Overview XYT variables

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Last updated: 2021-03-02

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Knit directory: RECCAP2_CESM_ETHZ_submission/

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---

path_cmorized_annual <-
  "/nfs/kryo/work/loher/CESM_output/RECCAP2/submit_Dec2020/split/"

1 Regions mask

region_masks_all <-
  read_csv("data/regions/RECCAP2_region_masks_all_clean.cvs")

2 File names

overview <-
  read_csv("data/overview/overview_files.csv")

# set name of model to be subsetted
experiment_IDs <- c("A", "B", "C", "D")

3 Plots

Comments:

variables <-
  overview %>%
  filter(shape == "XYT") %>%
  distinct(variable_id) %>%
  mutate(variable_id = if_else(variable_id == "pco2atm", "atmpco2", variable_id)) %>%
  pull()

# variables <- variables[1]
# experiment_IDs <- experiment_IDs[1]

for (i_experiment_ID in experiment_IDs) {
  for (i_variable in variables) {
    # i_experiment_ID <- experiment_IDs[1]
    # i_variable <- variables[1]
    
    # read list of all files
    file <- paste(i_variable,
                  "_CESM-ETHZ_",
                  i_experiment_ID,
                  "_1_gr_1980-2018.nc",
                  sep = "")
    print(file)
    
    # read in data
    variable_data <-
      tidync(paste(path_cmorized_annual,
                   file,
                   sep = ""))
    
    # convert to tibble
    variable_data_tibble <- variable_data %>%
      hyper_tibble()
    
    # remove open link to nc file
    rm(variable_data)
    
    variable_data_tibble_climatology <-
      variable_data_tibble %>%
      group_by(lat, lon) %>%
      summarise(
        "mean" := mean(!!sym(i_variable), na.rm = TRUE),
        "min"  := min(!!sym(i_variable), na.rm = TRUE),
        "max"  := max(!!sym(i_variable), na.rm = TRUE)
      ) %>%
      ungroup()
    
    variable_data_tibble_climatology <-
      variable_data_tibble_climatology %>%
      pivot_longer(c("mean", "min", "max"),
                   values_to = i_variable,
                   names_to = "parameter")
    
    print(
      variable_data_tibble_climatology %>%
        ggplot(aes(lon, lat, fill = !!sym(i_variable))) +
        geom_raster() +
        scale_fill_viridis_c() +
        coord_quickmap(expand = 0) +
        facet_wrap( ~ parameter, ncol = 2) +
        theme(axis.title = element_blank()) +
        labs(title = paste("experiment_ID:", i_experiment_ID))
    )
    
    variable_data_tibble_time_series <-
      variable_data_tibble %>%
      group_by(time_mon) %>%
      summarise(
        "mean" := mean(!!sym(i_variable), na.rm = TRUE),
        "min"  := min(!!sym(i_variable), na.rm = TRUE),
        "max"  := max(!!sym(i_variable), na.rm = TRUE)
      ) %>%
      ungroup()
    
    print(
      variable_data_tibble_time_series %>%
        ggplot() +
        geom_ribbon(
          aes(
            x = time_mon,
            ymin = min,
            ymax = max,
            fill = "min/max"
          ),
          alpha = 0.3
        ) +
        geom_path(aes(
          x = time_mon,
          y = mean,
          col  = "mean"
        )) +
        scale_fill_viridis_d() +
        scale_color_viridis_d() +
        labs(
          title = paste("experiment_ID:", i_experiment_ID),
          y = i_variable
        ) +
        theme(legend.title = element_blank())
    )
    
    
  }
}

[1] "alpha_CESM-ETHZ_A_1_gr_1980-2018.nc"

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[1] "chlos_CESM-ETHZ_A_1_gr_1980-2018.nc"

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[1] "dfeos_CESM-ETHZ_A_1_gr_1980-2018.nc"

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[1] "dissicos_CESM-ETHZ_A_1_gr_1980-2018.nc"

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[1] "epc100_CESM-ETHZ_A_1_gr_1980-2018.nc"

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[1] "epc1000soft_CESM-ETHZ_A_1_gr_1980-2018.nc"

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[1] "fgco2_CESM-ETHZ_A_1_gr_1980-2018.nc"

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[1] "intdiac_CESM-ETHZ_A_1_gr_1980-2018.nc"

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[1] "intphyc_CESM-ETHZ_A_1_gr_1980-2018.nc"

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[1] "intphynd_CESM-ETHZ_A_1_gr_1980-2018.nc"

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[1] "intpp_CESM-ETHZ_A_1_gr_1980-2018.nc"

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[1] "intzooc_CESM-ETHZ_A_1_gr_1980-2018.nc"

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[1] "Kw_CESM-ETHZ_A_1_gr_1980-2018.nc"

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[1] "mld_CESM-ETHZ_A_1_gr_1980-2018.nc"

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[1] "no3os_CESM-ETHZ_A_1_gr_1980-2018.nc"

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[1] "o2os_CESM-ETHZ_A_1_gr_1980-2018.nc"

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[1] "atmpco2_CESM-ETHZ_A_1_gr_1980-2018.nc"

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[1] "po4os_CESM-ETHZ_A_1_gr_1980-2018.nc"

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[1] "sios_CESM-ETHZ_A_1_gr_1980-2018.nc"

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[1] "sos_CESM-ETHZ_A_1_gr_1980-2018.nc"

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[1] "spco2_CESM-ETHZ_A_1_gr_1980-2018.nc"

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[1] "talkos_CESM-ETHZ_A_1_gr_1980-2018.nc"

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[1] "tos_CESM-ETHZ_A_1_gr_1980-2018.nc"

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[1] "zeu_CESM-ETHZ_A_1_gr_1980-2018.nc"

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[1] "alpha_CESM-ETHZ_B_1_gr_1980-2018.nc"

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[1] "chlos_CESM-ETHZ_B_1_gr_1980-2018.nc"

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[1] "dfeos_CESM-ETHZ_B_1_gr_1980-2018.nc"

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[1] "dissicos_CESM-ETHZ_B_1_gr_1980-2018.nc"

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[1] "epc100_CESM-ETHZ_B_1_gr_1980-2018.nc"

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[1] "epc1000_CESM-ETHZ_B_1_gr_1980-2018.nc"

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[1] "epc1000hard_CESM-ETHZ_B_1_gr_1980-2018.nc"

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[1] "epc1000soft_CESM-ETHZ_B_1_gr_1980-2018.nc"

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[1] "fgco2_CESM-ETHZ_B_1_gr_1980-2018.nc"

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[1] "intdiac_CESM-ETHZ_B_1_gr_1980-2018.nc"

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[1] "intphyc_CESM-ETHZ_B_1_gr_1980-2018.nc"

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[1] "intphynd_CESM-ETHZ_B_1_gr_1980-2018.nc"

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[1] "intpp_CESM-ETHZ_B_1_gr_1980-2018.nc"

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[1] "intzooc_CESM-ETHZ_B_1_gr_1980-2018.nc"

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[1] "Kw_CESM-ETHZ_B_1_gr_1980-2018.nc"

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[1] "mld_CESM-ETHZ_B_1_gr_1980-2018.nc"

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[1] "no3os_CESM-ETHZ_B_1_gr_1980-2018.nc"

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[1] "o2os_CESM-ETHZ_B_1_gr_1980-2018.nc"

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[1] "atmpco2_CESM-ETHZ_B_1_gr_1980-2018.nc"

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[1] "po4os_CESM-ETHZ_B_1_gr_1980-2018.nc"

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[1] "sios_CESM-ETHZ_B_1_gr_1980-2018.nc"

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[1] "sos_CESM-ETHZ_B_1_gr_1980-2018.nc"

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[1] "spco2_CESM-ETHZ_B_1_gr_1980-2018.nc"

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063851d	jens-daniel-mueller	2021-03-02

[1] "talkos_CESM-ETHZ_B_1_gr_1980-2018.nc"

Past versions of 2D_variables-111.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

Past versions of 2D_variables-112.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

[1] "tos_CESM-ETHZ_B_1_gr_1980-2018.nc"

Past versions of 2D_variables-113.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

Past versions of 2D_variables-114.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

[1] "zeu_CESM-ETHZ_B_1_gr_1980-2018.nc"

Past versions of 2D_variables-115.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

Past versions of 2D_variables-116.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

[1] "alpha_CESM-ETHZ_C_1_gr_1980-2018.nc"

Past versions of 2D_variables-117.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

Past versions of 2D_variables-118.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

[1] "chlos_CESM-ETHZ_C_1_gr_1980-2018.nc"

Past versions of 2D_variables-119.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

Past versions of 2D_variables-120.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

[1] "dfeos_CESM-ETHZ_C_1_gr_1980-2018.nc"

Past versions of 2D_variables-121.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

Past versions of 2D_variables-122.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

[1] "dissicos_CESM-ETHZ_C_1_gr_1980-2018.nc"

Past versions of 2D_variables-123.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

Past versions of 2D_variables-124.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

[1] "epc100_CESM-ETHZ_C_1_gr_1980-2018.nc"

Past versions of 2D_variables-125.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

Past versions of 2D_variables-126.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

[1] "epc1000_CESM-ETHZ_C_1_gr_1980-2018.nc"

Past versions of 2D_variables-127.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

Past versions of 2D_variables-128.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

[1] "epc1000hard_CESM-ETHZ_C_1_gr_1980-2018.nc"

Past versions of 2D_variables-129.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

Past versions of 2D_variables-130.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

[1] "epc1000soft_CESM-ETHZ_C_1_gr_1980-2018.nc"

Past versions of 2D_variables-131.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

Past versions of 2D_variables-132.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

[1] "epc100hard_CESM-ETHZ_C_1_gr_1980-2018.nc"

Past versions of 2D_variables-133.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

Past versions of 2D_variables-134.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

[1] "epc100soft_CESM-ETHZ_C_1_gr_1980-2018.nc"

Past versions of 2D_variables-135.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

Past versions of 2D_variables-136.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

[1] "epcalc100_CESM-ETHZ_C_1_gr_1980-2018.nc"

Past versions of 2D_variables-137.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

Past versions of 2D_variables-138.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

[1] "fgco2_CESM-ETHZ_C_1_gr_1980-2018.nc"

Past versions of 2D_variables-139.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

Past versions of 2D_variables-140.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

[1] "intdiac_CESM-ETHZ_C_1_gr_1980-2018.nc"

Past versions of 2D_variables-141.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

Past versions of 2D_variables-142.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

[1] "intphyc_CESM-ETHZ_C_1_gr_1980-2018.nc"

Past versions of 2D_variables-143.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

Past versions of 2D_variables-144.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

[1] "intphynd_CESM-ETHZ_C_1_gr_1980-2018.nc"

Past versions of 2D_variables-145.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

Past versions of 2D_variables-146.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

[1] "intpp_CESM-ETHZ_C_1_gr_1980-2018.nc"

Past versions of 2D_variables-147.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

Past versions of 2D_variables-148.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

[1] "intzooc_CESM-ETHZ_C_1_gr_1980-2018.nc"

Past versions of 2D_variables-149.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

Past versions of 2D_variables-150.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

[1] "Kw_CESM-ETHZ_C_1_gr_1980-2018.nc"

Past versions of 2D_variables-151.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

Past versions of 2D_variables-152.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

[1] "mld_CESM-ETHZ_C_1_gr_1980-2018.nc"

Past versions of 2D_variables-153.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

Past versions of 2D_variables-154.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

[1] "no3os_CESM-ETHZ_C_1_gr_1980-2018.nc"

Past versions of 2D_variables-155.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

Past versions of 2D_variables-156.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

[1] "o2os_CESM-ETHZ_C_1_gr_1980-2018.nc"

Past versions of 2D_variables-157.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

Past versions of 2D_variables-158.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

[1] "atmpco2_CESM-ETHZ_C_1_gr_1980-2018.nc"

Past versions of 2D_variables-159.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

Past versions of 2D_variables-160.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

[1] "po4os_CESM-ETHZ_C_1_gr_1980-2018.nc"

Past versions of 2D_variables-161.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

Past versions of 2D_variables-162.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

[1] "sios_CESM-ETHZ_C_1_gr_1980-2018.nc"

Past versions of 2D_variables-163.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

Past versions of 2D_variables-164.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

[1] "sos_CESM-ETHZ_C_1_gr_1980-2018.nc"

Past versions of 2D_variables-165.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

Past versions of 2D_variables-166.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

[1] "spco2_CESM-ETHZ_C_1_gr_1980-2018.nc"

Past versions of 2D_variables-167.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

Past versions of 2D_variables-168.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

[1] "talkos_CESM-ETHZ_C_1_gr_1980-2018.nc"

Past versions of 2D_variables-169.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

Past versions of 2D_variables-170.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

[1] "tos_CESM-ETHZ_C_1_gr_1980-2018.nc"

Past versions of 2D_variables-171.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

Past versions of 2D_variables-172.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

[1] "zeu_CESM-ETHZ_C_1_gr_1980-2018.nc"

Past versions of 2D_variables-173.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

Past versions of 2D_variables-174.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

[1] "alpha_CESM-ETHZ_D_1_gr_1980-2018.nc"

Past versions of 2D_variables-175.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

Past versions of 2D_variables-176.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

[1] "chlos_CESM-ETHZ_D_1_gr_1980-2018.nc"

Past versions of 2D_variables-177.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

Past versions of 2D_variables-178.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

[1] "dfeos_CESM-ETHZ_D_1_gr_1980-2018.nc"

Past versions of 2D_variables-179.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

Past versions of 2D_variables-180.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

[1] "dissicos_CESM-ETHZ_D_1_gr_1980-2018.nc"

Past versions of 2D_variables-181.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

Past versions of 2D_variables-182.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

[1] "epc100_CESM-ETHZ_D_1_gr_1980-2018.nc"

Past versions of 2D_variables-183.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

Past versions of 2D_variables-184.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

[1] "epc1000_CESM-ETHZ_D_1_gr_1980-2018.nc"

Past versions of 2D_variables-185.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

Past versions of 2D_variables-186.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

[1] "epc1000hard_CESM-ETHZ_D_1_gr_1980-2018.nc"

Past versions of 2D_variables-187.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

Past versions of 2D_variables-188.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

[1] "epc1000soft_CESM-ETHZ_D_1_gr_1980-2018.nc"

Past versions of 2D_variables-189.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

Past versions of 2D_variables-190.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

[1] "epc100hard_CESM-ETHZ_D_1_gr_1980-2018.nc"

Past versions of 2D_variables-191.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

Past versions of 2D_variables-192.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

[1] "epc100soft_CESM-ETHZ_D_1_gr_1980-2018.nc"

Past versions of 2D_variables-193.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

Past versions of 2D_variables-194.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

[1] "epcalc100_CESM-ETHZ_D_1_gr_1980-2018.nc"

Past versions of 2D_variables-195.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

Past versions of 2D_variables-196.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

[1] "fgco2_CESM-ETHZ_D_1_gr_1980-2018.nc"

Past versions of 2D_variables-197.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

Past versions of 2D_variables-198.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

[1] "intdiac_CESM-ETHZ_D_1_gr_1980-2018.nc"

Past versions of 2D_variables-199.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

Past versions of 2D_variables-200.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

[1] "intphyc_CESM-ETHZ_D_1_gr_1980-2018.nc"

Past versions of 2D_variables-201.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

Past versions of 2D_variables-202.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

[1] "intphynd_CESM-ETHZ_D_1_gr_1980-2018.nc"

Past versions of 2D_variables-203.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

Past versions of 2D_variables-204.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

[1] "intpp_CESM-ETHZ_D_1_gr_1980-2018.nc"

Past versions of 2D_variables-205.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

Past versions of 2D_variables-206.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

[1] "intzooc_CESM-ETHZ_D_1_gr_1980-2018.nc"

Past versions of 2D_variables-207.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

Past versions of 2D_variables-208.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

[1] "Kw_CESM-ETHZ_D_1_gr_1980-2018.nc"

Past versions of 2D_variables-209.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

Past versions of 2D_variables-210.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

[1] "mld_CESM-ETHZ_D_1_gr_1980-2018.nc"

Past versions of 2D_variables-211.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

Past versions of 2D_variables-212.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

[1] "no3os_CESM-ETHZ_D_1_gr_1980-2018.nc"

Past versions of 2D_variables-213.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

Past versions of 2D_variables-214.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

[1] "o2os_CESM-ETHZ_D_1_gr_1980-2018.nc"

Past versions of 2D_variables-215.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

Past versions of 2D_variables-216.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

[1] "atmpco2_CESM-ETHZ_D_1_gr_1980-2018.nc"

Past versions of 2D_variables-217.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

Past versions of 2D_variables-218.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

[1] "po4os_CESM-ETHZ_D_1_gr_1980-2018.nc"

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063851d	jens-daniel-mueller	2021-03-02

Past versions of 2D_variables-220.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

[1] "sios_CESM-ETHZ_D_1_gr_1980-2018.nc"

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063851d	jens-daniel-mueller	2021-03-02

Past versions of 2D_variables-222.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

[1] "sos_CESM-ETHZ_D_1_gr_1980-2018.nc"

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Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

Past versions of 2D_variables-224.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

[1] "spco2_CESM-ETHZ_D_1_gr_1980-2018.nc"

Past versions of 2D_variables-225.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

Past versions of 2D_variables-226.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

[1] "talkos_CESM-ETHZ_D_1_gr_1980-2018.nc"

Past versions of 2D_variables-227.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

Past versions of 2D_variables-228.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

[1] "tos_CESM-ETHZ_D_1_gr_1980-2018.nc"

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Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

Past versions of 2D_variables-230.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

[1] "zeu_CESM-ETHZ_D_1_gr_1980-2018.nc"

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063851d	jens-daniel-mueller	2021-03-02

Past versions of 2D_variables-232.png

Version	Author	Date
063851d	jens-daniel-mueller	2021-03-02

Session information

sessionInfo()

R version 4.0.3 (2020-10-10)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: openSUSE Leap 15.2

Matrix products: default
BLAS:   /usr/local/R-4.0.3/lib64/R/lib/libRblas.so
LAPACK: /usr/local/R-4.0.3/lib64/R/lib/libRlapack.so

locale:
 [1] LC_CTYPE=en_US.UTF-8       LC_NUMERIC=C              
 [3] LC_TIME=en_US.UTF-8        LC_COLLATE=en_US.UTF-8    
 [5] LC_MONETARY=en_US.UTF-8    LC_MESSAGES=en_US.UTF-8   
 [7] LC_PAPER=en_US.UTF-8       LC_NAME=C                 
 [9] LC_ADDRESS=C               LC_TELEPHONE=C            
[11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C       

attached base packages:
[1] stats     graphics  grDevices utils     datasets  methods   base     

other attached packages:
 [1] tidync_0.2.4    stars_0.4-3     sf_0.9-6        abind_1.4-5    
 [5] metR_0.9.0      scico_1.2.0     patchwork_1.1.1 collapse_1.5.0 
 [9] forcats_0.5.0   stringr_1.4.0   dplyr_1.0.2     purrr_0.3.4    
[13] readr_1.4.0     tidyr_1.1.2     tibble_3.0.4    ggplot2_3.3.2  
[17] tidyverse_1.3.0 workflowr_1.6.2

loaded via a namespace (and not attached):
 [1] fs_1.5.0                 lubridate_1.7.9          httr_1.4.2              
 [4] rprojroot_2.0.2          tools_4.0.3              backports_1.1.10        
 [7] R6_2.5.0                 KernSmooth_2.23-17       DBI_1.1.0               
[10] colorspace_1.4-1         withr_2.3.0              tidyselect_1.1.0        
[13] compiler_4.0.3           git2r_0.27.1             cli_2.1.0               
[16] rvest_0.3.6              RNetCDF_2.4-2            xml2_1.3.2              
[19] labeling_0.4.2           scales_1.1.1             checkmate_2.0.0         
[22] classInt_0.4-3           digest_0.6.27            rmarkdown_2.5           
[25] pkgconfig_2.0.3          htmltools_0.5.0          dbplyr_1.4.4            
[28] rlang_0.4.9              readxl_1.3.1             rstudioapi_0.13         
[31] generics_0.0.2           farver_2.0.3             jsonlite_1.7.1          
[34] magrittr_1.5             ncmeta_0.3.0             Matrix_1.2-18           
[37] Rcpp_1.0.5               munsell_0.5.0            fansi_0.4.1             
[40] lifecycle_0.2.0          stringi_1.5.3            whisker_0.4             
[43] yaml_2.2.1               grid_4.0.3               blob_1.2.1              
[46] parallel_4.0.3           promises_1.1.1           crayon_1.3.4            
[49] lattice_0.20-41          haven_2.3.1              hms_0.5.3               
[52] knitr_1.30               pillar_1.4.7             reprex_0.3.0            
[55] glue_1.4.2               evaluate_0.14            RcppArmadillo_0.10.1.2.0
[58] data.table_1.13.2        modelr_0.1.8             vctrs_0.3.5             
[61] httpuv_1.5.4             cellranger_1.1.0         gtable_0.3.0            
[64] assertthat_0.2.1         xfun_0.18                lwgeom_0.2-5            
[67] broom_0.7.2              RcppEigen_0.3.3.7.0      e1071_1.7-4             
[70] later_1.1.0.1            class_7.3-17             ncdf4_1.17              
[73] viridisLite_0.3.0        units_0.6-7              ellipsis_0.3.1