Fetches links to CHELSA climate data files from a specified base URL, filters them to include only links for *.tif files for variables available under current and future climate scenarios, and extracts metadata to create a tibble with detailed file information.
Value
A tibble with the following columns:
url(character): Full URL of the data file.relative_url(character): Relative URL, excluding the base URL.file_name(character): Name of the data file.dir_name(character): Directory path of the file.climate_scenario(character): Climate scenario. Values are: "current", "ssp126", "ssp370", and "ssp585".climate_model(character): Climate model. Values are: "Current", "GFDL-ESM4", "IPSL-CM6A-LR", "MPI-ESM1-2-HR", "MRI-ESM2-0", and "UKESM1-0-LL".year(character): Year range. Values are "1981-2010", "2011-2040", "2041-2070", and "2071-2100".var_name(character): Variable name, e.g., "bio1".long_name(character): Full variable name, e.g., "mean annual air temperature".unit(character): Measurement unit, e.g., "°C".scale(numeric): Scale factor for the variable.offset(numeric): Offset value for the variable.explanation(character): Brief description of the variable.
Examples
library(tibble)
library(dplyr)
library(ecokit)
options(pillar.print_max = 64)
CHELSA_links <- ecokit::get_chelsa_links()
dplyr::glimpse(CHELSA_links)
#> Rows: 2,116
#> Columns: 13
#> $ url <chr> "https://os.zhdk.cloud.switch.ch/chelsav2/GLOBAL/clim…
#> $ relative_url <chr> "GLOBAL/climatologies/1981-2010/bio/CHELSA_bio1_1981-…
#> $ file_name <chr> "CHELSA_bio1_1981-2010_V.2.1.tif", "CHELSA_bio2_1981-…
#> $ dir_name <chr> "GLOBAL/climatologies/1981-2010/bio", "GLOBAL/climato…
#> $ climate_scenario <chr> "current", "current", "current", "current", "current"…
#> $ climate_model <chr> "current", "current", "current", "current", "current"…
#> $ year <chr> "1981-2010", "1981-2010", "1981-2010", "1981-2010", "…
#> $ var_name <chr> "bio1", "bio2", "bio3", "bio4", "bio5", "bio6", "bio7…
#> $ long_name <chr> "mean annual air temperature", "mean diurnal air temp…
#> $ unit <chr> "°C", "°C", "°C", "°C/100", "°C", "°C", "°C", "°C", "…
#> $ scale <dbl> 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1…
#> $ offset <dbl> -273.15, 0.00, 0.00, 0.00, -273.15, -273.15, 0.00, -2…
#> $ explanation <chr> "mean annual daily mean air temperatures averaged ove…
# Count the number of files per climate scenario, model, and year
dplyr::count(CHELSA_links, climate_scenario, climate_model, year)
#> # A tibble: 46 × 4
#> climate_scenario climate_model year n
#> <chr> <chr> <chr> <int>
#> 1 current current 1981-2010 46
#> 2 ssp126 GFDL-ESM4 2011-2040 46
#> 3 ssp126 GFDL-ESM4 2041-2070 46
#> 4 ssp126 GFDL-ESM4 2071-2100 46
#> 5 ssp126 IPSL-CM6A-LR 2011-2040 46
#> 6 ssp126 IPSL-CM6A-LR 2041-2070 46
#> 7 ssp126 IPSL-CM6A-LR 2071-2100 46
#> 8 ssp126 MPI-ESM1-2-HR 2011-2040 46
#> 9 ssp126 MPI-ESM1-2-HR 2041-2070 46
#> 10 ssp126 MPI-ESM1-2-HR 2071-2100 46
#> 11 ssp126 MRI-ESM2-0 2011-2040 46
#> 12 ssp126 MRI-ESM2-0 2041-2070 46
#> 13 ssp126 MRI-ESM2-0 2071-2100 46
#> 14 ssp126 UKESM1-0-LL 2011-2040 46
#> 15 ssp126 UKESM1-0-LL 2041-2070 46
#> 16 ssp126 UKESM1-0-LL 2071-2100 46
#> 17 ssp370 GFDL-ESM4 2011-2040 46
#> 18 ssp370 GFDL-ESM4 2041-2070 46
#> 19 ssp370 GFDL-ESM4 2071-2100 46
#> 20 ssp370 IPSL-CM6A-LR 2011-2040 46
#> 21 ssp370 IPSL-CM6A-LR 2041-2070 46
#> 22 ssp370 IPSL-CM6A-LR 2071-2100 46
#> 23 ssp370 MPI-ESM1-2-HR 2011-2040 46
#> 24 ssp370 MPI-ESM1-2-HR 2041-2070 46
#> 25 ssp370 MPI-ESM1-2-HR 2071-2100 46
#> 26 ssp370 MRI-ESM2-0 2011-2040 46
#> 27 ssp370 MRI-ESM2-0 2041-2070 46
#> 28 ssp370 MRI-ESM2-0 2071-2100 46
#> 29 ssp370 UKESM1-0-LL 2011-2040 46
#> 30 ssp370 UKESM1-0-LL 2041-2070 46
#> 31 ssp370 UKESM1-0-LL 2071-2100 46
#> 32 ssp585 GFDL-ESM4 2011-2040 46
#> 33 ssp585 GFDL-ESM4 2041-2070 46
#> 34 ssp585 GFDL-ESM4 2071-2100 46
#> 35 ssp585 IPSL-CM6A-LR 2011-2040 46
#> 36 ssp585 IPSL-CM6A-LR 2041-2070 46
#> 37 ssp585 IPSL-CM6A-LR 2071-2100 46
#> 38 ssp585 MPI-ESM1-2-HR 2011-2040 46
#> 39 ssp585 MPI-ESM1-2-HR 2041-2070 46
#> 40 ssp585 MPI-ESM1-2-HR 2071-2100 46
#> 41 ssp585 MRI-ESM2-0 2011-2040 46
#> 42 ssp585 MRI-ESM2-0 2041-2070 46
#> 43 ssp585 MRI-ESM2-0 2071-2100 46
#> 44 ssp585 UKESM1-0-LL 2011-2040 46
#> 45 ssp585 UKESM1-0-LL 2041-2070 46
#> 46 ssp585 UKESM1-0-LL 2071-2100 46
CHELSA_links %>%
dplyr::count(var_name, long_name, unit, scale, offset, explanation)
#> # A tibble: 46 × 7
#> var_name long_name unit scale offset explanation n
#> <chr> <chr> <chr> <dbl> <dbl> <chr> <int>
#> 1 bio1 mean annual air temperature °C 0.1 -273. "mean annu… 46
#> 2 bio10 mean daily mean air temperatur… °C 0.1 -273. "The warme… 46
#> 3 bio11 mean daily mean air temperatur… °C 0.1 -273. "The colde… 46
#> 4 bio12 annual precipitation amount kg m… 0.1 0 "Accumulat… 46
#> 5 bio13 precipitation amount of the we… kg m… 0.1 0 "The preci… 46
#> 6 bio14 precipitation amount of the dr… kg m… 0.1 0 "The preci… 46
#> 7 bio15 precipitation seasonality kg m… 0.1 0 "The Coeff… 46
#> 8 bio16 mean monthly precipitation amo… kg m… 0.1 0 "The wette… 46
#> 9 bio17 mean monthly precipitation amo… kg m… 0.1 0 "The dries… 46
#> 10 bio18 mean monthly precipitation amo… kg m… 0.1 0 "The warme… 46
#> 11 bio19 mean monthly precipitation amo… kg m… 0.1 0 "The colde… 46
#> 12 bio2 mean diurnal air temperature r… °C 0.1 0 "mean diur… 46
#> 13 bio3 isothermality °C 0.1 0 "ratio of … 46
#> 14 bio4 temperature seasonality °C/1… 0.1 0 "standard … 46
#> 15 bio5 mean daily maximum air tempera… °C 0.1 -273. "The highe… 46
#> 16 bio6 mean daily minimum air tempera… °C 0.1 -273. "The lowes… 46
#> 17 bio7 annual range of air temperature °C 0.1 0 "The diffe… 46
#> 18 bio8 mean daily mean air temperatur… °C 0.1 -273. "The wette… 46
#> 19 bio9 mean daily mean air temperatur… °C 0.1 -273. "The dries… 46
#> 20 fcf Frost change frequency count NA NA "Number of… 46
#> 21 fgd first day of the growing seaso… juli… NA NA "first day… 46
#> 22 gdd0 Growing degree days heat sum a… °C 0.1 0 "heat sum … 46
#> 23 gdd10 Growing degree days heat sum a… °C 0.1 0 "heat sum … 46
#> 24 gdd5 Growing degree days heat sum a… °C 0.1 0 "heat sum … 46
#> 25 gddlgd0 Last growing degree day above … juli… NA NA "Last day … 46
#> 26 gddlgd10 Last growing degree day above … juli… NA NA "Last day … 46
#> 27 gddlgd5 Last growing degree day above … juli… NA NA "Last day … 46
#> 28 gdgfgd0 First growing degree day above… juli… NA NA "First day… 46
#> 29 gdgfgd10 First growing degree day above… juli… NA NA "First day… 46
#> 30 gdgfgd5 First growing degree day above… juli… NA NA "First day… 46
#> 31 gsl growing season length TREELIM numb… NA NA "Length of… 46
#> 32 gsp Accumulated precipiation amoun… kg m… 0.1 0 "precipita… 46
#> 33 gst Mean temperature of the growin… °C 0.1 -273. "Mean temp… 46
#> 34 kg0 Köppen-Geiger climate classifi… cate… NA NA "Köppen Ge… 46
#> 35 kg1 Köppen-Geiger climate classifi… cate… NA NA "Köppen Ge… 46
#> 36 kg2 Köppen-Geiger climate classifi… cate… NA NA "Köppen Ge… 46
#> 37 kg3 Köppen-Geiger climate classifi… cate… NA NA "Wissmann … 46
#> 38 kg4 Köppen-Geiger climate classifi… cate… NA NA "Thornthwa… 46
#> 39 kg5 Köppen-Geiger climate classifi… cate… NA NA "Troll-Pfa… 46
#> 40 lgd last day of the growing season… juli… NA NA "Last day … 46
#> 41 ngd0 Number of growing degree days numb… NA NA "Number of… 46
#> 42 ngd10 Number of growing degree days numb… NA NA "Number of… 46
#> 43 ngd5 Number of growing degree days numb… NA NA "Number of… 46
#> 44 npp Net primary productivity g C … 0.1 0 "Calculate… 46
#> 45 scd Snow cover days count NA NA "Number of… 46
#> 46 swe Snow water equivalent kg m… 0.1 0 "Amount of… 46
print(CHELSA_links, n = 200)
#> # A tibble: 2,116 × 13
#> url relative_url file_name dir_name climate_scenario climate_model year
#> <chr> <chr> <chr> <chr> <chr> <chr> <chr>
#> 1 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… current current 1981…
#> 2 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… current current 1981…
#> 3 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… current current 1981…
#> 4 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… current current 1981…
#> 5 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… current current 1981…
#> 6 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… current current 1981…
#> 7 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… current current 1981…
#> 8 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… current current 1981…
#> 9 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… current current 1981…
#> 10 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… current current 1981…
#> 11 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… current current 1981…
#> 12 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… current current 1981…
#> 13 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… current current 1981…
#> 14 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… current current 1981…
#> 15 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… current current 1981…
#> 16 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… current current 1981…
#> 17 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… current current 1981…
#> 18 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… current current 1981…
#> 19 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… current current 1981…
#> 20 https:… GLOBAL/clim… CHELSA_f… GLOBAL/… current current 1981…
#> 21 https:… GLOBAL/clim… CHELSA_f… GLOBAL/… current current 1981…
#> 22 https:… GLOBAL/clim… CHELSA_g… GLOBAL/… current current 1981…
#> 23 https:… GLOBAL/clim… CHELSA_g… GLOBAL/… current current 1981…
#> 24 https:… GLOBAL/clim… CHELSA_g… GLOBAL/… current current 1981…
#> 25 https:… GLOBAL/clim… CHELSA_g… GLOBAL/… current current 1981…
#> 26 https:… GLOBAL/clim… CHELSA_g… GLOBAL/… current current 1981…
#> 27 https:… GLOBAL/clim… CHELSA_g… GLOBAL/… current current 1981…
#> 28 https:… GLOBAL/clim… CHELSA_g… GLOBAL/… current current 1981…
#> 29 https:… GLOBAL/clim… CHELSA_g… GLOBAL/… current current 1981…
#> 30 https:… GLOBAL/clim… CHELSA_g… GLOBAL/… current current 1981…
#> 31 https:… GLOBAL/clim… CHELSA_g… GLOBAL/… current current 1981…
#> 32 https:… GLOBAL/clim… CHELSA_g… GLOBAL/… current current 1981…
#> 33 https:… GLOBAL/clim… CHELSA_g… GLOBAL/… current current 1981…
#> 34 https:… GLOBAL/clim… CHELSA_k… GLOBAL/… current current 1981…
#> 35 https:… GLOBAL/clim… CHELSA_k… GLOBAL/… current current 1981…
#> 36 https:… GLOBAL/clim… CHELSA_k… GLOBAL/… current current 1981…
#> 37 https:… GLOBAL/clim… CHELSA_k… GLOBAL/… current current 1981…
#> 38 https:… GLOBAL/clim… CHELSA_k… GLOBAL/… current current 1981…
#> 39 https:… GLOBAL/clim… CHELSA_k… GLOBAL/… current current 1981…
#> 40 https:… GLOBAL/clim… CHELSA_l… GLOBAL/… current current 1981…
#> 41 https:… GLOBAL/clim… CHELSA_n… GLOBAL/… current current 1981…
#> 42 https:… GLOBAL/clim… CHELSA_n… GLOBAL/… current current 1981…
#> 43 https:… GLOBAL/clim… CHELSA_n… GLOBAL/… current current 1981…
#> 44 https:… GLOBAL/clim… CHELSA_n… GLOBAL/… current current 1981…
#> 45 https:… GLOBAL/clim… CHELSA_s… GLOBAL/… current current 1981…
#> 46 https:… GLOBAL/clim… CHELSA_s… GLOBAL/… current current 1981…
#> 47 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 GFDL-ESM4 2011…
#> 48 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 GFDL-ESM4 2011…
#> 49 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 GFDL-ESM4 2011…
#> 50 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 GFDL-ESM4 2011…
#> 51 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 GFDL-ESM4 2011…
#> 52 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 GFDL-ESM4 2011…
#> 53 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 GFDL-ESM4 2011…
#> 54 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 GFDL-ESM4 2011…
#> 55 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 GFDL-ESM4 2011…
#> 56 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 GFDL-ESM4 2011…
#> 57 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 GFDL-ESM4 2011…
#> 58 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 GFDL-ESM4 2011…
#> 59 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 GFDL-ESM4 2011…
#> 60 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 GFDL-ESM4 2011…
#> 61 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 GFDL-ESM4 2011…
#> 62 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 GFDL-ESM4 2011…
#> 63 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 GFDL-ESM4 2011…
#> 64 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 GFDL-ESM4 2011…
#> 65 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 GFDL-ESM4 2011…
#> 66 https:… GLOBAL/clim… CHELSA_f… GLOBAL/… ssp126 GFDL-ESM4 2011…
#> 67 https:… GLOBAL/clim… CHELSA_f… GLOBAL/… ssp126 GFDL-ESM4 2011…
#> 68 https:… GLOBAL/clim… CHELSA_g… GLOBAL/… ssp126 GFDL-ESM4 2011…
#> 69 https:… GLOBAL/clim… CHELSA_g… GLOBAL/… ssp126 GFDL-ESM4 2011…
#> 70 https:… GLOBAL/clim… CHELSA_g… GLOBAL/… ssp126 GFDL-ESM4 2011…
#> 71 https:… GLOBAL/clim… CHELSA_g… GLOBAL/… ssp126 GFDL-ESM4 2011…
#> 72 https:… GLOBAL/clim… CHELSA_g… GLOBAL/… ssp126 GFDL-ESM4 2011…
#> 73 https:… GLOBAL/clim… CHELSA_g… GLOBAL/… ssp126 GFDL-ESM4 2011…
#> 74 https:… GLOBAL/clim… CHELSA_g… GLOBAL/… ssp126 GFDL-ESM4 2011…
#> 75 https:… GLOBAL/clim… CHELSA_g… GLOBAL/… ssp126 GFDL-ESM4 2011…
#> 76 https:… GLOBAL/clim… CHELSA_g… GLOBAL/… ssp126 GFDL-ESM4 2011…
#> 77 https:… GLOBAL/clim… CHELSA_g… GLOBAL/… ssp126 GFDL-ESM4 2011…
#> 78 https:… GLOBAL/clim… CHELSA_g… GLOBAL/… ssp126 GFDL-ESM4 2011…
#> 79 https:… GLOBAL/clim… CHELSA_g… GLOBAL/… ssp126 GFDL-ESM4 2011…
#> 80 https:… GLOBAL/clim… CHELSA_k… GLOBAL/… ssp126 GFDL-ESM4 2011…
#> 81 https:… GLOBAL/clim… CHELSA_k… GLOBAL/… ssp126 GFDL-ESM4 2011…
#> 82 https:… GLOBAL/clim… CHELSA_k… GLOBAL/… ssp126 GFDL-ESM4 2011…
#> 83 https:… GLOBAL/clim… CHELSA_k… GLOBAL/… ssp126 GFDL-ESM4 2011…
#> 84 https:… GLOBAL/clim… CHELSA_k… GLOBAL/… ssp126 GFDL-ESM4 2011…
#> 85 https:… GLOBAL/clim… CHELSA_k… GLOBAL/… ssp126 GFDL-ESM4 2011…
#> 86 https:… GLOBAL/clim… CHELSA_l… GLOBAL/… ssp126 GFDL-ESM4 2011…
#> 87 https:… GLOBAL/clim… CHELSA_n… GLOBAL/… ssp126 GFDL-ESM4 2011…
#> 88 https:… GLOBAL/clim… CHELSA_n… GLOBAL/… ssp126 GFDL-ESM4 2011…
#> 89 https:… GLOBAL/clim… CHELSA_n… GLOBAL/… ssp126 GFDL-ESM4 2011…
#> 90 https:… GLOBAL/clim… CHELSA_n… GLOBAL/… ssp126 GFDL-ESM4 2011…
#> 91 https:… GLOBAL/clim… CHELSA_s… GLOBAL/… ssp126 GFDL-ESM4 2011…
#> 92 https:… GLOBAL/clim… CHELSA_s… GLOBAL/… ssp126 GFDL-ESM4 2011…
#> 93 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 GFDL-ESM4 2041…
#> 94 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 GFDL-ESM4 2041…
#> 95 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 GFDL-ESM4 2041…
#> 96 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 GFDL-ESM4 2041…
#> 97 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 GFDL-ESM4 2041…
#> 98 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 GFDL-ESM4 2041…
#> 99 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 GFDL-ESM4 2041…
#> 100 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 GFDL-ESM4 2041…
#> 101 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 GFDL-ESM4 2041…
#> 102 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 GFDL-ESM4 2041…
#> 103 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 GFDL-ESM4 2041…
#> 104 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 GFDL-ESM4 2041…
#> 105 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 GFDL-ESM4 2041…
#> 106 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 GFDL-ESM4 2041…
#> 107 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 GFDL-ESM4 2041…
#> 108 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 GFDL-ESM4 2041…
#> 109 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 GFDL-ESM4 2041…
#> 110 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 GFDL-ESM4 2041…
#> 111 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 GFDL-ESM4 2041…
#> 112 https:… GLOBAL/clim… CHELSA_f… GLOBAL/… ssp126 GFDL-ESM4 2041…
#> 113 https:… GLOBAL/clim… CHELSA_f… GLOBAL/… ssp126 GFDL-ESM4 2041…
#> 114 https:… GLOBAL/clim… CHELSA_g… GLOBAL/… ssp126 GFDL-ESM4 2041…
#> 115 https:… GLOBAL/clim… CHELSA_g… GLOBAL/… ssp126 GFDL-ESM4 2041…
#> 116 https:… GLOBAL/clim… CHELSA_g… GLOBAL/… ssp126 GFDL-ESM4 2041…
#> 117 https:… GLOBAL/clim… CHELSA_g… GLOBAL/… ssp126 GFDL-ESM4 2041…
#> 118 https:… GLOBAL/clim… CHELSA_g… GLOBAL/… ssp126 GFDL-ESM4 2041…
#> 119 https:… GLOBAL/clim… CHELSA_g… GLOBAL/… ssp126 GFDL-ESM4 2041…
#> 120 https:… GLOBAL/clim… CHELSA_g… GLOBAL/… ssp126 GFDL-ESM4 2041…
#> 121 https:… GLOBAL/clim… CHELSA_g… GLOBAL/… ssp126 GFDL-ESM4 2041…
#> 122 https:… GLOBAL/clim… CHELSA_g… GLOBAL/… ssp126 GFDL-ESM4 2041…
#> 123 https:… GLOBAL/clim… CHELSA_g… GLOBAL/… ssp126 GFDL-ESM4 2041…
#> 124 https:… GLOBAL/clim… CHELSA_g… GLOBAL/… ssp126 GFDL-ESM4 2041…
#> 125 https:… GLOBAL/clim… CHELSA_g… GLOBAL/… ssp126 GFDL-ESM4 2041…
#> 126 https:… GLOBAL/clim… CHELSA_k… GLOBAL/… ssp126 GFDL-ESM4 2041…
#> 127 https:… GLOBAL/clim… CHELSA_k… GLOBAL/… ssp126 GFDL-ESM4 2041…
#> 128 https:… GLOBAL/clim… CHELSA_k… GLOBAL/… ssp126 GFDL-ESM4 2041…
#> 129 https:… GLOBAL/clim… CHELSA_k… GLOBAL/… ssp126 GFDL-ESM4 2041…
#> 130 https:… GLOBAL/clim… CHELSA_k… GLOBAL/… ssp126 GFDL-ESM4 2041…
#> 131 https:… GLOBAL/clim… CHELSA_k… GLOBAL/… ssp126 GFDL-ESM4 2041…
#> 132 https:… GLOBAL/clim… CHELSA_l… GLOBAL/… ssp126 GFDL-ESM4 2041…
#> 133 https:… GLOBAL/clim… CHELSA_n… GLOBAL/… ssp126 GFDL-ESM4 2041…
#> 134 https:… GLOBAL/clim… CHELSA_n… GLOBAL/… ssp126 GFDL-ESM4 2041…
#> 135 https:… GLOBAL/clim… CHELSA_n… GLOBAL/… ssp126 GFDL-ESM4 2041…
#> 136 https:… GLOBAL/clim… CHELSA_n… GLOBAL/… ssp126 GFDL-ESM4 2041…
#> 137 https:… GLOBAL/clim… CHELSA_s… GLOBAL/… ssp126 GFDL-ESM4 2041…
#> 138 https:… GLOBAL/clim… CHELSA_s… GLOBAL/… ssp126 GFDL-ESM4 2041…
#> 139 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 GFDL-ESM4 2071…
#> 140 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 GFDL-ESM4 2071…
#> 141 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 GFDL-ESM4 2071…
#> 142 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 GFDL-ESM4 2071…
#> 143 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 GFDL-ESM4 2071…
#> 144 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 GFDL-ESM4 2071…
#> 145 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 GFDL-ESM4 2071…
#> 146 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 GFDL-ESM4 2071…
#> 147 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 GFDL-ESM4 2071…
#> 148 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 GFDL-ESM4 2071…
#> 149 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 GFDL-ESM4 2071…
#> 150 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 GFDL-ESM4 2071…
#> 151 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 GFDL-ESM4 2071…
#> 152 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 GFDL-ESM4 2071…
#> 153 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 GFDL-ESM4 2071…
#> 154 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 GFDL-ESM4 2071…
#> 155 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 GFDL-ESM4 2071…
#> 156 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 GFDL-ESM4 2071…
#> 157 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 GFDL-ESM4 2071…
#> 158 https:… GLOBAL/clim… CHELSA_f… GLOBAL/… ssp126 GFDL-ESM4 2071…
#> 159 https:… GLOBAL/clim… CHELSA_f… GLOBAL/… ssp126 GFDL-ESM4 2071…
#> 160 https:… GLOBAL/clim… CHELSA_g… GLOBAL/… ssp126 GFDL-ESM4 2071…
#> 161 https:… GLOBAL/clim… CHELSA_g… GLOBAL/… ssp126 GFDL-ESM4 2071…
#> 162 https:… GLOBAL/clim… CHELSA_g… GLOBAL/… ssp126 GFDL-ESM4 2071…
#> 163 https:… GLOBAL/clim… CHELSA_g… GLOBAL/… ssp126 GFDL-ESM4 2071…
#> 164 https:… GLOBAL/clim… CHELSA_g… GLOBAL/… ssp126 GFDL-ESM4 2071…
#> 165 https:… GLOBAL/clim… CHELSA_g… GLOBAL/… ssp126 GFDL-ESM4 2071…
#> 166 https:… GLOBAL/clim… CHELSA_g… GLOBAL/… ssp126 GFDL-ESM4 2071…
#> 167 https:… GLOBAL/clim… CHELSA_g… GLOBAL/… ssp126 GFDL-ESM4 2071…
#> 168 https:… GLOBAL/clim… CHELSA_g… GLOBAL/… ssp126 GFDL-ESM4 2071…
#> 169 https:… GLOBAL/clim… CHELSA_g… GLOBAL/… ssp126 GFDL-ESM4 2071…
#> 170 https:… GLOBAL/clim… CHELSA_g… GLOBAL/… ssp126 GFDL-ESM4 2071…
#> 171 https:… GLOBAL/clim… CHELSA_g… GLOBAL/… ssp126 GFDL-ESM4 2071…
#> 172 https:… GLOBAL/clim… CHELSA_k… GLOBAL/… ssp126 GFDL-ESM4 2071…
#> 173 https:… GLOBAL/clim… CHELSA_k… GLOBAL/… ssp126 GFDL-ESM4 2071…
#> 174 https:… GLOBAL/clim… CHELSA_k… GLOBAL/… ssp126 GFDL-ESM4 2071…
#> 175 https:… GLOBAL/clim… CHELSA_k… GLOBAL/… ssp126 GFDL-ESM4 2071…
#> 176 https:… GLOBAL/clim… CHELSA_k… GLOBAL/… ssp126 GFDL-ESM4 2071…
#> 177 https:… GLOBAL/clim… CHELSA_k… GLOBAL/… ssp126 GFDL-ESM4 2071…
#> 178 https:… GLOBAL/clim… CHELSA_l… GLOBAL/… ssp126 GFDL-ESM4 2071…
#> 179 https:… GLOBAL/clim… CHELSA_n… GLOBAL/… ssp126 GFDL-ESM4 2071…
#> 180 https:… GLOBAL/clim… CHELSA_n… GLOBAL/… ssp126 GFDL-ESM4 2071…
#> 181 https:… GLOBAL/clim… CHELSA_n… GLOBAL/… ssp126 GFDL-ESM4 2071…
#> 182 https:… GLOBAL/clim… CHELSA_n… GLOBAL/… ssp126 GFDL-ESM4 2071…
#> 183 https:… GLOBAL/clim… CHELSA_s… GLOBAL/… ssp126 GFDL-ESM4 2071…
#> 184 https:… GLOBAL/clim… CHELSA_s… GLOBAL/… ssp126 GFDL-ESM4 2071…
#> 185 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 IPSL-CM6A-LR 2011…
#> 186 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 IPSL-CM6A-LR 2011…
#> 187 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 IPSL-CM6A-LR 2011…
#> 188 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 IPSL-CM6A-LR 2011…
#> 189 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 IPSL-CM6A-LR 2011…
#> 190 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 IPSL-CM6A-LR 2011…
#> 191 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 IPSL-CM6A-LR 2011…
#> 192 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 IPSL-CM6A-LR 2011…
#> 193 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 IPSL-CM6A-LR 2011…
#> 194 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 IPSL-CM6A-LR 2011…
#> 195 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 IPSL-CM6A-LR 2011…
#> 196 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 IPSL-CM6A-LR 2011…
#> 197 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 IPSL-CM6A-LR 2011…
#> 198 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 IPSL-CM6A-LR 2011…
#> 199 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 IPSL-CM6A-LR 2011…
#> 200 https:… GLOBAL/clim… CHELSA_b… GLOBAL/… ssp126 IPSL-CM6A-LR 2011…
#> # ℹ 1,916 more rows
#> # ℹ 6 more variables: var_name <chr>, long_name <chr>, unit <chr>, scale <dbl>,
#> # offset <dbl>, explanation <chr>