Barkas:Mauna Loa CO2 monthly mean concentration.svg

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English: This figure shows the history of atmospheric carbon dioxide concentrations as directly measured at Mauna Loa, Hawaii since 1958. This curve is known as the Keeling curve, and is an essential piece of evidence of the man-made increases in greenhouse gases that are believed to be the cause of global warming. The longest such record exists at Mauna Loa, but these measurements have been independently confirmed at many other sites around the world [1].

The annual fluctuation in carbon dioxide is caused by seasonal variations in carbon dioxide uptake by land plants. Since many more forests are concentrated in the Northern Hemisphere, more carbon dioxide is removed from the atmosphere during Northern Hemisphere summer than Southern Hemisphere summer. This annual cycle is shown in the inset figure by taking the average concentration for each month across all measured years.

The red curve shows the average monthly concentrations, and blue curve is a smoothed trend.
The carbon dioxide data is measured as the mole fraction in dry air. This dataset constitutes the longest record of direct measurements of CO2 in the atmosphere (regularly updated).
Tanggal
Sumber Karya dhéwé. Data from Dr. Pieter Tans, NOAA/ESRL and Dr. Ralph Keeling, Scripps Institution of Oceanography.
Juru pangarang Oeneis
Vèrsi liya

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Keeling curve

English: Plots of the Keeling curve produced with R in SVG for several languages.
Français : Graphiques multi-langues de la Courbe de Keeling réalisés avec R en SVG.

Create this plot

 
Gambar vektor ini dibuat menggunakan R.

R code

# Mauna Loa atmospheric CO2 change
# multi language plot for Wikipedia
# using different possible sources (Scripps if NOAA is not available)
# 
# Used for https://commons.wikimedia.org/wiki/File:Mauna_Loa_CO2_monthly_mean_concentration.svg
# and related files in other languages. See all files in :
# https://commons.wikimedia.org/wiki/Template:Other_versions/Mauna_Loa_CO2_monthly_mean_concentration
# 
# Update this script on :
# https://commons.wikimedia.org/w/index.php?title=Template:Other_versions/Mauna_Loa_CO2_monthly_mean_concentration.R&action=edit

# Required packages.   used for :
library(readr)         # reading data
library(dplyr)         # data processing
library(ggplot2)       # plot
library(gridExtra)     # plot positionning
library(scales)        # pretty breaks on plot axis
library(lubridate)     # date processing
library(httr)          # check url
library(Hmisc)         # ci from bootstrap

# install all locales beforehand, e.g. :
# sudo locale-gen ca_ES.UTF-8

old_locale <- Sys.getlocale("LC_TIME")

# Translations ------------------------------------------------------------

language <- list(
  
  ca_ES = list(
    locale_lc_time = "ca_ES.UTF-8",
    title = bquote("Mitjana mensual de la concentratió de"~CO[2]),
    subtitle = "Mauna Loa",
    caption_scripps = paste("dades : R. F. Keeling, S. J. Walker, S. C. Piper and A. F. Bollenbacher\nScripps CO2 Program (https://scrippsco2.ucsd.edu/). Visitada", Sys.Date()),
    caption_noaa = paste("dades : Dr. Pieter Tans, NOAA/ESRL (https://gml.noaa.gov/ccgg/trends/) i\n Dr. Ralph Keeling, Scripps Institution of Oceanography (https://scrippsco2.ucsd.edu/). Visitada ", Sys.Date()),
    x = "any",
    y = bquote("fracció de"~CO[2]~"en aire sec ("*mu*"mol/mol)"),
    x2 = "mes",
    y2 = bquote(atop("fracció de"~CO[2]~"en aire sec ("*mu*"mol/mol)",
                     "desviació de la mitjana anual")),
    title2 = "Variació mensual"
  ),
  
  cs_CZ = list(
    locale_lc_time = "cs_CZ.UTF-8",
    title = "Průměrné měsíční koncentrace oxidu uhličitého",
    subtitle = "Mauna Loa",
    caption_scripps = paste("data : R. F. Keeling, S. J. Walker, S. C. Piper a A. F. Bollenbacher\nScripps CO2 Program (https://scrippsco2.ucsd.edu/). Přístupné", Sys.Date()),
    caption_noaa = paste("data : Dr. Pieter Tans, NOAA/ESRL (https://gml.noaa.gov/ccgg/trends/) a\nDr. Ralph Keeling, Scripps Institution of Oceanography (https://scrippsco2.ucsd.edu/). Přístupné", Sys.Date()),
    x = "rok",
    y = bquote("koncentrace"~CO[2]~"v suchém vzduchu ("*mu*"mol/mol)"),
    x2 = "měsíc",
    y2 = bquote(atop("koncentrace"~CO[2]~"v suchém vzduchu ("*mu*"mol/mol)", "odchylka od ročního průměru")),
    title2 = "Měsíční změna (průměrná roční odchylka)"
  ),
  
  de_DE = list(
    locale_lc_time = "de_DE.UTF-8",
    title = bquote("Monatliche durchschnittliche"~CO[2]*"-Konzentration"),
    subtitle = "Mauna Loa",
    caption_scripps = paste("Datei : R. F. Keeling, S. J. Walker, S. C. Piper und A. F. Bollenbacher\nScripps CO2 Program (https://scrippsco2.ucsd.edu/). Zugänglich am", Sys.Date()),
    caption_noaa = paste("Datei : Dr. Pieter Tans, NOAA/ESRL (https://gml.noaa.gov/ccgg/trends/) und\nDr. Ralph Keeling, Scripps Institution of Oceanography (https://scrippsco2.ucsd.edu/). Zugänglich am", Sys.Date()),
    x = "Jahr",
    y = bquote(CO[2]*"-Anteil in trockener Luft ("*mu*"mol/mol)"),
    x2 = "Monate",
    y2 = bquote(atop(CO[2]*"-Anteil in trockener Luft ("*mu*"mol/mol)", "Abweichung vom Jahresmittel")),
    title2 = "Monatliche Variation"
  ),  
  
  en_US = list(
    locale_lc_time = "en_US.UTF-8",
    title = bquote("Monthly mean"~CO[2]~"concentration"),
    subtitle = "Mauna Loa",
    caption_scripps = paste("Data : R. F. Keeling, S. J. Walker, S. C. Piper and A. F. Bollenbacher\nScripps CO2 Program (https://scrippsco2.ucsd.edu/). Accessed", Sys.Date()),
    caption_noaa = paste("Data : Dr. Pieter Tans, NOAA/ESRL (https://gml.noaa.gov/ccgg/trends/) and\n Dr. Ralph Keeling, Scripps Institution of Oceanography (https://scrippsco2.ucsd.edu/). Accessed ", Sys.Date()),
    x = "Year",
    y = bquote(CO[2]~"fraction in dry air ("*mu*"mol/mol)"),
    x2 = "Month",
    y2 = bquote(atop(CO[2]~"fraction in dry air ("*mu*"mol/mol)", "Departure from yearly average")),
    title2 = "Seasonal variation"
  ),
  
  es_ES = list(
    locale_lc_time = "es_ES.UTF-8",
    title = bquote("Media mensual de la concentración de"~CO[2]),
    subtitle = "Mauna Loa",
    caption_scripps = paste("dato : R. F. Keeling, S. J. Walker, S. C. Piper y A. F. Bollenbacher\nScripps CO2 Program (https://scrippsco2.ucsd.edu/). Visitada", Sys.Date()),
    caption_noaa = paste("dato : Dr. Pieter Tans, NOAA/ESRL (https://gml.noaa.gov/ccgg/trends/) y\nDr. Ralph Keeling, Scripps Institution of Oceanography (https://scrippsco2.ucsd.edu/). Visitada", Sys.Date()),
    x = "Año",
    y = bquote("Fraccion de"~CO[2]~"en aire secco ("*mu*"mol/mol)"),
    x2 = "Mes",
    y2 = bquote(atop("Fraccion de"~CO[2]~"en aire secco ("*mu*"mol/mol)", "Desviación de la media anual")),
    title2 = "Variación mensual"
  ),  
  
  fr_FR = list(
    locale_lc_time = "fr_FR.UTF-8",
    title = bquote("Moyenne mensuelle de la concentration de"~CO[2]),
    subtitle = "Mauna Loa",
    caption_scripps = paste("données : R. F. Keeling, S. J. Walker, S. C. Piper et A. F. Bollenbacher\nScripps CO2 Program (https://scrippsco2.ucsd.edu/). Accédé le", Sys.Date()),
    caption_noaa = paste("données : Dr Pieter Tans, NOAA/ESRL (https://gml.noaa.gov/ccgg/trends/) et\n Dr. Ralph Keeling, Scripps Institution of Oceanography (https://scrippsco2.ucsd.edu/). Accédé le", Sys.Date()),
    x = "année",
    y = bquote("fraction de"~CO[2]~"dans l'air sec ("*mu*"mol/mol)"),
    x2 = "mois",
    y2 = bquote(atop("fraction de"~CO[2]~"dans l'air sec ("*mu*"mol/mol)", "en écart à la moyenne annuelle")),
    title2 = "Variation saisonnière"
  ),

    nl_NL = list(
    locale_lc_time = "nl_NL.UTF-8",
    title = bquote("Maandelijkse gemiddelde"~CO[2]*"-concentratie"),
    subtitle = "Mauna Loa",
    caption_scripps = glue("Gegevens : R. F. Keeling, S. J. Walker, S. C. Piper en A. F. Bollenbacher\nScripps CO2 Program (https://scrippsco2.ucsd.edu/). Geopend {Sys.Date()}"),
    caption_noaa = glue("Gegevens : Dr. Pieter Tans, NOAA/ESRL (https://gml.noaa.gov/ccgg/trends/) en\n Dr. Ralph Keeling, Scripps Institution of Oceanography (https://scrippsco2.ucsd.edu/). Accessed  {Sys.Date()}"),
    x = "Jaar",
    y = bquote(CO[2]*"-fractie in droge lucht ("*mu*"mol/mol)"),
    x2 = "Mannd",
    y2 = bquote(atop(CO[2]*"-fractie in droge lucht ("*mu*"mol/mol)", "Afwijking van jaargemiddelde")),
    title2 = "Seizoensgebonden variatie"
  ),

  nn_NO = list(
    locale_lc_time = "nn_NO.UTF-8",
    title = bquote("Gjennomsnittlig månedlig"~CO[2]*"-konsentrasjon"),
    subtitle = "Mauna Loa",
    caption_scripps = paste("data : R. F. Keeling, S. J. Walker, S. C. Piper og A. F. Bollenbacher\nScripps CO2 Program (https://scrippsco2.ucsd.edu/). Vist", Sys.Date()),
    caption_noaa = paste("data : Dr. Pieter Tans, NOAA/ESRL (https://gml.noaa.gov/ccgg/trends/) og\nDr. Ralph Keeling, Scripps Institution of Oceanography (https://scrippsco2.ucsd.edu/). Vist", Sys.Date()),
    x = "År",
    y = bquote(CO[2]*"-andel i tørr luft ("*mu*"mol/mol)"),
    x2 = "Måned",
    y2 = bquote(atop(CO[2]*"-andel i tørr luft ("*mu*"mol/mol)",
                     "Avvik fra årlig gjennomsnitt")),
    title2 = "Årlig variasjon"
  ),
  
  pl_PL = list(
    locale_lc_time = "pl_PL.UTF-8",
    title = bquote("Średnie miesięczne stężenie"~CO[2]),
    subtitle = "Mauna Loa",
    caption_scripps = paste("Dane : R. F. Keeling, S. J. Walker, S. C. Piper i A. F. Bollenbacher\nScripps CO2 Program (https://scrippsco2.ucsd.edu/). Dostęp na", Sys.Date()),
    caption_noaa = paste("Dane : Dr. Pieter Tans, NOAA/ESRL (https://gml.noaa.gov/ccgg/trends/) i\nDr. Ralph Keeling, Scripps Institution of Oceanography (https://scrippsco2.ucsd.edu/). Dostęp na", Sys.Date()),
    x = "Rok",
    y = bquote("Frakcja"~CO[2]~"w suchym powietrzu ("*mu*"mol/mol)"),
    x2 = "Miesiąc",
    y2 = bquote(atop("Frakcja"~CO[2]~"w suchym powietrzu ("*mu*"mol/mol)", "Odejście od średniej rocznej")),
    title2 = "Wahania sezonowe"
  ),

  ro_RO = list(
    locale_lc_time = "ro_RO.UTF-8",
    title = bquote("Concentrația medie lunară de"~CO[2]),
    subtitle = "Mauna Loa, Hawaii",
    caption_scripps = paste("Date: R. F. Keeling, S. J. Walker, S. C. Piper și A. F. Bollenbacher\nScripps CO2 Program (https://scrippsco2.ucsd.edu/). Accesat în", Sys.Date()),
    caption_noaa = paste("Date : Dr. Pieter Tans, NOAA/ESRL (https://gml.noaa.gov/ccgg/trends/) și\n Dr. Ralph Keeling, Scripps Institution of Oceanography (https://scrippsco2.ucsd.edu/). Accesat în", Sys.Date()),
    x = "An",
    y = bquote("Ponderea"~CO[2]~"în aer uscat ("*mu*"mol/mol)"),
    x2 = "Lună",
    y2 = bquote(atop("Abaterea cotei"~CO[2]~"în aer uscat ("*mu*"mol/mol)", "Abatere de la media anuală")),
    title2 = "Variație sezonieră"
  ),

  ru_RU = list(
    locale_lc_time = "ru_RU.UTF-8",
    title = bquote("Среднемесячная и среднегодовая концентрации"~CO[2]),
    subtitle = "Мауна Лоа, Гаваи",
    caption_scripps = paste("данные : R. F. Keeling, S. J. Walker, S. C. Piper и A. F. Bollenbacher\nScripps CO2 Program (https://scrippsco2.ucsd.edu/). доступ на", Sys.Date()),
    caption_noaa = paste("данные : Dr. Pieter Tans, NOAA/ESRL (https://gml.noaa.gov/ccgg/trends/) и\nDr. Ralph Keeling, Scripps Institution of Oceanography (https://scrippsco2.ucsd.edu/). доступ на ", Sys.Date()),
    x = "Годы",
    y = bquote("Доля"~CO[2]~"в сухом воздухе ("*mu*"mol/mol)"),
    x2 = "Месяцы",
    y2 = bquote(atop("Отклонение доли"~CO[2]~"в сухом воздухе", "от среднегодового значения, мкмоль/моль")),
    title2 = "Сезонные колебания"
  )
  
)


# Data --------------------------------------------------------------------

# First try NOAA data, if not availble use Scripps data
if (!http_error("ftp://aftp.cmdl.noaa.gov/products/trends/co2/co2_mm_mlo.txt")) {
  # https://gml.noaa.gov/ccgg/trends/data.html
  source <- "noaa"
  co2ml <- read_table(
    "ftp://aftp.cmdl.noaa.gov/products/trends/co2/co2_mm_mlo.txt",
    col_names = c("year", "month", "decimal", "average", "deseason", "ndays", "stddays", "unc"),
    col_types = "iidddidd",
    na = c("-99.99", "-1"),
    comment = "#") %>% 
    group_by(year) %>% 
    mutate(year_mean = mean(average, na.rm = TRUE),
           delta = average - year_mean,
           vdate = ymd(paste0("2015-", month, "-01")))%>% 
    rename(co2 = average)
  
} else {
  # https://scrippsco2.ucsd.edu/data/atmospheric_co2/primary_mlo_co2_record
  # used during US gov shutdown
  source <- "scripps"
  co2ml <- read_csv(
    "https://scrippsco2.ucsd.edu/assets/data/atmospheric/stations/in_situ_co2/monthly/monthly_in_situ_co2_mlo.csv",
    col_names = c("year", "month", "xls_date", "decimal",
                  "co2_raw", "co2_raw_seas_adj", "fit", "fit_seas_adj",
                  "co2_filled", "co2_filled_seas_adj"),
    col_types = "iiiddddddd",
    skip = 57,
    na = "-99.99",
    comment = "\"") %>% 
    group_by(year) %>% 
    mutate(year_mean = mean(co2_filled, na.rm = TRUE),
           delta = co2_filled - year_mean,
           vdate = ymd(paste0("2015-", month, "-01"))) %>% 
    rename(co2 = co2_filled)
}


# Generate the plot for each language -------------------------------------

for (l in names(language)) {
  message(l)
  current <- language[[l]]
  
  # format the date in local names
  Sys.setlocale("LC_TIME", current$locale_lc_time)
  
  # main plot
  p1 <- ggplot(co2ml, aes(decimal, co2)) + 	
    geom_line(color = "pink") +
    geom_point(color = "red", size = 0.6) +
    stat_smooth(span = 0.1) +
    scale_x_continuous(breaks = pretty_breaks()) +
    scale_y_continuous(breaks = pretty_breaks()) +
    labs(x = current$x,
         y = current$y,
         title = current$title,
         subtitle = paste(current$subtitle, min(co2ml$year), "-", max(co2ml$year)),
         caption = paste(current[[paste0("caption_", source)]],
                         "https://w.wiki/4ZWn", sep = "\n")) +
    theme_bw() +
    theme(plot.caption = element_text(size = 7))
  
  # inset plot
  p2 <- ggplot(co2ml, aes(vdate, delta)) +
    geom_hline(yintercept = 0) +
    stat_smooth(span = 0.4, se = FALSE) +
    stat_summary(fun.data = "mean_cl_boot", colour = "red", size = 0.3) + 
    scale_x_date(breaks = pretty_breaks(4), 
                 minor_breaks = pretty_breaks(12), 
                 labels = date_format("%b")) +
    labs(x = current$x2,
         y = current$y2,
         title = current$title2) +
    theme_bw()
  
  # merge the plots and export in SVG
  p1 + annotation_custom(grob = ggplotGrob(p2),
                         xmin = 1957, xmax = 1991, ymin = 361, ymax = 420)
  
  ggsave(file = paste("co2_mauna_loa", l, Sys.Date(), "wp.svg", sep = "_"), 
         width = 20, 
         height = 20, 
         units = "cm", 
         device = svg)
}

# return to former locale
Sys.setlocale("LC_TIME", old_locale)



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Data source license

These data are made freely available to the public and the scientific community in the belief that their wide dissemination will lead to greater understanding and new scientific insights.

— Pieter Tans, in: NOAA

Captions

Add a one-line explanation of what this file represents
Atmospheric carbon dioxide concentrations at Mauna Loa, Hawaii since 1958 (plot in English)

Items portrayed in this file

gegambaran

status hak cipta Indonesia

berhak cipta Indonesia

sejak Indonesia

6 Januari 2019

19°32'10.309"N, 155°34'36.840"W

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Tanggal/WektuGambar cilikAlang ujurNaragunaTanggepan
saiki15 Dhésèmber 2023 19.49Gambar cilik kanggo owahan 15 Dhésèmber 2023 19.49708 × 708 (434 KB)Oeneisupdate 2023
22 Dhésèmber 2022 17.32Gambar cilik kanggo owahan 22 Dhésèmber 2022 17.32708 × 708 (428 KB)Oeneis2022 update
15 Agustus 2022 08.25Gambar cilik kanggo owahan 15 Agustus 2022 08.25708 × 708 (427 KB)Oeneisupdate with 2022 data
16 Dhésèmber 2021 22.01Gambar cilik kanggo owahan 16 Dhésèmber 2021 22.01708 × 708 (424 KB)Oeneisupdate URLs
16 Dhésèmber 2021 19.43Gambar cilik kanggo owahan 16 Dhésèmber 2021 19.43708 × 708 (421 KB)Oeneis2021 data
31 Oktober 2020 17.52Gambar cilik kanggo owahan 31 Oktober 2020 17.52708 × 708 (420 KB)Oeneisupdate data 2020-10-31
20 Juli 2019 14.40Gambar cilik kanggo owahan 20 Juli 2019 14.40708 × 708 (409 KB)Oeneisdata up to 2019-06
6 Januari 2019 11.01Gambar cilik kanggo owahan 6 Januari 2019 11.01708 × 708 (407 KB)Oeneisfull 2018 year data ; data from Scripps due to US gov shutdown
21 Oktober 2018 08.57Gambar cilik kanggo owahan 21 Oktober 2018 08.57708 × 708 (401 KB)Oeneisdata up to 2018-10
20 Januari 2018 13.49Gambar cilik kanggo owahan 20 Januari 2018 13.49708 × 708 (376 KB)Oeneis1958-2017 data
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