From c3bb9ef4d081c25c47f216fe549db9b3ce47302b Mon Sep 17 00:00:00 2001 From: Glenda Yenni Date: Mon, 29 Jan 2024 14:33:36 -0700 Subject: [PATCH] Turn on EDEN updates [minor] --- DataCleaningScripts/download_eden.R | 6 +- DataCleaningScripts/eden_covariates.R | 42 +- DataCleaningScripts/get_water_data.R | 34 +- Water/eden_covariates.csv | 748 +++++++++++++------------- update-data.R | 5 +- 5 files changed, 433 insertions(+), 402 deletions(-) diff --git a/DataCleaningScripts/download_eden.R b/DataCleaningScripts/download_eden.R index c0b3115..4dedd97 100644 --- a/DataCleaningScripts/download_eden.R +++ b/DataCleaningScripts/download_eden.R @@ -79,15 +79,15 @@ get_files_to_update <- function(eden_path = file.path("Water"), # Find files that have been updated since last download last_download <- get_last_download(eden_path, metadata, force_update = force_update) new <- metadata %>% - dplyr::left_join(last_download, by = "dataset", suffix = c(".curr", ".last")) %>% - dplyr::filter(last_modified.curr > last_modified.last | size.curr != size.last | is.na(last_modified.last)) + dplyr::left_join(last_download, by = "dataset", suffix = c("", ".last")) %>% + dplyr::filter(last_modified > last_modified.last | size != size.last | is.na(last_modified.last)) metadata %>% dplyr::filter(year %in% c(new$year-2, new$year-1, new$year, new$year+1, new$year+2)) } #' @name update_last_download #' -#' @title Write new metata file for files already downloaded +#' @title Write new metadata file for files already downloaded #' #' @param eden_path path where the EDEN data should be stored #' @param metadata EDEN file metadata diff --git a/DataCleaningScripts/eden_covariates.R b/DataCleaningScripts/eden_covariates.R index 861a4a4..25d942d 100644 --- a/DataCleaningScripts/eden_covariates.R +++ b/DataCleaningScripts/eden_covariates.R @@ -79,6 +79,7 @@ calc_reversals <- function(depth_data) { is.na(depth) ~ units::set_units(NA, d)), .keep = "none") %>% stars::st_apply(c(1, 2), sum) + return(reversals) } @@ -97,8 +98,16 @@ extract_region_means <- function(raster, regions) { var_name <- names(raster) region_means <- raster::aggregate(raster, regions, mean, na.rm=TRUE) %>% setNames(., "value") + if(all(is.nan(region_means$value))) { + region_means_spdf <- regions %>% + dplyr::mutate(variable = var_name, value = NA) + } else { region_means_spdf <- regions %>% - dplyr::mutate(variable = var_name, value = region_means$value) + dplyr::mutate(variable = var_name, value = as.numeric(region_means$value)) %>% + dplyr::mutate_if(is.numeric, list(~dplyr::na_if(., Inf))) %>% + dplyr::mutate_if(is.numeric, list(~dplyr::na_if(., -Inf))) %>% + dplyr::mutate_if(is.numeric, list(~dplyr::na_if(., NaN))) + } return(region_means_spdf) } @@ -115,10 +124,18 @@ extract_region_means <- function(raster, regions) { available_years <- function(eden_path = file.path("Water")) { eden_data_files <- list.files(file.path(eden_path), pattern = '_depth.nc') + + # Find which years need to be updated since last download + metadata <- get_metadata() + last_download <- get_last_download(eden_path, metadata) + new <- metadata %>% + dplyr::left_join(last_download, by = "dataset", suffix = c("", ".last")) %>% + dplyr::filter(last_modified > last_modified.last | size != size.last | is.na(last_modified.last)) years <- eden_data_files %>% stringr::str_split('_', simplify = TRUE) %>% .[, 1] %>% - unique() + unique() %>% + .[. %in% c(new$year, new$year+1, new$year+2)] return(years) } @@ -153,7 +170,11 @@ get_eden_covariates <- function(level = "subregions", for (year in years) { print(paste("Processing ", year, "...", sep = "")) pattern <- file.path(paste(year, "_.*_depth.nc", sep = '')) - nc_files <- list.files(eden_path, pattern, full.names = TRUE) + pattern2 <- file.path(paste(as.numeric(year)-1, "_.*_depth.nc", sep = '')) + pattern3 <- file.path(paste(as.numeric(year)-2, "_.*_depth.nc", sep = '')) + nc_files <- c(list.files(eden_path, pattern3, full.names = TRUE), + list.files(eden_path, pattern2, full.names = TRUE), + list.files(eden_path, pattern, full.names = TRUE)) year_data <- stars::read_stars(nc_files, along = "time") %>% setNames(., "depth") %>% dplyr::mutate(depth = dplyr::case_when(depth < units::set_units(0, cm) ~ units::set_units(0, cm), @@ -164,6 +185,11 @@ get_eden_covariates <- function(level = "subregions", breed_end <- as.POSIXct(paste0(year, '-06-30')) breed_season_data <- year_data %>% dplyr::filter(time >= breed_start, time <= breed_end) + + dry_start <- as.POSIXct(paste0(as.numeric(year)-2, '-03-31')) + dry_end <- as.POSIXct(paste0(year, '-06-30')) + dry_season_data <- year_data %>% + dplyr::filter(time >= dry_start, time <= dry_end) # Do a pre-breed/post-breed split to allow pre-breeding recession calculations # following Peterson 2017. Peterson does this on a per species basis. To start @@ -189,14 +215,8 @@ get_eden_covariates <- function(level = "subregions", post_recession <- calc_recession(post_breed_season_data) %>% setNames(., "post_recession") - # Calculate dryindex from everwader - # TODO: USGS code calculates this from t-3 3/31 to t 6/30 and converts - # the first value to NA - # To replicate we would need to load three years worth of data and be careful with - # other applications using min/max or replace this with a different predictor - # since it's unclear why the lag would be important here - # we could also fit the lag rather than building it into the feature - dry_days <- calc_dry_days(breed_season_data) %>% + # Calculate dryindex from everwader (USGS code calculates this from t-3 3/31 to t 6/30) + dry_days <- calc_dry_days(dry_season_data) %>% setNames(., "dry_days") # Calculate reversals following Peterson 2017 diff --git a/DataCleaningScripts/get_water_data.R b/DataCleaningScripts/get_water_data.R index 756dae4..fb0739e 100644 --- a/DataCleaningScripts/get_water_data.R +++ b/DataCleaningScripts/get_water_data.R @@ -12,24 +12,24 @@ get_eden_data <- function() { download_eden_depths() covariate_data <- read.table("Water/eden_covariates.csv", header = TRUE, sep = ",") -new_data <- get_eden_covariates() -new_data2 <- get_eden_covariates(level="all") -new_data3 <- get_eden_covariates(level="wcas") -all_data <- dplyr::bind_rows(new_data,new_data2,new_data3) %>% - dplyr::select(year, region=Name, variable, value) %>% - as.data.frame() %>% - dplyr::select(-geometry) %>% - tidyr::pivot_wider(names_from="variable", values_from="value") %>% - dplyr::arrange("year", "region") -new_covariates <- all_data %>% - merge(dplyr::filter(covariate_data, !date %in% all_data$year)) %>% - dplyr::arrange("year", "region") +new_covariates <- get_eden_covariates(eden_path = file.path("Water")) %>% + dplyr::bind_rows(get_eden_covariates(eden_path = file.path("Water"), level="all")) %>% + dplyr::bind_rows(get_eden_covariates(eden_path = file.path("Water"), level="wcas")) %>% + dplyr::select(year, region=Name, variable, value) %>% + as.data.frame() %>% + dplyr::select(-geometry) %>% + tidyr::pivot_wider(names_from="variable", values_from="value") %>% + dplyr::mutate(year = as.integer(year)) %>% + dplyr::arrange("year", "region") +covariate_data <- dplyr::filter(covariate_data, !year %in% new_covariates$year) %>% + rbind(new_covariates) %>% + dplyr::arrange("year", "region") depth_data <- read.table("Water/eden_depth.csv", header = TRUE, sep = ",") %>% dplyr::mutate(date=as.Date(date)) -new_depths <- get_eden_depths() %>% - dplyr::bind_rows(get_eden_depths(level="all")) %>% - dplyr::bind_rows(get_eden_depths(level="wcas")) %>% +new_depths <- get_eden_depths(eden_path = file.path("Water")) %>% + dplyr::bind_rows(get_eden_depths(eden_path = file.path("Water"), level="all")) %>% + dplyr::bind_rows(get_eden_depths(eden_path = file.path("Water"), level="wcas")) %>% dplyr::mutate(date=as.Date(date)) depth_data <- dplyr::filter(depth_data, !date %in% new_depths$date) %>% @@ -38,7 +38,7 @@ depth_data <- dplyr::filter(depth_data, !date %in% new_depths$date) %>% file.remove(dir(path=file.path('Water'), pattern="_.*_depth.nc")) -return(list(new_covariates=new_covariates, depth_data=depth_data)) +return(list(covariate_data=covariate_data, depth_data=depth_data)) } #' Writes new water data @@ -49,7 +49,7 @@ update_water <- function() { data <- get_eden_data() - write.table(data$new_covariates, "Water/eden_covariates.csv", row.names = FALSE, col.names = TRUE, + write.table(data$covariate_data, "Water/eden_covariates.csv", row.names = FALSE, col.names = TRUE, na="", sep = ",", quote = FALSE) write.table(data$depth_data, file = "Water/eden_depth.csv", diff --git a/Water/eden_covariates.csv b/Water/eden_covariates.csv index 046beaa..c4ebb6b 100644 --- a/Water/eden_covariates.csv +++ b/Water/eden_covariates.csv @@ -8,378 +8,390 @@ year,region,init_depth,breed_season_depth,recession,pre_recession,post_recession 1991,2a,12.312846370452,18.6047267623032,-0.0988804468912936,-0.201877586844614,-0.049881504570654,24.8198403648803,63.6126947928544 1991,coastalenp,5.17989261085284,11.2070821322145,-0.156671679037639,0.0206196736700095,-0.245093585304932,66.2595303446173,49.098505641964 1991,inlandenp,0.563748051386128,2.85666678990579,-0.0604693583414532,0.000778356573770251,-0.0906143449532995,140.667515673981,15.8729427899687 -1992,1,30.1703788369537,15.6524348448229,0.0268735383456942,0.133948837200663,-0.0305036919879024,52.0733866362079,31.2492861222159 -1992,3an,11.4666877653414,6.13133145886416,-0.155130949173269,0.0571147157598168,-0.269964995255536,94.944369063772,31.8179556761646 -1992,3ase,78.3876118755514,52.7746181641786,-0.0181607429181678,0.27196092067675,-0.164464099608411,3.48633879781421,41.9663023679417 -1992,3b,28.025388983972,16.2882342902175,0.0010682626087434,0.143200124171613,-0.0710615002855614,27.0661824051655,40.1763518966909 -1992,3as,50.6423702426115,32.1851388265084,-0.00399972597201192,0.190805873478847,-0.10282998160665,10.4481309112746,42.7087524395736 -1992,2b,47.3269859399209,21.7886990756436,-0.0151347868935356,0.316646830939217,-0.184386142361319,49.8687150837989,31.7486033519553 -1992,2a,13.631971886293,7.67450874608485,-0.122886467358566,0.0157390412851235,-0.195439705775595,84.8707715697453,35.7780311668567 -1992,coastalenp,18.5126058626698,11.5358350336706,-0.153829809621076,0.135323372545851,-0.303244915751679,54.8112229338213,47.6282403171699 -1992,inlandenp,6.00510429618384,3.18677178958201,-0.101604134108461,0.0502127563072877,-0.178357044822423,131.527821316614,19.0342868338558 -1993,1,46.5102650867334,25.3681225692252,0.174105423303852,0.335242862551545,0.0923215436545095,19.8657909765848,40.363221016562 -1993,3an,22.6279213576228,40.8687290421694,-0.02502633732944,-0.58755546970457,0.246127728583423,3.74966078697422,70.4936680235188 -1993,3ase,97.1287167936509,106.711882267103,0.0443550708671882,-0.398157073627666,0.257273823518643,0,61.1639344262295 -1993,3b,43.5057954026192,42.6038980514113,0.0321784788344628,-0.0339666329259342,0.0626730393170348,0.248587570621469,45.4249394673123 -1993,3as,62.8005502125537,64.289975223994,0.0538278903703263,-0.138164003597309,0.147336208658677,0.0432367512385528,59.0971325626783 -1993,2b,67.6736720633906,58.9877889115791,0.181838080021427,-0.052002892285683,0.290033035882136,0.0279329608938547,49.9720670391061 -1993,2a,16.5434042141493,38.7564696149521,-0.0221765381456055,-0.785674789045336,0.331263359511562,5.8559483086279,69.8806537438236 -1993,coastalenp,24.0835248993169,28.6658717961745,-0.0718050128242218,-0.0507747567452413,-0.0870405183443636,3.9417505336993,62.9414455626715 -1993,inlandenp,8.31393699293013,14.2126993102919,-0.0596240198363388,-0.105090622170329,-0.0389836390187444,69.2019004702194,37.3979231974922 -1994,1,32.0210108035364,22.7742359104976,0.0942346436751108,0.0119107191427289,0.130455329716376,22.9171901770417,51.456881781839 -1994,3an,15.8796663599174,18.0286965494258,-0.0360133377342419,-0.232473848383619,0.0531915227302541,24.6282225237449,59.9231117141565 -1994,3ase,83.6873370033361,80.5429408658832,0.0139229977658938,-0.242464393206962,0.134921058742799,0,69.075591985428 -1994,3b,34.1959303916703,30.1006836963784,0.0523776099107375,-0.00470957936925018,0.0804127859177691,1.50282485875706,44.2203389830508 -1994,3as,55.3270998412005,48.7364108315361,0.0557130157110349,-0.0866052509974138,0.122513939437939,0.392733823750188,56.8594805584747 -1994,2b,55.927625730717,63.6746575823783,-0.0812538515810462,-0.363867331460546,0.0489785748487078,0,74.5097765363129 -1994,2a,15.4430722302241,24.1354104152608,-0.0780632503570085,-0.282940381007525,0.00791337397348348,9.25313568985177,64.1691372101862 -1994,coastalenp,24.4285406930013,16.9886157014588,0.0309216587323661,0.0211778084831947,0.0313410904505782,25.9429704178103,55.0545898139677 -1994,inlandenp,10.0016441430815,7.79790998748007,0.00493163218621049,-0.00604605613746101,0.00803622733879457,86.1600705329154,29.8956700626959 -1995,1,54.7214346928708,29.1267840677549,0.163743576805809,0.278616580885382,0.106756903551974,12.8520845231296,44.5239862935465 -1995,3an,97.6411327291322,42.3280124731786,0.362934929091,0.730617829290108,0.181343531511532,10.3864767073722,40.9457259158752 +1992,1,30.1703788369537,15.6524348448229,0.0268735383456942,0.133948837200663,-0.0305036919879024,98.1062250142776,31.2492861222159 +1992,3an,11.4666877653414,6.13133145886416,-0.155130949173269,0.0571147157598168,-0.269964995255536,195.507462686567,31.8179556761646 +1992,3ase,78.3876118755514,52.7746181641786,-0.0181607429181678,0.27196092067675,-0.164464099608411,7.61384335154827,41.9663023679417 +1992,3b,28.025388983972,16.2882342902175,0.0010682626087434,0.143200124171613,-0.0710615002855614,156.543583535109,40.1763518966909 +1992,3as,50.6423702426115,32.1851388265084,-0.00399972597201192,0.190805873478847,-0.10282998160665,39.8428163939348,42.7087524395736 +1992,2b,47.3269859399209,21.7886990756436,-0.0151347868935356,0.316646830939217,-0.184386142361319,93.2555865921788,31.7486033519553 +1992,2a,13.631971886293,7.67450874608485,-0.122886467358566,0.0157390412851235,-0.195439705775595,114.980235651843,35.7780311668567 +1992,coastalenp,18.5126058626698,11.5358350336706,-0.153829809621076,0.135323372545851,-0.303244915751679,121.85757853004,47.6282403171699 +1992,inlandenp,6.00510429618384,3.18677178958201,-0.101604134108461,0.0502127563072877,-0.178357044822423,325.66947492163,19.0342868338558 +1993,1,46.5102650867334,25.3681225692252,0.174105423303852,0.335242862551545,0.0923215436545095,110.522844089092,40.363221016562 +1993,3an,22.6279213576228,40.8687290421694,-0.02502633732944,-0.58755546970457,0.246127728583423,159.213251922207,70.4936680235188 +1993,3ase,97.1287167936509,106.711882267103,0.0443550708671882,-0.398157073627666,0.257273823518643,4.63387978142076,61.1639344262295 +1993,3b,43.5057954026192,42.6038980514113,0.0321784788344628,-0.0339666329259342,0.0626730393170348,76.3046811945117,45.4249394673123 +1993,3as,62.8005502125537,64.289975223994,0.0538278903703263,-0.138164003597309,0.147336208658677,26.6147725566732,59.0971325626783 +1993,2b,67.6736720633906,58.9877889115791,0.181838080021427,-0.052002892285683,0.290033035882136,72.9930167597765,49.9720670391061 +1993,2a,16.5434042141493,38.7564696149521,-0.0221765381456055,-0.785674789045336,0.331263359511562,111.7582668187,69.8806537438236 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-1995,3b,76.4818931930579,50.9325891559749,0.0956848871209054,0.352631935424754,-0.0313501221536468,0.281275221953188,40.682808716707 -1995,3as,124.609772060677,74.1474640796031,0.372912491362171,0.587422868219051,0.265708655721163,0.0674072962017715,36.6143221738478 -1995,2b,106.065551054544,74.9450337557375,0.203835849863756,0.464713412427967,0.0794193401017003,0.00139664804469274,58.4888268156425 -1995,2a,108.199737717017,63.288228299057,0.330473719771744,0.537130913373022,0.243341807963865,0.877993158494869,45.9821360699354 -1995,coastalenp,54.5842135786538,40.6761647138336,0.00880363653162969,0.177669003341483,-0.0743063307679789,1.37236962488564,51.7276608722171 -1995,inlandenp,40.0038045390179,26.6837286507362,0.0294637088440999,0.171610214893363,-0.0409915483970285,47.4739420062696,33.1730995297806 -1996,1,45.7616839014007,33.1678462288053,0.0650843899340351,0.218521814719534,-0.0144663073098389,7.0011422044546,50.4094802969732 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-1997,3as,56.4605875512069,46.5280883671343,-0.0312725023559738,0.139759480383302,-0.118713740599034,0.475754391232548,54.6605614772557 -1997,2b,54.2009923284946,43.7470383982123,-0.12325055347482,0.178218179437104,-0.281406456576157,1.27374301675978,57.1801675977654 -1997,2a,11.1839546426898,16.7564054292835,-0.235732014766598,0.0189931585500652,-0.363630180064073,36.9346256176359,51.7031546940327 -1997,coastalenp,26.0774653839171,21.4251637917812,-0.078971949921987,0.155404051893964,-0.199569415623057,11.3205245501677,56.8212869777371 -1997,inlandenp,13.5629119831327,9.58753360680901,-0.0476359207400471,0.11366106002673,-0.127996719696755,83.1832876175549,25.8505094043887 -1998,1,57.4231277282819,37.045705076477,0.263282720014706,0.0138743928372807,0.410495702067081,8.01142204454597,38.8923472301542 -1998,3an,42.5053856348032,26.5205945522439,0.21227177630968,0.0249645221433974,0.314777380421243,31.3545906829489,33.1413387607417 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-2000,3as,83.6536600650959,41.7583404654592,0.310007101095644,0.66812724045564,0.129435552503411,2.97507881699445,26.311364659961 -2000,2b,78.4445503064374,74.6014850578425,0.0962804831014073,-0.000910240370558356,0.136379364482517,0,62.6717877094972 -2000,2a,58.8826254681914,30.0505105494098,0.255468791563913,0.529663939758898,0.116324324144484,17.2744203724819,32.195743063474 -2000,coastalenp,35.9588341310134,16.0678191530898,0.111775416246369,0.303734170244476,0.016639541803918,29.32021957914,45.2451967063129 -2000,inlandenp,29.4450166586518,12.7762402981333,0.110662203826476,0.221898559618073,0.0543303700634488,80.2568573667712,18.162421630094 -2001,1,28.4354160206445,9.02994003620265,0.105885126843358,0.411781272421667,-0.0473199255053892,86.7392918332382,17.9988577955454 -2001,3an,7.94227032120117,2.43204179224438,0.0195862694530054,0.112418314539733,-0.0259241846591553,137.871777476255,8.4760289461782 -2001,3ase,66.7117309014437,40.4623101821773,0.119079709636525,0.443836601271221,-0.0436735565472749,4.81785063752277,34.0045537340619 -2001,3b,32.2111351376488,14.3166516654064,0.0801489998739023,0.287258050678694,-0.0218971461803322,48.3361581920904,30.8333333333333 -2001,3as,44.8158349651525,24.1850751897862,0.115302684386145,0.345678505906088,0.000360718750830784,14.801080918781,29.9894910674073 -2001,2b,58.8848044326186,28.8259630524098,0.220104111806905,0.399907415438148,0.129707813618125,7.31983240223464,32.0405027932961 -2001,2a,16.3203814284333,7.27718875852306,0.0163452551235395,0.205399973676624,-0.0764068916694876,89.0858988977575,22.5214747244394 -2001,coastalenp,12.6361237969585,4.18896058746573,0.0120675874042459,0.16401148411557,-0.0605888714041545,102.157060079292,28.7755413235743 -2001,inlandenp,9.59995817688519,2.0713677499772,0.0359343767915798,0.150228679588373,-0.0195212280935493,143.663597178683,5.88891065830721 -2002,1,48.5412406289598,26.8619016419193,0.0829505889617906,0.061034792501912,0.0882630099665658,26.7347230154198,36.7598515134209 -2002,3an,24.4323102587869,11.7971262319477,-0.0128176117893735,0.0791847642963319,-0.0581945026224597,70.4341926729986,30.9961555857078 -2002,3ase,93.272714736466,62.1159629959202,0.060875640330966,0.223324751196536,-0.0213113110790704,0.903460837887067,44.5874316939891 -2002,3b,48.2721778247701,30.9301885522071,0.0390125230470661,0.169890059632797,-0.0231834166595812,3.64891041162228,44.6573849878935 -2002,3as,65.4765775801093,42.2899407634612,0.0272483121657127,0.181255923082295,-0.0505594587514561,3.27788620327278,42.3404894160036 -2002,2b,82.7915676905456,59.2935131363067,0.162046675311355,0.100157025461596,0.192225716411512,1.60055865921788,49.4315642458101 -2002,2a,18.4406247343776,13.9739049422962,-0.103658338898995,-0.17253300780514,-0.0735286844587743,53.2409730140631,38.1098441657165 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-2003,2b,66.039017149856,58.6957921696479,-0.0861459377683253,0.0551891543690214,-0.164073631528148,0.220670391061453,61.231843575419 -2003,2a,13.9048786518557,23.1888927963478,-0.213263703784162,-0.0690491794985205,-0.293146457959683,22.6670467502851,66.3249714937286 -2003,coastalenp,22.8115895976559,15.2391166001044,-0.0621144825724117,0.259614479434154,-0.219893516772214,25.002439768222,54.837450442208 -2003,inlandenp,13.2588774103286,9.87276121009323,-0.0632829526262997,0.110355941986269,-0.149186088537793,81.4852076802508,28.5542711598746 -2004,1,46.5428269417336,25.529148255836,0.236250617293977,0.0746658392103631,0.312581937199158,27.5916619074814,26.7841233580811 -2004,3an,21.5123914203618,10.2943630430263,0.0875750173185991,0.0484194369293036,0.105803033709975,72.973315241972,21.9950248756219 -2004,3ase,88.7314120850276,56.3835866473361,0.376646850978139,0.219034730388885,0.451296974024631,1.35154826958106,25.1639344262295 -2004,3b,42.3739114535057,30.0071572597322,0.173971385235701,0.0234666318861209,0.246471689617823,4.0682001614205,30.7146892655367 -2004,3as,60.9451762979551,39.173642346904,0.234225680789955,0.120579966162321,0.288431555028256,3.4146524545864,27.624680978832 -2004,2b,74.1593128609258,40.4467840645357,0.382936440129816,0.288200369026611,0.427664388091871,9.7122905027933,29.6606145251397 -2004,2a,17.4653758589463,10.1496046473903,0.0627643383024029,-0.062269352033616,0.118267173868583,61.1455720258457,26.3306727480046 -2004,coastalenp,24.2062487132886,13.3451583354041,0.0913749485847438,0.0527399200179992,0.107188508312938,43.780725831046,41.4632509911558 -2004,inlandenp,21.8179037115977,9.17068270442598,0.106071955380032,0.126351058361395,0.0944895891051315,99.3260188087774,10.9312304075235 -2005,1,32.4306027833426,25.7477043996177,0.0113267851062829,0.204944537801011,-0.0834129358912885,5.04968589377499,45.2609937178755 -2005,3an,17.2863902657456,17.4950081797507,-0.273083141189235,0.207662316131961,-0.507441559827078,44.5323383084577,49.9898236092266 -2005,3ase,84.9525745301516,66.3037492659815,-0.217333348502841,0.40892199764344,-0.525829931628581,0.162112932604736,48.7786885245902 -2005,3b,38.1032637749303,30.195701788231,-0.127603182500538,0.197481141593759,-0.289095117149733,0.621872477804681,48.8551251008878 -2005,3as,57.2604539358943,44.1486387357197,-0.122387002500546,0.311051307173741,-0.336406072076243,0.630385827953761,43.3765200420357 -2005,2b,80.7506544017259,61.1139242474149,-0.0641895955073462,0.4742063957013,-0.32781013705433,0.0782122905027933,61.0307262569832 -2005,2a,22.2999620020775,20.6048660174572,-0.259767434091316,0.266270150856949,-0.515038946894326,35.6214367160775,52.2371721778791 -2005,coastalenp,17.2590702316608,10.825015623855,-0.160652749548873,0.134301974750942,-0.310468372151815,46.2897224763647,54.3308935651113 -2005,inlandenp,13.8368239392961,6.31991370710616,-0.0779987608589885,0.188425835350665,-0.208208068100446,108.365007836991,20.6999412225705 -2006,1,42.1208226298142,24.3463717422084,0.14744464749918,0.121190558375894,0.156729854131321,15.4822958309537,31.8503712164477 -2006,3an,26.8753801308731,10.3410681706672,0.13845842221106,0.165610579457925,0.122673151357562,85.3891904115785,17.5343735866124 -2006,3ase,89.7164217005662,52.924096783451,0.341514159160642,0.285082998276356,0.36586972325226,2.45355191256831,25.3615664845173 -2006,3b,49.3057076251728,30.262500183243,0.184685837397374,0.0739643271250535,0.238596543221503,10.6166263115416,32.0815173527038 -2006,3as,62.9325891645655,37.0711973133961,0.231304059406702,0.160419934488429,0.263470594330437,8.33448431166491,27.400390331782 -2006,2b,72.8454009967143,46.9347134717424,0.324954810844505,0.0216740351195419,0.470395264190447,4.18156424581006,31.7974860335196 -2006,2a,35.5144538545917,12.8259429435129,0.141711794209131,0.310663640063988,0.0594584713564556,48.363740022805,27.6761687571266 -2006,coastalenp,25.8436463214196,14.4674391780223,0.0281343834757691,0.0750961085277788,0.00952188787139067,31.1384568465996,48.2195791399817 -2006,inlandenp,22.282646143009,8.63785705769519,0.0822426036397044,0.143426359709369,0.0505522392641523,98.2117946708464,13.673197492163 -2007,1,43.5805226690357,17.2170291160159,0.180893149633831,0.255724388400065,0.148108257930573,53.3675042832667,27.3595088520845 -2007,3an,10.9911119831142,2.80267187433211,0.0513310236467334,0.136879310684657,0.00959026478146709,136.932383536861,7.1318407960199 -2007,3ase,69.2412541012512,37.5108592523059,0.234856345380327,0.312456231733923,0.196452669121673,13.4353369763206,26.9963570127505 -2007,3b,36.4418120118665,20.6551646894644,0.0986941152583442,0.17011273476911,0.0626955848500906,15.6033091202583,35.9523809523809 -2007,3as,49.2243301329751,25.9888384938676,0.173833456161638,0.267487045940638,0.129736019826142,20.254166041135,27.9339438522744 -2007,2b,49.5197032736666,21.7076460263509,0.204024913408408,0.277247419524482,0.167806216902351,40.4944134078212,21.0893854748603 -2007,2a,29.3671435215137,11.3878775016939,0.0958197144488069,0.220523338711345,0.0373166713427035,68.8753325731661,22.4739642721399 -2007,coastalenp,16.4867843674901,12.1934918334,-0.0576625881377926,0.10955928923689,-0.139549571957071,37.9502897224764,52.5458981396767 -2007,inlandenp,9.37539835066351,5.52814057531555,-0.0148219490328776,0.091088188193906,-0.0644051593245672,100.004604231975,20.0731778996865 -2008,1,49.0907824661717,33.7993653460147,0.0927901829534909,0.118705988712649,0.0764153279918683,4.9363221016562,36.7658480868075 -2008,3an,6.50572963733578,11.1158108164774,-0.105487098293188,-0.0597730394948596,-0.133553955282864,64.1359113523293,35.3842152872004 -2008,3ase,61.5077074255883,59.1780426738969,-0.0160060934295685,-0.0437813878063068,-0.00275562543469483,0.132058287795993,62.2167577413479 -2008,3b,28.2436329623785,22.5639165424522,-0.0106961535013435,0.126583249915864,-0.079511575747601,18.9507667473769,38.7154963680387 -2008,3as,42.1731211604021,36.7485474074538,-0.00358174802280669,0.0582292848199513,-0.0356828202692076,1.4805584747035,43.1309112745834 -2008,2b,50.7295041643707,45.5574274063405,0.0891256390411169,0.0707789095002767,0.093735744611289,0.444134078212291,52.9078212290503 -2008,2a,31.8154220726045,26.5353498094203,-0.0384134397398374,0.0728576778900925,-0.100384940796594,21.8411250475105,47.4853667806918 -2008,coastalenp,13.9591254602848,8.72923794811798,0.000335779703906371,0.0878397469324656,-0.0451802584679798,62.0173833485819,41.9258920402562 -2008,inlandenp,4.85838364506999,2.75998887471706,-0.034648436581773,0.0545252056340449,-0.0794376594956493,136.764302507837,12.529486677116 -2009,1,47.9156650911393,23.0802076088338,0.0737206728711885,0.385258344697859,-0.0815481774493351,28.5976584808681,33.3452312964021 -2009,3an,20.6887677148261,9.92774837213435,-0.0719001903245594,0.254063315351308,-0.231172070761315,94.9834916327454,24.7582541836273 -2009,3ase,85.2757634925495,53.7882652791496,-0.0143172424641236,0.420338387660334,-0.228683956565463,5.02459016393443,45.3469945355191 -2009,3b,48.6332237914842,25.8432305767979,0.0729983867871086,0.283047423806379,-0.0305990346375415,17.9172719935432,38.8268765133172 -2009,3as,63.2209976441401,35.5584186982901,0.0984460680798506,0.363892356369736,-0.0336361962431861,12.6914877645999,38.1797027473352 -2009,2b,78.5210651632128,43.6800270814617,0.0109142826006864,0.587065086959989,-0.269684490900022,10.909217877095,48.0530726256983 -2009,2a,16.4908470986053,13.4883406622949,-0.216442403975201,0.19968167412998,-0.41844237320447,90.8513873052071,31.5275560623337 -2009,coastalenp,24.4291468183236,10.9896712590247,-0.0447560880038756,0.271482496363342,-0.194893625696112,59.2458066483684,48.4961878621531 -2009,inlandenp,19.1277226676294,6.04239708305915,0.0205226925627195,0.267231651258161,-0.0996962732218922,111.211402821317,16.3372844827586 -2010,1,44.8468384364208,38.4112859807165,0.101788859208252,0.0325038325976982,0.132856387681741,0.521416333523701,52.8595088520845 -2010,3an,19.1149553689737,22.7757648642659,-0.03360175877748,0.0274773728619009,-0.0656521921259919,10.8532338308458,55.5117593848937 -2010,3ase,81.8372870690184,76.4862106263022,0.0389958300027992,0.153178648765674,-0.0211821558986495,0,46.3169398907104 -2010,3b,40.1416107898186,39.553009279956,0.0233472510647215,0.0139263735722316,0.0258753948965989,0.0161420500403551,42.4677158999193 -2010,3as,53.9770323428784,48.9975074257226,0.0576643631665821,0.0839583696769864,0.0414488927717772,0.274433268278036,43.5730370815193 -2010,2b,75.1416414356764,65.4091150962219,0.0456807205677851,0.104502345941081,0.0146860190165997,0.459497206703911,58.7918994413408 -2010,2a,28.1114661152578,25.2341269679295,0.0219922049079193,0.150491534914436,-0.0423518961982916,7.99771949828962,55.6423413150893 -2010,coastalenp,25.8203341675517,14.6029587373189,0.0594928213714295,0.136802109985031,0.0164765931207668,21.1177188167124,52.1036901494358 -2010,inlandenp,12.8294093553035,9.82546264413818,0.00441446483321941,0.0584208135970389,-0.0232090193080028,77.572394200627,29.7174764890282 -2011,1,34.6699768362693,13.0375408808995,0.191047586887996,0.235946609898831,0.164402234774418,79.3666476299258,18.21987435751 -2011,3an,9.27439353456329,2.68317950752082,0.0453734868509587,0.109628194663408,0.0134919127026205,135.995703301673,6.75146992311171 -2011,3ase,59.011193016622,29.0104897430179,0.259447780142964,0.290024184677501,0.242964580584528,23.356102003643,25.1302367941712 -2011,3b,33.3421254685273,13.5153985252103,0.181383244710648,0.20375297252091,0.169708942873105,69.7639225181598,13.8389830508475 -2011,3as,41.022533531859,18.2073438556119,0.187419076942292,0.254418527571661,0.153624200966482,40.4373217234649,22.2948506230296 -2011,2b,56.1524519467487,27.0603556793421,0.270162586385862,0.281945323558286,0.261442328653744,34.159217877095,16.6564245810056 -2011,2a,22.4605578513528,8.93771254099967,0.085959167202476,0.181789481937811,0.0375392966981504,88.3899657924743,15.268719118206 -2011,coastalenp,16.6385885848618,7.83113199650922,0.0697191985448181,0.130823147045897,0.0381618456383134,71.3193046660567,38.1515706007929 -2011,inlandenp,8.78017729618601,2.37306235344628,0.0415320168950888,0.112550384884342,0.00630570781770451,143.192202194357,5.22492163009404 -2012,1,37.9433397503324,27.6959560396249,0.0571717834569482,0.208257988905184,-0.0198797361387336,6.4774414620217,44.9900057110223 -2012,3an,21.9001167500952,11.3688848458551,-0.00869233924915182,0.228428391898748,-0.127575340426275,66.8919041157847,30.2926277702397 -2012,3ase,79.7168638719236,65.2133957741611,-0.0541559416619034,0.250216057123103,-0.207545685203566,0.121129326047359,47.1174863387978 -2012,3b,44.8916243706335,32.0481943159555,-0.0170532531026724,0.225592638803385,-0.139904344649542,1.11985472154964,40.4148506860371 -2012,3as,63.03596086535,43.770014936392,0.0379619223657614,0.282943909779015,-0.0862429324997048,4.02732322474103,39.1822549166792 -2012,2b,78.1678676285557,62.1669419654604,0.0225616142514476,0.236812110065048,-0.0872430158505005,0.41340782122905,40.6787709497207 -2012,2a,39.8887770162341,22.1848372867249,-0.00504030113038171,0.436729959654617,-0.224889812616889,31.2231090839985,47.003800836184 -2012,coastalenp,24.9265575983714,16.6527225447821,-0.095590036404193,0.242327940613077,-0.264425953615847,23.8310460506252,61.2034156755108 -2012,inlandenp,16.4826931581018,8.79741950769686,-0.0363696091375967,0.184245636504783,-0.147351827839333,88.6245101880878,24.528605015674 -2013,1,43.9276389443895,33.4378026916651,0.0663701638686482,0.0783291271333445,0.0594529513379585,2.15248429468875,45.1778983438035 -2013,3an,23.6438528032445,18.9196903080765,-0.104346992836565,0.154219300802805,-0.228294753769521,24.0291723202171,49.3952962460425 -2013,3ase,84.5022061457399,66.4621188024209,-0.0893086860613961,0.339118179053894,-0.296984625991793,0,58.1457194899818 -2013,3b,45.9612598804046,30.7777711119954,0.0340904911707995,0.260129123787648,-0.0765257366633011,1.29661016949153,43.955205811138 -2013,3as,60.3172098711578,44.6018569491445,0.0214175553153026,0.273720267986982,-0.102505405236846,0.446629635189911,43.1986188260021 -2013,2b,85.0179650290718,60.9825057797518,0.0309926007393054,0.270991283307253,-0.093247881592763,1.23463687150838,58.9371508379888 -2013,2a,37.5899384983227,26.6923268042252,-0.0770784387945935,0.327291231039528,-0.259013830088518,18.7461041429114,56.8380843785633 -2013,coastalenp,25.2229529364911,18.7982971263523,-0.0588037566640412,0.160887636493535,-0.171181947860253,17.6776456236658,59.0756328148826 -2013,inlandenp,21.580320287344,11.3669707651399,-0.000581719057988694,0.221726171060758,-0.109938050188998,75.1313675548589,25.2987852664577 -2014,1,36.3349042856509,28.6097862229128,0.0618067170949358,-0.0851078445499778,0.128189116179682,10.5468303826385,44.9740148486579 -2014,3an,15.4153644901657,9.96237977298817,0.0362245669530148,-0.028326515465834,0.0651394049110913,61.2627770239711,33.0814111261872 -2014,3ase,73.4184305298741,50.7334422039132,0.212294656178818,0.0547955023434494,0.287775777945319,1.33151183970856,43.7495446265938 -2014,3b,52.6512081340208,29.2828352411684,0.187327336224612,0.221236079061185,0.16925059170501,7.58514931396287,29.8438256658596 -2014,3as,54.0768013315469,32.5523763922759,0.178126169936178,0.161660905279767,0.183556172530739,10.9992493619577,35.5509683230746 -2014,2b,74.741920279391,60.0002434544057,0.167891813505418,-0.140405482580795,0.306588892696956,2.00418994413408,50.0586592178771 -2014,2a,29.8971170028866,19.6440290808934,0.0259586709899436,-0.0447191126335745,0.0488175126697633,26.4830862789814,49.7863930064614 -2014,coastalenp,26.6537296556416,15.677572770858,0.0305782738046678,0.0971024922638797,-0.00555349038912899,25.677340652638,53.3555962183593 -2014,inlandenp,20.5131327103485,8.66039419744287,0.066540224689419,0.137585282826692,0.0310976102799781,92.4756073667712,18.9342672413793 -2015,1,52.811230845209,30.6675421483308,0.26808288202667,0.194545905487091,0.310611773798994,13.0151342090234,24.0988006853227 -2015,3an,19.7118200459991,11.0051842295037,0.0977809300859579,0.0308865473838919,0.130470220237121,65.3842152872004,25.8848937132519 -2015,3ase,77.8272400041313,52.5822669731222,0.304231477709808,0.187474416777474,0.363489632875759,1.26867030965392,26.0264116575592 -2015,3b,46.6670568587801,26.6227838320728,0.194550721514773,0.22233898553219,0.181547351623691,15.0512510088781,26.8595641646489 -2015,3as,54.3738597416874,34.3286013775925,0.190900170423412,0.212174768084859,0.181140812628203,7.21498273532503,26.7022969524095 -2015,2b,62.8909631015202,41.7791976082184,0.291049510098245,0.184462386182544,0.361940713523708,2.39245810055866,24.8491620111732 -2015,2a,33.7812300435222,19.5423261684906,0.152658813575318,0.144979291915969,0.165792903805903,21.9984796655264,41.5534017483846 -2015,coastalenp,22.1800860586363,13.2110109964344,0.0337894145560107,0.175307037276316,-0.023853956601542,29.7017383348582,55.932296431839 -2015,inlandenp,12.6567675498866,4.57061159736854,0.0578767783916906,0.114770442641826,0.0309211101791458,117.805642633229,11.3885188087774 -2016,1,58.7965149500927,40.7630984764268,0.149446040890046,0.143189964644853,0.1490809458223,1.16676185037122,44.4934323243861 -2016,3an,34.0554708397157,37.9464754656113,-0.0184303453540232,-0.468290104877104,0.194641555022388,10.0504296698327,54.6935775667119 -2016,3ase,97.5835355192369,93.0118393428654,0.127762661277464,-0.563577632957638,0.46159695171919,0,65.2896174863388 -2016,3b,56.0079796015976,53.7957582301654,0.0998923592049598,-0.21827764361471,0.255573432240911,0.00201775625504439,49.5294592413237 -2016,3as,66.0494963894054,66.1564858458264,0.0795273501397086,-0.487642620956258,0.355721195814446,0.080768653355352,60.876294850623 -2016,2b,77.8725916899782,71.1797960560949,0.0760924021402995,-0.0049044277934163,0.113068817181294,0,51.7374301675978 -2016,2a,30.5330960118965,35.4681253981407,0.0358504510539031,-0.366247329597396,0.220223587154058,10.0505511212467,51.8555682250095 -2016,coastalenp,30.951334185228,30.0186402095226,-0.00386306094560187,-0.036806262924476,0.0105525478219264,1.81793229643184,63.9496797804209 -2016,inlandenp,24.7890353002892,25.474630756024,0.0138573432129067,-0.0739697880295168,0.0574219600600166,31.4176136363636,44.6458659874608 -2017,1,41.63573576504,33.9125663556411,0.010127181755873,0.0989744326544295,-0.0356771266144978,2.42147344374643,41.4820102798401 -2017,3an,14.3564436113279,13.170679812386,-0.26737603212812,0.114803501734145,-0.455710656930828,84.10289461782,31.1917684305744 -2017,3ase,69.8233797945394,56.7558907751081,-0.334785908921279,0.237832816894102,-0.6186139752377,1.38706739526412,47.5437158469945 -2017,3b,44.9840659017617,29.7063269090999,-0.0181711524659519,0.199538124436736,-0.126560903076591,10.907586763519,40.3934624697337 -2017,3as,48.6983625855537,35.6288965593365,-0.192472530702331,0.19289786628198,-0.384101647418677,13.075514187059,44.7800630535956 -2017,2b,75.2677901923323,52.0110920945729,-0.0161800627992534,0.311417007372802,-0.179333353664178,1.46787709497207,43.2541899441341 -2017,2a,28.431343504885,25.7033535185867,-0.29279406116692,0.224596205872492,-0.548564198405876,28.8084378563284,49.4648422652984 -2017,coastalenp,23.2288284491169,15.4741088664093,-0.0651672506075838,0.132564920384569,-0.16645755071844,30.5282098200671,52.6065873741994 -2017,inlandenp,14.7891788906345,6.14427416212241,-0.0203163765308346,0.151230259601551,-0.105515717183723,108.52605799373,19.2740987460815 -2018,1,60.6811788963087,39.91306225578,0.15173228139691,0.333361739840358,0.0618877312852477,1.21187892632781,39.2815533980583 -2018,3an,32.0385670551937,18.9766240395076,-0.0976658007144546,0.339726847397838,-0.312496539972387,57.8627317955676,42.0768882858435 -2018,3ase,97.6939366380591,70.2274553896903,-0.116763397709632,0.60632248864043,-0.471899918288119,0.600182149362477,49.247723132969 -2018,3b,65.1926356508811,43.7991717540483,-0.00455486207426307,0.372299088805641,-0.190853675989044,0.396690879741727,40.8482647296207 -2018,3as,68.0398819251491,43.3385468138004,-0.0246115529267522,0.428558698161196,-0.24804196537409,9.98573787719562,51.0570484912175 -2018,2b,84.0032908903154,58.5811847599155,0.022201191868914,0.396412978211801,-0.163124064937428,1.27653631284916,44.3030726256983 -2018,2a,38.8095036459168,31.9511458381728,-0.0547624771733345,0.337715452405675,-0.250487042935375,21.5070315469403,51.7183580387685 -2018,coastalenp,37.8752646001238,22.6736800989298,0.0131715876255641,0.258317302190341,-0.103678434907245,14.3857883501067,57.0497102775236 -2018,inlandenp,35.3194444905441,15.8820698444517,0.0526583970866018,0.30946999578402,-0.0747134996689039,61.8748040752351,28.0211598746082 -2019,1,29.4378253930232,30.9043568853028,-0.0198128914959265,-0.256679875597276,0.0929199392310374,3.83095374071959,54.894917190177 -2019,3an,7.87771543643422,12.6894557163065,-0.0712232447382229,-0.240528855302745,0.00947198659320879,46.6277702397105,48.3007688828584 -2019,3ase,56.7391271678042,57.046508949726,-0.0559718308670686,-0.275374385521539,0.0470519969734048,0.075591985428051,69.3469945355191 -2019,3b,39.6608339452859,35.5479855574617,-0.00252504576787712,-0.00917153030535224,-0.0021543252137774,0.0706214689265537,47.1166263115416 -2019,3as,36.9848037236375,35.9973272142288,-0.00447103661121321,-0.118604319351928,0.0470338020502241,1.33418405644798,51.2672271430716 -2019,2b,76.3231275121593,64.7728000378032,0.0828031479971919,0.0121029615172576,0.11140071755237,0.0209497206703911,54.981843575419 -2019,2a,21.9149502993808,26.5421176698553,-0.107024516950664,-0.148159149841477,-0.089571970049516,9.4519194222729,69.9407069555302 -2019,coastalenp,22.1408996827066,19.3401823178494,-0.0518082598668769,0.0137777411450426,-0.087955893306358,5.88258615431534,64.6017078377554 -2019,inlandenp,11.0929406304671,7.76197487903563,-0.0277582860694211,0.0149357762669337,-0.0508395750980139,87.5872844827586,27.0010775862069 -2020,1,47.4402146091603,34.5497648277766,0.10524399919145,0.0510876373683013,0.128675622248364,5.35094231867504,46.4908623643632 -2020,3an,10.1872392237753,9.59351288006284,-0.157152953182155,0.0545293932864882,-0.263945593791509,95.9556761646314,34.1047037539575 -2020,3ase,65.0603827387909,45.8466979437185,-0.196937778753154,0.29681576531585,-0.449138297177693,8.40163934426229,53.1548269581056 -2020,3b,46.3325869796544,30.2676169664493,-0.0027333324323929,0.208284104738439,-0.110625186953007,10.271186440678,32.4422921711057 -2020,3as,45.4494681066981,28.8005292228389,-0.0471451732405976,0.222970325055818,-0.184270192361872,21.7949256868338,40.4229094730521 -2020,2b,73.7791550918664,51.6626161885978,0.0593290372785761,0.132106328414658,0.019276420586158,5.93994413407821,38.3198324022346 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-2019,all,24.041829636629,23.2093669023388,-0.0338021591437314,-0.0931407951529423,-0.00785987857433049,33.367084386896,47.0836922392953 -2020,all,31.299250688811,20.0854592017893,-0.0246360775286704,0.151262189398301,-0.115603936548067,52.119230876101,36.04012337103 -2021,all,67.2039438733567,31.1669214642116,0.27540124740045,0.455797479812097,0.186452709588932,29.7803773375198,23.8202228458696 -2022,all,39.8275183455055,26.8417135769379,-0.000185684938551012,0.144643076623564,-0.0739027314390382,25.9288393675845,40.7490899997221 +1992,all,23.9441383388941,14.308651136677,-0.072467599927178,0.110267745278764,-0.166732163412428,170.182500208397,32.9854122092862 +1993,all,32.7201759354263,37.1021695916877,0.00468787904307674,-0.176238125587937,0.0895171517721771,166.742588013004,52.4274917335853 +1994,all,28.2444962735287,25.3794937602613,0.0164574012061612,-0.0796867746544695,0.0592703657791623,134.260829697963,49.1158965239379 +1995,all,78.8743438889237,47.1473979222492,0.188138792529383,0.392747611894251,0.087979090927373,92.0826641473784,40.0562394064853 +1996,all,48.6016106515433,30.1110766502525,0.0104154453287569,0.347320534262514,-0.157816255056226,82.5156019894968,43.7674289366195 +1997,all,30.1198320524759,25.0643986714058,-0.067210412132548,0.112993475926419,-0.158688041052372,92.4083469949151,45.0567395593098 +1998,all,50.1504930050939,36.9048731819795,0.186567366161852,0.0126237132508433,0.282668738684571,100.207368918281,32.8010503209314 +1999,all,42.8865881926893,25.2340799491093,0.0123740053691024,0.2216915132858,-0.0923046210958176,111.112978965795,39.3156520047792 +2000,all,50.4966335377585,25.4235544762932,0.192505573687326,0.387692182087426,0.0939087585224094,126.182083414377,26.6207730139765 +2001,all,23.0365982593611,10.1164172698369,0.0608741795384536,0.238594368907716,-0.0268141951660391,191.902303481619,18.5313290171997 +2002,all,37.8088447986657,22.1122917168036,-0.00438135797347295,0.129785270094797,-0.0722887406242926,204.853788657645,34.2169273944817 +2003,all,34.5672193439089,26.778975609175,-0.0579638632619126,0.174381412177638,-0.173469961771175,165.829892467143,45.8507599544305 +2004,all,36.0847163009221,20.6404151683691,0.154829856004678,0.0862511130563659,0.186361863658229,139.726221901136,23.2928672649976 +2005,all,30.4597933322366,22.8780248941147,-0.131900830865789,0.229588185942957,-0.309617507529239,141.744255189086,40.3023145961266 +2006,all,38.7979808859089,20.3046734763796,0.142193091374406,0.14882059693444,0.137500717718341,162.683180971964,24.8752118702937 +2007,all,27.2227565725288,13.6835551628066,0.0717194285907692,0.173453284284108,0.023411479099579,168.262135652561,25.3180694100975 +2008,all,23.7040967454737,19.6478403854535,-0.01741602847362,0.0527528060346188,-0.0545787277371328,207.688738225569,33.1866403623329 +2009,all,36.0830693814498,18.3941292463548,0.00748886348900042,0.303136787994837,-0.137273318606213,198.727666787074,30.4450804412459 +2010,all,32.259986907541,28.5545930504745,0.0294164772422355,0.0714893139965217,0.0063708799025288,139.847536747339,43.9491789157798 +2011,all,23.5447282510471,9.58452752768862,0.111410516814619,0.173896403623383,0.0795147032358898,185.00661313179,15.243713356859 +2012,all,35.8520240625757,23.7980177279928,-0.0109689459015362,0.241231761502382,-0.137932209749365,184.377087443385,37.3577204145711 +2013,all,37.8340356721776,26.6769843761057,-0.0138976879673275,0.218599206597582,-0.127089187766458,164.591958654033,42.1629386757065 +2014,all,34.0909861644272,20.586537339977,0.0917147243941786,0.0796173958727617,0.0944479364478659,106.704187390592,34.048542610242 +2015,all,33.2686755314886,19.268117313787,0.134307404380738,0.150119942482224,0.129999103932888,129.668426463642,25.6416405012643 +2016,all,43.5795278773939,42.4019216780787,0.045439525157622,-0.221949218472816,0.173711522892151,136.199422045625,52.4625024312985 +2017,all,30.6672472303344,21.8359701793432,-0.115372421949081,0.161773534644397,-0.253295044408514,133.005140459585,35.8821862235683 +2018,all,49.1232149265306,30.1406712910991,0.00794270135836635,0.351011767486479,-0.161179201239203,102.56778460085,41.5551140626302 +2019,all,24.041829636629,23.2093669023388,-0.0338021591437314,-0.0931407951529423,-0.00785987857433049,110.912028675429,47.0836922392953 +2020,all,31.299250688811,20.0854592017893,-0.0246360775286704,0.151262189398301,-0.115603936548067,130.493345188808,36.04012337103 +2021,all,67.2039438733567,31.1669214642116,0.27540124740045,0.455797479812097,0.186452709588932,118.729250604351,23.8202228458696 +2022,all,39.8275183455055,26.8412067134317,0.000505248753628023,0.144643076623564,-0.0728720886815378,102.536636194393,40.6647031037261 +2023,all,45.4093478429599,28.9351846965207,0.00305036148568834,0.298922578567807,-0.1447226320436,91.6621189807997,43.4960126705382 1991,enp,1.72128862713965,5.16338889112722,-0.0873127300394054,0.00230898222330627,-0.131703266164295,120.969430161302,24.6774670705079 1991,wcas,6.51731277233023,15.135525504179,-0.142699948375,-0.192924927346251,-0.117716328084037,52.9864539990754,55.9173370319001 -1992,enp,9.46793706734734,5.53707289443063,-0.11432845846005,0.0723211528127276,-0.209549647235534,110.700781855322,26.5189124462915 -1992,wcas,33.4235041240493,20.0216908259175,-0.0451542519761288,0.135382488531147,-0.138977076092051,46.5266759130837,37.1212205270458 -1993,enp,12.6259081813405,18.328686849804,-0.0631563877962389,-0.095412074204821,-0.0497566390836212,51.9021624286821,44.0230330351483 -1993,wcas,45.9068686581848,49.4710978029556,0.0490396701784359,-0.230447856348389,0.181267172095772,4.77346278317152,57.9605177993528 -1994,enp,13.9411956897846,10.4732206420862,0.0101540090405633,-0.000853587205542619,0.0127501809625145,69.7308586321054,36.6862013101359 -1994,wcas,37.5733770598871,35.1554249291007,0.0197446265862403,-0.131781306598146,0.0887021603219074,10.2323162274619,57.2761904761905 -1995,enp,44.3348165528072,30.7420555372628,0.0258671156218431,0.174696876100478,-0.0477376210250392,35.5021483411988,37.9448475029936 -1995,wcas,101.646201745967,57.9904507312862,0.294889124004644,0.535910029630779,0.17740365491477,4.38677762367083,41.4391123439667 -1996,enp,34.6694404565844,17.0309102119775,0.0406990069169631,0.289692875082921,-0.0841554061867254,57.2594914418539,31.1283369725998 -1996,wcas,57.8444230198254,38.7572365198944,-0.00931545820553167,0.386021128732595,-0.206344285983484,7.48039759593158,52.0813222376329 -1997,enp,17.0094689850031,12.7208667570343,-0.0551978609006942,0.126293026569767,-0.146562955481712,64.5647672043389,33.6934563640206 -1997,wcas,38.7942910655141,33.2370872916084,-0.0754411666603269,0.104248124352391,-0.167155589878072,13.7438280166436,52.5351363846509 -1998,enp,29.9540005559324,20.3227951265188,0.102833758407153,0.0508012033804374,0.134013180093217,49.5539198422202,26.9339297034585 -1998,wcas,63.4982366356429,47.8598991707261,0.241970299074747,-0.0126402957072218,0.381005028706887,8.50018492834027,36.6361072584374 -1999,enp,25.2072990027088,14.5122905291996,-0.000448669851287078,0.133840139849969,-0.0673829347116683,67.8527857998169,36.3635275058111 -1999,wcas,54.5526925103289,32.3131209795556,0.0210136952846025,0.279763378729743,-0.108533963770579,28.6116504854369,41.251040221914 -2000,enp,31.421858611036,13.7092720942342,0.111828802620333,0.246660197720731,0.0440851771861041,67.516447136719,24.6213988870888 -2000,wcas,63.0870954727829,33.148697432655,0.24585877766195,0.480924963849666,0.126879599684834,22.3270457697642,27.9236245954693 -2001,enp,10.5892314566998,2.69422310107094,0.0289830706971808,0.157210868666869,-0.0330501213111128,132.531520743819,11.6838064379799 -2001,wcas,31.2273625275519,15.0130364766882,0.0817377228129305,0.291997165799432,-0.0228165393376097,64.1551086453999,23.0496070272769 -2002,enp,21.5555316008606,9.64868923054035,-0.0406706547473331,0.183017469284055,-0.152676058239345,83.082411777136,26.4591110798056 -2002,wcas,48.5225984105125,30.3215211652341,0.0194903763144449,0.0949790261550323,-0.0195283175771346,26.852427184466,39.2706426259824 -2003,enp,16.0488438673646,11.5502754136428,-0.0637967344801066,0.148466820094415,-0.168525540403897,66.3944495315912,35.1148834260759 -2003,wcas,46.7661052493987,36.8021015930431,-0.0542205415319973,0.191897713995688,-0.177086237847006,10.6163661581137,52.8345815996301 -2004,enp,22.7468539053532,10.4700038475439,0.103504890020542,0.104731354620016,0.100917518373121,84.662041276326,18.3021765161654 -2004,wcas,44.8843141877646,27.347371372955,0.188559063355753,0.0744446023893378,0.242303099447819,28.8780859916782,26.5454461396209 -2005,enp,14.9188433858537,7.68488210289872,-0.101616467133159,0.177086749061885,-0.239243895790348,91.7556526026625,29.0375431429175 -2005,wcas,40.7013981583269,32.8869705151343,-0.151705986721715,0.264211959555473,-0.355765565133532,14.5819232547388,47.6843735552473 -2006,enp,23.5037025187505,10.292973506863,0.068521200074374,0.125751712563542,0.0401374774304941,81.2579418186941,21.9176586602803 -2006,wcas,48.8915370738346,26.9016196598396,0.190702964558805,0.164838733667318,0.201223623946224,30.0355062413315,26.783448913546 -2007,enp,11.4501797855173,7.39852254303681,-0.0258839965438887,0.0956810869010631,-0.0836515043629962,84.132915404663,27.9597097978446 -2007,wcas,37.5926935249713,17.846860896384,0.135572489283661,0.224356565147523,0.0934507222468799,55.3239944521498,23.6154415164124 -2008,enp,7.50936412837519,4.64980972830254,-0.026112683991426,0.0578535325246592,-0.0688197216275268,116.138339085722,20.0113404240332 -2008,wcas,34.370910758108,29.5380325040252,-0.0116621817019894,0.0493935759582402,-0.0451611191680057,19.4141007859454,41.8632917244568 -2009,enp,20.7391099219693,7.41926023386146,0.00497939116918037,0.269915193408428,-0.123283485630881,97.8020708600409,24.0500105656125 -2009,wcas,46.2047457507623,25.6328172988527,0.00899521922457527,0.325467940825883,-0.146900392054115,41.9464632454924,34.629680998613 -2010,enp,16.4312020224014,11.3871794943718,0.0188422114820927,0.0775571909226637,-0.0120499898513127,62.3417623441572,35.3081636965556 -2010,wcas,42.6936086756071,39.8491532365338,0.0363511392317526,0.0678298392224305,0.0182917556639242,3.39338881183541,49.6018030513176 -2011,enp,11.0911042930153,3.87000967173846,0.0492823498727257,0.11939381199588,0.0141335899088015,124.711417905191,13.2826653518349 -2011,wcas,31.7401323351108,13.3530738435674,0.152175734630133,0.209701506353047,0.122404463564161,74.6326398520573,16.5617198335645 -2012,enp,19.0197511982513,10.9965495108069,-0.0503431284207367,0.20044525187839,-0.176317786993378,71.6204832006762,33.4282594914419 -2012,wcas,46.9288654957003,32.220888583278,0.0146711177730889,0.268404880649436,-0.113245429601741,19.9453074433657,39.9190938511327 -2013,enp,22.8193812719901,13.4549633329336,-0.0156723187331807,0.208951314136954,-0.127167253959788,60.1596111854617,33.4881312953441 -2013,wcas,47.7416959144427,35.3915808995271,-0.0129056642614751,0.225292637129738,-0.127457339686116,7.89519186315303,47.875173370319 -2014,enp,22.3346886239254,10.5727961298115,0.0577351483953751,0.127004506623231,0.022437028313129,75.6512643516236,27.1956047052194 -2014,wcas,41.8259914163633,27.1901385365737,0.113722824256173,0.0482818153550776,0.141381985912302,21.9543226999538,38.6098936662043 -2015,enp,15.3503015727348,6.91123168897765,0.0509214235328565,0.13101955867239,0.0155608733044798,95.2874550961471,22.2812566035078 -2015,wcas,45.077393742463,27.424708268827,0.189232669233324,0.162756300835337,0.205385797044716,22.4446139620897,27.8711974110032 -2016,enp,26.565703215906,26.9235228518541,0.00836368814953584,-0.0694418194554638,0.0464080449109661,23.705430724801,49.3955060928365 -2016,wcas,54.7941955629896,52.5956813436372,0.0700492784579779,-0.322194783420079,0.257747101350932,3.49893666204346,54.4806287563569 -2017,enp,17.1523374448051,8.72161939960455,-0.035116269274268,0.146233871780947,-0.12597882052469,88.7528351060083,27.1958864548848 -2017,wcas,39.5689274541438,30.4752166942397,-0.167975280660986,0.172240677055028,-0.336864972102071,26.6360610263523,41.6125751271382 -2018,enp,36.2277252376017,17.7391276267528,0.0426150839791977,0.29909967224561,-0.0835212414520389,50.0533915615975,35.0159188560964 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+2022,wcas,48.6274692762907,30.241730284816,0.019301525590044,0.2120514155259,-0.0781296125915499,66.847619047619,41.1294498381877 +2023,enp,34.3831416774805,22.1580855438698,0.00618167455012825,0.221971096983007,-0.10179652854407,149.29590758611,39.9731633443685 +2023,wcas,52.7089076711908,33.4359825256809,0.000780932533700572,0.349749600138333,-0.173386205372522,53.6135460009246,45.8746185852982 diff --git a/update-data.R b/update-data.R index d9a4b31..92b0be8 100644 --- a/update-data.R +++ b/update-data.R @@ -1,5 +1,4 @@ message("Updating weather station data") source("DataCleaningScripts/get_new_weather.R"); append_weather() -# message("Updating EDEN water data") -# source("DataCleaningScripts/get_water_data.R"); update_water() - +message("Updating EDEN water data") +source("DataCleaningScripts/get_water_data.R"); update_water()