.82 secs) 
#> Downloading Messstellennummer '6125' (541/905) ... ok. (0.85 secs) 
#> Downloading Messstellennummer '6127' (542/905) ... ok. (0.80 secs) 
#> Downloading Messstellennummer '6501' (543/905) ... ok. (0.84 secs) 
#> Downloading Messstellennummer '6504' (544/905) ... ok. (0.68 secs) 
#> Downloading Messstellennummer '6510' (545/905) ... ok. (0.85 secs) 
#> Downloading Messstellennummer '6511' (546/905) ... ok. (0.64 secs) 
#> Downloading Messstellennummer '6515' (547/905) ... ok. (0.68 secs) 
#> Downloading Messstellennummer '6516' (548/905) ... ok. (0.67 secs) 
#> Downloading Messstellennummer '6518' (549/905) ... ok. (0.37 secs) 
#> Downloading Messstellennummer '6520' (550/905) ... ok. (0.69 secs) 
#> Downloading Messstellennummer '6522' (551/905) ... ok. (0.65 secs) 
#> Downloading Messstellennummer '6532' (552/905) ... ok. (0.43 secs) 
#> Downloading Messstellennummer '6533' (553/905) ... ok. (0.42 secs) 
#> Downloading Messstellennummer '6534' (554/905) ... ok. (0.68 secs) 
#> Downloading Messstellennummer '6535' (555/905) ... ok. (0.42 secs) 
#> Downloading Messstellennummer '6548' (556/905) ... ok. (0.68 secs) 
#> Downloading Messstellennummer '6560' (557/905) ... ok. (0.66 secs) 
#> Downloading Messstellennummer '6567' (558/905) ... ok. (0.70 secs) 
#> Downloading Messstellennummer '6568' (559/905) ... ok. (0.68 secs) 
#> Downloading Messstellennummer '6743' (560/905) ... ok. (0.66 secs) 
#> Downloading Messstellennummer '6961' (561/905) ... ok. (0.65 secs) 
#> Downloading Messstellennummer '6962' (562/905) ... ok. (0.68 secs) 
#> Downloading Messstellennummer '6963' (563/905) ... ok. (0.65 secs) 
#> Downloading Messstellennummer '6964' (564/905) ... ok. (0.62 secs) 
#> Downloading Messstellennummer '6965' (565/905) ... ok. (0.66 secs) 
#> Downloading Messstellennummer '6967' (566/905) ... ok. (0.68 secs) 
#> Downloading Messstellennummer '6968' (567/905) ... ok. (0.67 secs) 
#> Downloading Messstellennummer '6973' (568/905) ... ok. (0.67 secs) 
#> Downloading Messstellennummer '6974' (569/905) ... ok. (0.72 secs) 
#> Downloading Messstellennummer '6975' (570/905) ... ok. (0.70 secs) 
#> Downloading Messstellennummer '7003' (571/905) ... ok. (0.81 secs) 
#> Downloading Messstellennummer '7014' (572/905) ... ok. (0.82 secs) 
#> Downloading Messstellennummer '7015' (573/905) ... ok. (0.82 secs) 
#> Downloading Messstellennummer '7016' (574/905) ... ok. (0.84 secs) 
#> Downloading Messstellennummer '7018' (575/905) ... ok. (0.74 secs) 
#> Downloading Messstellennummer '7021' (576/905) ... ok. (0.81 secs) 
#> Downloading Messstellennummer '7027' (577/905) ... ok. (0.87 secs) 
#> Downloading Messstellennummer '7028' (578/905) ... ok. (0.86 secs) 
#> Downloading Messstellennummer '7029' (579/905) ... ok. (0.89 secs) 
#> Downloading Messstellennummer '7030' (580/905) ... ok. (1.87 secs) 
#> Downloading Messstellennummer '7039' (581/905) ... ok. (0.74 secs) 
#> Downloading Messstellennummer '7040' (582/905) ... ok. (0.61 secs) 
#> Downloading Messstellennummer '7041' (583/905) ... ok. (0.79 secs) 
#> Downloading Messstellennummer '7042' (584/905) ... ok. (0.84 secs) 
#> Downloading Messstellennummer '7044' (585/905) ... ok. (0.86 secs) 
#> Downloading Messstellennummer '7045' (586/905) ... ok. (0.82 secs) 
#> Downloading Messstellennummer '7048' (587/905) ... ok. (0.81 secs) 
#> Downloading Messstellennummer '7049' (588/905) ... ok. (0.87 secs) 
#> Downloading Messstellennummer '7050' (589/905) ... ok. (0.72 secs) 
#> Downloading Messstellennummer '7054' (590/905) ... ok. (0.85 secs) 
#> Downloading Messstellennummer '7055' (591/905) ... ok. (0.83 secs) 
#> Downloading Messstellennummer '7056' (592/905) ... ok. (0.83 secs) 
#> Downloading Messstellennummer '7057' (593/905) ... ok. (0.86 secs) 
#> Downloading Messstellennummer '7058' (594/905) ... ok. (0.83 secs) 
#> Downloading Messstellennummer '7066' (595/905) ... ok. (0.93 secs) 
#> Downloading Messstellennummer '7067' (596/905) ... ok. (0.81 secs) 
#> Downloading Messstellennummer '7076' (597/905) ... ok. (0.84 secs) 
#> Downloading Messstellennummer '7078' (598/905) ... ok. (1.00 secs) 
#> Downloading Messstellennummer '7079' (599/905) ... ok. (0.81 secs) 
#> Downloading Messstellennummer '7081' (600/905) ... ok. (0.83 secs) 
#> Downloading Messstellennummer '7082' (601/905) ... ok. (0.85 secs) 
#> Downloading Messstellennummer '7083' (602/905) ... ok. (0.81 secs) 
#> Downloading Messstellennummer '7084' (603/905) ... ok. (0.82 secs) 
#> Downloading Messstellennummer '7085' (604/905) ... ok. (0.81 secs) 
#> Downloading Messstellennummer '7092' (605/905) ... ok. (0.73 secs) 
#> Downloading Messstellennummer '7098' (606/905) ... ok. (0.90 secs) 
#> Downloading Messstellennummer '7099' (607/905) ... ok. (1.18 secs) 
#> Downloading Messstellennummer '7104' (608/905) ... ok. (0.81 secs) 
#> Downloading Messstellennummer '7106' (609/905) ... ok. (0.78 secs) 
#> Downloading Messstellennummer '7107' (610/905) ... ok. (0.72 secs) 
#> Downloading Messstellennummer '7109' (611/905) ... ok. (1.18 secs) 
#> Downloading Messstellennummer '7110' (612/905) ... ok. (0.82 secs) 
#> Downloading Messstellennummer '7111' (613/905) ... ok. (0.80 secs) 
#> Downloading Messstellennummer '7112' (614/905) ... ok. (0.82 secs) 
#> Downloading Messstellennummer '7114' (615/905) ... ok. (0.86 secs) 
#> Downloading Messstellennummer '7117' (616/905) ... ok. (0.82 secs) 
#> Downloading Messstellennummer '7118' (617/905) ... ok. (0.87 secs) 
#> Downloading Messstellennummer '7119' (618/905) ... ok. (0.80 secs) 
#> Downloading Messstellennummer '7125' (619/905) ... ok. (0.78 secs) 
#> Downloading Messstellennummer '7126' (620/905) ... ok. (0.78 secs) 
#> Downloading Messstellennummer '7127' (621/905) ... ok. (0.81 secs) 
#> Downloading Messstellennummer '7128' (622/905) ... ok. (0.82 secs) 
#> Downloading Messstellennummer '7132' (623/905) ... ok. (0.85 secs) 
#> Downloading Messstellennummer '7136' (624/905) ... ok. (0.73 secs) 
#> Downloading Messstellennummer '7137' (625/905) ... ok. (1.77 secs) 
#> Downloading Messstellennummer '7144' (626/905) ... ok. (0.79 secs) 
#> Downloading Messstellennummer '7145' (627/905) ... ok. (0.72 secs) 
#> Downloading Messstellennummer '7146' (628/905) ... ok. (0.95 secs) 
#> Downloading Messstellennummer '7147' (629/905) ... ok. (0.73 secs) 
#> Downloading Messstellennummer '7161' (630/905) ... ok. (0.78 secs) 
#> Downloading Messstellennummer '7168' (631/905) ... ok. (0.78 secs) 
#> Downloading Messstellennummer '7171' (632/905) ... ok. (0.73 secs) 
#> Downloading Messstellennummer '7172' (633/905) ... ok. (0.83 secs) 
#> Downloading Messstellennummer '7173' (634/905) ... ok. (0.76 secs) 
#> Downloading Messstellennummer '7178' (635/905) ... ok. (0.81 secs) 
#> Downloading Messstellennummer '7180' (636/905) ... ok. (0.74 secs) 
#> Downloading Messstellennummer '7182' (637/905) ... ok. (0.74 secs) 
#> Downloading Messstellennummer '7192' (638/905) ... ok. (0.76 secs) 
#> Downloading Messstellennummer '7193' (639/905) ... ok. (0.76 secs) 
#> Downloading Messstellennummer '7194' (640/905) ... ok. (0.74 secs) 
#> Downloading Messstellennummer '7195' (641/905) ... ok. (0.75 secs) 
#> Downloading Messstellennummer '7196' (642/905) ... ok. (0.84 secs) 
#> Downloading Messstellennummer '7206' (643/905) ... ok. (0.76 secs) 
#> Downloading Messstellennummer '7207' (644/905) ... ok. (0.74 secs) 
#> Downloading Messstellennummer '7208' (645/905) ... ok. (0.74 secs) 
#> Downloading Messstellennummer '7210' (646/905) ... ok. (0.95 secs) 
#> Downloading Messstellennummer '7214' (647/905) ... ok. (0.75 secs) 
#> Downloading Messstellennummer '7215' (648/905) ... ok. (0.71 secs) 
#> Downloading Messstellennummer '7216' (649/905) ... ok. (0.71 secs) 
#> Downloading Messstellennummer '7218' (650/905) ... ok. (0.74 secs) 
#> Downloading Messstellennummer '7219' (651/905) ... ok. (0.76 secs) 
#> Downloading Messstellennummer '7228' (652/905) ... ok. (0.73 secs) 
#> Downloading Messstellennummer '7229' (653/905) ... ok. (0.75 secs) 
#> Downloading Messstellennummer '7231' (654/905) ... ok. (0.92 secs) 
#> Downloading Messstellennummer '7233' (655/905) ... ok. (0.59 secs) 
#> Downloading Messstellennummer '7237' (656/905) ... ok. (1.27 secs) 
#> Downloading Messstellennummer '7240' (657/905) ... ok. (0.74 secs) 
#> Downloading Messstellennummer '7241' (658/905) ... ok. (0.82 secs) 
#> Downloading Messstellennummer '7248' (659/905) ... ok. (0.76 secs) 
#> Downloading Messstellennummer '7249' (660/905) ... ok. (0.73 secs) 
#> Downloading Messstellennummer '7250' (661/905) ... ok. (0.75 secs) 
#> Downloading Messstellennummer '7251' (662/905) ... ok. (0.77 secs) 
#> Downloading Messstellennummer '7253' (663/905) ... ok. (0.76 secs) 
#> Downloading Messstellennummer '7254' (664/905) ... ok. (0.55 secs) 
#> Downloading Messstellennummer '7255' (665/905) ... ok. (0.75 secs) 
#> Downloading Messstellennummer '7259' (666/905) ... ok. (0.80 secs) 
#> Downloading Messstellennummer '7261' (667/905) ... ok. (0.76 secs) 
#> Downloading Messstellennummer '7264' (668/905) ... ok. (0.77 secs) 
#> Downloading Messstellennummer '7269' (669/905) ... ok. (0.73 secs) 
#> Downloading Messstellennummer '7275' (670/905) ... ok. (0.70 secs) 
#> Downloading Messstellennummer '7277' (671/905) ... ok. (0.74 secs) 
#> Downloading Messstellennummer '7278' (672/905) ... ok. (0.91 secs) 
#> Downloading Messstellennummer '7281' (673/905) ... ok. (0.76 secs) 
#> Downloading Messstellennummer '7286' (674/905) ... ok. (0.75 secs) 
#> Downloading Messstellennummer '7290' (675/905) ... ok. (0.72 secs) 
#> Downloading Messstellennummer '7291' (676/905) ... ok. (0.74 secs) 
#> Downloading Messstellennummer '7292' (677/905) ... ok. (0.77 secs) 
#> Downloading Messstellennummer '7293' (678/905) ... ok. (0.75 secs) 
#> Downloading Messstellennummer '7295' (679/905) ... ok. (0.81 secs) 
#> Downloading Messstellennummer '7299' (680/905) ... ok. (0.66 secs) 
#> Downloading Messstellennummer '7301' (681/905) ... ok. (0.73 secs) 
#> Downloading Messstellennummer '7323' (682/905) ... ok. (0.70 secs) 
#> Downloading Messstellennummer '7324' (683/905) ... ok. (0.67 secs) 
#> Downloading Messstellennummer '7340' (684/905) ... ok. (0.44 secs) 
#> Downloading Messstellennummer '7347' (685/905) ... ok. (0.57 secs) 
#> Downloading Messstellennummer '7502' (686/905) ... ok. (1.02 secs) 
#> Downloading Messstellennummer '7518' (687/905) ... ok. (0.66 secs) 
#> Downloading Messstellennummer '7578' (688/905) ... ok. (0.68 secs) 
#> Downloading Messstellennummer '7678' (689/905) ... ok. (0.36 secs) 
#> Downloading Messstellennummer '7706' (690/905) ... ok. (0.71 secs) 
#> Downloading Messstellennummer '7713' (691/905) ... ok. (0.68 secs) 
#> Downloading Messstellennummer '7722' (692/905) ... ok. (0.65 secs) 
#> Downloading Messstellennummer '7723' (693/905) ... ok. (0.34 secs) 
#> Downloading Messstellennummer '7742' (694/905) ... ok. (0.68 secs) 
#> Downloading Messstellennummer '7745' (695/905) ... ok. (0.65 secs) 
#> Downloading Messstellennummer '7746' (696/905) ... ok. (0.65 secs) 
#> Downloading Messstellennummer '7750' (697/905) ... ok. (0.66 secs) 
#> Downloading Messstellennummer '7751' (698/905) ... ok. (0.36 secs) 
#> Downloading Messstellennummer '7752' (699/905) ... ok. (0.36 secs) 
#> Downloading Messstellennummer '7845' (700/905) ... ok. (0.68 secs) 
#> Downloading Messstellennummer '7882' (701/905) ... ok. (0.56 secs) 
#> Downloading Messstellennummer '7883' (702/905) ... ok. (0.34 secs) 
#> Downloading Messstellennummer '7884' (703/905) ... ok. (0.63 secs) 
#> Downloading Messstellennummer '7885' (704/905) ... ok. (0.37 secs) 
#> Downloading Messstellennummer '7886' (705/905) ... ok. (0.59 secs) 
#> Downloading Messstellennummer '7892' (706/905) ... ok. (0.38 secs) 
#> Downloading Messstellennummer '7917' (707/905) ... ok. (0.69 secs) 
#> Downloading Messstellennummer '8018' (708/905) ... ok. (1.17 secs) 
#> Downloading Messstellennummer '8044' (709/905) ... ok. (0.68 secs) 
#> Downloading Messstellennummer '8045' (710/905) ... ok. (0.66 secs) 
#> Downloading Messstellennummer '8047' (711/905) ... ok. (0.34 secs) 
#> Downloading Messstellennummer '8048' (712/905) ... ok. (0.35 secs) 
#> Downloading Messstellennummer '8050' (713/905) ... ok. (0.34 secs) 
#> Downloading Messstellennummer '8053' (714/905) ... ok. (0.68 secs) 
#> Downloading Messstellennummer '8054' (715/905) ... ok. (0.68 secs) 
#> Downloading Messstellennummer '8056' (716/905) ... ok. (0.69 secs) 
#> Downloading Messstellennummer '8058' (717/905) ... ok. (0.66 secs) 
#> Downloading Messstellennummer '8059' (718/905) ... ok. (0.66 secs) 
#> Downloading Messstellennummer '8063' (719/905) ... ok. (0.55 secs) 
#> Downloading Messstellennummer '8118' (720/905) ... ok. (0.71 secs) 
#> Downloading Messstellennummer '8197' (721/905) ... ok. (0.50 secs) 
#> Downloading Messstellennummer '8199' (722/905) ... ok. (0.67 secs) 
#> Downloading Messstellennummer '8213' (723/905) ... ok. (0.66 secs) 
#> Downloading Messstellennummer '8214' (724/905) ... ok. (0.67 secs) 
#> Downloading Messstellennummer '8215' (725/905) ... ok. (0.63 secs) 
#> Downloading Messstellennummer '8221' (726/905) ... ok. (0.65 secs) 
#> Downloading Messstellennummer '8224' (727/905) ... ok. (0.54 secs) 
#> Downloading Messstellennummer '8225' (728/905) ... ok. (0.65 secs) 
#> Downloading Messstellennummer '8226' (729/905) ... ok. (0.68 secs) 
#> Downloading Messstellennummer '8349' (730/905) ... ok. (0.41 secs) 
#> Downloading Messstellennummer '8350' (731/905) ... ok. (0.44 secs) 
#> Downloading Messstellennummer '8351' (732/905) ... ok. (0.40 secs) 
#> Downloading Messstellennummer '8355' (733/905) ... ok. (0.70 secs) 
#> Downloading Messstellennummer '8367' (734/905) ... ok. (0.65 secs) 
#> Downloading Messstellennummer '8378' (735/905) ... ok. (0.67 secs) 
#> Downloading Messstellennummer '8408' (736/905) ... ok. (0.66 secs) 
#> Downloading Messstellennummer '8411' (737/905) ... ok. (0.63 secs) 
#> Downloading Messstellennummer '8412' (738/905) ... ok. (0.67 secs) 
#> Downloading Messstellennummer '8414' (739/905) ... ok. (0.69 secs) 
#> Downloading Messstellennummer '8415' (740/905) ... ok. (0.66 secs) 
#> Downloading Messstellennummer '8437' (741/905) ... ok. (0.36 secs) 
#> Downloading Messstellennummer '8438' (742/905) ... ok. (0.67 secs) 
#> Downloading Messstellennummer '8440' (743/905) ... ok. (0.64 secs) 
#> Downloading Messstellennummer '8441' (744/905) ... ok. (0.39 secs) 
#> Downloading Messstellennummer '8443' (745/905) ... ok. (0.41 secs) 
#> Downloading Messstellennummer '8444' (746/905) ... ok. (0.41 secs) 
#> Downloading Messstellennummer '8445' (747/905) ... ok. (0.38 secs) 
#> Downloading Messstellennummer '8448' (748/905) ... ok. (0.39 secs) 
#> Downloading Messstellennummer '8450' (749/905) ... ok. (0.34 secs) 
#> Downloading Messstellennummer '8456' (750/905) ... ok. (0.42 secs) 
#> Downloading Messstellennummer '8458' (751/905) ... ok. (0.56 secs) 
#> Downloading Messstellennummer '8459' (752/905) ... ok. (0.37 secs) 
#> Downloading Messstellennummer '8464' (753/905) ... ok. (0.64 secs) 
#> Downloading Messstellennummer '8468' (754/905) ... ok. (0.72 secs) 
#> Downloading Messstellennummer '8469' (755/905) ... ok. (0.70 secs) 
#> Downloading Messstellennummer '8472' (756/905) ... ok. (0.47 secs) 
#> Downloading Messstellennummer '8473' (757/905) ... ok. (0.46 secs) 
#> Downloading Messstellennummer '8476' (758/905) ... ok. (0.72 secs) 
#> Downloading Messstellennummer '8481' (759/905) ... ok. (0.79 secs) 
#> Downloading Messstellennummer '8484' (760/905) ... ok. (0.66 secs) 
#> Downloading Messstellennummer '8485' (761/905) ... ok. (0.71 secs) 
#> Downloading Messstellennummer '8693' (762/905) ... ok. (1.72 secs) 
#> Downloading Messstellennummer '8947' (763/905) ... ok. (0.61 secs) 
#> Downloading Messstellennummer '8949' (764/905) ... ok. (0.78 secs) 
#> Downloading Messstellennummer '8950' (765/905) ... ok. (0.75 secs) 
#> Downloading Messstellennummer '8964' (766/905) ... ok. (0.60 secs) 
#> Downloading Messstellennummer '8974' (767/905) ... ok. (0.68 secs) 
#> Downloading Messstellennummer '8979' (768/905) ... ok. (0.72 secs) 
#> Downloading Messstellennummer '8997' (769/905) ... ok. (0.70 secs) 
#> Downloading Messstellennummer '9016' (770/905) ... ok. (0.39 secs) 
#> Downloading Messstellennummer '9058' (771/905) ... ok. (1.77 secs) 
#> Downloading Messstellennummer '9083' (772/905) ... ok. (0.71 secs) 
#> Downloading Messstellennummer '9092' (773/905) ... ok. (0.52 secs) 
#> Downloading Messstellennummer '9348' (774/905) ... ok. (0.37 secs) 
#> Downloading Messstellennummer '9401' (775/905) ... ok. (0.64 secs) 
#> Downloading Messstellennummer '9408' (776/905) ... ok. (0.65 secs) 
#> Downloading Messstellennummer '9416' (777/905) ... ok. (0.67 secs) 
#> Downloading Messstellennummer '9424' (778/905) ... ok. (0.69 secs) 
#> Downloading Messstellennummer '9445' (779/905) ... ok. (0.66 secs) 
#> Downloading Messstellennummer '9451' (780/905) ... ok. (0.85 secs) 
#> Downloading Messstellennummer '9458' (781/905) ... ok. (0.68 secs) 
#> Downloading Messstellennummer '9485' (782/905) ... ok. (0.70 secs) 
#> Downloading Messstellennummer '9491' (783/905) ... ok. (0.75 secs) 
#> Downloading Messstellennummer '9492' (784/905) ... ok. (0.70 secs) 
#> Downloading Messstellennummer '9503' (785/905) ... ok. (0.99 secs) 
#> Downloading Messstellennummer '9612' (786/905) ... ok. (0.68 secs) 
#> Downloading Messstellennummer '9614' (787/905) ... ok. (0.79 secs) 
#> Downloading Messstellennummer '9859' (788/905) ... ok. (0.59 secs) 
#> Downloading Messstellennummer '9874' (789/905) ... ok. (0.69 secs) 
#> Downloading Messstellennummer '9931' (790/905) ... ok. (0.55 secs) 
#> Downloading Messstellennummer '9932' (791/905) ... ok. (0.56 secs) 
#> Downloading Messstellennummer '9987' (792/905) ... ok. (0.59 secs) 
#> Downloading Messstellennummer '10034' (793/905) ... ok. (0.61 secs) 
#> Downloading Messstellennummer '10035' (794/905) ... ok. (0.67 secs) 
#> Downloading Messstellennummer '10038' (795/905) ... ok. (0.71 secs) 
#> Downloading Messstellennummer '10414' (796/905) ... ok. (0.57 secs) 
#> Downloading Messstellennummer '10417' (797/905) ... ok. (0.57 secs) 
#> Downloading Messstellennummer '10420' (798/905) ... ok. (0.55 secs) 
#> Downloading Messstellennummer '10421' (799/905) ... ok. (0.55 secs) 
#> Downloading Messstellennummer '10709' (800/905) ... ok. (0.60 secs) 
#> Downloading Messstellennummer '15001' (801/905) ... ok. (0.64 secs) 
#> Downloading Messstellennummer '15012' (802/905) ... ok. (0.63 secs) 
#> Downloading Messstellennummer '15049' (803/905) ... ok. (0.65 secs) 
#> Downloading Messstellennummer '15062' (804/905) ... ok. (0.61 secs) 
#> Downloading Messstellennummer '15063' (805/905) ... ok. (0.61 secs) 
#> Downloading Messstellennummer '15065' (806/905) ... ok. (0.59 secs) 
#> Downloading Messstellennummer '15101' (807/905) ... ok. (0.67 secs) 
#> Downloading Messstellennummer '15104' (808/905) ... ok. (0.66 secs) 
#> Downloading Messstellennummer '15106' (809/905) ... ok. (1.01 secs) 
#> Downloading Messstellennummer '15147' (810/905) ... ok. (0.61 secs) 
#> Downloading Messstellennummer '15150' (811/905) ... ok. (0.46 secs) 
#> Downloading Messstellennummer '15152' (812/905) ... ok. (0.58 secs) 
#> Downloading Messstellennummer '15153' (813/905) ... ok. (0.59 secs) 
#> Downloading Messstellennummer '15156' (814/905) ... ok. (0.59 secs) 
#> Downloading Messstellennummer '15160' (815/905) ... ok. (0.58 secs) 
#> Downloading Messstellennummer '15161' (816/905) ... ok. (0.61 secs) 
#> Downloading Messstellennummer '15162' (817/905) ... ok. (0.58 secs) 
#> Downloading Messstellennummer '15163' (818/905) ... ok. (0.58 secs) 
#> Downloading Messstellennummer '15165' (819/905) ... ok. (0.61 secs) 
#> Downloading Messstellennummer '15166' (820/905) ... ok. (0.58 secs) 
#> Downloading Messstellennummer '15167' (821/905) ... ok. (0.61 secs) 
#> Downloading Messstellennummer '15168' (822/905) ... ok. (0.60 secs) 
#> Downloading Messstellennummer '15169' (823/905) ... ok. (0.57 secs) 
#> Downloading Messstellennummer '15170' (824/905) ... ok. (0.58 secs) 
#> Downloading Messstellennummer '15171' (825/905) ... ok. (0.59 secs) 
#> Downloading Messstellennummer '15172' (826/905) ... ok. (0.55 secs) 
#> Downloading Messstellennummer '15173' (827/905) ... ok. (0.64 secs) 
#> Downloading Messstellennummer '15174' (828/905) ... ok. (0.56 secs) 
#> Downloading Messstellennummer '15175' (829/905) ... ok. (0.56 secs) 
#> Downloading Messstellennummer '15176' (830/905) ... ok. (0.56 secs) 
#> Downloading Messstellennummer '15177' (831/905) ... ok. (0.56 secs) 
#> Downloading Messstellennummer '15178' (832/905) ... ok. (0.60 secs) 
#> Downloading Messstellennummer '15179' (833/905) ... ok. (0.55 secs) 
#> Downloading Messstellennummer '15180' (834/905) ... ok. (0.57 secs) 
#> Downloading Messstellennummer '15181' (835/905) ... ok. (0.58 secs) 
#> Downloading Messstellennummer '15183' (836/905) ... ok. (0.44 secs) 
#> Downloading Messstellennummer '15184' (837/905) ... ok. (0.44 secs) 
#> Downloading Messstellennummer '15185' (838/905) ... ok. (0.50 secs) 
#> Downloading Messstellennummer '15189' (839/905) ... ok. (0.45 secs) 
#> Downloading Messstellennummer '15190' (840/905) ... ok. (0.44 secs) 
#> Downloading Messstellennummer '15192' (841/905) ... ok. (0.45 secs) 
#> Downloading Messstellennummer '15193' (842/905) ... ok. (0.45 secs) 
#> Downloading Messstellennummer '15195' (843/905) ... ok. (0.49 secs) 
#> Downloading Messstellennummer '15196' (844/905) ... ok. (0.44 secs) 
#> Downloading Messstellennummer '15197' (845/905) ... ok. (0.44 secs) 
#> Downloading Messstellennummer '15198' (846/905) ... ok. (0.44 secs) 
#> Downloading Messstellennummer '15199' (847/905) ... ok. (0.43 secs) 
#> Downloading Messstellennummer '15201' (848/905) ... ok. (0.43 secs) 
#> Downloading Messstellennummer '17299' (849/905) ... ok. (0.63 secs) 
#> Downloading Messstellennummer '17300' (850/905) ... ok. (0.44 secs) 
#> Downloading Messstellennummer '17301' (851/905) ... ok. (0.44 secs) 
#> Downloading Messstellennummer '17302' (852/905) ... ok. (0.46 secs) 
#> Downloading Messstellennummer '17303' (853/905) ... ok. (0.45 secs) 
#> Downloading Messstellennummer '17304' (854/905) ... ok. (0.44 secs) 
#> Downloading Messstellennummer '17305' (855/905) ... ok. (0.41 secs) 
#> Downloading Messstellennummer '17306' (856/905) ... ok. (0.43 secs) 
#> Downloading Messstellennummer '17308' (857/905) ... ok. (0.44 secs) 
#> Downloading Messstellennummer '17319' (858/905) ... ok. (0.38 secs) 
#> Downloading Messstellennummer '17900' (859/905) ... ok. (0.51 secs) 
#> Downloading Messstellennummer '17901' (860/905) ... ok. (0.53 secs) 
#> Downloading Messstellennummer '17903' (861/905) ... ok. (0.42 secs) 
#> Downloading Messstellennummer '17904' (862/905) ... ok. (0.60 secs) 
#> Downloading Messstellennummer '17905' (863/905) ... ok. (0.48 secs) 
#> Downloading Messstellennummer '17908' (864/905) ... ok. (0.52 secs) 
#> Downloading Messstellennummer '17909' (865/905) ... ok. (0.50 secs) 
#> Downloading Messstellennummer '17910' (866/905) ... ok. (0.47 secs) 
#> Downloading Messstellennummer '17911' (867/905) ... ok. (0.49 secs) 
#> Downloading Messstellennummer '21101' (868/905) ... ok. (0.51 secs) 
#> Downloading Messstellennummer '23101' (869/905) ... ok. (0.56 secs) 
#> Downloading Messstellennummer '23201' (870/905) ... ok. (0.56 secs) 
#> Downloading Messstellennummer '23208' (871/905) ... ok. (0.55 secs) 
#> Downloading Messstellennummer '23701' (872/905) ... ok. (0.56 secs) 
#> Downloading Messstellennummer '23702' (873/905) ... ok. (0.52 secs) 
#> Downloading Messstellennummer '23703' (874/905) ... ok. (0.53 secs) 
#> Downloading Messstellennummer '23704' (875/905) ... ok. (0.55 secs) 
#> Downloading Messstellennummer '23705' (876/905) ... ok. (0.54 secs) 
#> Downloading Messstellennummer '23707' (877/905) ... ok. (0.53 secs) 
#> Downloading Messstellennummer '23719' (878/905) ... ok. (0.52 secs) 
#> Downloading Messstellennummer '23746' (879/905) ... ok. (0.51 secs) 
#> Downloading Messstellennummer '23747' (880/905) ... ok. (0.51 secs) 
#> Downloading Messstellennummer '23748' (881/905) ... ok. (0.51 secs) 
#> Downloading Messstellennummer '23749' (882/905) ... ok. (0.51 secs) 
#> Downloading Messstellennummer '23750' (883/905) ... ok. (1.54 secs) 
#> Downloading Messstellennummer '23751' (884/905) ... ok. (0.53 secs) 
#> Downloading Messstellennummer '23752' (885/905) ... ok. (0.51 secs) 
#> Downloading Messstellennummer '23753' (886/905) ... ok. (0.48 secs) 
#> Downloading Messstellennummer '30201' (887/905) ... ok. (0.54 secs) 
#> Downloading Messstellennummer '90203' (888/905) ... ok. (0.49 secs) 
#> Downloading Messstellennummer '90267' (889/905) ... ok. (0.61 secs) 
#> Downloading Messstellennummer '93143' (890/905) ... ok. (0.45 secs) 
#> Downloading Messstellennummer '95242' (891/905) ... ok. (0.46 secs) 
#> Downloading Messstellennummer '95391' (892/905) ... ok. (0.52 secs) 
#> Downloading Messstellennummer '95580' (893/905) ... ok. (0.45 secs) 
#> Downloading Messstellennummer '97175' (894/905) ... ok. (0.77 secs) 
#> Downloading Messstellennummer '97766' (895/905) ... ok. (0.61 secs) 
#> Downloading Messstellennummer '97894' (896/905) ... ok. (0.52 secs) 
#> Downloading Messstellennummer '98345' (897/905) ... ok. (0.50 secs) 
#> Downloading Messstellennummer '98954' (898/905) ... ok. (0.75 secs) 
#> Downloading Messstellennummer '99003' (899/905) ... ok. (0.50 secs) 
#> Downloading Messstellennummer '99085' (900/905) ... ok. (0.59 secs) 
#> Downloading Messstellennummer '99619' (901/905) ... ok. (0.47 secs) 
#> Downloading Messstellennummer '99620' (902/905) ... ok. (0.53 secs) 
#> Downloading Messstellennummer '99721' (903/905) ... ok. (0.46 secs) 
#> Downloading Messstellennummer '99729' (904/905) ... ok. (0.49 secs) 
#> Downloading Messstellennummer '99868' (905/905) ... ok. (0.58 secs) 
#> ok. (10.82 mins) 
#> Importing 'groundwater.quality' data (2/2) ... Downloading Messstellennummer '3' (1/213) ... ok. (0.69 secs) 
#> Downloading Messstellennummer '145' (2/213) ... ok. (0.69 secs) 
#> Downloading Messstellennummer '149' (3/213) ... ok. (0.66 secs) 
#> Downloading Messstellennummer '282' (4/213) ... ok. (0.80 secs) 
#> Downloading Messstellennummer '344' (5/213) ... ok. (1.05 secs) 
#> Downloading Messstellennummer '358' (6/213) ... ok. (0.71 secs) 
#> Downloading Messstellennummer '499' (7/213) ... ok. (0.70 secs) 
#> Downloading Messstellennummer '580' (8/213) ... ok. (0.73 secs) 
#> Downloading Messstellennummer '604' (9/213) ... ok. (0.72 secs) 
#> Downloading Messstellennummer '645' (10/213) ... ok. (0.81 secs) 
#> Downloading Messstellennummer '762' (11/213) ... ok. (0.77 secs) 
#> Downloading Messstellennummer '775' (12/213) ... ok. (0.71 secs) 
#> Downloading Messstellennummer '1359' (13/213) ... ok. (0.67 secs) 
#> Downloading Messstellennummer '2604' (14/213) ... ok. (0.48 secs) 
#> Downloading Messstellennummer '3215' (15/213) ... ok. (0.72 secs) 
#> Downloading Messstellennummer '3354' (16/213) ... ok. (0.60 secs) 
#> Downloading Messstellennummer '4061' (17/213) ... ok. (0.62 secs) 
#> Downloading Messstellennummer '4105' (18/213) ... ok. (0.69 secs) 
#> Downloading Messstellennummer '4233' (19/213) ... ok. (0.33 secs) 
#> Downloading Messstellennummer '4304' (20/213) ... ok. (0.62 secs) 
#> Downloading Messstellennummer '4521' (21/213) ... ok. (0.65 secs) 
#> Downloading Messstellennummer '4611' (22/213) ... ok. (0.33 secs) 
#> Downloading Messstellennummer '4612' (23/213) ... ok. (0.39 secs) 
#> Downloading Messstellennummer '4640' (24/213) ... ok. (0.64 secs) 
#> Downloading Messstellennummer '4727' (25/213) ... ok. (0.33 secs) 
#> Downloading Messstellennummer '4846' (26/213) ... ok. (0.68 secs) 
#> Downloading Messstellennummer '4875' (27/213) ... ok. (0.34 secs) 
#> Downloading Messstellennummer '5002' (28/213) ... ok. (0.77 secs) 
#> Downloading Messstellennummer '5003' (29/213) ... ok. (0.34 secs) 
#> Downloading Messstellennummer '5005' (30/213) ... ok. (0.76 secs) 
#> Downloading Messstellennummer '5008' (31/213) ... ok. (0.76 secs) 
#> Downloading Messstellennummer '5009' (32/213) ... ok. (0.77 secs) 
#> Downloading Messstellennummer '5010' (33/213) ... ok. (0.32 secs) 
#> Downloading Messstellennummer '5013' (34/213) ... ok. (1.76 secs) 
#> Downloading Messstellennummer '5020' (35/213) ... ok. (0.90 secs) 
#> Downloading Messstellennummer '5022' (36/213) ... ok. (0.72 secs) 
#> Downloading Messstellennummer '5025' (37/213) ... ok. (0.52 secs) 
#> Downloading Messstellennummer '5026' (38/213) ... ok. (0.73 secs) 
#> Downloading Messstellennummer '5027' (39/213) ... ok. (0.76 secs) 
#> Downloading Messstellennummer '5032' (40/213) ... ok. (0.32 secs) 
#> Downloading Messstellennummer '5036' (41/213) ... ok. (0.69 secs) 
#> Downloading Messstellennummer '5039' (42/213) ... ok. (0.65 secs) 
#> Downloading Messstellennummer '5040' (43/213) ... ok. (0.68 secs) 
#> Downloading Messstellennummer '5042' (44/213) ... ok. (0.66 secs) 
#> Downloading Messstellennummer '5044' (45/213) ... ok. (0.64 secs) 
#> Downloading Messstellennummer '5049' (46/213) ... ok. (0.68 secs) 
#> Downloading Messstellennummer '5058' (47/213) ... ok. (0.64 secs) 
#> Downloading Messstellennummer '5060' (48/213) ... ok. (0.86 secs) 
#> Downloading Messstellennummer '5066' (49/213) ... ok. (0.67 secs) 
#> Downloading Messstellennummer '5073' (50/213) ... ok. (0.65 secs) 
#> Downloading Messstellennummer '5074' (51/213) ... ok. (0.67 secs) 
#> Downloading Messstellennummer '5075' (52/213) ... ok. (0.68 secs) 
#> Downloading Messstellennummer '5076' (53/213) ... ok. (0.68 secs) 
#> Downloading Messstellennummer '5078' (54/213) ... ok. (0.67 secs) 
#> Downloading Messstellennummer '5086' (55/213) ... ok. (0.69 secs) 
#> Downloading Messstellennummer '5090' (56/213) ... ok. (0.68 secs) 
#> Downloading Messstellennummer '5095' (57/213) ... ok. (0.32 secs) 
#> Downloading Messstellennummer '5097' (58/213) ... ok. (0.68 secs) 
#> Downloading Messstellennummer '5130' (59/213) ... ok. (0.34 secs) 
#> Downloading Messstellennummer '5138' (60/213) ... ok. (0.76 secs) 
#> Downloading Messstellennummer '5140' (61/213) ... ok. (0.72 secs) 
#> Downloading Messstellennummer '5150' (62/213) ... ok. (0.66 secs) 
#> Downloading Messstellennummer '5155' (63/213) ... ok. (0.64 secs) 
#> Downloading Messstellennummer '5167' (64/213) ... ok. (0.69 secs) 
#> Downloading Messstellennummer '5207' (65/213) ... ok. (0.67 secs) 
#> Downloading Messstellennummer '5255' (66/213) ... ok. (0.67 secs) 
#> Downloading Messstellennummer '5297' (67/213) ... ok. (0.61 secs) 
#> Downloading Messstellennummer '5306' (68/213) ... ok. (0.81 secs) 
#> Downloading Messstellennummer '5351' (69/213) ... ok. (0.69 secs) 
#> Downloading Messstellennummer '5355' (70/213) ... ok. (0.67 secs) 
#> Downloading Messstellennummer '5366' (71/213) ... ok. (0.62 secs) 
#> Downloading Messstellennummer '5404' (72/213) ... ok. (0.65 secs) 
#> Downloading Messstellennummer '6010' (73/213) ... ok. (0.96 secs) 
#> Downloading Messstellennummer '6014' (74/213) ... ok. (0.94 secs) 
#> Downloading Messstellennummer '6016' (75/213) ... ok. (0.76 secs) 
#> Downloading Messstellennummer '6017' (76/213) ... ok. (1.31 secs) 
#> Downloading Messstellennummer '6020' (77/213) ... ok. (0.79 secs) 
#> Downloading Messstellennummer '6023' (78/213) ... ok. (0.89 secs) 
#> Downloading Messstellennummer '6026' (79/213) ... ok. (0.99 secs) 
#> Downloading Messstellennummer '6028' (80/213) ... ok. (0.32 secs) 
#> Downloading Messstellennummer '6038' (81/213) ... ok. (0.95 secs) 
#> Downloading Messstellennummer '6047' (82/213) ... ok. (0.71 secs) 
#> Downloading Messstellennummer '6056' (83/213) ... ok. (0.73 secs) 
#> Downloading Messstellennummer '6058' (84/213) ... ok. (0.32 secs) 
#> Downloading Messstellennummer '6063' (85/213) ... ok. (0.77 secs) 
#> Downloading Messstellennummer '6066' (86/213) ... ok. (0.91 secs) 
#> Downloading Messstellennummer '6067' (87/213) ... ok. (0.67 secs) 
#> Downloading Messstellennummer '6069' (88/213) ... ok. (0.76 secs) 
#> Downloading Messstellennummer '6080' (89/213) ... ok. (0.90 secs) 
#> Downloading Messstellennummer '6081' (90/213) ... ok. (0.33 secs) 
#> Downloading Messstellennummer '6084' (91/213) ... ok. (0.94 secs) 
#> Downloading Messstellennummer '6089' (92/213) ... ok. (0.69 secs) 
#> Downloading Messstellennummer '6097' (93/213) ... ok. (0.75 secs) 
#> Downloading Messstellennummer '6113' (94/213) ... ok. (0.92 secs) 
#> Downloading Messstellennummer '6121' (95/213) ... ok. (0.76 secs) 
#> Downloading Messstellennummer '6504' (96/213) ... ok. (0.69 secs) 
#> Downloading Messstellennummer '6510' (97/213) ... ok. (0.68 secs) 
#> Downloading Messstellennummer '6511' (98/213) ... ok. (0.68 secs) 
#> Downloading Messstellennummer '6515' (99/213) ... ok. (0.68 secs) 
#> Downloading Messstellennummer '6518' (100/213) ... ok. (0.40 secs) 
#> Downloading Messstellennummer '6520' (101/213) ... ok. (0.71 secs) 
#> Downloading Messstellennummer '6522' (102/213) ... ok. (0.64 secs) 
#> Downloading Messstellennummer '6533' (103/213) ... ok. (0.42 secs) 
#> Downloading Messstellennummer '6534' (104/213) ... ok. (0.71 secs) 
#> Downloading Messstellennummer '6535' (105/213) ... ok. (0.43 secs) 
#> Downloading Messstellennummer '6548' (106/213) ... ok. (1.06 secs) 
#> Downloading Messstellennummer '6963' (107/213) ... ok. (0.67 secs) 
#> Downloading Messstellennummer '7014' (108/213) ... ok. (0.84 secs) 
#> Downloading Messstellennummer '7015' (109/213) ... ok. (0.82 secs) 
#> Downloading Messstellennummer '7018' (110/213) ... ok. (0.73 secs) 
#> Downloading Messstellennummer '7019' (111/213) ... ok. (0.43 secs) 
#> Downloading Messstellennummer '7027' (112/213) ... ok. (0.89 secs) 
#> Downloading Messstellennummer '7030' (113/213) ... ok. (1.01 secs) 
#> Downloading Messstellennummer '7033' (114/213) ... ok. (0.35 secs) 
#> Downloading Messstellennummer '7034' (115/213) ... ok. (0.33 secs) 
#> Downloading Messstellennummer '7035' (116/213) ... ok. (0.36 secs) 
#> Downloading Messstellennummer '7039' (117/213) ... ok. (0.77 secs) 
#> Downloading Messstellennummer '7042' (118/213) ... ok. (0.81 secs) 
#> Downloading Messstellennummer '7044' (119/213) ... ok. (0.84 secs) 
#> Downloading Messstellennummer '7045' (120/213) ... ok. (0.84 secs) 
#> Downloading Messstellennummer '7057' (121/213) ... ok. (0.90 secs) 
#> Downloading Messstellennummer '7062' (122/213) ... ok. (0.34 secs) 
#> Downloading Messstellennummer '7063' (123/213) ... ok. (0.36 secs) 
#> Downloading Messstellennummer '7064' (124/213) ... ok. (0.34 secs) 
#> Downloading Messstellennummer '7072' (125/213) ... ok. (0.35 secs) 
#> Downloading Messstellennummer '7078' (126/213) ... ok. (1.84 secs) 
#> Downloading Messstellennummer '7079' (127/213) ... ok. (0.81 secs) 
#> Downloading Messstellennummer '7081' (128/213) ... ok. (1.85 secs) 
#> Downloading Messstellennummer '7084' (129/213) ... ok. (0.85 secs) 
#> Downloading Messstellennummer '7086' (130/213) ... ok. (0.37 secs) 
#> Downloading Messstellennummer '7092' (131/213) ... ok. (0.74 secs) 
#> Downloading Messstellennummer '7098' (132/213) ... ok. (0.85 secs) 
#> Downloading Messstellennummer '7108' (133/213) ... ok. (0.35 secs) 
#> Downloading Messstellennummer '7109' (134/213) ... ok. (0.86 secs) 
#> Downloading Messstellennummer '7111' (135/213) ... ok. (1.84 secs) 
#> Downloading Messstellennummer '7121' (136/213) ... ok. (0.35 secs) 
#> Downloading Messstellennummer '7123' (137/213) ... ok. (0.37 secs) 
#> Downloading Messstellennummer '7124' (138/213) ... ok. (0.35 secs) 
#> Downloading Messstellennummer '7132' (139/213) ... ok. (0.88 secs) 
#> Downloading Messstellennummer '7136' (140/213) ... ok. (0.74 secs) 
#> Downloading Messstellennummer '7137' (141/213) ... ok. (0.77 secs) 
#> Downloading Messstellennummer '7144' (142/213) ... ok. (0.79 secs) 
#> Downloading Messstellennummer '7161' (143/213) ... ok. (0.80 secs) 
#> Downloading Messstellennummer '7165' (144/213) ... ok. (0.36 secs) 
#> Downloading Messstellennummer '7168' (145/213) ... ok. (0.75 secs) 
#> Downloading Messstellennummer '7171' (146/213) ... ok. (0.74 secs) 
#> Downloading Messstellennummer '7172' (147/213) ... ok. (0.83 secs) 
#> Downloading Messstellennummer '7173' (148/213) ... ok. (0.77 secs) 
#> Downloading Messstellennummer '7176' (149/213) ... ok. (0.43 secs) 
#> Downloading Messstellennummer '7180' (150/213) ... ok. (0.77 secs) 
#> Downloading Messstellennummer '7195' (151/213) ... ok. (0.78 secs) 
#> Downloading Messstellennummer '7206' (152/213) ... ok. (0.79 secs) 
#> Downloading Messstellennummer '7207' (153/213) ... ok. (1.77 secs) 
#> Downloading Messstellennummer '7209' (154/213) ... ok. (0.32 secs) 
#> Downloading Messstellennummer '7210' (155/213) ... ok. (1.95 secs) 
#> Downloading Messstellennummer '7215' (156/213) ... ok. (0.73 secs) 
#> Downloading Messstellennummer '7218' (157/213) ... ok. (0.89 secs) 
#> Downloading Messstellennummer '7219' (158/213) ... ok. (0.76 secs) 
#> Downloading Messstellennummer '7229' (159/213) ... ok. (0.75 secs) 
#> Downloading Messstellennummer '7237' (160/213) ... ok. (0.72 secs) 
#> Downloading Messstellennummer '7248' (161/213) ... ok. (0.75 secs) 
#> Downloading Messstellennummer '7250' (162/213) ... ok. (0.75 secs) 
#> Downloading Messstellennummer '7255' (163/213) ... ok. (0.73 secs) 
#> Downloading Messstellennummer '7257' (164/213) ... ok. (0.36 secs) 
#> Downloading Messstellennummer '7258' (165/213) ... ok. (0.39 secs) 
#> Downloading Messstellennummer '7259' (166/213) ... ok. (0.77 secs) 
#> Downloading Messstellennummer '7264' (167/213) ... ok. (0.75 secs) 
#> Downloading Messstellennummer '7268' (168/213) ... ok. (0.35 secs) 
#> Downloading Messstellennummer '7285' (169/213) ... ok. (0.37 secs) 
#> Downloading Messstellennummer '7286' (170/213) ... ok. (0.76 secs) 
#> Downloading Messstellennummer '7290' (171/213) ... ok. (0.74 secs) 
#> Downloading Messstellennummer '7291' (172/213) ... ok. (4.57 secs) 
#> Downloading Messstellennummer '7292' (173/213) ... ok. (0.76 secs) 
#> Downloading Messstellennummer '7295' (174/213) ... ok. (0.75 secs) 
#> Downloading Messstellennummer '7298' (175/213) ... ok. (0.37 secs) 
#> Downloading Messstellennummer '7301' (176/213) ... ok. (0.77 secs) 
#> Downloading Messstellennummer '8469' (177/213) ... ok. (0.73 secs) 
#> Downloading Messstellennummer '8472' (178/213) ... ok. (0.48 secs) 
#> Downloading Messstellennummer '8481' (179/213) ... ok. (0.78 secs) 
#> Downloading Messstellennummer '8949' (180/213) ... ok. (0.93 secs) 
#> Downloading Messstellennummer '8950' (181/213) ... ok. (0.79 secs) 
#> Downloading Messstellennummer '8957' (182/213) ... ok. (0.35 secs) 
#> Downloading Messstellennummer '8964' (183/213) ... ok. (0.63 secs) 
#> Downloading Messstellennummer '9092' (184/213) ... ok. (0.55 secs) 
#> Downloading Messstellennummer '9401' (185/213) ... ok. (0.62 secs) 
#> Downloading Messstellennummer '10421' (186/213) ... ok. (0.56 secs) 
#> Downloading Messstellennummer '10790' (187/213) ... ok. (0.36 secs) 
#> Downloading Messstellennummer '15000' (188/213) ... ok. (0.37 secs) 
#> Downloading Messstellennummer '15001' (189/213) ... ok. (0.64 secs) 
#> Downloading Messstellennummer '15049' (190/213) ... ok. (0.66 secs) 
#> Downloading Messstellennummer '15065' (191/213) ... ok. (0.61 secs) 
#> Downloading Messstellennummer '15101' (192/213) ... ok. (0.67 secs) 
#> Downloading Messstellennummer '15109' (193/213) ... ok. (0.36 secs) 
#> Downloading Messstellennummer '15147' (194/213) ... ok. (0.64 secs) 
#> Downloading Messstellennummer '15150' (195/213) ... ok. (0.48 secs) 
#> Downloading Messstellennummer '15152' (196/213) ... ok. (0.62 secs) 
#> Downloading Messstellennummer '15153' (197/213) ... ok. (0.61 secs) 
#> Downloading Messstellennummer '15156' (198/213) ... ok. (0.62 secs) 
#> Downloading Messstellennummer '15160' (199/213) ... ok. (0.60 secs) 
#> Downloading Messstellennummer '15162' (200/213) ... ok. (0.61 secs) 
#> Downloading Messstellennummer '15163' (201/213) ... ok. (0.58 secs) 
#> Downloading Messstellennummer '15174' (202/213) ... ok. (0.59 secs) 
#> Downloading Messstellennummer '17303' (203/213) ... ok. (0.42 secs) 
#> Downloading Messstellennummer '17304' (204/213) ... ok. (0.50 secs) 
#> Downloading Messstellennummer '17306' (205/213) ... ok. (1.46 secs) 
#> Downloading Messstellennummer '17309' (206/213) ... ok. (0.35 secs) 
#> Downloading Messstellennummer '23701' (207/213) ... ok. (0.88 secs) 
#> Downloading Messstellennummer '23703' (208/213) ... ok. (0.55 secs) 
#> Downloading Messstellennummer '23704' (209/213) ... ok. (0.56 secs) 
#> Downloading Messstellennummer '23750' (210/213) ... ok. (1.54 secs) 
#> Downloading Messstellennummer '95580' (211/213) ... ok. (0.47 secs) 
#> Downloading Messstellennummer '97766' (212/213) ... ok. (0.62 secs) 
#> Downloading Messstellennummer '97894' (213/213) ... ok. (0.53 secs) 
#> ok. (2.53 mins)

files <- wasserportal::list_timeseries_data_to_zip(gw_data_list)
#> Writing 'groundwater_level.zip' ... ok. (16.69 secs) 
#> Writing 'groundwater_quality.zip' ... ok. (3.14 secs)

files
#> [1] "groundwater_level.zip"   "groundwater_quality.zip"

# Data availability per parameter
gw_data_list %>%
  dplyr::bind_rows() %>% 
  dplyr::count(Parameter, Einheit) %>% 
  dplyr::arrange(dplyr::desc(.data$n))
#>              Parameter   Einheit       n
#>                 <char>    <char>   <int>
#> 1:            GW-Stand m ü. NHN) 8037689
#> 2: GW-Stand (m ü. NHN)      <NA> 1650180

The following groundwater data .zip files are available for download:

Do Your Own Analysis!

Download CSV/JSON/ZIP files scraped and prepared each day at 5 a.m. UTC for re-use in R. The following data are available:

library(wasserportal)

stations_crosstable <- jsonlite::fromJSON(urls$stations_crosstable)

str(stations_crosstable)
#> 'data.frame':    1066 obs. of  11 variables:
#>  $ Messstellennummer: chr  "5865900" "5827103" "5870400" "5865300" ...
#>  $ Messstellenname  : chr  "Allee der Kosmonauten" "Allendestraße" "Alsenbrücke" "Am Bahndamm" ...
#>  $ ows              : chr  "x" "x" "x" "x" ...
#>  $ odf              : chr  NA "x" "x" "x" ...
#>  $ owt              : chr  NA NA NA "x" ...
#>  $ olf              : chr  NA NA NA NA ...
#>  $ oph              : chr  NA NA NA NA ...
#>  $ oog              : chr  NA NA NA NA ...
#>  $ oos              : chr  NA NA NA NA ...
#>  $ gws              : chr  NA NA NA NA ...
#>  $ gwq              : chr  NA NA NA NA ...

Please find an example below for merging all this information into a single data frame:

library(wasserportal)

site_number_to_character <- function(data) {
  data %>%
    dplyr::mutate(
      Messstellennummer = as.character(.data$Messstellennummer)
    )
}

left_join_by_site <- function(data, master_data) {
  data %>%
    dplyr::left_join(master_data, by = c("Messstellennummer" = "Nummer"))
}

### GW levels
gwl_master <- jsonlite::fromJSON(urls$stations_gwl_meta)
gwl_data <- jsonlite::fromJSON(urls$stations_gwl_data) %>%  
  site_number_to_character() %>% 
  left_join_by_site(gwl_master)

str(gwl_data)
#> 'data.frame':    48806 obs. of  15 variables:
#>  $ Messstellennummer             : chr  "1" "1" "1" "1" ...
#>  $ Datum                         : chr  "1970-01-02" "1970-01-16" "1970-02-02" "1970-02-16" ...
#>  $ Parameter                     : chr  "GW-Stand" "GW-Stand" "GW-Stand" "GW-Stand" ...
#>  $ Einheit                       : chr  "m ü. NHN" "m ü. NHN" "m ü. NHN" "m ü. NHN" ...
#>  $ Messwert                      : num  35.2 35.2 35.2 35.2 35.2 ...
#>  $ Bezirk                        : chr  "Reinickendorf" "Reinickendorf" "Reinickendorf" "Reinickendorf" ...
#>  $ Betreiber                     : chr  "Senat" "Senat" "Senat" "Senat" ...
#>  $ Auspraegung                   : chr  "GW-Stand" "GW-Stand" "GW-Stand" "GW-Stand" ...
#>  $ Grundwasserleiter             : chr  "Hauptgrundwasserleiter (GWL 1.3 + 2)" "Hauptgrundwasserleiter (GWL 1.3 + 2)" "Hauptgrundwasserleiter (GWL 1.3 + 2)" "Hauptgrundwasserleiter (GWL 1.3 + 2)" ...
#>  $ Gelaendeoberkante_GOK_m_ue_NHN: chr  "49.20" "49.20" "49.20" "49.20" ...
#>  $ Rohroberkante_m_ue_NHN        : chr  "49.49" "49.49" "49.49" "49.49" ...
#>  $ Filteroberkante_m_u_GOK       : chr  "37.34" "37.34" "37.34" "37.34" ...
#>  $ Filterunterkante_m_u_GOK      : chr  "39.34" "39.34" "39.34" "39.34" ...
#>  $ Rechtswert_UTM_33_N           : chr  "384416" "384416" "384416" "384416" ...
#>  $ Hochwert_UTM_33_N             : chr  "5831712" "5831712" "5831712" "5831712" ...

### GW quality (all available parameters!)
gwq_master <- jsonlite::fromJSON(urls$stations_gwq_meta)
gwq_data <- jsonlite::fromJSON(urls$stations_gwq_data) %>%  
  site_number_to_character() %>% 
  left_join_by_site(gwq_master)

str(gwq_data)
#> 'data.frame':    713955 obs. of  15 variables:
#>  $ Messstellennummer             : chr  "3" "3" "3" "3" ...
#>  $ Datum                         : chr  "2020-07-01" "2020-07-01" "2020-07-01" "2020-07-01" ...
#>  $ Parameter                     : chr  "Temperatur (Luft)" "pH-Wert (Feld)" "Temperatur (Wasser)" "Leitfähigkeit 25°C vor Ort" ...
#>  $ Einheit                       : chr  "grd Celsius" "ohne Einheit" "grd C" "µS/cm" ...
#>  $ Messwert                      : num  19 7.1 12.2 939 4.91 5 6 0.25 453 0 ...
#>  $ Bezirk                        : chr  "Reinickendorf" "Reinickendorf" "Reinickendorf" "Reinickendorf" ...
#>  $ Betreiber                     : chr  "Senat" "Senat" "Senat" "Senat" ...
#>  $ Auspraegung                   : chr  "GW-Stand + GW-Güte" "GW-Stand + GW-Güte" "GW-Stand + GW-Güte" "GW-Stand + GW-Güte" ...
#>  $ Grundwasserleiter             : chr  "Hauptgrundwasserleiter (GWL 1.3 + 2)" "Hauptgrundwasserleiter (GWL 1.3 + 2)" "Hauptgrundwasserleiter (GWL 1.3 + 2)" "Hauptgrundwasserleiter (GWL 1.3 + 2)" ...
#>  $ Gelaendeoberkante_GOK_m_ue_NHN: chr  "37.87" "37.87" "37.87" "37.87" ...
#>  $ Rohroberkante_m_ue_NHN        : chr  "38.65" "38.65" "38.65" "38.65" ...
#>  $ Filteroberkante_m_u_GOK       : chr  "12.27" "12.27" "12.27" "12.27" ...
#>  $ Filterunterkante_m_u_GOK      : chr  "13.27" "13.27" "13.27" "13.27" ...
#>  $ Rechtswert_UTM_33_N           : chr  "385789" "385789" "385789" "385789" ...
#>  $ Hochwert_UTM_33_N             : chr  "5830677" "5830677" "5830677" "5830677" ...

### Merge GW level and quality into one data frame
gw_data <- dplyr::bind_rows(gwl_data, gwq_data)

str(gw_data)
#> 'data.frame':    762761 obs. of  15 variables:
#>  $ Messstellennummer             : chr  "1" "1" "1" "1" ...
#>  $ Datum                         : chr  "1970-01-02" "1970-01-16" "1970-02-02" "1970-02-16" ...
#>  $ Parameter                     : chr  "GW-Stand" "GW-Stand" "GW-Stand" "GW-Stand" ...
#>  $ Einheit                       : chr  "m ü. NHN" "m ü. NHN" "m ü. NHN" "m ü. NHN" ...
#>  $ Messwert                      : num  35.2 35.2 35.2 35.2 35.2 ...
#>  $ Bezirk                        : chr  "Reinickendorf" "Reinickendorf" "Reinickendorf" "Reinickendorf" ...
#>  $ Betreiber                     : chr  "Senat" "Senat" "Senat" "Senat" ...
#>  $ Auspraegung                   : chr  "GW-Stand" "GW-Stand" "GW-Stand" "GW-Stand" ...
#>  $ Grundwasserleiter             : chr  "Hauptgrundwasserleiter (GWL 1.3 + 2)" "Hauptgrundwasserleiter (GWL 1.3 + 2)" "Hauptgrundwasserleiter (GWL 1.3 + 2)" "Hauptgrundwasserleiter (GWL 1.3 + 2)" ...
#>  $ Gelaendeoberkante_GOK_m_ue_NHN: chr  "49.20" "49.20" "49.20" "49.20" ...
#>  $ Rohroberkante_m_ue_NHN        : chr  "49.49" "49.49" "49.49" "49.49" ...
#>  $ Filteroberkante_m_u_GOK       : chr  "37.34" "37.34" "37.34" "37.34" ...
#>  $ Filterunterkante_m_u_GOK      : chr  "39.34" "39.34" "39.34" "39.34" ...
#>  $ Rechtswert_UTM_33_N           : chr  "384416" "384416" "384416" "384416" ...
#>  $ Hochwert_UTM_33_N             : chr  "5831712" "5831712" "5831712" "5831712" ...

Data Availability

GW Quality

# Helper functions to be reused in different data summaries
select_main_columns <- function(data) {
  data %>%
    dplyr::select(dplyr::all_of(c(
      "Messstellennummer",
      "Parameter",
      "Datum",
      "Messwert"
    )))
}

summarise_min_max_n_arrange <- function(data) {
  data %>%
    dplyr::summarise(
      date_min = min(.data$Datum),
      date_max = max(.data$Datum),
      n = dplyr::n(), 
      .groups = "drop"
    ) %>%
    dplyr::arrange(dplyr::desc(.data$n))
}
gwq_data_by_parameter <- gwq_data %>%
    select_main_columns() %>%
    dplyr::group_by(.data$Parameter) %>%
    summarise_min_max_n_arrange()

top_filter_data_table(gwq_data_by_parameter)
gwq_data_by_parameter_and_station <- gwq_data %>%
  select_main_columns() %>%
  dplyr::group_by(.data$Parameter, .data$Messstellennummer) %>%
  summarise_min_max_n_arrange()

top_filter_data_table(gwq_data_by_parameter_and_station)
#> Warning in instance$preRenderHook(instance): It seems your data is too big for
#> client-side DataTables. You may consider server-side processing:
#> https://rstudio.github.io/DT/server.html