Assignment 6: Local Analysis
Manas Bhatia
2024-12-13
- Install packages
#{r installpackages, include=FALSE} install.packages("readr") install.packages("here") install.packages("tidymodels") install.packages("ranger") install.packages("rayshader") install.packages("elevatr") install.packages("gstat") install.packages("rnaturalearth") install.packages("sp") install.packages("devtools") install.packages("magick") install.packages("xgboost") #
Install package from github as recommended
#{r ss} devtools::install_github("ropensci/rnaturalearthhires") #
Load libraries
Check Directory
here() # important in rmarkdown## [1] "C:/Users/mb5327/Documents/EDA/Module4"- Load data
### station data
stns <- read_csv("Data/GHCND/ghcnd-stations.csv")## Rows: 124954 Columns: 9
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (6): V1, V5, V6, V7, V8, V9
## dbl (3): V2, V3, V4
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.stns## # A tibble: 124,954 × 9
## V1 V2 V3 V4 V5 V6 V7 V8 V9
## <chr> <dbl> <dbl> <dbl> <chr> <chr> <chr> <chr> <chr>
## 1 ACW00011604 17.1 -61.8 10.1 <NA> ST JOHNS COOLIDGE FLD <NA> <NA> <NA>
## 2 ACW00011647 17.1 -61.8 19.2 <NA> ST JOHNS <NA> <NA> <NA>
## 3 AE000041196 25.3 55.5 34 <NA> SHARJAH INTER. AIRP GSN <NA> 41196
## 4 AEM00041194 25.3 55.4 10.4 <NA> DUBAI INTL <NA> <NA> 41194
## 5 AEM00041217 24.4 54.7 26.8 <NA> ABU DHABI INTL <NA> <NA> 41217
## 6 AEM00041218 24.3 55.6 265. <NA> AL AIN INTL <NA> <NA> 41218
## 7 AF000040930 35.3 69.0 3366 <NA> NORTH-SALANG GSN <NA> 40930
## 8 AFM00040938 34.2 62.2 977. <NA> HERAT <NA> <NA> 40938
## 9 AFM00040948 34.6 69.2 1791. <NA> KABUL INTL <NA> <NA> 40948
## 10 AFM00040990 31.5 65.8 1010 <NA> KANDAHAR AIRPORT <NA> <NA> 40990
## # ℹ 124,944 more rowsnames(stns) <- c("ID", "LAT", "LON", "ELEV",
"ST", "NAME", "GSN", "HCN", "WMOID")
stns %>% st_as_sf(coords=c("LON", "LAT"), crs = 4326) %>%
ggplot() +
geom_sf()
stnsFilter <- stns %>%
filter(str_detect(ID, "^US"))
## Inventory Data has variables for stations
inv <- read_csv("Data/GHCND/ghcnd-inventory.csv")## Rows: 742280 Columns: 6
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (2): V1, V4
## dbl (4): V2, V3, V5, V6
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.names(inv) <- c("ID", "LAT", "LON", "ELEM",
"FIRST", "LAST")- Filter and Join data
# Filter inventory data for stations reporting both TMAX and TMIN for 2022
invFilter <- inv %>%
filter(
str_detect(ELEM, "TMAX|TMIN"), # Include both TMAX and TMIN
FIRST <= 2022, # Ensure data starts on or before 2022
LAST >= 2022 # Ensure data ends on or after 2022
) %>%
group_by(ID) %>% # Group by station ID
summarize( # Summarize available elements
hasTMAX = any(ELEM == "TMAX"),
hasTMIN = any(ELEM == "TMIN")
) %>%
filter(hasTMAX & hasTMIN) # Keep only stations with both TMAX and TMIN
# Join filtered stations with station metadata
joinDF <- inner_join(stnsFilter, invFilter, by = "ID") %>%
mutate(fileNameCSV = paste0(ID, ".csv"))
joinDF_subset <- joinDF %>% head(500)
joinDF_subset## # A tibble: 500 × 12
## ID LAT LON ELEV ST NAME GSN HCN WMOID hasTMAX hasTMIN
## <chr> <dbl> <dbl> <dbl> <chr> <chr> <chr> <chr> <chr> <lgl> <lgl>
## 1 USC00010063 34.2 -87.2 240. AL ADDISON <NA> <NA> <NA> TRUE TRUE
## 2 USC00010160 32.9 -86.0 201. AL ALEXAN… <NA> <NA> <NA> TRUE TRUE
## 3 USC00010178 33.1 -88.2 59.4 AL ALICEV… <NA> <NA> <NA> TRUE TRUE
## 4 USC00010260 35.0 -87.4 232. AL LEXING… <NA> <NA> <NA> TRUE TRUE
## 5 USC00010390 34.8 -87.0 210 AL ATHENS <NA> <NA> <NA> TRUE TRUE
## 6 USC00010402 31.2 -87.4 91.4 AL ATMORE <NA> <NA> <NA> TRUE TRUE
## 7 USC00010425 32.6 -85.5 166. AL AUBURN… <NA> <NA> <NA> TRUE TRUE
## 8 USC00010505 33.5 -87.4 85.3 AL BANKHE… <NA> <NA> <NA> TRUE TRUE
## 9 USC00010583 30.9 -87.8 82.6 AL BAY MI… <NA> <NA> <NA> TRUE TRUE
## 10 USC00010655 34.7 -86.9 184. AL BELLE … <NA> <NA> <NA> TRUE TRUE
## # ℹ 490 more rows
## # ℹ 1 more variable: fileNameCSV <chr>- Example of one file
dfSample <- read_csv(here("Data/daily-summaries-latest", joinDF$fileNameCSV[1]))## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 15762 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (6): WESD, WESD_ATTRIBUTES, WT04, WT04_ATTRIBUTES, WT05, WT05_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.dfSample## # A tibble: 15,762 × 34
## STATION DATE LATITUDE LONGITUDE ELEVATION NAME PRCP PRCP_ATTRIBUTES
## <chr> <date> <dbl> <dbl> <dbl> <chr> <dbl> <chr>
## 1 USC00010… 1938-03-01 34.2 -87.2 240. ADDI… 0 P,,6,
## 2 USC00010… 1938-03-02 34.2 -87.2 240. ADDI… 0 P,,6,
## 3 USC00010… 1938-03-03 34.2 -87.2 240. ADDI… 97 ,,6,
## 4 USC00010… 1938-03-04 34.2 -87.2 240. ADDI… 0 P,,6,
## 5 USC00010… 1938-03-05 34.2 -87.2 240. ADDI… 97 ,,6,
## 6 USC00010… 1938-03-06 34.2 -87.2 240. ADDI… 0 P,,6,
## 7 USC00010… 1938-03-07 34.2 -87.2 240. ADDI… 0 P,,6,
## 8 USC00010… 1938-03-08 34.2 -87.2 240. ADDI… 0 P,,6,
## 9 USC00010… 1938-03-09 34.2 -87.2 240. ADDI… 127 ,,6,
## 10 USC00010… 1938-03-10 34.2 -87.2 240. ADDI… 424 ,,6,
## # ℹ 15,752 more rows
## # ℹ 26 more variables: SNOW <dbl>, SNOW_ATTRIBUTES <chr>, SNWD <dbl>,
## # SNWD_ATTRIBUTES <chr>, TMAX <dbl>, TMAX_ATTRIBUTES <chr>, TMIN <dbl>,
## # TMIN_ATTRIBUTES <chr>, DAPR <dbl>, DAPR_ATTRIBUTES <chr>, MDPR <dbl>,
## # MDPR_ATTRIBUTES <chr>, TOBS <dbl>, TOBS_ATTRIBUTES <chr>, WESD <lgl>,
## # WESD_ATTRIBUTES <lgl>, WESF <dbl>, WESF_ATTRIBUTES <chr>, WT04 <lgl>,
## # WT04_ATTRIBUTES <lgl>, WT05 <lgl>, WT05_ATTRIBUTES <lgl>, WT06 <dbl>, …avgTempDiff <- dfSample %>%
mutate(year = year(DATE)) %>%
group_by(STATION, year) %>%
summarize(avgTempDiff = mean(TMAX - TMIN, na.rm = TRUE))## `summarise()` has grouped output by 'STATION'. You can override using the
## `.groups` argument.- Function for multiple files
## function to read over mulitiple files
avgTempDiffFunc <- function(fileName){
# fileName
fileN <- here("Data/daily-summaries-latest/", fileName)
if(file.exists(fileN)){
dfSample <- read_csv(here("Data/daily-summaries-latest/", fileName))
# Check for missing columns
if (!("TMAX" %in% colnames(dfSample)) | !("TMIN" %in% colnames(dfSample))) {
warning(paste("Skipping file due to missing columns:", fileName))
return(NULL)
}
avgTempDiff <- dfSample %>%
mutate(year = year(DATE)) %>%
group_by(STATION, year) %>%
summarize(avgTempDiff = mean(TMAX - TMIN, na.rm = TRUE),
maxTemp = mean(TMAX, na.rm = TRUE),
minTemp = mean(TMIN, na.rm = TRUE)) %>%
ungroup()
return(avgTempDiff)
} else {
warning(paste("File does not exist:", fileName))
return(NULL)
}
}
avgTempDF <- joinDF_subset %>% pull(fileNameCSV) %>%
purrr::map_dfr(~avgTempDiffFunc(.))## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 15762 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (6): WESD, WESD_ATTRIBUTES, WT04, WT04_ATTRIBUTES, WT05, WT05_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 19838 Columns: 26
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (8): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES, ...
## dbl (9): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOBS
## lgl (8): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT03, WT03_ATTRIBUTE...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 25667 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (4): WT04, WT04_ATTRIBUTES, WT11, WT11_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 7348 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (15): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (16): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (2): WT05, WT05_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.
## Rows: 19595 Columns: 22
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (10): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (11): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 23209 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (6): WT04, WT04_ATTRIBUTES, WT05, WT05_ATTRIBUTES, WT14, WT14_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 10232 Columns: 28
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (9): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (10): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (8): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT03, WT03_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 24708 Columns: 32
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (10): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (11): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (10): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT03, WT03_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 37665 Columns: 42
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (12): WT04, WT04_ATTRIBUTES, WT05, WT05_ATTRIBUTES, WT06, WT06_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 27223 Columns: 44
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (14): DAPR, DAPR_ATTRIBUTES, DASF, DASF_ATTRIBUTES, MDPR, MDPR_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 17447 Columns: 30
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (8): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (9): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOBS
## lgl (12): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT01, WT01_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 17309 Columns: 44
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (19): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (20): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (4): WT06, WT06_ATTRIBUTES, WT14, WT14_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 41705 Columns: 42
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (14): MDSF, MDSF_ATTRIBUTES, WT04, WT04_ATTRIBUTES, WT05, WT05_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 7859 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (12): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (13): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (8): WT04, WT04_ATTRIBUTES, WT05, WT05_ATTRIBUTES, WT06, WT06_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 24592 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (4): WT05, WT05_ATTRIBUTES, WT14, WT14_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 45265 Columns: 40
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (15): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (16): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (8): WT04, WT04_ATTRIBUTES, WT05, WT05_ATTRIBUTES, WT14, WT14_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 33008 Columns: 36
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (8): DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 9562 Columns: 50
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (18): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (19): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (12): DAEV, DAEV_ATTRIBUTES, DAWM, DAWM_ATTRIBUTES, MDEV, MDEV_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 17369 Columns: 32
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (4): WT05, WT05_ATTRIBUTES, WT06, WT06_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 9252 Columns: 26
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (10): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (11): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (4): WT01, WT01_ATTRIBUTES, WT06, WT06_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 26284 Columns: 44
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (15): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (16): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAE...
## lgl (12): DAPR, DAPR_ATTRIBUTES, DAWM, DAWM_ATTRIBUTES, MDPR, MDPR_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 18598 Columns: 30
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (11): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (12): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (6): WT01, WT01_ATTRIBUTES, WT04, WT04_ATTRIBUTES, WT05, WT05_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 18753 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (4): WT06, WT06_ATTRIBUTES, WT11, WT11_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 38857 Columns: 50
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (20): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (21): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAE...
## lgl (8): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT05, WT05_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 28630 Columns: 44
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (18): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (19): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (6): MDSF, MDSF_ATTRIBUTES, WT04, WT04_ATTRIBUTES, WT08, WT08_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 24943 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (10): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (11): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (12): WT01, WT01_ATTRIBUTES, WT03, WT03_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 27758 Columns: 32
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (11): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (12): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (8): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 17656 Columns: 32
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (11): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (12): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (8): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT01, WT01_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 47302 Columns: 30
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (11): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (12): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (6): WT01, WT01_ATTRIBUTES, WT03, WT03_ATTRIBUTES, WT04, WT04_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 43960 Columns: 42
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (12): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (13): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (16): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT05, WT05_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 40145 Columns: 40
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (16): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (17): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (6): WT03, WT03_ATTRIBUTES, WT08, WT08_ATTRIBUTES, WT14, WT14_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 10349 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (6): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT06, WT06_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 32286 Columns: 36
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (8): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT06, WT06_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 22739 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (6): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT11, WT11_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 14074 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (11): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (12): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (10): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 25157 Columns: 56
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (24): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (25): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAE...
## lgl (6): WT03, WT03_ATTRIBUTES, WT04, WT04_ATTRIBUTES, WT08, WT08_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 23937 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (11): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (12): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (10): WT03, WT03_ATTRIBUTES, WT04, WT04_ATTRIBUTES, WT05, WT05_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 3630 Columns: 30
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (10): STATION, NAME, PRCP_ATTRIBUTES, TMAX_ATTRIBUTES, TMIN_ATTRIBUTES,...
## dbl (11): LATITUDE, LONGITUDE, ELEVATION, PRCP, TMAX, TMIN, DAPR, MDPR, TOB...
## lgl (8): SNOW, SNOW_ATTRIBUTES, SNWD, SNWD_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.
## Rows: 2602 Columns: 22
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (10): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (11): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 20637 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (12): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (13): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (8): WT04, WT04_ATTRIBUTES, WT05, WT05_ATTRIBUTES, WT06, WT06_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.
## Rows: 2079 Columns: 28
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 27744 Columns: 40
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (16): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (17): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (6): WT07, WT07_ATTRIBUTES, WT08, WT08_ATTRIBUTES, WT14, WT14_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 6003 Columns: 38
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (8): WT04, WT04_ATTRIBUTES, WT05, WT05_ATTRIBUTES, WT06, WT06_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 27274 Columns: 36
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (15): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (16): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (4): WT01, WT01_ATTRIBUTES, WT04, WT04_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 7528 Columns: 30
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (10): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (11): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (8): DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUTES, WT01, WT01_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 9736 Columns: 30
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (2): WT11, WT11_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 24296 Columns: 36
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (8): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT11, WT11_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 4585 Columns: 32
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (2): WT05, WT05_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.
## Rows: 2436 Columns: 18
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (8): STATION, NAME, PRCP_ATTRIBUTES, TMAX_ATTRIBUTES, TMIN_ATTRIBUTES, ...
## dbl (9): LATITUDE, LONGITUDE, ELEVATION, PRCP, TMAX, TMIN, DAPR, MDPR, TOBS
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 42305 Columns: 40
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (12): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (13): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (14): WT01, WT01_ATTRIBUTES, WT03, WT03_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 23445 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (6): WT01, WT01_ATTRIBUTES, WT05, WT05_ATTRIBUTES, WT11, WT11_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.
## Rows: 7400 Columns: 32
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (15): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (16): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, MDP...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 26625 Columns: 36
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (6): WT01, WT01_ATTRIBUTES, WT05, WT05_ATTRIBUTES, WT06, WT06_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 24607 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (15): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (16): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (2): WT05, WT05_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 42223 Columns: 40
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (17): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (18): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (4): WT07, WT07_ATTRIBUTES, WT08, WT08_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 27322 Columns: 52
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (17): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (18): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (16): DAEV, DAEV_ATTRIBUTES, MDEV, MDEV_ATTRIBUTES, WT03, WT03_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 46310 Columns: 40
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (12): WT04, WT04_ATTRIBUTES, WT05, WT05_ATTRIBUTES, WT06, WT06_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 47115 Columns: 42
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (16): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (17): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (8): WT04, WT04_ATTRIBUTES, WT06, WT06_ATTRIBUTES, WT11, WT11_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 23324 Columns: 38
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (10): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT06, WT06_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 47542 Columns: 42
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (12): WT04, WT04_ATTRIBUTES, WT05, WT05_ATTRIBUTES, WT06, WT06_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 24062 Columns: 46
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (18): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (19): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (8): WT01, WT01_ATTRIBUTES, WT04, WT04_ATTRIBUTES, WT05, WT05_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 41587 Columns: 44
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (14): WT04, WT04_ATTRIBUTES, WT05, WT05_ATTRIBUTES, WT06, WT06_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.
## Rows: 10838 Columns: 22
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (10): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (11): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 47363 Columns: 38
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (11): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (12): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (14): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT01, WT01_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 26627 Columns: 40
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (12): DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUTES, WT03, WT03_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 4541 Columns: 32
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (11): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (12): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (8): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT05, WT05_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 32813 Columns: 50
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (16): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (17): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, EVA...
## lgl (16): DAEV, DAEV_ATTRIBUTES, DAPR, DAPR_ATTRIBUTES, DAWM, DAWM_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 39960 Columns: 42
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (16): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (17): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (8): WT04, WT04_ATTRIBUTES, WT06, WT06_ATTRIBUTES, WT09, WT09_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 17849 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (12): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (13): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (8): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 39242 Columns: 44
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (17): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (18): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (8): DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUTES, WT07, WT07_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 28933 Columns: 38
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (8): WT01, WT01_ATTRIBUTES, WT04, WT04_ATTRIBUTES, WT07, WT07_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 13617 Columns: 32
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (2): WT04, WT04_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 32982 Columns: 36
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (11): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (12): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (12): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT01, WT01_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 29570 Columns: 48
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (18): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (19): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAE...
## lgl (10): WT03, WT03_ATTRIBUTES, WT04, WT04_ATTRIBUTES, WT05, WT05_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 9171 Columns: 36
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (6): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT11, WT11_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.
## Rows: 11890 Columns: 32
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (15): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (16): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 30360 Columns: 46
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (16): DAPR, DAPR_ATTRIBUTES, DASF, DASF_ATTRIBUTES, MDPR, MDPR_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 26784 Columns: 56
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (18): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (19): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, EVA...
## lgl (18): DAPR, DAPR_ATTRIBUTES, DASF, DASF_ATTRIBUTES, DAWM, DAWM_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 20765 Columns: 38
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (15): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (16): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (6): WT01, WT01_ATTRIBUTES, WT04, WT04_ATTRIBUTES, WT11, WT11_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.
## Rows: 1673 Columns: 18
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (8): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES, ...
## dbl (9): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOBS
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 32427 Columns: 46
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (18): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (19): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (8): WT08, WT08_ATTRIBUTES, WT09, WT09_ATTRIBUTES, WT14, WT14_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.
## Rows: 1685 Columns: 28
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 15512 Columns: 30
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (9): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (10): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (10): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT01, WT01_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 19570 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (4): WT06, WT06_ATTRIBUTES, WT11, WT11_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 19901 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, MDP...
## lgl (6): DAPR, DAPR_ATTRIBUTES, WT01, WT01_ATTRIBUTES, WT11, WT11_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 38611 Columns: 40
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (10): WT01, WT01_ATTRIBUTES, WT06, WT06_ATTRIBUTES, WT08, WT08_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 36467 Columns: 40
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (16): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (17): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (6): WT06, WT06_ATTRIBUTES, WT09, WT09_ATTRIBUTES, WT14, WT14_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 19623 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (11): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (12): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (10): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT05, WT05_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.
## Rows: 6152 Columns: 22
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (10): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (11): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 35991 Columns: 36
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (11): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (12): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (12): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 23143 Columns: 40
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (16): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (17): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (6): DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUTES, WT11, WT11_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 32253 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (4): WT04, WT04_ATTRIBUTES, WT07, WT07_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 8021 Columns: 30
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (12): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (13): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (4): WT04, WT04_ATTRIBUTES, WT11, WT11_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 14558 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (11): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (12): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (10): DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUTES, WT01, WT01_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.
## Rows: 2001 Columns: 32
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (15): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (16): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 19301 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (6): WT04, WT04_ATTRIBUTES, WT05, WT05_ATTRIBUTES, WT06, WT06_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 40083 Columns: 62
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (18): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (19): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, EVA...
## lgl (24): DAEV, DAEV_ATTRIBUTES, DAPR, DAPR_ATTRIBUTES, DASF, DASF_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 15983 Columns: 30
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (11): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (12): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (6): WT01, WT01_ATTRIBUTES, WT05, WT05_ATTRIBUTES, WT11, WT11_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 42438 Columns: 36
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (8): WT01, WT01_ATTRIBUTES, WT04, WT04_ATTRIBUTES, WT05, WT05_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 5674 Columns: 32
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (2): WT04, WT04_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 4246 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (4): WT06, WT06_ATTRIBUTES, WT11, WT11_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.
## Rows: 4726 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (16): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (17): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 12951 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (11): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (12): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (10): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT01, WT01_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 19434 Columns: 38
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (15): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (16): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (6): WT01, WT01_ATTRIBUTES, WT04, WT04_ATTRIBUTES, WT14, WT14_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 26870 Columns: 40
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (18): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (19): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (2): DASF, DASF_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 44954 Columns: 46
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (17): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (18): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (10): DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUTES, WT07, WT07_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.
## Rows: 5502 Columns: 22
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (10): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (11): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 21354 Columns: 42
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (16): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (17): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, MDP...
## lgl (8): DAPR, DAPR_ATTRIBUTES, DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 12125 Columns: 32
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (12): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (13): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (6): WT01, WT01_ATTRIBUTES, WT04, WT04_ATTRIBUTES, WT05, WT05_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 33254 Columns: 62
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (18): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (19): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, EVA...
## lgl (24): DAEV, DAEV_ATTRIBUTES, DAPR, DAPR_ATTRIBUTES, DASF, DASF_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 22899 Columns: 28
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (10): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (11): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (6): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT04, WT04_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 6334 Columns: 38
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (10): WT01, WT01_ATTRIBUTES, WT03, WT03_ATTRIBUTES, WT05, WT05_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 31180 Columns: 38
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (12): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (13): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (12): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 33704 Columns: 38
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (12): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (13): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (12): WT01, WT01_ATTRIBUTES, WT04, WT04_ATTRIBUTES, WT05, WT05_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.
## Rows: 4888 Columns: 42
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (20): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (21): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.
## Rows: 2416 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (16): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (17): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 35564 Columns: 46
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (15): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (16): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (14): DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUTES, WT06, WT06_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 25837 Columns: 44
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (17): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (18): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAE...
## lgl (8): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT05, WT05_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 5350 Columns: 24
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (10): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (11): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (2): WT05, WT05_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 29107 Columns: 40
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (12): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (13): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (14): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 18029 Columns: 42
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (15): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (16): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (10): DAPR, DAPR_ATTRIBUTES, DASF, DASF_ATTRIBUTES, MDPR, MDPR_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 7878 Columns: 32
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (10): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (11): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (10): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT03, WT03_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 17100 Columns: 38
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (17): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (18): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (2): WT07, WT07_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 45487 Columns: 42
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (18): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (19): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (4): WT09, WT09_ATTRIBUTES, WT14, WT14_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 16396 Columns: 28
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (8): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (9): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOBS
## lgl (10): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT01, WT01_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 24974 Columns: 42
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (15): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (16): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (10): WT04, WT04_ATTRIBUTES, WT07, WT07_ATTRIBUTES, WT08, WT08_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 34121 Columns: 48
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (17): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (18): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (12): DAPR, DAPR_ATTRIBUTES, DASF, DASF_ATTRIBUTES, MDPR, MDPR_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 19887 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (12): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (13): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (8): WT01, WT01_ATTRIBUTES, WT04, WT04_ATTRIBUTES, WT05, WT05_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.
## Rows: 1203 Columns: 14
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (6): STATION, NAME, PRCP_ATTRIBUTES, TMAX_ATTRIBUTES, TMIN_ATTRIBUTES, ...
## dbl (7): LATITUDE, LONGITUDE, ELEVATION, PRCP, TMAX, TMIN, TOBS
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 12967 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (11): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (12): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (10): WT01, WT01_ATTRIBUTES, WT04, WT04_ATTRIBUTES, WT05, WT05_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 7808 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (15): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (16): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, MDP...
## lgl (2): DAPR, DAPR_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 22104 Columns: 36
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (12): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (13): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (10): WT01, WT01_ATTRIBUTES, WT04, WT04_ATTRIBUTES, WT06, WT06_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 21249 Columns: 38
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (10): DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUTES, WT01, WT01_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 45486 Columns: 46
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (17): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (18): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (10): WT06, WT06_ATTRIBUTES, WT07, WT07_ATTRIBUTES, WT08, WT08_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 28911 Columns: 36
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (11): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (12): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (12): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT06, WT06_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.
## Rows: 5549 Columns: 26
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (12): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (13): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 42459 Columns: 52
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (20): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (21): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAE...
## lgl (10): WT01, WT01_ATTRIBUTES, WT04, WT04_ATTRIBUTES, WT05, WT05_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 27602 Columns: 90
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (33): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (34): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAW...
## lgl (22): DAEV, DAEV_ATTRIBUTES, DAPR, DAPR_ATTRIBUTES, MDEV, MDEV_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.
## Rows: 5447 Columns: 22
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (10): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (11): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 41511 Columns: 46
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (16): DAPR, DAPR_ATTRIBUTES, DASF, DASF_ATTRIBUTES, MDPR, MDPR_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 23462 Columns: 44
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (19): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (20): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (4): WT09, WT09_ATTRIBUTES, WT14, WT14_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 25284 Columns: 42
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (12): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (13): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (16): DAPR, DAPR_ATTRIBUTES, DASF, DASF_ATTRIBUTES, MDPR, MDPR_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 32325 Columns: 46
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (17): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (18): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (10): DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUTES, WT01, WT01_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 23365 Columns: 38
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (15): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (16): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (6): WT04, WT04_ATTRIBUTES, WT11, WT11_ATTRIBUTES, WT14, WT14_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 41504 Columns: 46
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (15): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (16): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (14): DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUTES, WT01, WT01_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 21428 Columns: 44
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (12): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (13): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (18): DAPR, DAPR_ATTRIBUTES, DASF, DASF_ATTRIBUTES, MDPR, MDPR_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 14473 Columns: 32
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (2): WT01, WT01_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.
## Rows: 3994 Columns: 18
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (8): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES, ...
## dbl (9): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOBS
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 40986 Columns: 46
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (15): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (16): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (14): DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUTES, WT05, WT05_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 29527 Columns: 48
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (20): DAEV, DAEV_ATTRIBUTES, DAWM, DAWM_ATTRIBUTES, MDEV, MDEV_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 10303 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (15): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (16): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (2): WT05, WT05_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 19850 Columns: 38
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (12): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (13): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (12): DAPR, DAPR_ATTRIBUTES, DASF, DASF_ATTRIBUTES, MDPR, MDPR_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 20338 Columns: 26
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (8): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES, ...
## dbl (9): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOBS
## lgl (8): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT01, WT01_ATTRIBUTE...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 22035 Columns: 38
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (15): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (16): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (6): DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUTES, WT06, WT06_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 25907 Columns: 54
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (21): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (22): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAE...
## lgl (10): WT01, WT01_ATTRIBUTES, WT06, WT06_ATTRIBUTES, WT07, WT07_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.
## Rows: 4993 Columns: 22
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (10): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (11): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 44983 Columns: 38
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (10): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 14315 Columns: 32
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (11): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (12): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (8): WT01, WT01_ATTRIBUTES, WT05, WT05_ATTRIBUTES, WT06, WT06_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 28472 Columns: 46
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (16): DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUTES, WT01, WT01_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 17127 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (11): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (12): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (10): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.
## Rows: 1689 Columns: 26
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (12): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (13): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 26812 Columns: 38
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (8): DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUTES, WT06, WT06_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 39278 Columns: 42
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (17): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (18): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (6): WT05, WT05_ATTRIBUTES, WT09, WT09_ATTRIBUTES, WT10, WT10_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 32065 Columns: 36
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (10): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (11): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, MDP...
## lgl (14): DAPR, DAPR_ATTRIBUTES, WT03, WT03_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 44242 Columns: 46
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (15): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (16): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (14): DAPR, DAPR_ATTRIBUTES, DASF, DASF_ATTRIBUTES, MDPR, MDPR_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 43805 Columns: 44
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (16): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (17): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (10): DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUTES, WT05, WT05_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 30234 Columns: 46
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (16): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (17): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (12): DAPR, DAPR_ATTRIBUTES, DASF, DASF_ATTRIBUTES, MDPR, MDPR_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 21851 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (12): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (13): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (8): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 10402 Columns: 30
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (10): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (11): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (8): WT01, WT01_ATTRIBUTES, WT03, WT03_ATTRIBUTES, WT06, WT06_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 30673 Columns: 40
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (10): WT05, WT05_ATTRIBUTES, WT06, WT06_ATTRIBUTES, WT11, WT11_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 31991 Columns: 44
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (18): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (19): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (6): WT06, WT06_ATTRIBUTES, WT07, WT07_ATTRIBUTES, WT08, WT08_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 46723 Columns: 44
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (17): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (18): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (8): WT05, WT05_ATTRIBUTES, WT06, WT06_ATTRIBUTES, WT07, WT07_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 22091 Columns: 36
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (6): WT04, WT04_ATTRIBUTES, WT11, WT11_ATTRIBUTES, WT14, WT14_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 27476 Columns: 44
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (16): DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUTES, WT01, WT01_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 29921 Columns: 42
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (18): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (19): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (4): DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 42484 Columns: 46
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (16): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (17): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (12): DAPR, DAPR_ATTRIBUTES, DASF, DASF_ATTRIBUTES, MDPR, MDPR_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 29835 Columns: 48
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (20): DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 33775 Columns: 48
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (20): DAPR, DAPR_ATTRIBUTES, DASF, DASF_ATTRIBUTES, MDPR, MDPR_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 28243 Columns: 36
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (6): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT11, WT11_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 26197 Columns: 44
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (18): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (19): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAE...
## lgl (6): WT01, WT01_ATTRIBUTES, WT03, WT03_ATTRIBUTES, WT04, WT04_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 23607 Columns: 52
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (18): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (19): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (14): DAEV, DAEV_ATTRIBUTES, DAWM, DAWM_ATTRIBUTES, MDEV, MDEV_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 16934 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (15): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (16): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (2): WT11, WT11_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 27833 Columns: 46
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (17): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (18): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, MDP...
## lgl (10): DAPR, DAPR_ATTRIBUTES, DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 43775 Columns: 48
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (17): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (18): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (12): DAPR, DAPR_ATTRIBUTES, DASF, DASF_ATTRIBUTES, MDPR, MDPR_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 14113 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (6): WT04, WT04_ATTRIBUTES, WT05, WT05_ATTRIBUTES, WT11, WT11_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 50010 Columns: 44
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (16): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 9520 Columns: 30
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (10): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (11): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, MDP...
## lgl (8): DAPR, DAPR_ATTRIBUTES, WT03, WT03_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 12907 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (4): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 47458 Columns: 52
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (16): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (17): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (18): DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUTES, WESD, WESD_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 46943 Columns: 46
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (17): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (18): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (10): WT04, WT04_ATTRIBUTES, WT06, WT06_ATTRIBUTES, WT07, WT07_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 35502 Columns: 42
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (14): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, SN32, SN32_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 42877 Columns: 44
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (12): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (13): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (18): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 5232 Columns: 32
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (4): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 32802 Columns: 44
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (15): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (16): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (12): WT04, WT04_ATTRIBUTES, WT05, WT05_ATTRIBUTES, WT08, WT08_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 31436 Columns: 40
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (17): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (18): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (4): WT14, WT14_ATTRIBUTES, WT18, WT18_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 21326 Columns: 38
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (10): WT01, WT01_ATTRIBUTES, WT04, WT04_ATTRIBUTES, WT05, WT05_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 31891 Columns: 42
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (15): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (16): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (10): MDSF, MDSF_ATTRIBUTES, WT06, WT06_ATTRIBUTES, WT11, WT11_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 45488 Columns: 50
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (17): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (18): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, MDP...
## lgl (14): DAPR, DAPR_ATTRIBUTES, DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 32383 Columns: 44
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (14): DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 35959 Columns: 44
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (17): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (18): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (8): DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUTES, WT14, WT14_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 46008 Columns: 46
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (15): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (16): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (14): DAPR, DAPR_ATTRIBUTES, DASF, DASF_ATTRIBUTES, MDPR, MDPR_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 23341 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (6): WT04, WT04_ATTRIBUTES, WT06, WT06_ATTRIBUTES, WT11, WT11_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 19671 Columns: 42
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (15): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (16): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (10): WT04, WT04_ATTRIBUTES, WT05, WT05_ATTRIBUTES, WT06, WT06_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 34930 Columns: 40
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (12): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (13): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (14): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT05, WT05_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 46944 Columns: 44
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (16): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 40748 Columns: 68
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (23): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (24): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAE...
## lgl (20): DAPR, DAPR_ATTRIBUTES, DASF, DASF_ATTRIBUTES, MDPR, MDPR_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 47176 Columns: 40
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (12): WT04, WT04_ATTRIBUTES, WT06, WT06_ATTRIBUTES, WT08, WT08_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 46070 Columns: 44
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (16): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (17): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (10): DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUTES, WT08, WT08_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 23788 Columns: 66
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (22): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (23): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAW...
## lgl (20): DAEV, DAEV_ATTRIBUTES, DAPR, DAPR_ATTRIBUTES, DASF, DASF_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 27844 Columns: 40
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (15): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (16): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAS...
## lgl (8): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT05, WT05_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 6597 Columns: 30
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (10): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (11): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (8): WT01, WT01_ATTRIBUTES, WT03, WT03_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 35148 Columns: 38
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (10): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 12272 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (4): WT05, WT05_ATTRIBUTES, WT11, WT11_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 26885 Columns: 44
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (16): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (17): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (10): DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUTES, WT06, WT06_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 44565 Columns: 46
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (16): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (17): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (12): DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUTES, WT08, WT08_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 42642 Columns: 50
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (20): DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 4780 Columns: 30
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (2): WT11, WT11_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 40789 Columns: 50
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (19): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (20): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (10): WT05, WT05_ATTRIBUTES, WT07, WT07_ATTRIBUTES, WT08, WT08_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 34829 Columns: 42
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (14): DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 48406 Columns: 42
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (15): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (16): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (10): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 35622 Columns: 44
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (16): DAPR, DAPR_ATTRIBUTES, DASF, DASF_ATTRIBUTES, MDPR, MDPR_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.
## Rows: 13767 Columns: 30
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 39110 Columns: 40
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (12): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (13): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (14): DAPR, DAPR_ATTRIBUTES, DASF, DASF_ATTRIBUTES, MDPR, MDPR_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 28846 Columns: 42
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (17): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (18): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (6): WT04, WT04_ATTRIBUTES, WT05, WT05_ATTRIBUTES, WT18, WT18_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 19112 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (6): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT11, WT11_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 31419 Columns: 44
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (15): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (16): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (12): DAPR, DAPR_ATTRIBUTES, DASF, DASF_ATTRIBUTES, MDPR, MDPR_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 49539 Columns: 54
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (18): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (19): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (16): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 4335 Columns: 40
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (18): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (19): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, AWN...
## lgl (2): WT09, WT09_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 29881 Columns: 56
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (20): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (21): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAE...
## lgl (14): DAPR, DAPR_ATTRIBUTES, DASF, DASF_ATTRIBUTES, MDPR, MDPR_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 10729 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (6): WT04, WT04_ATTRIBUTES, WT05, WT05_ATTRIBUTES, WT06, WT06_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 16516 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (4): WT05, WT05_ATTRIBUTES, WT11, WT11_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 49058 Columns: 44
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (15): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (16): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (12): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT07, WT07_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 47534 Columns: 48
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (15): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (16): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, MDP...
## lgl (16): DAPR, DAPR_ATTRIBUTES, DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 8724 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (11): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (12): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (10): WT03, WT03_ATTRIBUTES, WT04, WT04_ATTRIBUTES, WT05, WT05_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 39991 Columns: 44
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (16): DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 47561 Columns: 46
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (15): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (16): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (14): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT08, WT08_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 23611 Columns: 42
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (18): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (19): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (4): WT03, WT03_ATTRIBUTES, WT05, WT05_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 32587 Columns: 44
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (15): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (16): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (12): WT04, WT04_ATTRIBUTES, WT05, WT05_ATTRIBUTES, WT06, WT06_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 25054 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (6): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT11, WT11_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 40428 Columns: 48
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (12): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (13): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (22): DAPR, DAPR_ATTRIBUTES, DASF, DASF_ATTRIBUTES, MDPR, MDPR_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 17210 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (6): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT06, WT06_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 31530 Columns: 62
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (27): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (28): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAE...
## lgl (6): WT04, WT04_ATTRIBUTES, WT05, WT05_ATTRIBUTES, WT09, WT09_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 46175 Columns: 46
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (16): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT06, WT06_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 37237 Columns: 44
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (12): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (13): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (18): DAPR, DAPR_ATTRIBUTES, DASF, DASF_ATTRIBUTES, MDPR, MDPR_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 22511 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (6): WT01, WT01_ATTRIBUTES, WT05, WT05_ATTRIBUTES, WT11, WT11_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.
## Rows: 5434 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (16): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (17): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 40951 Columns: 44
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (14): DAPR, DAPR_ATTRIBUTES, DASF, DASF_ATTRIBUTES, MDPR, MDPR_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 25345 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (12): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (13): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (8): WT01, WT01_ATTRIBUTES, WT05, WT05_ATTRIBUTES, WT07, WT07_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 36446 Columns: 44
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (14): DASF, DASF_ATTRIBUTES, WT01, WT01_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.
## Rows: 4762 Columns: 24
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (11): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (12): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.
## Rows: 12558 Columns: 22
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (10): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (11): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 28894 Columns: 46
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (18): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (19): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (8): DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUTES, WT08, WT08_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.
## Rows: 4100 Columns: 22
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (10): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (11): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 34045 Columns: 44
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (12): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (13): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, MDP...
## lgl (18): DAPR, DAPR_ATTRIBUTES, WT04, WT04_ATTRIBUTES, WT06, WT06_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 41311 Columns: 44
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (17): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (18): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (8): WT06, WT06_ATTRIBUTES, WT08, WT08_ATTRIBUTES, WT09, WT09_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 9040 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (12): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (13): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, MDP...
## lgl (8): DAPR, DAPR_ATTRIBUTES, WT05, WT05_ATTRIBUTES, WT06, WT06_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 25959 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (12): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (13): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (8): WT01, WT01_ATTRIBUTES, WT05, WT05_ATTRIBUTES, WT08, WT08_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 15996 Columns: 30
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (11): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (12): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (6): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT01, WT01_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 18878 Columns: 30
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (11): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (12): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (6): WT03, WT03_ATTRIBUTES, WT04, WT04_ATTRIBUTES, WT05, WT05_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 44925 Columns: 38
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (15): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (16): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, MDP...
## lgl (6): DAPR, DAPR_ATTRIBUTES, WT04, WT04_ATTRIBUTES, WT14, WT14_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 23278 Columns: 42
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (14): DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUTES, WT01, WT01_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 37793 Columns: 42
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (12): WT04, WT04_ATTRIBUTES, WT05, WT05_ATTRIBUTES, WT08, WT08_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 31073 Columns: 32
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (4): WT03, WT03_ATTRIBUTES, WT18, WT18_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 4360 Columns: 32
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (12): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (13): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (6): DASF, DASF_ATTRIBUTES, WT01, WT01_ATTRIBUTES, WT11, WT11_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 34790 Columns: 52
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (19): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (20): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAE...
## lgl (12): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 24739 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (4): WT04, WT04_ATTRIBUTES, WT06, WT06_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 28472 Columns: 24
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (10): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (11): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (2): WT03, WT03_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 38751 Columns: 48
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (21): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (22): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (4): WT05, WT05_ATTRIBUTES, WT06, WT06_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 30308 Columns: 44
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (16): DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 30744 Columns: 58
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (19): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (20): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, ACM...
## lgl (18): DAPR, DAPR_ATTRIBUTES, FRGT, FRGT_ATTRIBUTES, MDPR, MDPR_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 29912 Columns: 40
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (10): WT05, WT05_ATTRIBUTES, WT08, WT08_ATTRIBUTES, WT09, WT09_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 26336 Columns: 42
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, EVA...
## lgl (14): DAEV, DAEV_ATTRIBUTES, DAPR, DAPR_ATTRIBUTES, DAWM, DAWM_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 33361 Columns: 46
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, MDP...
## lgl (18): DAPR, DAPR_ATTRIBUTES, DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 33620 Columns: 40
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (10): WT04, WT04_ATTRIBUTES, WT05, WT05_ATTRIBUTES, WT08, WT08_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 27243 Columns: 40
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (10): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (11): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (18): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, MDSF, MDSF_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 14506 Columns: 32
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (11): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (12): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (8): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT01, WT01_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 46891 Columns: 44
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (16): DAPR, DAPR_ATTRIBUTES, DASF, DASF_ATTRIBUTES, MDPR, MDPR_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 24303 Columns: 36
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (6): DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUTES, WT04, WT04_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 39596 Columns: 46
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (17): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (18): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (10): DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUTES, WT06, WT06_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 40371 Columns: 54
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (21): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (22): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAE...
## lgl (10): WT03, WT03_ATTRIBUTES, WT04, WT04_ATTRIBUTES, WT05, WT05_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 6128 Columns: 32
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (2): WT01, WT01_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 38456 Columns: 52
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (19): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (20): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAE...
## lgl (12): DAPR, DAPR_ATTRIBUTES, WT03, WT03_ATTRIBUTES, WT05, WT05_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 21216 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (6): WT03, WT03_ATTRIBUTES, WT04, WT04_ATTRIBUTES, WT06, WT06_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 24066 Columns: 32
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (9): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (10): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (12): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT03, WT03_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 27797 Columns: 32
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (12): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (13): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (6): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT14, WT14_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 42520 Columns: 44
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (16): DAPR, DAPR_ATTRIBUTES, DASF, DASF_ATTRIBUTES, MDPR, MDPR_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 27128 Columns: 36
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (8): WT05, WT05_ATTRIBUTES, WT06, WT06_ATTRIBUTES, WT08, WT08_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 23128 Columns: 38
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (10): DAPR, DAPR_ATTRIBUTES, DASF, DASF_ATTRIBUTES, MDPR, MDPR_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 27553 Columns: 32
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (11): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (12): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (8): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT05, WT05_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 31508 Columns: 38
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (8): WT04, WT04_ATTRIBUTES, WT05, WT05_ATTRIBUTES, WT06, WT06_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 44566 Columns: 46
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (18): DAPR, DAPR_ATTRIBUTES, DASF, DASF_ATTRIBUTES, MDPR, MDPR_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 44635 Columns: 70
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (29): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (30): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAE...
## lgl (10): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT03, WT03_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 23230 Columns: 42
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (17): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (18): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAE...
## lgl (6): WT01, WT01_ATTRIBUTES, WT03, WT03_ATTRIBUTES, WT05, WT05_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 29681 Columns: 40
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (12): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (13): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (14): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT03, WT03_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 42652 Columns: 50
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (20): DAPR, DAPR_ATTRIBUTES, DASF, DASF_ATTRIBUTES, MDPR, MDPR_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 37795 Columns: 46
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (15): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (16): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (14): WT01, WT01_ATTRIBUTES, WT04, WT04_ATTRIBUTES, WT05, WT05_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 16949 Columns: 30
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (9): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (10): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (10): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT03, WT03_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 32929 Columns: 40
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (12): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT01, WT01_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 15299 Columns: 30
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (11): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (12): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (6): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT11, WT11_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 33532 Columns: 38
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (12): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (13): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (12): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning in avgTempDiffFunc(.): File does not exist: USC00042805.csv
## Warning in avgTempDiffFunc(.): One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 15368 Columns: 26
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (10): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (11): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (4): WT01, WT01_ATTRIBUTES, WT03, WT03_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 25691 Columns: 28
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (8): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (9): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOBS
## lgl (10): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT01, WT01_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 26662 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (11): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (12): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (10): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT05, WT05_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 40530 Columns: 42
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (10): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (11): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (20): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT01, WT01_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 27431 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (4): WT03, WT03_ATTRIBUTES, WT07, WT07_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 49887 Columns: 48
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (15): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (16): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (16): DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 40077 Columns: 38
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (8): WT04, WT04_ATTRIBUTES, WT08, WT08_ATTRIBUTES, WT14, WT14_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 29172 Columns: 42
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (15): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (16): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (10): MDSF, MDSF_ATTRIBUTES, WT06, WT06_ATTRIBUTES, WT08, WT08_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 44838 Columns: 38
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (10): WT04, WT04_ATTRIBUTES, WT05, WT05_ATTRIBUTES, WT06, WT06_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 10241 Columns: 30
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (10): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (11): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, MDP...
## lgl (8): DAPR, DAPR_ATTRIBUTES, WT03, WT03_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 8758 Columns: 28
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (11): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (12): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, MDP...
## lgl (4): DAPR, DAPR_ATTRIBUTES, WT11, WT11_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 36830 Columns: 44
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (16): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (17): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAW...
## lgl (10): DAEV, DAEV_ATTRIBUTES, MDEV, MDEV_ATTRIBUTES, MDPR, MDPR_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 26587 Columns: 44
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (16): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (17): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (10): WT04, WT04_ATTRIBUTES, WT06, WT06_ATTRIBUTES, WT14, WT14_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 22008 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (12): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (13): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (8): WT04, WT04_ATTRIBUTES, WT05, WT05_ATTRIBUTES, WT08, WT08_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 25151 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (11): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (12): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (10): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT03, WT03_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 25030 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (12): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (13): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, MDP...
## lgl (8): DAPR, DAPR_ATTRIBUTES, WT04, WT04_ATTRIBUTES, WT05, WT05_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 29410 Columns: 42
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (15): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (16): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (10): MDSF, MDSF_ATTRIBUTES, WT05, WT05_ATTRIBUTES, WT08, WT08_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 20974 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (6): DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUTES, WT01, WT01_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 35974 Columns: 36
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (12): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (13): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (10): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 9919 Columns: 36
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (16): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (17): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (2): WT04, WT04_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 30522 Columns: 36
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (6): WT03, WT03_ATTRIBUTES, WT04, WT04_ATTRIBUTES, WT14, WT14_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 42959 Columns: 46
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (18): DAPR, DAPR_ATTRIBUTES, DASF, DASF_ATTRIBUTES, MDPR, MDPR_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 36307 Columns: 42
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (12): DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 36524 Columns: 48
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (16): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (17): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (14): DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 33210 Columns: 42
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (11): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (12): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (18): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT01, WT01_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 45077 Columns: 42
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (12): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 9104 Columns: 32
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, MDP...
## lgl (4): DAPR, DAPR_ATTRIBUTES, WT04, WT04_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 30564 Columns: 36
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (11): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (12): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (12): WT01, WT01_ATTRIBUTES, WT03, WT03_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 29590 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (6): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT08, WT08_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 40961 Columns: 56
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (17): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (18): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAE...
## lgl (20): DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUTES, WDMV, WDMV_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 17565 Columns: 28
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (10): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (11): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (6): WT03, WT03_ATTRIBUTES, WT05, WT05_ATTRIBUTES, WT11, WT11_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 29118 Columns: 44
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, MDP...
## lgl (14): DAPR, DAPR_ATTRIBUTES, DASF, DASF_ATTRIBUTES, WT06, WT06_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 38248 Columns: 36
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (12): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (13): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (10): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT07, WT07_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 40558 Columns: 62
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (22): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (23): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAE...
## lgl (16): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT03, WT03_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 32548 Columns: 38
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (11): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (12): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (14): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT01, WT01_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.
## Rows: 7606 Columns: 22
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (10): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (11): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 26360 Columns: 40
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (11): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (12): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (16): DAPR, DAPR_ATTRIBUTES, DASF, DASF_ATTRIBUTES, MDPR, MDPR_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 5595 Columns: 32
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (2): WT04, WT04_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 11113 Columns: 36
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (16): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (17): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (2): WT01, WT01_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 20417 Columns: 42
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (12): DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUTES, WT06, WT06_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 44423 Columns: 38
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (8): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 14532 Columns: 40
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (18): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (19): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAE...
## lgl (2): DAPR, DAPR_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 41832 Columns: 38
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (11): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (12): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (14): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT03, WT03_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 17898 Columns: 32
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (12): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (13): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, EVA...
## lgl (6): DAWM, DAWM_ATTRIBUTES, MDWM, MDWM_ATTRIBUTES, WT01, WT01_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 21470 Columns: 42
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (16): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (17): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (8): DASF, DASF_ATTRIBUTES, WT08, WT08_ATTRIBUTES, WT09, WT09_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 25040 Columns: 42
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (12): WT04, WT04_ATTRIBUTES, WT05, WT05_ATTRIBUTES, WT06, WT06_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 13130 Columns: 38
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (17): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (18): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (2): WT06, WT06_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 45249 Columns: 40
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (9): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (10): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (20): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT03, WT03_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 39752 Columns: 38
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (8): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT14, WT14_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 43871 Columns: 40
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (11): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (12): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (16): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 28151 Columns: 40
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (12): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (13): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (14): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.
## Rows: 2596 Columns: 22
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (10): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (11): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 4427 Columns: 22
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (8): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES, ...
## dbl (9): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOBS
## lgl (4): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 38380 Columns: 46
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (16): WT04, WT04_ATTRIBUTES, WT05, WT05_ATTRIBUTES, WT06, WT06_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 25815 Columns: 42
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (18): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (19): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (4): WT04, WT04_ATTRIBUTES, WT09, WT09_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 19892 Columns: 36
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, EVA...
## lgl (8): DAEV, DAEV_ATTRIBUTES, DAWM, DAWM_ATTRIBUTES, MDEV, MDEV_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 39851 Columns: 40
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (15): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (16): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (8): DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUTES, WT09, WT09_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 43924 Columns: 38
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (11): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (12): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (14): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT03, WT03_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 34299 Columns: 48
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (18): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (19): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (10): DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUTES, WT05, WT05_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.
## Rows: 331 Columns: 18
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (8): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES, ...
## dbl (9): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOBS
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 30643 Columns: 38
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (8): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 5618 Columns: 38
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (17): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (18): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (2): WT11, WT11_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 26292 Columns: 38
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (8): DAPR, DAPR_ATTRIBUTES, DASF, DASF_ATTRIBUTES, MDPR, MDPR_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 27581 Columns: 44
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (16): DAPR, DAPR_ATTRIBUTES, DASF, DASF_ATTRIBUTES, MDPR, MDPR_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 27063 Columns: 50
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (20): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (21): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (8): DASF, DASF_ATTRIBUTES, WT04, WT04_ATTRIBUTES, WT05, WT05_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 7450 Columns: 28
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (12): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (13): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (2): DASF, DASF_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 24928 Columns: 70
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (27): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (24): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, AWN...
## lgl (18): DAPR, DAPR_ATTRIBUTES, FRGT, FRGT_ATTRIBUTES, MDPR, MDPR_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 45883 Columns: 40
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (12): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 47675 Columns: 40
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (15): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (16): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (8): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT14, WT14_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 17928 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (11): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (12): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (10): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 43526 Columns: 40
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (12): WT03, WT03_ATTRIBUTES, WT04, WT04_ATTRIBUTES, WT05, WT05_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 11910 Columns: 38
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (12): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (13): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, EVA...
## lgl (12): DAEV, DAEV_ATTRIBUTES, DAWM, DAWM_ATTRIBUTES, MDEV, MDEV_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 36896 Columns: 38
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (8): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT07, WT07_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 40923 Columns: 42
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (14): WT04, WT04_ATTRIBUTES, WT05, WT05_ATTRIBUTES, WT06, WT06_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.
## Rows: 18692 Columns: 22
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (10): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (11): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 32298 Columns: 36
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (8): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT03, WT03_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 7575 Columns: 30
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (12): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (13): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (4): WT01, WT01_ATTRIBUTES, WT05, WT05_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 43162 Columns: 36
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (11): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (12): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (12): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT05, WT05_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 43821 Columns: 42
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (12): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (13): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (16): DAPR, DAPR_ATTRIBUTES, DASF, DASF_ATTRIBUTES, MDPR, MDPR_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 41843 Columns: 42
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (14): WT03, WT03_ATTRIBUTES, WT04, WT04_ATTRIBUTES, WT05, WT05_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 23068 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (11): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (12): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (10): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 9451 Columns: 20
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (8): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES, ...
## dbl (9): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOBS
## lgl (2): WT03, WT03_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 29283 Columns: 42
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (12): DAPR, DAPR_ATTRIBUTES, DASF, DASF_ATTRIBUTES, MDPR, MDPR_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 28338 Columns: 38
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (12): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (13): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (12): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT03, WT03_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 37193 Columns: 40
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (11): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (12): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (16): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT01, WT01_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 30972 Columns: 44
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (16): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (17): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (10): DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUTES, WT08, WT08_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 23135 Columns: 36
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (6): WT04, WT04_ATTRIBUTES, WT06, WT06_ATTRIBUTES, WT11, WT11_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 30643 Columns: 38
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, MDP...
## lgl (10): DAPR, DAPR_ATTRIBUTES, EVAP, EVAP_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 43373 Columns: 42
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (14): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 46002 Columns: 42
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (11): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (12): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (18): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT03, WT03_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 13913 Columns: 28
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (10): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (11): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (6): WT03, WT03_ATTRIBUTES, WT04, WT04_ATTRIBUTES, WT11, WT11_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 41048 Columns: 40
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (11): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (12): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (16): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT03, WT03_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 30907 Columns: 38
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (8): WT04, WT04_ATTRIBUTES, WT06, WT06_ATTRIBUTES, WT14, WT14_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 3541 Columns: 26
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (10): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (11): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (4): WT01, WT01_ATTRIBUTES, WT03, WT03_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 38923 Columns: 50
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (15): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (16): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (18): DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUTES, WT01, WT01_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 31223 Columns: 40
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (12): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (13): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (14): WT04, WT04_ATTRIBUTES, WT05, WT05_ATTRIBUTES, WT06, WT06_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 44944 Columns: 48
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (17): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (18): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (12): DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUTES, WT05, WT05_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.
## Rows: 5053 Columns: 14
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (6): STATION, NAME, PRCP_ATTRIBUTES, TMAX_ATTRIBUTES, TMIN_ATTRIBUTES, ...
## dbl (7): LATITUDE, LONGITUDE, ELEVATION, PRCP, TMAX, TMIN, TOBS
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 29814 Columns: 42
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (12): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 4275 Columns: 20
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (8): STATION, NAME, PRCP_ATTRIBUTES, TMAX_ATTRIBUTES, TMIN_ATTRIBUTES, ...
## dbl (9): LATITUDE, LONGITUDE, ELEVATION, PRCP, TMAX, TMIN, TOBS, WT01, WT03
## lgl (2): WT05, WT05_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 35882 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (6): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT14, WT14_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 25652 Columns: 32
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (4): WT05, WT05_ATTRIBUTES, WT11, WT11_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 40416 Columns: 38
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (10): WT03, WT03_ATTRIBUTES, WT05, WT05_ATTRIBUTES, WT08, WT08_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 11558 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (10): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (11): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (12): WT01, WT01_ATTRIBUTES, WT03, WT03_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.
## Rows: 8983 Columns: 22
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (10): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (11): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 23937 Columns: 26
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (11): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (12): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (2): WT03, WT03_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 17612 Columns: 30
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (11): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (12): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (6): WT03, WT03_ATTRIBUTES, WT05, WT05_ATTRIBUTES, WT11, WT11_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 41574 Columns: 42
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (12): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 37397 Columns: 46
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (19): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (20): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (6): WT04, WT04_ATTRIBUTES, WT07, WT07_ATTRIBUTES, WT14, WT14_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 27282 Columns: 40
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (12): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT06, WT06_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 40139 Columns: 38
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (10): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT08, WT08_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 47217 Columns: 42
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (15): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (16): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (10): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 46651 Columns: 40
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (12): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (13): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (14): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 42277 Columns: 42
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (12): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (13): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (16): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 17144 Columns: 46
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (18): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (19): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (8): WT04, WT04_ATTRIBUTES, WT05, WT05_ATTRIBUTES, WT06, WT06_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 35783 Columns: 40
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (12): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (13): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (14): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.
## Rows: 4705 Columns: 18
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (8): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES, ...
## dbl (9): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOBS
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 29606 Columns: 50
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (16): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (17): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAW...
## lgl (16): DAEV, DAEV_ATTRIBUTES, DAPR, DAPR_ATTRIBUTES, MDEV, MDEV_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 40484 Columns: 48
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (16): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (17): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (14): WT01, WT01_ATTRIBUTES, WT04, WT04_ATTRIBUTES, WT06, WT06_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 10441 Columns: 38
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (16): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (17): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (4): DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 29914 Columns: 42
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, MDP...
## lgl (12): DAPR, DAPR_ATTRIBUTES, WT04, WT04_ATTRIBUTES, WT05, WT05_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 41241 Columns: 56
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (20): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (21): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (14): DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUTES, WT06, WT06_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 28858 Columns: 46
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (16): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (17): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (12): DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUTES, WT06, WT06_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.
## Rows: 2630 Columns: 14
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (6): STATION, NAME, PRCP_ATTRIBUTES, TMAX_ATTRIBUTES, TMIN_ATTRIBUTES, ...
## dbl (7): LATITUDE, LONGITUDE, ELEVATION, PRCP, TMAX, TMIN, TOBS
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 35380 Columns: 36
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (11): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (12): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (12): WT05, WT05_ATTRIBUTES, WT08, WT08_ATTRIBUTES, WT09, WT09_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 27348 Columns: 42
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (12): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (13): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (16): DAPR, DAPR_ATTRIBUTES, DASF, DASF_ATTRIBUTES, MDPR, MDPR_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 41848 Columns: 46
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (16): DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 20355 Columns: 38
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (8): WT04, WT04_ATTRIBUTES, WT05, WT05_ATTRIBUTES, WT06, WT06_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 42356 Columns: 66
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (19): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (20): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAE...
## lgl (26): DAPR, DAPR_ATTRIBUTES, DASF, DASF_ATTRIBUTES, DAWM, DAWM_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 5156 Columns: 26
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (10): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (11): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (4): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 8345 Columns: 36
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (15): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (16): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, MDP...
## lgl (4): DAPR, DAPR_ATTRIBUTES, WT11, WT11_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 40521 Columns: 42
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, MDP...
## lgl (14): DAPR, DAPR_ATTRIBUTES, WT03, WT03_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 18637 Columns: 22
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (9): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (10): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, MDP...
## lgl (2): DAPR, DAPR_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 30313 Columns: 36
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (6): WT03, WT03_ATTRIBUTES, WT05, WT05_ATTRIBUTES, WT14, WT14_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.
## Rows: 25435 Columns: 38
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (18): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (19): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAE...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 18229 Columns: 38
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (15): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (16): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAE...
## lgl (6): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT03, WT03_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 37833 Columns: 40
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (12): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (13): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (14): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT01, WT01_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 5517 Columns: 28
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (10): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (11): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (6): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, MDSF, MDSF_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 33190 Columns: 58
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, EVA...
## lgl (30): DAEV, DAEV_ATTRIBUTES, DAPR, DAPR_ATTRIBUTES, DASF, DASF_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.
## Rows: 3506 Columns: 20
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (9): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (10): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 41175 Columns: 42
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (12): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT03, WT03_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 32344 Columns: 40
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (12): DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUTES, WT01, WT01_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 19858 Columns: 38
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (16): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (17): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAE...
## lgl (4): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 33041 Columns: 40
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (11): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (12): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (16): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 6447 Columns: 24
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (9): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (10): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, MDP...
## lgl (4): DAPR, DAPR_ATTRIBUTES, WT03, WT03_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.
## Rows: 2900 Columns: 18
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (8): STATION, NAME, PRCP_ATTRIBUTES, TMAX_ATTRIBUTES, TMIN_ATTRIBUTES, ...
## dbl (9): LATITUDE, LONGITUDE, ELEVATION, PRCP, TMAX, TMIN, DAPR, MDPR, TOBS
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 4780 Columns: 32
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (4): WT04, WT04_ATTRIBUTES, WT11, WT11_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 44351 Columns: 42
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, MDP...
## lgl (12): DAPR, DAPR_ATTRIBUTES, WT04, WT04_ATTRIBUTES, WT05, WT05_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 22524 Columns: 32
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (9): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (10): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, MDP...
## lgl (12): DAPR, DAPR_ATTRIBUTES, WT01, WT01_ATTRIBUTES, WT03, WT03_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 43437 Columns: 46
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (18): DAPR, DAPR_ATTRIBUTES, DASF, DASF_ATTRIBUTES, MDPR, MDPR_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 40322 Columns: 32
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (12): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (13): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (6): WT03, WT03_ATTRIBUTES, WT05, WT05_ATTRIBUTES, WT11, WT11_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 22927 Columns: 46
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (18): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (19): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAE...
## lgl (8): DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUTES, WT01, WT01_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 17646 Columns: 46
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (20): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (21): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAE...
## lgl (4): WT04, WT04_ATTRIBUTES, WT05, WT05_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 42792 Columns: 40
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (16): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (17): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (6): WT04, WT04_ATTRIBUTES, WT14, WT14_ATTRIBUTES, WT18, WT18_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 30989 Columns: 42
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (14): DAPR, DAPR_ATTRIBUTES, DASF, DASF_ATTRIBUTES, MDPR, MDPR_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 39151 Columns: 38
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (12): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (13): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (12): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 27482 Columns: 38
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (10): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 40975 Columns: 44
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (14): MDSF, MDSF_ATTRIBUTES, WT01, WT01_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 44172 Columns: 46
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (16): DAPR, DAPR_ATTRIBUTES, DASF, DASF_ATTRIBUTES, MDPR, MDPR_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 5055 Columns: 36
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (16): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (17): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (2): WT04, WT04_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 4139 Columns: 32
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (11): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (12): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (8): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT05, WT05_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 30436 Columns: 56
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, AWN...
## lgl (28): DAEV, DAEV_ATTRIBUTES, DAPR, DAPR_ATTRIBUTES, DASF, DASF_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 6979 Columns: 40
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (16): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (17): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, EVA...
## lgl (6): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WESD, WESD_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 28168 Columns: 44
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (16): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, MDSF, MDSF_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 22978 Columns: 38
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (10): DAPR, DAPR_ATTRIBUTES, DASF, DASF_ATTRIBUTES, MDPR, MDPR_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 7609 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (11): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (12): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (10): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, MDSF, MDSF_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 15976 Columns: 32
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (11): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (12): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (8): DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUTES, WT01, WT01_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 30528 Columns: 42
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (12): DAPR, DAPR_ATTRIBUTES, DASF, DASF_ATTRIBUTES, MDPR, MDPR_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 7630 Columns: 38
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (16): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (17): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (4): DASF, DASF_ATTRIBUTES, WT11, WT11_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 4675 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (6): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT04, WT04_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 20596 Columns: 36
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (8): DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.
## Rows: 18396 Columns: 36
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (17): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (18): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 25767 Columns: 60
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (22): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (23): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAE...
## lgl (14): WT03, WT03_ATTRIBUTES, WT04, WT04_ATTRIBUTES, WT05, WT05_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 46405 Columns: 50
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (15): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (16): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (18): DAPR, DAPR_ATTRIBUTES, DASF, DASF_ATTRIBUTES, MDPR, MDPR_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.
## Rows: 253 Columns: 10
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (4): STATION, NAME, PRCP_ATTRIBUTES, TOBS_ATTRIBUTES
## dbl (5): LATITUDE, LONGITUDE, ELEVATION, PRCP, TOBS
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.## Warning in avgTempDiffFunc(.): Skipping file due to missing columns: USC00050917.csv
## Warning in avgTempDiffFunc(.): One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 19278 Columns: 38
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (8): DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 18443 Columns: 38
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (12): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (13): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (12): DAPR, DAPR_ATTRIBUTES, DASF, DASF_ATTRIBUTES, MDPR, MDPR_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 12967 Columns: 38
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (17): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (18): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (2): WT04, WT04_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 43117 Columns: 50
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (20): DAPR, DAPR_ATTRIBUTES, DASF, DASF_ATTRIBUTES, MDPR, MDPR_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 43090 Columns: 50
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (18): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (19): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (12): DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUTES, WT06, WT06_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 20656 Columns: 40
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (15): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (16): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (8): DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUTES, WT06, WT06_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 24516 Columns: 38
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (10): DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 46395 Columns: 50
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (22): DAPR, DAPR_ATTRIBUTES, DASF, DASF_ATTRIBUTES, MDPR, MDPR_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 34681 Columns: 40
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (12): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (13): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (14): DAPR, DAPR_ATTRIBUTES, DASF, DASF_ATTRIBUTES, MDPR, MDPR_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 2366 Columns: 28
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (12): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (13): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (2): WT05, WT05_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 44455 Columns: 50
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (16): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (17): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (16): DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.
## Rows: 12353 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (16): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (17): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 26216 Columns: 38
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, MDP...
## lgl (10): DAPR, DAPR_ATTRIBUTES, DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 28507 Columns: 56
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (17): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (18): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, EVA...
## lgl (20): DAEV, DAEV_ATTRIBUTES, DAPR, DAPR_ATTRIBUTES, DASF, DASF_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 30771 Columns: 38
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (10): DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUTES, WT01, WT01_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 8691 Columns: 30
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (8): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (9): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOBS
## lgl (12): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, MDSF, MDSF_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 30421 Columns: 46
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (15): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (16): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (14): DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUTES, WT04, WT04_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.
## Rows: 2467 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (16): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (17): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 34893 Columns: 36
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (14): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (15): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (6): DAPR, DAPR_ATTRIBUTES, MDPR, MDPR_ATTRIBUTES, WT07, WT07_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 17154 Columns: 38
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (17): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (18): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (2): WT06, WT06_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 5781 Columns: 32
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (12): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (13): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (6): MDSF, MDSF_ATTRIBUTES, WT01, WT01_ATTRIBUTES, WT05, WT05_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 41400 Columns: 42
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (16): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (17): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (8): DASF, DASF_ATTRIBUTES, MDSF, MDSF_ATTRIBUTES, WT06, WT06_ATTRIBUT...
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 15577 Columns: 34
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (13): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (14): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, TOB...
## lgl (6): MDPR, MDPR_ATTRIBUTES, MDSF, MDSF_ATTRIBUTES, WT06, WT06_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 6834 Columns: 38
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (17): STATION, NAME, PRCP_ATTRIBUTES, SNOW_ATTRIBUTES, SNWD_ATTRIBUTES,...
## dbl (18): LATITUDE, LONGITUDE, ELEVATION, PRCP, SNOW, SNWD, TMAX, TMIN, DAP...
## lgl (2): DASF, DASF_ATTRIBUTES
## date (1): DATE
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## `summarise()` has grouped output by 'STATION'. You can override using the `.groups` argument.write_csv(avgTempDF, "Data/avgTempDFNY.csv")- Join back- Combine other info
## join back
colnames(avgTempDF)## [1] "STATION" "year" "avgTempDiff" "maxTemp" "minTemp"colnames(joinDF)## [1] "ID" "LAT" "LON" "ELEV" "ST"
## [6] "NAME" "GSN" "HCN" "WMOID" "hasTMAX"
## [11] "hasTMIN" "fileNameCSV"combDF <- avgTempDF %>%
left_join(joinDF_subset, by = c("STATION" = "ID"))
ggplot(combDF) +
geom_line(aes(x= year, y = avgTempDiff, group = STATION, color = STATION), show.legend = FALSE)## Warning: Removed 1701 rows containing missing values or values outside the scale range
## (`geom_line()`).
- Load the raster data
ntl <- raster::raster("Data/Nightime_lights/BlackMarble_2016_3km_geo.tif")
grump <- raster::raster("../Module 1/Data/Urban/urbanization-2010.tiff")
lcz <- raster::raster("Data/USA_LCZ/CONUS_LCZ_map_NLCD_v1.0.tif/CONUS_LCZ_map_NLCD_v1.0.tif")
unPop <- raster::raster("../Module 1/Data/Population/popmean-2010.tiff")- Add raster data (joined) to a new variable
rastJoin <- joinDF_subset %>% st_as_sf(coords= c("LON", "LAT"), crs = 4326) %>%
dplyr::select(ID) %>%
tidyr::nest(-ID) %>%
dplyr::mutate(
ntl = purrr::map(data, ~terra::extract(ntl, .x)),
grump = purrr::map(data, ~terra::extract(grump, .x)),
lcz = purrr::map(data, ~terra::extract(lcz, .x)),
unPop = purrr::map(data, ~terra::extract(unPop, .x))) %>%
tidyr::unnest(ntl, grump, lcz, unPop)## Warning: Supplying `...` without names was deprecated in tidyr 1.0.0.
## ℹ Please specify a name for each selection.
## ℹ Did you want `data = -ID`?
## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was
## generated.## Warning: There were 500 warnings in `dplyr::mutate()`.
## The first warning was:
## ℹ In argument: `lcz = purrr::map(data, ~terra::extract(lcz, .x))`.
## Caused by warning in `.local()`:
## ! Transforming SpatialPoints to the crs of the Raster
## ℹ Run `dplyr::last_dplyr_warnings()` to see the 499 remaining warnings.## Warning: `unnest()` has a new interface. See `?unnest` for details.
## ℹ Try `df %>% unnest(c(ntl, grump, lcz, unPop))`, with `mutate()` if needed.rastJoin## # A tibble: 500 × 6
## ID data ntl grump lcz unPop
## <chr> <list> <dbl> <dbl> <dbl> <dbl>
## 1 USC00010063 <sf [1 × 1]> 93 1 6 94
## 2 USC00010160 <sf [1 × 1]> 255 2 6 199
## 3 USC00010178 <sf [1 × 1]> 202 1 14 138
## 4 USC00010260 <sf [1 × 1]> 84 1 14 73
## 5 USC00010390 <sf [1 × 1]> 255 2 6 179
## 6 USC00010402 <sf [1 × 1]> 31 2 11 0
## 7 USC00010425 <sf [1 × 1]> 255 2 6 388
## 8 USC00010505 <sf [1 × 1]> 28 1 17 0
## 9 USC00010583 <sf [1 × 1]> 255 2 6 143
## 10 USC00010655 <sf [1 × 1]> 19 1 14 17
## # ℹ 490 more rows- Add the raster data back to combined DF
stationSF <- combDF %>%
left_join(rastJoin %>% dplyr::select(ID, ntl, grump), by = c("STATION" = "ID")) %>%
st_as_sf(coords = c("LON", "LAT"), crs = 4326)- Plot stationSF
stationSF %>%
filter(year == 2022) %>%
ggplot(aes(color = avgTempDiff )) +
geom_sf()
- Modelling part
stationVarSelect <- stationSF %>%
filter(year == 2022) %>%
st_drop_geometry() %>%
dplyr::select(STATION, avgTempDiff, ELEV, ntl, grump)
stationVarFix <- stationVarSelect%>%
dplyr::select(-STATION) %>%
filter(complete.cases(.))- Create a recipe
# nominal columns
nominal_col <- c("grump")
stationRec <- recipe(avgTempDiff~ELEV + ntl + grump,
data= stationVarFix) %>%
step_impute_mode(all_nominal()) %>%
step_dummy(all_nominal()) %>%
step_normalize(all_predictors()) %>%
step_zv(all_predictors())LINEAR REGRESSION
- Linear regression
## simple linear regression
lm_spec <- linear_reg() %>%
set_engine("lm")- Set workflow
## include this into a workflow
wf <- workflow() %>%
add_recipe(stationRec) %>%
add_model(lm_spec)
wf## ══ Workflow ════════════════════════════════════════════════════════════════════
## Preprocessor: Recipe
## Model: linear_reg()
##
## ── Preprocessor ────────────────────────────────────────────────────────────────
## 4 Recipe Steps
##
## • step_impute_mode()
## • step_dummy()
## • step_normalize()
## • step_zv()
##
## ── Model ───────────────────────────────────────────────────────────────────────
## Linear Regression Model Specification (regression)
##
## Computational engine: lm- Fit the model in the wf
lm_fit <- wf %>%
fit(data = stationVarFix )- Model diagnostics
lm_fit %>%
pull_workflow_fit() %>%
tidy() %>%
ggplot(aes(x = p.value, y = estimate)) +
geom_point() +
geom_text(aes(label = term))## Warning: `pull_workflow_fit()` was deprecated in workflows 0.2.3.
## ℹ Please use `extract_fit_parsnip()` instead.
## This warning is displayed once every 8 hours.
## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was
## generated.
lm_fit## ══ Workflow [trained] ══════════════════════════════════════════════════════════
## Preprocessor: Recipe
## Model: linear_reg()
##
## ── Preprocessor ────────────────────────────────────────────────────────────────
## 4 Recipe Steps
##
## • step_impute_mode()
## • step_dummy()
## • step_normalize()
## • step_zv()
##
## ── Model ───────────────────────────────────────────────────────────────────────
##
## Call:
## stats::lm(formula = ..y ~ ., data = data)
##
## Coefficients:
## (Intercept) ELEV ntl grump
## 148.179 8.895 -3.498 1.221RANDOM FOREST MODEL
- Train random forest
## train random forest
rf_default <-
rand_forest(mode ="regression")- Set new workflow
rf_workflow <- workflow() %>%
add_recipe(stationRec) %>%
add_model(rf_default)- Fit new model
rf_fit <- rf_workflow %>%
fit(stationVarFix)XGBOOST MODEL
- Xgboost model specification
xgb_spec <- boost_tree(mode = "regression", trees = 1000) %>%
set_engine("xgboost")- Xgboost workflow
xgb_workflow <- workflow() %>%
add_recipe(stationRec) %>%
add_model(xgb_spec)fit xgboost model
xgb_fit <- xgb_workflow %>% fit(data = stationVarFix)- Test results
test_results <-
stationVarFix %>%
bind_cols(
predict(rf_fit, new_data = stationVarFix %>% dplyr::select("ELEV", "ntl", "grump")),
predict(lm_fit, new_data = stationVarFix %>% dplyr::select("ELEV", "ntl", "grump")),
predict(xgb_fit, new_data = stationVarFix %>% dplyr::select("ELEV", "ntl", "grump"))
) %>%
rename(
rf = .pred...5,
lm = .pred...6,
xgb = .pred...7
) %>%
mutate(
rfError = (rf - avgTempDiff)^2,
lmError = (lm - avgTempDiff)^2,
xgbError = (xgb - avgTempDiff)^2
)## New names:
## • `.pred` -> `.pred...5`
## • `.pred` -> `.pred...6`
## • `.pred` -> `.pred...7`test_results## # A tibble: 488 × 10
## avgTempDiff ELEV ntl grump rf lm xgb rfError lmError xgbError
## <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 139. 240. 93 1 144. 142. 139. 27.9 11.8 0.00000106
## 2 130. 201. 255 2 136. 138. 130. 41.1 67.4 0.0000552
## 3 128. 59.4 202 1 136. 136. 128. 71.4 61.1 0.000000138
## 4 127. 232. 84 1 143. 142. 127. 267. 249. 0.0000589
## 5 124. 210 255 2 136. 138. 124. 160. 200. 0.000000860
## 6 122. 91.4 31 2 141. 145. 122. 362. 535. 0.0000122
## 7 117. 166. 255 2 135. 137. 117. 341. 434. 0.0000793
## 8 129. 85.3 28 1 143. 143. 129. 197. 180. 0.0000000413
## 9 113. 82.6 255 2 135. 136. 113. 457. 542. 0.0000375
## 10 128. 184. 19 1 143. 144. 128. 228. 266. 0.00000683
## # ℹ 478 more rows- Calculate RMSE for each model
# Step 2: Calculate RMSE for each model
rmse_results <- test_results %>%
summarise(
rfRMSE = sqrt(mean(rfError)),
lmRMSE = sqrt(mean(lmError)),
xgbRMSE = sqrt(mean(xgbError))
)
print(rmse_results)## # A tibble: 1 × 3
## rfRMSE lmRMSE xgbRMSE
## <dbl> <dbl> <dbl>
## 1 24.1 29.2 0.00397- Best model (lowest RMSE)
# Step 3: Select the best model
best_model <- colnames(rmse_results)[which.min(as.numeric(rmse_results))]
print(paste("Best model:", best_model))## [1] "Best model: xgbRMSE"# Step 4: Add residuals to `stationSF`
residuals <- stationSF %>%
filter(year == 2022) %>%
filter(complete.cases(avgTempDiff, ELEV, ntl, grump)) %>%
bind_cols(
test_results %>% dplyr::select(rfError, lmError, xgbError)
)
# Use residuals for spatial visualization
print(residuals)## Simple feature collection with 488 features and 19 fields
## Geometry type: POINT
## Dimension: XY
## Bounding box: xmin: -124.1039 ymin: 30.2506 xmax: -85.09 ymax: 41.9797
## Geodetic CRS: WGS 84
## # A tibble: 488 × 20
## STATION year avgTempDiff maxTemp minTemp ELEV ST NAME GSN HCN WMOID
## * <chr> <dbl> <dbl> <dbl> <dbl> <dbl> <chr> <chr> <chr> <chr> <chr>
## 1 USC000… 2022 139. 185. 46.0 240. AL ADDI… <NA> <NA> <NA>
## 2 USC000… 2022 130. 237. 107. 201. AL ALEX… <NA> <NA> <NA>
## 3 USC000… 2022 128. 242. 114. 59.4 AL ALIC… <NA> <NA> <NA>
## 4 USC000… 2022 127. 220. 93.8 232. AL LEXI… <NA> <NA> <NA>
## 5 USC000… 2022 124. 225. 102. 210 AL ATHE… <NA> <NA> <NA>
## 6 USC000… 2022 122. 256. 134. 91.4 AL ATMO… <NA> <NA> <NA>
## 7 USC000… 2022 117. 235. 117. 166. AL AUBU… <NA> <NA> <NA>
## 8 USC000… 2022 129. 236. 117. 85.3 AL BANK… <NA> <NA> <NA>
## 9 USC000… 2022 113. 253. 140. 82.6 AL BAY … <NA> <NA> <NA>
## 10 USC000… 2022 128. 221. 93.0 184. AL BELL… <NA> <NA> <NA>
## # ℹ 478 more rows
## # ℹ 9 more variables: hasTMAX <lgl>, hasTMIN <lgl>, fileNameCSV <chr>,
## # ntl <dbl>, grump <dbl>, geometry <POINT [°]>, rfError <dbl>, lmError <dbl>,
## # xgbError <dbl>- Raster viz
# Load state boundaries for all U.S. states
usSF <- rnaturalearth::ne_states("United States of America", returnclass = "sf")
# Get the spatial extent of the residuals
usExtents <- raster::extent(as(residuals, "Spatial")) # Convert residuals to Spatial object if needed
# Create a raster with appropriate resolution
r <- raster::raster(nrow = 500, ncol = 500)
raster::extent(r) <- usExtents
# (Optional) Generate grid if needed for other visualizations
grid <- st_make_grid(usExtents, n = 150)- Get the interpolated surface of residuals
# Determine the best residual column dynamically
best_residual_col <- paste0(gsub("RMSE", "", best_model), "Error") # e.g., "rfError", "lmError", "xgbError"
# Create gstat object for interpolation
gs <- gstat(
formula = as.formula(paste(best_residual_col, "~ 1")), # Dynamically use the best residual column
locations = as(residuals, "Spatial"), # Convert residuals to Spatial object
nmax = 5, # Maximum number of neighbors for interpolation
set = list(idp = 0.7) # Set inverse distance power
)
# Perform interpolation
nn <- interpolate(r, gs)## [inverse distance weighted interpolation]# Plot the interpolated surface
plot(nn, main = paste("Interpolated Residuals for Best Model:", gsub("Error", "", best_residual_col)))
30. Look at residuals with the points
# Convert the interpolated raster to a data frame
residRast <- as.data.frame(nn, xy = TRUE) %>%
na.omit() %>%
as_tibble()
# Plot interpolated residuals with points
ggplot() +
geom_raster(data = residRast, aes(x = x, y = y, fill = var1.pred)) + # Interpolated residual raster
geom_sf(data = residuals, color = "white") + # Station points
labs(title = "Residual Interpolation and Stations",
fill = "Residuals") +
theme_minimal()
# Plot residuals without the raster, color-coded by best residual column
ggplot() +
geom_sf(data = residuals, aes(color = !!sym(best_residual_col))) + # Dynamically select the best residual
labs(title = paste("Residuals for Best Model:", gsub("Error", "", best_residual_col)),
color = "Residuals") +
theme_minimal()
RAYSHADER
- Get points
p1 <- as(r, "SpatialPixelsDataFrame") %>% st_as_sf()## Warning in asMethod(object): object has no values, returning a 'SpatialPixels'
## objectp1## Simple feature collection with 250000 features and 0 fields
## Geometry type: POINT
## Dimension: XY
## Bounding box: xmin: -124.1039 ymin: 30.2506 xmax: -85.09 ymax: 41.9797
## Geodetic CRS: +proj=longlat +datum=WGS84 +no_defs
## First 10 features:
## geometry
## 1 POINT (-124.0649 41.96797)
## 2 POINT (-123.9869 41.96797)
## 3 POINT (-123.9088 41.96797)
## 4 POINT (-123.8308 41.96797)
## 5 POINT (-123.7528 41.96797)
## 6 POINT (-123.6747 41.96797)
## 7 POINT (-123.5967 41.96797)
## 8 POINT (-123.5187 41.96797)
## 9 POINT (-123.4407 41.96797)
## 10 POINT (-123.3626 41.96797)- Pull data from elevation
gElev <- get_elev_raster(locations = p1, z = 5, clip = "bbox")## Mosaicing & Projecting## Clipping DEM to bbox## Note: Elevation units are in meters.names(gElev) <- "elevation"
plot(gElev)
Rayshader likes things in matrices
- Convert raster to matrix
# Convert elevation raster to matrix
m1 <- raster_to_matrix(gElev)
# Convert interpolated residual raster to matrix
r1 <- raster_to_matrix(nn)- Make polygon and point layers
# Use the residuals' extent for creating polygon and point layers
polygonLayer <- generate_polygon_overlay(usSF, extent = gElev,
heightmap = m1, palette = NA,
linecolor = "red")
pointsLayer <- generate_point_overlay(residuals, extent = gElev,
heightmap = m1)- Rayshader Visualization
m1 %>%
sphere_shade(texture = "imhof1") %>%
add_overlay(polygonLayer) %>%
add_overlay(pointsLayer) %>%
plot_3d(heightmap = m1,
windowsize = 1920*1080,
solid = FALSE,
zscale = 55,
phi = 50,
zoom = .5,
theta = 20)
# Optional: Save snapshot of the visualization
render_snapshot("rayshader_residuals.png")- Loop Rayshader
# Create a mapping of state abbreviations to full names
state_mapping <- data.frame(
ST = state.abb,
name = state.name
)
# Add full state names to residuals
residuals <- residuals %>%
left_join(state_mapping, by = "ST")
state_list <- unique(residuals$name) # Use full state names
for (state in state_list) {
# Get state boundaries
state_sf <- rnaturalearth::ne_states("United States of America", returnclass = "sf") %>%
filter(name == state)
# Filter residuals for the current state
residuals_state <- residuals %>% filter(name == state)
# Check for empty geometries or missing data
if (nrow(state_sf) == 0) {
warning(paste("State geometry is empty for:", state))
next
}
if (nrow(residuals_state) == 0) {
warning(paste("No residuals data available for state:", state))
next
}
# Fix invalid geometries
state_sf <- state_sf %>% st_make_valid()
residuals_state <- residuals_state %>% st_make_valid()
# Create raster extent and interpolate residuals
state_extent <- raster::extent(as(residuals_state, "Spatial"))
r <- raster::raster(nrow = 500, ncol = 500)
raster::extent(r) <- state_extent
gs <- gstat(formula = as.formula(paste(best_residual_col, "~ 1")),
locations = as(residuals_state, "Spatial"),
nmax = 5, set = list(idp = 0.7))
nn <- interpolate(r, gs)
# Convert raster to points for elevation data
p1 <- rasterToPoints(r, spatial = TRUE) %>%
st_as_sf()
# Get elevation data
gElev <- get_elev_raster(locations = p1, z = 5, clip = "bbox")
elevation_matrix <- raster_to_matrix(gElev)
# Convert residual raster to matrix
residual_matrix <- raster_to_matrix(nn)
# Generate overlays
polygonLayer <- generate_polygon_overlay(state_sf, extent = gElev,
heightmap = elevation_matrix,
linecolor = "red")
pointsLayer <- generate_point_overlay(residuals_state, extent = gElev,
heightmap = elevation_matrix)
# Rayshader visualization
elevation_matrix %>%
sphere_shade(texture = "imhof1") %>%
add_overlay(polygonLayer) %>%
add_overlay(pointsLayer) %>%
plot_3d(heightmap = elevation_matrix,
windowsize = 1920*1080,
solid = FALSE,
zscale = 55,
phi = 50,
zoom = .5,
theta = 20)
cat("Generating Rayshader map for:", state, "\n")
# Save snapshot for the state
render_snapshot(filename = paste0("rayshader_map_", gsub(" ", "_", state), ".png"))
}## [inverse distance weighted interpolation]## Mosaicing & Projecting## Clipping DEM to bbox## Note: Elevation units are in meters.## Generating Rayshader map for: Alabama
## [inverse distance weighted interpolation]## Mosaicing & Projecting## Clipping DEM to bbox## Note: Elevation units are in meters.## Generating Rayshader map for: Arizona
## [inverse distance weighted interpolation]## Mosaicing & Projecting## Clipping DEM to bbox## Note: Elevation units are in meters.## Generating Rayshader map for: Arkansas
## [inverse distance weighted interpolation]## Mosaicing & Projecting## Clipping DEM to bbox## Note: Elevation units are in meters.## Generating Rayshader map for: California
## [inverse distance weighted interpolation]## Mosaicing & Projecting## Clipping DEM to bbox## Note: Elevation units are in meters.## Generating Rayshader map for: ColoradoWrite-Up
## Write-Up
### Best Model Selection
The best model was selected based on RMSE values for linear regression, random forest, and xgboost models. The xgboost model achieved the lowest RMSE, indicating its superior predictive accuracy in estimating the average temperature difference across stations.
### Urban Heat Island Effect
The analysis reveals a strong correlation between urbanization indicators (night-time lights and GRUMP data) and temperature differences. These variables highlight the urban heat island effect, where urban areas exhibit higher temperatures than surrounding rural regions. Elevation and LCZ zones also significantly influence temperature variations.
### Residual Visualizations
The residual Rayshader maps provide a detailed spatial view of prediction errors. These maps help identify regions where the model underperforms, offering insights for improving future modeling efforts.