Groundwater
Michael Rustler
2024-04-26 05:17:03.96397
Source:vignettes/groundwater.Rmd
groundwater.RmdDefine 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. (6.54 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. (0.11 secs)
#> Writing 'stations_groundwater_quality.csv' ... ok. (0.01 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)
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#> Downloading Messstellennummer '757' (251/902) ... ok. (0.72 secs)
#> Downloading Messstellennummer '760' (252/902) ... ok. (0.78 secs)
#> Downloading Messstellennummer '762' (253/902) ... ok. (0.71 secs)
#> Downloading Messstellennummer '765' (254/902) ... ok. (0.71 secs)
#> Downloading Messstellennummer '767' (255/902) ... ok. (0.75 secs)
#> Downloading Messstellennummer '768' (256/902) ... ok. (0.72 secs)
#> Downloading Messstellennummer '769' (257/902) ... ok. (0.68 secs)
#> Downloading Messstellennummer '770' (258/902) ... ok. (0.70 secs)
#> Downloading Messstellennummer '772' (259/902) ... ok. (0.67 secs)
#> Downloading Messstellennummer '773' (260/902) ... ok. (0.72 secs)
#> Downloading Messstellennummer '774' (261/902) ... ok. (0.70 secs)
#> Downloading Messstellennummer '775' (262/902) ... ok. (0.71 secs)
#> Downloading Messstellennummer '776' (263/902) ... ok. (0.72 secs)
#> Downloading Messstellennummer '777' (264/902) ... ok. (0.69 secs)
#> Downloading Messstellennummer '785' (265/902) ... ok. (0.73 secs)
#> Downloading Messstellennummer '791' (266/902) ... ok. (0.74 secs)
#> Downloading Messstellennummer '793' (267/902) ... ok. (0.69 secs)
#> Downloading Messstellennummer '795' (268/902) ... ok. (0.71 secs)
#> Downloading Messstellennummer '796' (269/902) ... ok. (0.71 secs)
#> Downloading Messstellennummer '797' (270/902) ... ok. (0.79 secs)
#> Downloading Messstellennummer '798' (271/902) ... ok. (1.73 secs)
#> Downloading Messstellennummer '799' (272/902) ... ok. (0.81 secs)
#> Downloading Messstellennummer '800' (273/902) ... ok. (0.79 secs)
#> Downloading Messstellennummer '801' (274/902) ... ok. (0.77 secs)
#> Downloading Messstellennummer '802' (275/902) ... ok. (0.69 secs)
#> Downloading Messstellennummer '803' (276/902) ... ok. (0.73 secs)
#> Downloading Messstellennummer '806' (277/902) ... ok. (0.69 secs)
#> Downloading Messstellennummer '807' (278/902) ... ok. (0.70 secs)
#> Downloading Messstellennummer '808' (279/902) ... ok. (0.69 secs)
#> Downloading Messstellennummer '809' (280/902) ... ok. (0.71 secs)
#> Downloading Messstellennummer '810' (281/902) ... ok. (0.69 secs)
#> Downloading Messstellennummer '811' (282/902) ... ok. (0.69 secs)
#> Downloading Messstellennummer '812' (283/902) ... ok. (0.72 secs)
#> Downloading Messstellennummer '813' (284/902) ... ok. (1.72 secs)
#> Downloading Messstellennummer '816' (285/902) ... ok. (0.73 secs)
#> Downloading Messstellennummer '817' (286/902) ... ok. (0.69 secs)
#> Downloading Messstellennummer '819' (287/902) ... ok. (0.81 secs)
#> Downloading Messstellennummer '830' (288/902) ... ok. (0.71 secs)
#> Downloading Messstellennummer '833' (289/902) ... ok. (0.68 secs)
#> Downloading Messstellennummer '1305' (290/902) ... ok. (0.76 secs)
#> Downloading Messstellennummer '1306' (291/902) ... ok. (0.78 secs)
#> Downloading Messstellennummer '1311' (292/902) ... ok. (0.69 secs)
#> Downloading Messstellennummer '1318' (293/902) ... ok. (0.63 secs)
#> Downloading Messstellennummer '1320' (294/902) ... ok. (0.65 secs)
#> Downloading Messstellennummer '1325' (295/902) ... ok. (0.68 secs)
#> Downloading Messstellennummer '1339' (296/902) ... ok. (0.62 secs)
#> Downloading Messstellennummer '1349' (297/902) ... ok. (0.63 secs)
#> Downloading Messstellennummer '1359' (298/902) ... ok. (0.67 secs)
#> Downloading Messstellennummer '2602' (299/902) ... ok. (1.48 secs)
#> Downloading Messstellennummer '2603' (300/902) ... ok. (0.47 secs)
#> Downloading Messstellennummer '2604' (301/902) ... ok. (0.50 secs)
#> Downloading Messstellennummer '2605' (302/902) ... ok. (0.49 secs)
#> Downloading Messstellennummer '2606' (303/902) ... ok. (0.49 secs)
#> Downloading Messstellennummer '2607' (304/902) ... ok. (0.74 secs)
#> Downloading Messstellennummer '3024' (305/902) ... ok. (0.67 secs)
#> Downloading Messstellennummer '3025' (306/902) ... ok. (0.66 secs)
#> Downloading Messstellennummer '3033' (307/902) ... ok. (0.73 secs)
#> Downloading Messstellennummer '3063' (308/902) ... ok. (0.67 secs)
#> Downloading Messstellennummer '3097' (309/902) ... ok. (0.67 secs)
#> Downloading Messstellennummer '3133' (310/902) ... ok. (0.46 secs)
#> Downloading Messstellennummer '3137' (311/902) ... ok. (0.76 secs)
#> Downloading Messstellennummer '3144' (312/902) ... ok. (1.66 secs)
#> Downloading Messstellennummer '3154' (313/902) ... ok. (0.65 secs)
#> Downloading Messstellennummer '3155' (314/902) ... ok. (0.43 secs)
#> Downloading Messstellennummer '3156' (315/902) ... ok. (0.48 secs)
#> Downloading Messstellennummer '3211' (316/902) ... ok. (0.73 secs)
#> Downloading Messstellennummer '3212' (317/902) ... ok. (0.73 secs)
#> Downloading Messstellennummer '3213' (318/902) ... ok. (0.73 secs)
#> Downloading Messstellennummer '3215' (319/902) ... ok. (0.68 secs)
#> Downloading Messstellennummer '3216' (320/902) ... ok. (0.44 secs)
#> Downloading Messstellennummer '3315' (321/902) ... ok. (0.64 secs)
#> Downloading Messstellennummer '3316' (322/902) ... ok. (0.58 secs)
#> Downloading Messstellennummer '3354' (323/902) ... ok. (0.60 secs)
#> Downloading Messstellennummer '3355' (324/902) ... ok. (0.76 secs)
#> Downloading Messstellennummer '3356' (325/902) ... ok. (0.58 secs)
#> Downloading Messstellennummer '3357' (326/902) ... ok. (0.57 secs)
#> Downloading Messstellennummer '4003' (327/902) ... ok. (0.64 secs)
#> Downloading Messstellennummer '4005' (328/902) ... ok. (0.63 secs)
#> Downloading Messstellennummer '4006' (329/902) ... ok. (1.64 secs)
#> Downloading Messstellennummer '4008' (330/902) ... ok. (0.62 secs)
#> Downloading Messstellennummer '4013' (331/902) ... ok. (0.64 secs)
#> Downloading Messstellennummer '4015' (332/902) ... ok. (0.62 secs)
#> Downloading Messstellennummer '4059' (333/902) ... ok. (0.71 secs)
#> Downloading Messstellennummer '4061' (334/902) ... ok. (0.61 secs)
#> Downloading Messstellennummer '4098' (335/902) ... ok. (0.62 secs)
#> Downloading Messstellennummer '4102' (336/902) ... ok. (0.60 secs)
#> Downloading Messstellennummer '4105' (337/902) ... ok. (0.68 secs)
#> Downloading Messstellennummer '4304' (338/902) ... ok. (0.58 secs)
#> Downloading Messstellennummer '4458' (339/902) ... ok. (0.63 secs)
#> Downloading Messstellennummer '4460' (340/902) ... ok. (0.67 secs)
#> Downloading Messstellennummer '4461' (341/902) ... ok. (0.67 secs)
#> Downloading Messstellennummer '4519' (342/902) ... ok. (0.65 secs)
#> Downloading Messstellennummer '4521' (343/902) ... ok. (0.69 secs)
#> Downloading Messstellennummer '4588' (344/902) ... ok. (0.65 secs)
#> Downloading Messstellennummer '4611' (345/902) ... ok. (0.34 secs)
#> Downloading Messstellennummer '4612' (346/902) ... ok. (0.34 secs)
#> Downloading Messstellennummer '4631' (347/902) ... ok. (0.67 secs)
#> Downloading Messstellennummer '4632' (348/902) ... ok. (0.67 secs)
#> Downloading Messstellennummer '4640' (349/902) ... ok. (0.65 secs)
#> Downloading Messstellennummer '4641' (350/902) ... ok. (0.62 secs)
#> Downloading Messstellennummer '4643' (351/902) ... ok. (0.53 secs)
#> Downloading Messstellennummer '4653' (352/902) ... ok. (0.55 secs)
#> Downloading Messstellennummer '4727' (353/902) ... ok. (0.33 secs)
#> Downloading Messstellennummer '4788' (354/902) ... ok. (0.69 secs)
#> Downloading Messstellennummer '4799' (355/902) ... ok. (0.67 secs)
#> Downloading Messstellennummer '4800' (356/902) ... ok. (0.62 secs)
#> Downloading Messstellennummer '4805' (357/902) ... ok. (0.58 secs)
#> Downloading Messstellennummer '4846' (358/902) ... ok. (0.68 secs)
#> Downloading Messstellennummer '4851' (359/902) ... ok. (0.64 secs)
#> Downloading Messstellennummer '4874' (360/902) ... ok. (0.32 secs)
#> Downloading Messstellennummer '4875' (361/902) ... ok. (0.36 secs)
#> Downloading Messstellennummer '4882' (362/902) ... ok. (0.69 secs)
#> Downloading Messstellennummer '4885' (363/902) ... ok. (0.67 secs)
#> Downloading Messstellennummer '4890' (364/902) ... ok. (0.66 secs)
#> Downloading Messstellennummer '4895' (365/902) ... ok. (0.66 secs)
#> Downloading Messstellennummer '4896' (366/902) ... ok. (0.60 secs)
#> Downloading Messstellennummer '4897' (367/902) ... ok. (0.63 secs)
#> Downloading Messstellennummer '4898' (368/902) ... ok. (0.59 secs)
#> Downloading Messstellennummer '4928' (369/902) ... ok. (0.65 secs)
#> Downloading Messstellennummer '4930' (370/902) ... ok. (0.73 secs)
#> Downloading Messstellennummer '5001' (371/902) ... ok. (0.76 secs)
#> Downloading Messstellennummer '5002' (372/902) ... ok. (0.77 secs)
#> Downloading Messstellennummer '5004' (373/902) ... ok. (0.75 secs)
#> Downloading Messstellennummer '5005' (374/902) ... ok. (0.72 secs)
#> Downloading Messstellennummer '5006' (375/902) ... ok. (0.72 secs)
#> Downloading Messstellennummer '5008' (376/902) ... ok. (0.74 secs)
#> Downloading Messstellennummer '5009' (377/902) ... ok. (0.75 secs)
#> Downloading Messstellennummer '5011' (378/902) ... ok. (0.73 secs)
#> Downloading Messstellennummer '5013' (379/902) ... ok. (0.72 secs)
#> Downloading Messstellennummer '5014' (380/902) ... ok. (0.75 secs)
#> Downloading Messstellennummer '5017' (381/902) ... ok. (0.75 secs)
#> Downloading Messstellennummer '5018' (382/902) ... ok. (0.47 secs)
#> Downloading Messstellennummer '5019' (383/902) ... ok. (0.74 secs)
#> Downloading Messstellennummer '5020' (384/902) ... ok. (0.71 secs)
#> Downloading Messstellennummer '5022' (385/902) ... ok. (0.67 secs)
#> Downloading Messstellennummer '5025' (386/902) ... ok. (0.50 secs)
#> Downloading Messstellennummer '5026' (387/902) ... ok. (0.74 secs)
#> Downloading Messstellennummer '5027' (388/902) ... ok. (0.70 secs)
#> Downloading Messstellennummer '5029' (389/902) ... ok. (0.75 secs)
#> Downloading Messstellennummer '5031' (390/902) ... ok. (0.75 secs)
#> Downloading Messstellennummer '5033' (391/902) ... ok. (0.71 secs)
#> Downloading Messstellennummer '5036' (392/902) ... ok. (0.79 secs)
#> Downloading Messstellennummer '5039' (393/902) ... ok. (0.62 secs)
#> Downloading Messstellennummer '5040' (394/902) ... ok. (0.70 secs)
#> Downloading Messstellennummer '5042' (395/902) ... ok. (0.64 secs)
#> Downloading Messstellennummer '5043' (396/902) ... ok. (0.72 secs)
#> Downloading Messstellennummer '5044' (397/902) ... ok. (0.65 secs)
#> Downloading Messstellennummer '5045' (398/902) ... ok. (0.74 secs)
#> Downloading Messstellennummer '5049' (399/902) ... ok. (0.68 secs)
#> Downloading Messstellennummer '5052' (400/902) ... ok. (0.63 secs)
#> Downloading Messstellennummer '5056' (401/902) ... ok. (0.67 secs)
#> Downloading Messstellennummer '5057' (402/902) ... ok. (0.68 secs)
#> Downloading Messstellennummer '5058' (403/902) ... ok. (0.65 secs)
#> Downloading Messstellennummer '5059' (404/902) ... ok. (0.53 secs)
#> Downloading Messstellennummer '5060' (405/902) ... ok. (0.91 secs)
#> Downloading Messstellennummer '5066' (406/902) ... ok. (0.65 secs)
#> Downloading Messstellennummer '5068' (407/902) ... ok. (0.67 secs)
#> Downloading Messstellennummer '5071' (408/902) ... ok. (0.64 secs)
#> Downloading Messstellennummer '5072' (409/902) ... ok. (0.65 secs)
#> Downloading Messstellennummer '5073' (410/902) ... ok. (0.64 secs)
#> Downloading Messstellennummer '5074' (411/902) ... ok. (0.65 secs)
#> Downloading Messstellennummer '5075' (412/902) ... ok. (0.64 secs)
#> Downloading Messstellennummer '5076' (413/902) ... ok. (0.65 secs)
#> Downloading Messstellennummer '5077' (414/902) ... ok. (0.65 secs)
#> Downloading Messstellennummer '5078' (415/902) ... ok. (0.63 secs)
#> Downloading Messstellennummer '5086' (416/902) ... ok. (0.64 secs)
#> Downloading Messstellennummer '5090' (417/902) ... ok. (0.65 secs)
#> Downloading Messstellennummer '5091' (418/902) ... ok. (0.60 secs)
#> Downloading Messstellennummer '5092' (419/902) ... ok. (0.65 secs)
#> Downloading Messstellennummer '5097' (420/902) ... ok. (0.67 secs)
#> Downloading Messstellennummer '5118' (421/902) ... ok. (0.63 secs)
#> Downloading Messstellennummer '5138' (422/902) ... ok. (0.76 secs)
#> Downloading Messstellennummer '5139' (423/902) ... ok. (0.68 secs)
#> Downloading Messstellennummer '5140' (424/902) ... ok. (0.74 secs)
#> Downloading Messstellennummer '5141' (425/902) ... ok. (0.70 secs)
#> Downloading Messstellennummer '5142' (426/902) ... ok. (0.38 secs)
#> Downloading Messstellennummer '5144' (427/902) ... ok. (0.68 secs)
#> Downloading Messstellennummer '5147' (428/902) ... ok. (0.76 secs)
#> Downloading Messstellennummer '5148' (429/902) ... ok. (0.60 secs)
#> Downloading Messstellennummer '5149' (430/902) ... ok. (0.60 secs)
#> Downloading Messstellennummer '5150' (431/902) ... ok. (0.64 secs)
#> Downloading Messstellennummer '5152' (432/902) ... ok. (0.65 secs)
#> Downloading Messstellennummer '5154' (433/902) ... ok. (0.75 secs)
#> Downloading Messstellennummer '5155' (434/902) ... ok. (0.72 secs)
#> Downloading Messstellennummer '5156' (435/902) ... ok. (0.67 secs)
#> Downloading Messstellennummer '5161' (436/902) ... ok. (0.62 secs)
#> Downloading Messstellennummer '5167' (437/902) ... ok. (0.67 secs)
#> Downloading Messstellennummer '5168' (438/902) ... ok. (0.70 secs)
#> Downloading Messstellennummer '5169' (439/902) ... ok. (1.14 secs)
#> Downloading Messstellennummer '5176' (440/902) ... ok. (1.18 secs)
#> Downloading Messstellennummer '5202' (441/902) ... ok. (0.89 secs)
#> Downloading Messstellennummer '5207' (442/902) ... ok. (1.68 secs)
#> Downloading Messstellennummer '5217' (443/902) ... ok. (1.42 secs)
#> Downloading Messstellennummer '5231' (444/902) ... ok. (1.19 secs)
#> Downloading Messstellennummer '5233' (445/902) ... ok. (1.19 secs)
#> Downloading Messstellennummer '5246' (446/902) ... ok. (1.22 secs)
#> Downloading Messstellennummer '5253' (447/902) ... ok. (1.13 secs)
#> Downloading Messstellennummer '5255' (448/902) ... ok. (1.19 secs)
#> Downloading Messstellennummer '5270' (449/902) ... ok. (1.30 secs)
#> Downloading Messstellennummer '5277' (450/902) ... ok. (1.18 secs)
#> Downloading Messstellennummer '5289' (451/902) ... ok. (1.26 secs)
#> Downloading Messstellennummer '5297' (452/902) ... ok. (1.09 secs)
#> Downloading Messstellennummer '5304' (453/902) ... ok. (1.21 secs)
#> Downloading Messstellennummer '5306' (454/902) ... ok. (1.13 secs)
#> Downloading Messstellennummer '5308' (455/902) ... ok. (1.13 secs)
#> Downloading Messstellennummer '5311' (456/902) ... ok. (1.22 secs)
#> Downloading Messstellennummer '5320' (457/902) ... ok. (1.21 secs)
#> Downloading Messstellennummer '5333' (458/902) ... ok. (1.49 secs)
#> Downloading Messstellennummer '5337' (459/902) ... ok. (1.03 secs)
#> Downloading Messstellennummer '5342' (460/902) ... ok. (0.93 secs)
#> Downloading Messstellennummer '5351' (461/902) ... ok. (1.15 secs)
#> Downloading Messstellennummer '5355' (462/902) ... ok. (1.26 secs)
#> Downloading Messstellennummer '5366' (463/902) ... ok. (1.16 secs)
#> Downloading Messstellennummer '5372' (464/902) ... ok. (1.24 secs)
#> Downloading Messstellennummer '5382' (465/902) ... ok. (1.17 secs)
#> Downloading Messstellennummer '5388' (466/902) ... ok. (1.17 secs)
#> Downloading Messstellennummer '5389' (467/902) ... ok. (2.36 secs)
#> Downloading Messstellennummer '5390' (468/902) ... ok. (1.01 secs)
#> Downloading Messstellennummer '5404' (469/902) ... ok. (1.22 secs)
#> Downloading Messstellennummer '5412' (470/902) ... ok. (0.86 secs)
#> Downloading Messstellennummer '5420' (471/902) ... ok. (0.69 secs)
#> Downloading Messstellennummer '5422' (472/902) ... ok. (1.20 secs)
#> Downloading Messstellennummer '5424' (473/902) ... ok. (1.20 secs)
#> Downloading Messstellennummer '5427' (474/902) ... ok. (1.19 secs)
#> Downloading Messstellennummer '5428' (475/902) ... ok. (2.29 secs)
#> Downloading Messstellennummer '5430' (476/902) ... ok. (1.00 secs)
#> Downloading Messstellennummer '5431' (477/902) ... ok. (1.18 secs)
#> Downloading Messstellennummer '5462' (478/902) ... ok. (0.97 secs)
#> Downloading Messstellennummer '5471' (479/902) ... ok. (1.00 secs)
#> Downloading Messstellennummer '5472' (480/902) ... ok. (1.10 secs)
#> Downloading Messstellennummer '5473' (481/902) ... ok. (1.10 secs)
#> Downloading Messstellennummer '5475' (482/902) ... ok. (0.89 secs)
#> Downloading Messstellennummer '5476' (483/902) ... ok. (1.07 secs)
#> Downloading Messstellennummer '5573' (484/902) ... ok. (1.07 secs)
#> Downloading Messstellennummer '5581' (485/902) ... ok. (1.19 secs)
#> Downloading Messstellennummer '5600' (486/902) ... ok. (1.11 secs)
#> Downloading Messstellennummer '6004' (487/902) ... ok. (1.56 secs)
#> Downloading Messstellennummer '6007' (488/902) ... ok. (1.45 secs)
#> Downloading Messstellennummer '6010' (489/902) ... ok. (1.44 secs)
#> Downloading Messstellennummer '6011' (490/902) ... ok. (2.45 secs)
#> Downloading Messstellennummer '6012' (491/902) ... ok. (1.29 secs)
#> Downloading Messstellennummer '6013' (492/902) ... ok. (1.40 secs)
#> Downloading Messstellennummer '6014' (493/902) ... ok. (1.49 secs)
#> Downloading Messstellennummer '6016' (494/902) ... ok. (1.18 secs)
#> Downloading Messstellennummer '6017' (495/902) ... ok. (1.49 secs)
#> Downloading Messstellennummer '6020' (496/902) ... ok. (2.28 secs)
#> Downloading Messstellennummer '6021' (497/902) ... ok. (1.62 secs)
#> Downloading Messstellennummer '6022' (498/902) ... ok. (1.44 secs)
#> Downloading Messstellennummer '6023' (499/902) ... ok. (1.34 secs)
#> Downloading Messstellennummer '6024' (500/902) ... ok. (0.97 secs)
#> Downloading Messstellennummer '6025' (501/902) ... ok. (1.28 secs)
#> Downloading Messstellennummer '6026' (502/902) ... ok. (1.45 secs)
#> Downloading Messstellennummer '6027' (503/902) ... ok. (1.43 secs)
#> Downloading Messstellennummer '6029' (504/902) ... ok. (1.45 secs)
#> Downloading Messstellennummer '6034' (505/902) ... ok. (1.41 secs)
#> Downloading Messstellennummer '6035' (506/902) ... ok. (1.44 secs)
#> Downloading Messstellennummer '6038' (507/902) ... ok. (1.45 secs)
#> Downloading Messstellennummer '6040' (508/902) ... ok. (2.37 secs)
#> Downloading Messstellennummer '6043' (509/902) ... ok. (1.14 secs)
#> Downloading Messstellennummer '6044' (510/902) ... ok. (1.36 secs)
#> Downloading Messstellennummer '6047' (511/902) ... ok. (1.20 secs)
#> Downloading Messstellennummer '6056' (512/902) ... ok. (1.25 secs)
#> Downloading Messstellennummer '6057' (513/902) ... ok. (1.43 secs)
#> Downloading Messstellennummer '6059' (514/902) ... ok. (1.41 secs)
#> Downloading Messstellennummer '6060' (515/902) ... ok. (1.43 secs)
#> Downloading Messstellennummer '6063' (516/902) ... ok. (1.24 secs)
#> Downloading Messstellennummer '6064' (517/902) ... ok. (1.41 secs)
#> Downloading Messstellennummer '6066' (518/902) ... ok. (1.37 secs)
#> Downloading Messstellennummer '6067' (519/902) ... ok. (1.25 secs)
#> Downloading Messstellennummer '6069' (520/902) ... ok. (1.17 secs)
#> Downloading Messstellennummer '6076' (521/902) ... ok. (1.41 secs)
#> Downloading Messstellennummer '6080' (522/902) ... ok. (1.38 secs)
#> Downloading Messstellennummer '6082' (523/902) ... ok. (1.36 secs)
#> Downloading Messstellennummer '6084' (524/902) ... ok. (1.47 secs)
#> Downloading Messstellennummer '6089' (525/902) ... ok. (1.19 secs)
#> Downloading Messstellennummer '6092' (526/902) ... ok. (1.40 secs)
#> Downloading Messstellennummer '6093' (527/902) ... ok. (1.17 secs)
#> Downloading Messstellennummer '6095' (528/902) ... ok. (1.36 secs)
#> Downloading Messstellennummer '6097' (529/902) ... ok. (1.26 secs)
#> Downloading Messstellennummer '6102' (530/902) ... ok. (1.38 secs)
#> Downloading Messstellennummer '6108' (531/902) ... ok. (1.19 secs)
#> Downloading Messstellennummer '6110' (532/902) ... ok. (2.24 secs)
#> Downloading Messstellennummer '6111' (533/902) ... ok. (1.44 secs)
#> Downloading Messstellennummer '6112' (534/902) ... ok. (1.41 secs)
#> Downloading Messstellennummer '6113' (535/902) ... ok. (1.39 secs)
#> Downloading Messstellennummer '6114' (536/902) ... ok. (1.43 secs)
#> Downloading Messstellennummer '6115' (537/902) ... ok. (2.39 secs)
#> Downloading Messstellennummer '6119' (538/902) ... ok. (1.21 secs)
#> Downloading Messstellennummer '6121' (539/902) ... ok. (1.17 secs)
#> Downloading Messstellennummer '6125' (540/902) ... ok. (1.31 secs)
#> Downloading Messstellennummer '6127' (541/902) ... ok. (1.25 secs)
#> Downloading Messstellennummer '6501' (542/902) ... ok. (1.36 secs)
#> Downloading Messstellennummer '6504' (543/902) ... ok. (1.44 secs)
#> Downloading Messstellennummer '6510' (544/902) ... ok. (0.66 secs)
#> Downloading Messstellennummer '6511' (545/902) ... ok. (0.67 secs)
#> Downloading Messstellennummer '6515' (546/902) ... ok. (0.68 secs)
#> Downloading Messstellennummer '6516' (547/902) ... ok. (0.66 secs)
#> Downloading Messstellennummer '6518' (548/902) ... ok. (0.41 secs)
#> Downloading Messstellennummer '6520' (549/902) ... ok. (0.68 secs)
#> Downloading Messstellennummer '6522' (550/902) ... ok. (0.63 secs)
#> Downloading Messstellennummer '6533' (551/902) ... ok. (1.40 secs)
#> Downloading Messstellennummer '6534' (552/902) ... ok. (0.69 secs)
#> Downloading Messstellennummer '6535' (553/902) ... ok. (0.43 secs)
#> Downloading Messstellennummer '6548' (554/902) ... ok. (0.66 secs)
#> Downloading Messstellennummer '6560' (555/902) ... ok. (0.66 secs)
#> Downloading Messstellennummer '6567' (556/902) ... ok. (0.71 secs)
#> Downloading Messstellennummer '6568' (557/902) ... ok. (0.69 secs)
#> Downloading Messstellennummer '6743' (558/902) ... ok. (0.69 secs)
#> Downloading Messstellennummer '6961' (559/902) ... ok. (0.67 secs)
#> Downloading Messstellennummer '6962' (560/902) ... ok. (0.75 secs)
#> Downloading Messstellennummer '6963' (561/902) ... ok. (0.65 secs)
#> Downloading Messstellennummer '6964' (562/902) ... ok. (0.63 secs)
#> Downloading Messstellennummer '6965' (563/902) ... ok. (1.17 secs)
#> Downloading Messstellennummer '6967' (564/902) ... ok. (1.17 secs)
#> Downloading Messstellennummer '6968' (565/902) ... ok. (2.14 secs)
#> Downloading Messstellennummer '6973' (566/902) ... ok. (1.06 secs)
#> Downloading Messstellennummer '6974' (567/902) ... ok. (1.29 secs)
#> Downloading Messstellennummer '6975' (568/902) ... ok. (1.05 secs)
#> Downloading Messstellennummer '7003' (569/902) ... ok. (1.33 secs)
#> Downloading Messstellennummer '7014' (570/902) ... ok. (1.33 secs)
#> Downloading Messstellennummer '7015' (571/902) ... ok. (1.30 secs)
#> Downloading Messstellennummer '7016' (572/902) ... ok. (1.33 secs)
#> Downloading Messstellennummer '7018' (573/902) ... ok. (1.23 secs)
#> Downloading Messstellennummer '7021' (574/902) ... ok. (0.76 secs)
#> Downloading Messstellennummer '7027' (575/902) ... ok. (0.89 secs)
#> Downloading Messstellennummer '7028' (576/902) ... ok. (0.84 secs)
#> Downloading Messstellennummer '7029' (577/902) ... ok. (0.88 secs)
#> Downloading Messstellennummer '7030' (578/902) ... ok. (0.86 secs)
#> Downloading Messstellennummer '7039' (579/902) ... ok. (0.74 secs)
#> Downloading Messstellennummer '7040' (580/902) ... ok. (2.01 secs)
#> Downloading Messstellennummer '7041' (581/902) ... ok. (0.88 secs)
#> Downloading Messstellennummer '7042' (582/902) ... ok. (1.27 secs)
#> Downloading Messstellennummer '7044' (583/902) ... ok. (1.40 secs)
#> Downloading Messstellennummer '7045' (584/902) ... ok. (1.28 secs)
#> Downloading Messstellennummer '7048' (585/902) ... ok. (1.34 secs)
#> Downloading Messstellennummer '7049' (586/902) ... ok. (2.34 secs)
#> Downloading Messstellennummer '7050' (587/902) ... ok. (1.01 secs)
#> Downloading Messstellennummer '7054' (588/902) ... ok. (1.31 secs)
#> Downloading Messstellennummer '7055' (589/902) ... ok. (1.31 secs)
#> Downloading Messstellennummer '7056' (590/902) ... ok. (1.29 secs)
#> Downloading Messstellennummer '7057' (591/902) ... ok. (1.31 secs)
#> Downloading Messstellennummer '7058' (592/902) ... ok. (1.31 secs)
#> Downloading Messstellennummer '7066' (593/902) ... ok. (1.49 secs)
#> Downloading Messstellennummer '7067' (594/902) ... ok. (1.27 secs)
#> Downloading Messstellennummer '7076' (595/902) ... ok. (1.33 secs)
#> Downloading Messstellennummer '7078' (596/902) ... ok. (1.32 secs)
#> Downloading Messstellennummer '7079' (597/902) ... ok. (1.39 secs)
#> Downloading Messstellennummer '7081' (598/902) ... ok. (1.31 secs)
#> Downloading Messstellennummer '7082' (599/902) ... ok. (1.29 secs)
#> Downloading Messstellennummer '7083' (600/902) ... ok. (2.35 secs)
#> Downloading Messstellennummer '7084' (601/902) ... ok. (1.58 secs)
#> Downloading Messstellennummer '7085' (602/902) ... ok. (1.30 secs)
#> Downloading Messstellennummer '7092' (603/902) ... ok. (1.18 secs)
#> Downloading Messstellennummer '7098' (604/902) ... ok. (1.33 secs)
#> Downloading Messstellennummer '7099' (605/902) ... ok. (1.36 secs)
#> Downloading Messstellennummer '7104' (606/902) ... ok. (1.26 secs)
#> Downloading Messstellennummer '7106' (607/902) ... ok. (1.34 secs)
#> Downloading Messstellennummer '7107' (608/902) ... ok. (1.30 secs)
#> Downloading Messstellennummer '7109' (609/902) ... ok. (0.90 secs)
#> Downloading Messstellennummer '7110' (610/902) ... ok. (0.81 secs)
#> Downloading Messstellennummer '7111' (611/902) ... ok. (0.80 secs)
#> Downloading Messstellennummer '7112' (612/902) ... ok. (0.81 secs)
#> Downloading Messstellennummer '7114' (613/902) ... ok. (1.32 secs)
#> Downloading Messstellennummer '7117' (614/902) ... ok. (1.27 secs)
#> Downloading Messstellennummer '7118' (615/902) ... ok. (1.33 secs)
#> Downloading Messstellennummer '7119' (616/902) ... ok. (1.24 secs)
#> Downloading Messstellennummer '7125' (617/902) ... ok. (1.26 secs)
#> Downloading Messstellennummer '7126' (618/902) ... ok. (1.31 secs)
#> Downloading Messstellennummer '7127' (619/902) ... ok. (1.32 secs)
#> Downloading Messstellennummer '7128' (620/902) ... ok. (1.25 secs)
#> Downloading Messstellennummer '7132' (621/902) ... ok. (1.36 secs)
#> Downloading Messstellennummer '7136' (622/902) ... ok. (1.19 secs)
#> Downloading Messstellennummer '7137' (623/902) ... ok. (1.24 secs)
#> Downloading Messstellennummer '7144' (624/902) ... ok. (1.47 secs)
#> Downloading Messstellennummer '7145' (625/902) ... ok. (0.73 secs)
#> Downloading Messstellennummer '7146' (626/902) ... ok. (0.78 secs)
#> Downloading Messstellennummer '7147' (627/902) ... ok. (1.56 secs)
#> Downloading Messstellennummer '7161' (628/902) ... ok. (0.78 secs)
#> Downloading Messstellennummer '7168' (629/902) ... ok. (0.77 secs)
#> Downloading Messstellennummer '7171' (630/902) ... ok. (0.74 secs)
#> Downloading Messstellennummer '7172' (631/902) ... ok. (0.81 secs)
#> Downloading Messstellennummer '7173' (632/902) ... ok. (0.78 secs)
#> Downloading Messstellennummer '7178' (633/902) ... ok. (0.82 secs)
#> Downloading Messstellennummer '7180' (634/902) ... ok. (0.76 secs)
#> Downloading Messstellennummer '7182' (635/902) ... ok. (1.78 secs)
#> Downloading Messstellennummer '7192' (636/902) ... ok. (0.76 secs)
#> Downloading Messstellennummer '7193' (637/902) ... ok. (0.74 secs)
#> Downloading Messstellennummer '7194' (638/902) ... ok. (0.74 secs)
#> Downloading Messstellennummer '7195' (639/902) ... ok. (0.77 secs)
#> Downloading Messstellennummer '7196' (640/902) ... ok. (0.83 secs)
#> Downloading Messstellennummer '7206' (641/902) ... ok. (0.80 secs)
#> Downloading Messstellennummer '7207' (642/902) ... ok. (0.76 secs)
#> Downloading Messstellennummer '7208' (643/902) ... ok. (0.71 secs)
#> Downloading Messstellennummer '7210' (644/902) ... ok. (0.77 secs)
#> Downloading Messstellennummer '7214' (645/902) ... ok. (1.31 secs)
#> Downloading Messstellennummer '7215' (646/902) ... ok. (1.24 secs)
#> Downloading Messstellennummer '7216' (647/902) ... ok. (1.27 secs)
#> Downloading Messstellennummer '7218' (648/902) ... ok. (1.21 secs)
#> Downloading Messstellennummer '7219' (649/902) ... ok. (1.24 secs)
#> Downloading Messstellennummer '7228' (650/902) ... ok. (1.23 secs)
#> Downloading Messstellennummer '7229' (651/902) ... ok. (1.25 secs)
#> Downloading Messstellennummer '7231' (652/902) ... ok. (1.20 secs)
#> Downloading Messstellennummer '7233' (653/902) ... ok. (1.15 secs)
#> Downloading Messstellennummer '7237' (654/902) ... ok. (1.25 secs)
#> Downloading Messstellennummer '7240' (655/902) ... ok. (1.27 secs)
#> Downloading Messstellennummer '7241' (656/902) ... ok. (1.41 secs)
#> Downloading Messstellennummer '7248' (657/902) ... ok. (1.08 secs)
#> Downloading Messstellennummer '7249' (658/902) ... ok. (1.22 secs)
#> Downloading Messstellennummer '7250' (659/902) ... ok. (1.21 secs)
#> Downloading Messstellennummer '7251' (660/902) ... ok. (1.41 secs)
#> Downloading Messstellennummer '7253' (661/902) ... ok. (1.26 secs)
#> Downloading Messstellennummer '7254' (662/902) ... ok. (1.03 secs)
#> Downloading Messstellennummer '7255' (663/902) ... ok. (1.29 secs)
#> Downloading Messstellennummer '7259' (664/902) ... ok. (1.25 secs)
#> Downloading Messstellennummer '7261' (665/902) ... ok. (1.27 secs)
#> Downloading Messstellennummer '7264' (666/902) ... ok. (1.21 secs)
#> Downloading Messstellennummer '7269' (667/902) ... ok. (1.26 secs)
#> Downloading Messstellennummer '7275' (668/902) ... ok. (1.26 secs)
#> Downloading Messstellennummer '7277' (669/902) ... ok. (2.26 secs)
#> Downloading Messstellennummer '7278' (670/902) ... ok. (1.07 secs)
#> Downloading Messstellennummer '7281' (671/902) ... ok. (1.25 secs)
#> Downloading Messstellennummer '7286' (672/902) ... ok. (0.74 secs)
#> Downloading Messstellennummer '7290' (673/902) ... ok. (1.23 secs)
#> Downloading Messstellennummer '7291' (674/902) ... ok. (1.22 secs)
#> Downloading Messstellennummer '7292' (675/902) ... ok. (1.24 secs)
#> Downloading Messstellennummer '7293' (676/902) ... ok. (1.22 secs)
#> Downloading Messstellennummer '7295' (677/902) ... ok. (0.71 secs)
#> Downloading Messstellennummer '7299' (678/902) ... ok. (0.68 secs)
#> Downloading Messstellennummer '7301' (679/902) ... ok. (0.76 secs)
#> Downloading Messstellennummer '7323' (680/902) ... ok. (0.71 secs)
#> Downloading Messstellennummer '7324' (681/902) ... ok. (0.68 secs)
#> Downloading Messstellennummer '7340' (682/902) ... ok. (0.46 secs)
#> Downloading Messstellennummer '7347' (683/902) ... ok. (0.41 secs)
#> Downloading Messstellennummer '7502' (684/902) ... ok. (1.02 secs)
#> Downloading Messstellennummer '7518' (685/902) ... ok. (0.69 secs)
#> Downloading Messstellennummer '7578' (686/902) ... ok. (0.69 secs)
#> Downloading Messstellennummer '7678' (687/902) ... ok. (0.38 secs)
#> Downloading Messstellennummer '7706' (688/902) ... ok. (0.68 secs)
#> Downloading Messstellennummer '7713' (689/902) ... ok. (0.72 secs)
#> Downloading Messstellennummer '7722' (690/902) ... ok. (1.20 secs)
#> Downloading Messstellennummer '7723' (691/902) ... ok. (0.93 secs)
#> Downloading Messstellennummer '7742' (692/902) ... ok. (1.16 secs)
#> Downloading Messstellennummer '7745' (693/902) ... ok. (1.19 secs)
#> Downloading Messstellennummer '7746' (694/902) ... ok. (1.22 secs)
#> Downloading Messstellennummer '7750' (695/902) ... ok. (1.19 secs)
#> Downloading Messstellennummer '7751' (696/902) ... ok. (0.85 secs)
#> Downloading Messstellennummer '7752' (697/902) ... ok. (0.86 secs)
#> Downloading Messstellennummer '7845' (698/902) ... ok. (1.21 secs)
#> Downloading Messstellennummer '7882' (699/902) ... ok. (2.12 secs)
#> Downloading Messstellennummer '7883' (700/902) ... ok. (0.74 secs)
#> Downloading Messstellennummer '7884' (701/902) ... ok. (1.12 secs)
#> Downloading Messstellennummer '7885' (702/902) ... ok. (0.85 secs)
#> Downloading Messstellennummer '7886' (703/902) ... ok. (1.12 secs)
#> Downloading Messstellennummer '7892' (704/902) ... ok. (0.88 secs)
#> Downloading Messstellennummer '7917' (705/902) ... ok. (1.14 secs)
#> Downloading Messstellennummer '8018' (706/902) ... ok. (1.17 secs)
#> Downloading Messstellennummer '8044' (707/902) ... ok. (1.18 secs)
#> Downloading Messstellennummer '8045' (708/902) ... ok. (1.24 secs)
#> Downloading Messstellennummer '8047' (709/902) ... ok. (0.83 secs)
#> Downloading Messstellennummer '8048' (710/902) ... ok. (0.86 secs)
#> Downloading Messstellennummer '8050' (711/902) ... ok. (0.85 secs)
#> Downloading Messstellennummer '8053' (712/902) ... ok. (1.18 secs)
#> Downloading Messstellennummer '8054' (713/902) ... ok. (1.30 secs)
#> Downloading Messstellennummer '8056' (714/902) ... ok. (1.18 secs)
#> Downloading Messstellennummer '8058' (715/902) ... ok. (1.16 secs)
#> Downloading Messstellennummer '8059' (716/902) ... ok. (1.26 secs)
#> Downloading Messstellennummer '8063' (717/902) ... ok. (1.02 secs)
#> Downloading Messstellennummer '8118' (718/902) ... ok. (1.22 secs)
#> Downloading Messstellennummer '8197' (719/902) ... ok. (1.05 secs)
#> Downloading Messstellennummer '8199' (720/902) ... ok. (0.69 secs)
#> Downloading Messstellennummer '8213' (721/902) ... ok. (0.67 secs)
#> Downloading Messstellennummer '8214' (722/902) ... ok. (0.68 secs)
#> Downloading Messstellennummer '8215' (723/902) ... ok. (1.70 secs)
#> Downloading Messstellennummer '8221' (724/902) ... ok. (0.73 secs)
#> Downloading Messstellennummer '8224' (725/902) ... ok. (1.07 secs)
#> Downloading Messstellennummer '8225' (726/902) ... ok. (1.40 secs)
#> Downloading Messstellennummer '8226' (727/902) ... ok. (1.18 secs)
#> Downloading Messstellennummer '8349' (728/902) ... ok. (0.87 secs)
#> Downloading Messstellennummer '8350' (729/902) ... ok. (0.92 secs)
#> Downloading Messstellennummer '8351' (730/902) ... ok. (0.81 secs)
#> Downloading Messstellennummer '8355' (731/902) ... ok. (1.16 secs)
#> Downloading Messstellennummer '8367' (732/902) ... ok. (1.17 secs)
#> Downloading Messstellennummer '8378' (733/902) ... ok. (1.18 secs)
#> Downloading Messstellennummer '8408' (734/902) ... ok. (1.16 secs)
#> Downloading Messstellennummer '8411' (735/902) ... ok. (1.21 secs)
#> Downloading Messstellennummer '8412' (736/902) ... ok. (1.15 secs)
#> Downloading Messstellennummer '8414' (737/902) ... ok. (1.20 secs)
#> Downloading Messstellennummer '8415' (738/902) ... ok. (1.24 secs)
#> Downloading Messstellennummer '8437' (739/902) ... ok. (0.87 secs)
#> Downloading Messstellennummer '8438' (740/902) ... ok. (1.16 secs)
#> Downloading Messstellennummer '8440' (741/902) ... ok. (1.15 secs)
#> Downloading Messstellennummer '8441' (742/902) ... ok. (0.84 secs)
#> Downloading Messstellennummer '8443' (743/902) ... ok. (0.85 secs)
#> Downloading Messstellennummer '8444' (744/902) ... ok. (0.83 secs)
#> Downloading Messstellennummer '8445' (745/902) ... ok. (0.96 secs)
#> Downloading Messstellennummer '8448' (746/902) ... ok. (0.91 secs)
#> Downloading Messstellennummer '8450' (747/902) ... ok. (0.90 secs)
#> Downloading Messstellennummer '8456' (748/902) ... ok. (0.97 secs)
#> Downloading Messstellennummer '8458' (749/902) ... ok. (1.15 secs)
#> Downloading Messstellennummer '8459' (750/902) ... ok. (0.91 secs)
#> Downloading Messstellennummer '8464' (751/902) ... ok. (1.14 secs)
#> Downloading Messstellennummer '8468' (752/902) ... ok. (1.23 secs)
#> Downloading Messstellennummer '8469' (753/902) ... ok. (1.22 secs)
#> Downloading Messstellennummer '8472' (754/902) ... ok. (0.96 secs)
#> Downloading Messstellennummer '8473' (755/902) ... ok. (0.92 secs)
#> Downloading Messstellennummer '8476' (756/902) ... ok. (1.25 secs)
#> Downloading Messstellennummer '8481' (757/902) ... ok. (1.25 secs)
#> Downloading Messstellennummer '8484' (758/902) ... ok. (1.11 secs)
#> Downloading Messstellennummer '8485' (759/902) ... ok. (1.19 secs)
#> Downloading Messstellennummer '8693' (760/902) ... ok. (1.19 secs)
#> Downloading Messstellennummer '8947' (761/902) ... ok. (1.10 secs)
#> Downloading Messstellennummer '8949' (762/902) ... ok. (1.26 secs)
#> Downloading Messstellennummer '8950' (763/902) ... ok. (1.31 secs)
#> Downloading Messstellennummer '8964' (764/902) ... ok. (1.17 secs)
#> Downloading Messstellennummer '8974' (765/902) ... ok. (1.17 secs)
#> Downloading Messstellennummer '8979' (766/902) ... ok. (1.27 secs)
#> Downloading Messstellennummer '8997' (767/902) ... ok. (1.19 secs)
#> Downloading Messstellennummer '9016' (768/902) ... ok. (0.89 secs)
#> Downloading Messstellennummer '9058' (769/902) ... ok. (1.31 secs)
#> Downloading Messstellennummer '9083' (770/902) ... ok. (1.03 secs)
#> Downloading Messstellennummer '9092' (771/902) ... ok. (1.15 secs)
#> Downloading Messstellennummer '9348' (772/902) ... ok. (0.95 secs)
#> Downloading Messstellennummer '9401' (773/902) ... ok. (1.11 secs)
#> Downloading Messstellennummer '9408' (774/902) ... ok. (1.27 secs)
#> Downloading Messstellennummer '9416' (775/902) ... ok. (1.16 secs)
#> Downloading Messstellennummer '9424' (776/902) ... ok. (1.20 secs)
#> Downloading Messstellennummer '9445' (777/902) ... ok. (1.25 secs)
#> Downloading Messstellennummer '9451' (778/902) ... ok. (1.18 secs)
#> Downloading Messstellennummer '9458' (779/902) ... ok. (1.19 secs)
#> Downloading Messstellennummer '9485' (780/902) ... ok. (1.18 secs)
#> Downloading Messstellennummer '9491' (781/902) ... ok. (1.27 secs)
#> Downloading Messstellennummer '9492' (782/902) ... ok. (0.71 secs)
#> Downloading Messstellennummer '9503' (783/902) ... ok. (1.45 secs)
#> Downloading Messstellennummer '9612' (784/902) ... ok. (2.22 secs)
#> Downloading Messstellennummer '9614' (785/902) ... ok. (1.02 secs)
#> Downloading Messstellennummer '9859' (786/902) ... ok. (1.10 secs)
#> Downloading Messstellennummer '9874' (787/902) ... ok. (1.18 secs)
#> Downloading Messstellennummer '9931' (788/902) ... ok. (1.07 secs)
#> Downloading Messstellennummer '9932' (789/902) ... ok. (1.10 secs)
#> Downloading Messstellennummer '9987' (790/902) ... ok. (1.21 secs)
#> Downloading Messstellennummer '10034' (791/902) ... ok. (1.16 secs)
#> Downloading Messstellennummer '10035' (792/902) ... ok. (1.21 secs)
#> Downloading Messstellennummer '10038' (793/902) ... ok. (1.24 secs)
#> Downloading Messstellennummer '10414' (794/902) ... ok. (1.07 secs)
#> Downloading Messstellennummer '10417' (795/902) ... ok. (1.13 secs)
#> Downloading Messstellennummer '10420' (796/902) ... ok. (1.10 secs)
#> Downloading Messstellennummer '10421' (797/902) ... ok. (1.10 secs)
#> Downloading Messstellennummer '10709' (798/902) ... ok. (1.17 secs)
#> Downloading Messstellennummer '15001' (799/902) ... ok. (1.18 secs)
#> Downloading Messstellennummer '15012' (800/902) ... ok. (1.17 secs)
#> Downloading Messstellennummer '15049' (801/902) ... ok. (1.17 secs)
#> Downloading Messstellennummer '15062' (802/902) ... ok. (1.10 secs)
#> Downloading Messstellennummer '15063' (803/902) ... ok. (1.13 secs)
#> Downloading Messstellennummer '15065' (804/902) ... ok. (2.16 secs)
#> Downloading Messstellennummer '15101' (805/902) ... ok. (1.16 secs)
#> Downloading Messstellennummer '15104' (806/902) ... ok. (1.17 secs)
#> Downloading Messstellennummer '15106' (807/902) ... ok. (1.14 secs)
#> Downloading Messstellennummer '15147' (808/902) ... ok. (2.11 secs)
#> Downloading Messstellennummer '15150' (809/902) ... ok. (1.07 secs)
#> Downloading Messstellennummer '15152' (810/902) ... ok. (1.16 secs)
#> Downloading Messstellennummer '15153' (811/902) ... ok. (1.11 secs)
#> Downloading Messstellennummer '15156' (812/902) ... ok. (2.17 secs)
#> Downloading Messstellennummer '15160' (813/902) ... ok. (1.96 secs)
#> Downloading Messstellennummer '15161' (814/902) ... ok. (0.94 secs)
#> Downloading Messstellennummer '15162' (815/902) ... ok. (2.15 secs)
#> Downloading Messstellennummer '15163' (816/902) ... ok. (1.99 secs)
#> Downloading Messstellennummer '15165' (817/902) ... ok. (0.92 secs)
#> Downloading Messstellennummer '15166' (818/902) ... ok. (1.18 secs)
#> Downloading Messstellennummer '15167' (819/902) ... ok. (1.10 secs)
#> Downloading Messstellennummer '15168' (820/902) ... ok. (1.21 secs)
#> Downloading Messstellennummer '15169' (821/902) ... ok. (0.60 secs)
#> Downloading Messstellennummer '15170' (822/902) ... ok. (1.14 secs)
#> Downloading Messstellennummer '15171' (823/902) ... ok. (1.12 secs)
#> Downloading Messstellennummer '15172' (824/902) ... ok. (1.09 secs)
#> Downloading Messstellennummer '15173' (825/902) ... ok. (1.11 secs)
#> Downloading Messstellennummer '15174' (826/902) ... ok. (1.11 secs)
#> Downloading Messstellennummer '15175' (827/902) ... ok. (1.08 secs)
#> Downloading Messstellennummer '15176' (828/902) ... ok. (1.19 secs)
#> Downloading Messstellennummer '15177' (829/902) ... ok. (1.11 secs)
#> Downloading Messstellennummer '15178' (830/902) ... ok. (1.10 secs)
#> Downloading Messstellennummer '15179' (831/902) ... ok. (1.11 secs)
#> Downloading Messstellennummer '15180' (832/902) ... ok. (1.11 secs)
#> Downloading Messstellennummer '15181' (833/902) ... ok. (1.11 secs)
#> Downloading Messstellennummer '15183' (834/902) ... ok. (2.00 secs)
#> Downloading Messstellennummer '15184' (835/902) ... ok. (1.81 secs)
#> Downloading Messstellennummer '15185' (836/902) ... ok. (0.82 secs)
#> Downloading Messstellennummer '15189' (837/902) ... ok. (2.02 secs)
#> Downloading Messstellennummer '15190' (838/902) ... ok. (0.81 secs)
#> Downloading Messstellennummer '15192' (839/902) ... ok. (1.03 secs)
#> Downloading Messstellennummer '15193' (840/902) ... ok. (0.99 secs)
#> Downloading Messstellennummer '15195' (841/902) ... ok. (1.00 secs)
#> Downloading Messstellennummer '15196' (842/902) ... ok. (0.99 secs)
#> Downloading Messstellennummer '15197' (843/902) ... ok. (0.94 secs)
#> Downloading Messstellennummer '15199' (844/902) ... ok. (1.08 secs)
#> Downloading Messstellennummer '15201' (845/902) ... ok. (2.10 secs)
#> Downloading Messstellennummer '17299' (846/902) ... ok. (2.21 secs)
#> Downloading Messstellennummer '17300' (847/902) ... ok. (1.20 secs)
#> Downloading Messstellennummer '17301' (848/902) ... ok. (1.19 secs)
#> Downloading Messstellennummer '17302' (849/902) ... ok. (1.06 secs)
#> Downloading Messstellennummer '17303' (850/902) ... ok. (0.99 secs)
#> Downloading Messstellennummer '17304' (851/902) ... ok. (0.97 secs)
#> Downloading Messstellennummer '17305' (852/902) ... ok. (1.10 secs)
#> Downloading Messstellennummer '17306' (853/902) ... ok. (0.93 secs)
#> Downloading Messstellennummer '17308' (854/902) ... ok. (0.98 secs)
#> Downloading Messstellennummer '17319' (855/902) ... ok. (0.93 secs)
#> Downloading Messstellennummer '17900' (856/902) ... ok. (1.15 secs)
#> Downloading Messstellennummer '17901' (857/902) ... ok. (1.05 secs)
#> Downloading Messstellennummer '17903' (858/902) ... ok. (0.99 secs)
#> Downloading Messstellennummer '17904' (859/902) ... ok. (1.10 secs)
#> Downloading Messstellennummer '17905' (860/902) ... ok. (1.05 secs)
#> Downloading Messstellennummer '17908' (861/902) ... ok. (1.14 secs)
#> Downloading Messstellennummer '17909' (862/902) ... ok. (1.03 secs)
#> Downloading Messstellennummer '17910' (863/902) ... ok. (0.99 secs)
#> Downloading Messstellennummer '17911' (864/902) ... ok. (1.16 secs)
#> Downloading Messstellennummer '21101' (865/902) ... ok. (1.14 secs)
#> Downloading Messstellennummer '23101' (866/902) ... ok. (1.04 secs)
#> Downloading Messstellennummer '23201' (867/902) ... ok. (1.07 secs)
#> Downloading Messstellennummer '23208' (868/902) ... ok. (1.19 secs)
#> Downloading Messstellennummer '23701' (869/902) ... ok. (1.08 secs)
#> Downloading Messstellennummer '23702' (870/902) ... ok. (1.06 secs)
#> Downloading Messstellennummer '23703' (871/902) ... ok. (1.10 secs)
#> Downloading Messstellennummer '23704' (872/902) ... ok. (1.21 secs)
#> Downloading Messstellennummer '23705' (873/902) ... ok. (1.30 secs)
#> Downloading Messstellennummer '23707' (874/902) ... ok. (1.07 secs)
#> Downloading Messstellennummer '23719' (875/902) ... ok. (2.15 secs)
#> Downloading Messstellennummer '23746' (876/902) ... ok. (0.54 secs)
#> Downloading Messstellennummer '23747' (877/902) ... ok. (0.51 secs)
#> Downloading Messstellennummer '23748' (878/902) ... ok. (0.54 secs)
#> Downloading Messstellennummer '23749' (879/902) ... ok. (0.55 secs)
#> Downloading Messstellennummer '23750' (880/902) ... ok. (0.54 secs)
#> Downloading Messstellennummer '23751' (881/902) ... ok. (0.53 secs)
#> Downloading Messstellennummer '23752' (882/902) ... ok. (0.51 secs)
#> Downloading Messstellennummer '23753' (883/902) ... ok. (0.55 secs)
#> Downloading Messstellennummer '30201' (884/902) ... ok. (0.58 secs)
#> Downloading Messstellennummer '90203' (885/902) ... ok. (0.50 secs)
#> Downloading Messstellennummer '90267' (886/902) ... ok. (0.63 secs)
#> Downloading Messstellennummer '93143' (887/902) ... ok. (0.50 secs)
#> Downloading Messstellennummer '95242' (888/902) ... ok. (0.48 secs)
#> Downloading Messstellennummer '95391' (889/902) ... ok. (0.55 secs)
#> Downloading Messstellennummer '95580' (890/902) ... ok. (0.49 secs)
#> Downloading Messstellennummer '97175' (891/902) ... ok. (0.80 secs)
#> Downloading Messstellennummer '97766' (892/902) ... ok. (0.63 secs)
#> Downloading Messstellennummer '97894' (893/902) ... ok. (0.58 secs)
#> Downloading Messstellennummer '98345' (894/902) ... ok. (0.50 secs)
#> Downloading Messstellennummer '98954' (895/902) ... ok. (0.74 secs)
#> Downloading Messstellennummer '99003' (896/902) ... ok. (0.50 secs)
#> Downloading Messstellennummer '99085' (897/902) ... ok. (0.62 secs)
#> Downloading Messstellennummer '99619' (898/902) ... ok. (0.46 secs)
#> Downloading Messstellennummer '99620' (899/902) ... ok. (0.65 secs)
#> Downloading Messstellennummer '99721' (900/902) ... ok. (0.47 secs)
#> Downloading Messstellennummer '99729' (901/902) ... ok. (0.48 secs)
#> Downloading Messstellennummer '99868' (902/902) ... ok. (0.58 secs)
#> ok. (14.16 mins)
#> Importing 'groundwater.quality' data (2/2) ... Downloading Messstellennummer '3' (1/213) ... ok. (0.67 secs)
#> Downloading Messstellennummer '145' (2/213) ... ok. (1.73 secs)
#> Downloading Messstellennummer '149' (3/213) ... ok. (0.67 secs)
#> Downloading Messstellennummer '282' (4/213) ... ok. (0.76 secs)
#> Downloading Messstellennummer '344' (5/213) ... ok. (0.70 secs)
#> Downloading Messstellennummer '358' (6/213) ... ok. (0.69 secs)
#> Downloading Messstellennummer '499' (7/213) ... ok. (0.72 secs)
#> Downloading Messstellennummer '580' (8/213) ... ok. (1.01 secs)
#> Downloading Messstellennummer '604' (9/213) ... ok. (0.71 secs)
#> Downloading Messstellennummer '645' (10/213) ... ok. (0.82 secs)
#> Downloading Messstellennummer '762' (11/213) ... ok. (0.71 secs)
#> Downloading Messstellennummer '775' (12/213) ... ok. (0.75 secs)
#> Downloading Messstellennummer '1359' (13/213) ... ok. (0.67 secs)
#> Downloading Messstellennummer '2604' (14/213) ... ok. (0.49 secs)
#> Downloading Messstellennummer '3215' (15/213) ... ok. (0.72 secs)
#> Downloading Messstellennummer '3354' (16/213) ... ok. (0.59 secs)
#> Downloading Messstellennummer '4061' (17/213) ... ok. (0.61 secs)
#> Downloading Messstellennummer '4105' (18/213) ... ok. (0.70 secs)
#> Downloading Messstellennummer '4233' (19/213) ... ok. (0.29 secs)
#> Downloading Messstellennummer '4304' (20/213) ... ok. (0.62 secs)
#> Downloading Messstellennummer '4521' (21/213) ... ok. (0.66 secs)
#> Downloading Messstellennummer '4611' (22/213) ... ok. (0.36 secs)
#> Downloading Messstellennummer '4612' (23/213) ... ok. (0.36 secs)
#> Downloading Messstellennummer '4640' (24/213) ... ok. (0.77 secs)
#> Downloading Messstellennummer '4727' (25/213) ... ok. (0.35 secs)
#> Downloading Messstellennummer '4846' (26/213) ... ok. (0.70 secs)
#> Downloading Messstellennummer '4875' (27/213) ... ok. (0.33 secs)
#> Downloading Messstellennummer '5002' (28/213) ... ok. (0.72 secs)
#> Downloading Messstellennummer '5003' (29/213) ... ok. (0.30 secs)
#> Downloading Messstellennummer '5005' (30/213) ... ok. (1.77 secs)
#> Downloading Messstellennummer '5008' (31/213) ... ok. (0.77 secs)
#> Downloading Messstellennummer '5009' (32/213) ... ok. (0.88 secs)
#> Downloading Messstellennummer '5010' (33/213) ... ok. (0.32 secs)
#> Downloading Messstellennummer '5013' (34/213) ... ok. (0.74 secs)
#> Downloading Messstellennummer '5020' (35/213) ... ok. (0.72 secs)
#> Downloading Messstellennummer '5022' (36/213) ... ok. (0.72 secs)
#> Downloading Messstellennummer '5025' (37/213) ... ok. (0.53 secs)
#> Downloading Messstellennummer '5026' (38/213) ... ok. (0.74 secs)
#> Downloading Messstellennummer '5027' (39/213) ... ok. (0.71 secs)
#> Downloading Messstellennummer '5032' (40/213) ... ok. (0.31 secs)
#> Downloading Messstellennummer '5036' (41/213) ... ok. (0.70 secs)
#> Downloading Messstellennummer '5039' (42/213) ... ok. (0.70 secs)
#> Downloading Messstellennummer '5040' (43/213) ... ok. (0.71 secs)
#> Downloading Messstellennummer '5042' (44/213) ... ok. (0.66 secs)
#> Downloading Messstellennummer '5044' (45/213) ... ok. (0.66 secs)
#> Downloading Messstellennummer '5049' (46/213) ... ok. (0.70 secs)
#> Downloading Messstellennummer '5058' (47/213) ... ok. (0.67 secs)
#> Downloading Messstellennummer '5060' (48/213) ... ok. (0.67 secs)
#> Downloading Messstellennummer '5066' (49/213) ... ok. (1.65 secs)
#> Downloading Messstellennummer '5073' (50/213) ... ok. (0.73 secs)
#> Downloading Messstellennummer '5074' (51/213) ... ok. (0.70 secs)
#> Downloading Messstellennummer '5075' (52/213) ... ok. (0.73 secs)
#> Downloading Messstellennummer '5076' (53/213) ... ok. (0.68 secs)
#> Downloading Messstellennummer '5078' (54/213) ... ok. (0.70 secs)
#> Downloading Messstellennummer '5086' (55/213) ... ok. (0.73 secs)
#> Downloading Messstellennummer '5090' (56/213) ... ok. (0.69 secs)
#> Downloading Messstellennummer '5095' (57/213) ... ok. (0.33 secs)
#> Downloading Messstellennummer '5097' (58/213) ... ok. (0.68 secs)
#> Downloading Messstellennummer '5130' (59/213) ... ok. (0.32 secs)
#> Downloading Messstellennummer '5138' (60/213) ... ok. (0.74 secs)
#> Downloading Messstellennummer '5140' (61/213) ... ok. (0.74 secs)
#> Downloading Messstellennummer '5150' (62/213) ... ok. (0.70 secs)
#> Downloading Messstellennummer '5155' (63/213) ... ok. (0.67 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. (0.70 secs)
#> Downloading Messstellennummer '5297' (67/213) ... ok. (0.65 secs)
#> Downloading Messstellennummer '5306' (68/213) ... ok. (0.67 secs)
#> Downloading Messstellennummer '5351' (69/213) ... ok. (0.70 secs)
#> Downloading Messstellennummer '5355' (70/213) ... ok. (0.69 secs)
#> Downloading Messstellennummer '5366' (71/213) ... ok. (0.62 secs)
#> Downloading Messstellennummer '5404' (72/213) ... ok. (0.68 secs)
#> Downloading Messstellennummer '6010' (73/213) ... ok. (0.92 secs)
#> Downloading Messstellennummer '6014' (74/213) ... ok. (0.95 secs)
#> Downloading Messstellennummer '6016' (75/213) ... ok. (0.80 secs)
#> Downloading Messstellennummer '6017' (76/213) ... ok. (0.98 secs)
#> Downloading Messstellennummer '6020' (77/213) ... ok. (0.75 secs)
#> Downloading Messstellennummer '6023' (78/213) ... ok. (0.86 secs)
#> Downloading Messstellennummer '6026' (79/213) ... ok. (0.94 secs)
#> Downloading Messstellennummer '6028' (80/213) ... ok. (0.30 secs)
#> Downloading Messstellennummer '6038' (81/213) ... ok. (0.94 secs)
#> Downloading Messstellennummer '6047' (82/213) ... ok. (0.71 secs)
#> Downloading Messstellennummer '6056' (83/213) ... ok. (0.75 secs)
#> Downloading Messstellennummer '6058' (84/213) ... ok. (0.30 secs)
#> Downloading Messstellennummer '6063' (85/213) ... ok. (0.80 secs)
#> Downloading Messstellennummer '6066' (86/213) ... ok. (1.02 secs)
#> Downloading Messstellennummer '6067' (87/213) ... ok. (0.66 secs)
#> Downloading Messstellennummer '6069' (88/213) ... ok. (0.71 secs)
#> Downloading Messstellennummer '6080' (89/213) ... ok. (0.88 secs)
#> Downloading Messstellennummer '6081' (90/213) ... ok. (0.30 secs)
#> Downloading Messstellennummer '6084' (91/213) ... ok. (0.92 secs)
#> Downloading Messstellennummer '6089' (92/213) ... ok. (0.70 secs)
#> Downloading Messstellennummer '6097' (93/213) ... ok. (0.76 secs)
#> Downloading Messstellennummer '6113' (94/213) ... ok. (1.69 secs)
#> Downloading Messstellennummer '6121' (95/213) ... ok. (1.72 secs)
#> Downloading Messstellennummer '6504' (96/213) ... ok. (0.70 secs)
#> Downloading Messstellennummer '6510' (97/213) ... ok. (0.68 secs)
#> Downloading Messstellennummer '6511' (98/213) ... ok. (0.74 secs)
#> Downloading Messstellennummer '6515' (99/213) ... ok. (0.65 secs)
#> Downloading Messstellennummer '6518' (100/213) ... ok. (0.33 secs)
#> Downloading Messstellennummer '6520' (101/213) ... ok. (0.65 secs)
#> Downloading Messstellennummer '6522' (102/213) ... ok. (0.63 secs)
#> Downloading Messstellennummer '6533' (103/213) ... ok. (0.40 secs)
#> Downloading Messstellennummer '6534' (104/213) ... ok. (2.37 secs)
#> Downloading Messstellennummer '6535' (105/213) ... ok. (0.43 secs)
#> Downloading Messstellennummer '6548' (106/213) ... ok. (0.69 secs)
#> Downloading Messstellennummer '6963' (107/213) ... ok. (0.64 secs)
#> Downloading Messstellennummer '7014' (108/213) ... ok. (0.78 secs)
#> Downloading Messstellennummer '7015' (109/213) ... ok. (1.08 secs)
#> Downloading Messstellennummer '7018' (110/213) ... ok. (0.70 secs)
#> Downloading Messstellennummer '7019' (111/213) ... ok. (0.30 secs)
#> Downloading Messstellennummer '7027' (112/213) ... ok. (0.86 secs)
#> Downloading Messstellennummer '7030' (113/213) ... ok. (0.83 secs)
#> Downloading Messstellennummer '7033' (114/213) ... ok. (0.30 secs)
#> Downloading Messstellennummer '7034' (115/213) ... ok. (0.31 secs)
#> Downloading Messstellennummer '7035' (116/213) ... ok. (0.30 secs)
#> Downloading Messstellennummer '7039' (117/213) ... ok. (0.74 secs)
#> Downloading Messstellennummer '7042' (118/213) ... ok. (0.78 secs)
#> Downloading Messstellennummer '7044' (119/213) ... ok. (0.76 secs)
#> Downloading Messstellennummer '7045' (120/213) ... ok. (1.84 secs)
#> Downloading Messstellennummer '7057' (121/213) ... ok. (0.84 secs)
#> Downloading Messstellennummer '7062' (122/213) ... ok. (0.32 secs)
#> Downloading Messstellennummer '7063' (123/213) ... ok. (0.32 secs)
#> Downloading Messstellennummer '7064' (124/213) ... ok. (0.30 secs)
#> Downloading Messstellennummer '7072' (125/213) ... ok. (0.48 secs)
#> Downloading Messstellennummer '7078' (126/213) ... ok. (0.81 secs)
#> Downloading Messstellennummer '7079' (127/213) ... ok. (0.79 secs)
#> Downloading Messstellennummer '7081' (128/213) ... ok. (0.80 secs)
#> Downloading Messstellennummer '7084' (129/213) ... ok. (0.80 secs)
#> Downloading Messstellennummer '7086' (130/213) ... ok. (0.30 secs)
#> Downloading Messstellennummer '7092' (131/213) ... ok. (0.72 secs)
#> Downloading Messstellennummer '7098' (132/213) ... ok. (0.81 secs)
#> Downloading Messstellennummer '7108' (133/213) ... ok. (0.29 secs)
#> Downloading Messstellennummer '7109' (134/213) ... ok. (0.82 secs)
#> Downloading Messstellennummer '7111' (135/213) ... ok. (0.77 secs)
#> Downloading Messstellennummer '7121' (136/213) ... ok. (0.30 secs)
#> Downloading Messstellennummer '7123' (137/213) ... ok. (0.32 secs)
#> Downloading Messstellennummer '7124' (138/213) ... ok. (0.30 secs)
#> Downloading Messstellennummer '7132' (139/213) ... ok. (0.81 secs)
#> Downloading Messstellennummer '7136' (140/213) ... ok. (0.70 secs)
#> Downloading Messstellennummer '7137' (141/213) ... ok. (0.73 secs)
#> Downloading Messstellennummer '7144' (142/213) ... ok. (0.75 secs)
#> Downloading Messstellennummer '7161' (143/213) ... ok. (0.77 secs)
#> Downloading Messstellennummer '7165' (144/213) ... ok. (0.30 secs)
#> Downloading Messstellennummer '7168' (145/213) ... ok. (0.74 secs)
#> Downloading Messstellennummer '7171' (146/213) ... ok. (0.70 secs)
#> Downloading Messstellennummer '7172' (147/213) ... ok. (0.78 secs)
#> Downloading Messstellennummer '7173' (148/213) ... ok. (0.73 secs)
#> Downloading Messstellennummer '7176' (149/213) ... ok. (0.29 secs)
#> Downloading Messstellennummer '7180' (150/213) ... ok. (0.72 secs)
#> Downloading Messstellennummer '7195' (151/213) ... ok. (0.74 secs)
#> Downloading Messstellennummer '7206' (152/213) ... ok. (0.78 secs)
#> Downloading Messstellennummer '7207' (153/213) ... ok. (0.78 secs)
#> Downloading Messstellennummer '7209' (154/213) ... ok. (0.30 secs)
#> Downloading Messstellennummer '7210' (155/213) ... ok. (0.75 secs)
#> Downloading Messstellennummer '7215' (156/213) ... ok. (0.71 secs)
#> Downloading Messstellennummer '7218' (157/213) ... ok. (0.71 secs)
#> Downloading Messstellennummer '7219' (158/213) ... ok. (0.73 secs)
#> Downloading Messstellennummer '7229' (159/213) ... ok. (0.76 secs)
#> Downloading Messstellennummer '7237' (160/213) ... ok. (0.72 secs)
#> Downloading Messstellennummer '7248' (161/213) ... ok. (0.74 secs)
#> Downloading Messstellennummer '7250' (162/213) ... ok. (0.74 secs)
#> Downloading Messstellennummer '7255' (163/213) ... ok. (0.72 secs)
#> Downloading Messstellennummer '7257' (164/213) ... ok. (0.33 secs)
#> Downloading Messstellennummer '7258' (165/213) ... ok. (0.33 secs)
#> Downloading Messstellennummer '7259' (166/213) ... ok. (0.75 secs)
#> Downloading Messstellennummer '7264' (167/213) ... ok. (0.75 secs)
#> Downloading Messstellennummer '7268' (168/213) ... ok. (0.30 secs)
#> Downloading Messstellennummer '7285' (169/213) ... ok. (1.33 secs)
#> Downloading Messstellennummer '7286' (170/213) ... ok. (0.72 secs)
#> Downloading Messstellennummer '7290' (171/213) ... ok. (0.73 secs)
#> Downloading Messstellennummer '7291' (172/213) ... ok. (0.71 secs)
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#> Downloading Messstellennummer '7298' (175/213) ... ok. (0.32 secs)
#> Downloading Messstellennummer '7301' (176/213) ... ok. (0.73 secs)
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#> Downloading Messstellennummer '8472' (178/213) ... ok. (0.47 secs)
#> Downloading Messstellennummer '8481' (179/213) ... ok. (0.76 secs)
#> Downloading Messstellennummer '8949' (180/213) ... ok. (0.77 secs)
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#> Downloading Messstellennummer '8957' (182/213) ... ok. (0.30 secs)
#> Downloading Messstellennummer '8964' (183/213) ... ok. (0.61 secs)
#> Downloading Messstellennummer '9092' (184/213) ... ok. (0.72 secs)
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#> Downloading Messstellennummer '10421' (186/213) ... ok. (1.90 secs)
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#> Downloading Messstellennummer '15000' (188/213) ... ok. (0.31 secs)
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#> Downloading Messstellennummer '15150' (195/213) ... ok. (0.46 secs)
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#> Downloading Messstellennummer '17303' (203/213) ... ok. (0.39 secs)
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#> Downloading Messstellennummer '23750' (210/213) ... ok. (0.76 secs)
#> Downloading Messstellennummer '95580' (211/213) ... ok. (0.45 secs)
#> Downloading Messstellennummer '97766' (212/213) ... ok. (0.60 secs)
#> Downloading Messstellennummer '97894' (213/213) ... ok. (0.51 secs)
#> ok. (2.42 mins)
files <- wasserportal::list_timeseries_data_to_zip(gw_data_list)
#> Writing 'groundwater_level.zip' ... ok. (10.65 secs)
#> Writing 'groundwater_quality.zip' ... ok. (1.94 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$n))
#> Parameter Einheit n
#> <char> <char> <int>
#> 1: GW-Stand m ü. NHN) 8073449
#> 2: GW-Stand (m ü. NHN) <NA> 1659626The following groundwater data .zip files are available
for download:
Do Your Own Analysis!
Download CSV/JSON/ZIP files scraped and prepared each day at 5 a.m. UTC for re-use in R. The following data are available:
Data availability
stations_crosstable.json: available parameters per station (see
wasserportal::get_overview_options()for available options). Note: includes also surface monitoring stations!
library(wasserportal)
stations_crosstable <- jsonlite::fromJSON(urls$stations_crosstable)
str(stations_crosstable)
#> 'data.frame': 1062 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 ...Master Data
stations_gwl_master.json: for GW level stations
stations_gwq_master.json: for GW quality stations
Measurements
stations_gwl_data.json: GW level measurements for stations
stations_gwq_data.json: GW quality measurements for all available parameters and stations
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.htmlExport
GW Quality
openxlsx::write.xlsx(
x = list(
gwq_by_parameter = gwq_data_by_parameter,
gwq_by_parameter_and_station = gwq_data_by_parameter_and_station,
gwq_data = gwq_data,
gwq_master = gwq_master
),
file = "wasserportal_gwq_data.xlsx",
overwrite = TRUE
)