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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).
Datum
Brón Eige werk. Data from Dr. Pieter Tans, NOAA/ESRL and Dr. Ralph Keeling, Scripps Institution of Oceanography.
Sjriever Oeneis
Anger versies

[bewirk]

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

 
Deze vectorafbeelding is gemaakt met 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)



Objectlocatie19° 32′ 10,31″ NB, 155° 34′ 36,84″ WL Kartographer map based on OpenStreetMap.Deze en andere afbeeldingen in: OpenStreetMapinfo

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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

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Atmospheric carbon dioxide concentrations at Mauna Loa, Hawaii since 1958 (plot in English)

Items getoond in dit bestand

beeldt af Nederlands

maker Nederlands

Waarde zonder Wikidata-item

licentie Nederlands

CC-BY-SA 4.0 Nederlands

6 jan 2019

19°32'10.309"N, 155°34'36.840"W

MIME-type Nederlands

image/svg+xml

Besjtandshistorie

Klik op 'ne datum/tied óm 't besjtand te zeen wie 't oetzaog op det tiedsjtip.

(nuujste | aadste) (nujer 10) () (10 | 20 | 50 | 100 | 250 | 500) bekieke.
Datum/TiedMiniatuurplaetjeAafmaetingeGebroekerKómmentaar
hujig15 dec 2023 20:49Miniatuurplaetje veur versie per 15 dec 2023 20:49708 × 708 (434 kB)Oeneisupdate 2023
22 dec 2022 18:32Miniatuurplaetje veur versie per 22 dec 2022 18:32708 × 708 (428 kB)Oeneis2022 update
15 aug 2022 09:25Miniatuurplaetje veur versie per 15 aug 2022 09:25708 × 708 (427 kB)Oeneisupdate with 2022 data
16 dec 2021 23:01Miniatuurplaetje veur versie per 16 dec 2021 23:01708 × 708 (424 kB)Oeneisupdate URLs
16 dec 2021 20:43Miniatuurplaetje veur versie per 16 dec 2021 20:43708 × 708 (421 kB)Oeneis2021 data
31 okt 2020 18:52Miniatuurplaetje veur versie per 31 okt 2020 18:52708 × 708 (420 kB)Oeneisupdate data 2020-10-31
20 jul 2019 15:40Miniatuurplaetje veur versie per 20 jul 2019 15:40708 × 708 (409 kB)Oeneisdata up to 2019-06
6 jan 2019 12:01Miniatuurplaetje veur versie per 6 jan 2019 12:01708 × 708 (407 kB)Oeneisfull 2018 year data ; data from Scripps due to US gov shutdown
21 okt 2018 09:57Miniatuurplaetje veur versie per 21 okt 2018 09:57708 × 708 (401 kB)Oeneisdata up to 2018-10
20 jan 2018 14:49Miniatuurplaetje veur versie per 20 jan 2018 14:49708 × 708 (376 kB)Oeneis1958-2017 data
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