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3 changes: 1 addition & 2 deletions .gitignore
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Expand Up @@ -12,8 +12,7 @@ data/slcf_emissions/cams/*.nc
data/slcf_emissions/ceds/v20250311
data/slcf_emissions/merra
data/era5
data/slcf_emissions/gfed/
data/solar
data/slcf_emissions/gfed/*.hdf5

# large output
output/*.nc
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12 changes: 6 additions & 6 deletions README.md
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Expand Up @@ -4,20 +4,20 @@

This repository generates the following data and plots from the Climate Indicator Project:

- Greenhouse gas concentrations 1750-2025
- Effective radiative forcing 1750-2025
- Greenhouse gas concentrations 1750-2024
- Effective radiative forcing 1750-2024

As part of the ERF time series, emissions are processed from CEDS and GFED.

**Please note that 2025 data is preliminary; in many cases it is based on extrapolations and estimates. The data will not be final until IGCC 2025 is published in early summer 2026.**
**Please note that 2024 data is preliminary; in many cases it is based on extrapolations and estimates. The data will not be final until IGCC 2024 is published in early summer 2025.**

![Bar plot of effective radiative forcing 1750-2025](plots/ERF.png)
![Bar plot of effective radiative forcing 1750-2024](plots/ERF_1750-2024.png)

![Line plot of time series of effective radiative forcing 1750-2025](plots/ERF_timeseries.png)
![Line plot of time series of effective radiative forcing 1750-2024](plots/ERF_timeseries_1750-2024.png)

The code also provides a probabilistic ensemble of 1000 forcing time series for the detection and attribution of climate change.

Code also caculates decadal rates of ERF change and human induced warming change (for 2025 we are still waiting on the final temperature assessment)
Code also caculates decadal rates of ERF change and human induced warming change
![Line plot of time series of decadal rates of change in effective radiative forcing and human induced warming 1970-2023](plots/decadal_trends.png)

## Reproducibility
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94 changes: 94 additions & 0 deletions data/contrails/contrails.csv
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@@ -0,0 +1,94 @@
year,ERF_mW_m2
1930,0
1931,0.0282261541
1932,0.0564523082
1933,0.0846784623
1934,0.1129046163
1935,0.1411307704
1936,0.1693569245
1937,0.1975830786
1938,0.2258092327
1939,0.2540353868
1940,0.2822615409
1941,0.3127751132
1942,0.3486500418
1943,0.3862887508
1944,0.4298557501
1945,0.475559651
1946,0.532138624
1947,0.5870657131
1948,0.6537955159
1949,0.723801928
1950,0.8068793493
1951,0.8940416455
1952,0.990558408
1953,1.1022770574
1954,1.2248712619
1955,1.3590135507
1956,1.5111121285
1957,1.6765247347
1958,1.8620679546
1959,2.0628820404
1960,2.2925867433
1961,2.5859104805
1962,2.9275125283
1963,3.1755233138
1964,3.4137913376
1965,3.7506471979
1966,4.1788497419
1967,5.0684937819
1968,5.9014265619
1969,6.352444874
1970,6.5471007683
1971,7.6946205161
1972,8.067633595
1973,8.3098027411
1974,8.0091771855
1975,7.9911052175
1976,7.9643568747
1977,8.4104691354
1978,8.6514605867
1979,8.9427050205
1980,8.9591054936
1981,9.0018099927
1982,9.4037412987
1983,9.8450774825
1984,10.7856108636
1985,11.4315478109
1986,12.4207628803
1987,13.3416405043
1988,14.3978696607
1989,15.4119999282
1990,15.73796952
1991,15.61860144
1992,17.1824328
1993,18.74626416
1994,19.98484488
1995,21.3219864
1996,22.56056712
1997,23.6874456
1998,24.57230256
1999,26.00033904
2000,28.4529215886
2001,28.6451710588
2002,27.9327171398
2003,29.086213961
2004,32.9877473267
2005,34.8876244439
2006,36.3351498665
2007,38.2576445684
2008,39.171141766
2009,38.1841621932
2010,42.015659576
2011,44.287272474
2012,45.3966188089
2013,46.8052412781
2014,48.6894763612
2015,51.1463085638
2016,53.8837860676
2017,56.4954523558
2018,57.614920272
2019,59.3548908642
2020,32.8534574287
2021,38.3849068937
2022,54.3064376865
84 changes: 42 additions & 42 deletions data/ghg_concentrations/noaa_gml/ch4_annmean_gl.txt
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Expand Up @@ -14,7 +14,7 @@
#
# Contact: Xin Lan (xin.lan@noaa.gov)
#
# File Creation: Thu Feb 5 04:05:09 2026
# File Creation: Thu Jun 5 04:05:09 2025
#
#
# --------------------------------------------------------------------
Expand Down Expand Up @@ -44,44 +44,44 @@
#

# year mean unc
1984 1644.84 0.71
1985 1657.30 0.66
1986 1670.09 0.79
1987 1682.71 0.52
1988 1693.20 0.60
1989 1704.55 0.55
1990 1714.43 0.71
1991 1724.79 0.70
1992 1735.47 0.59
1993 1736.48 0.47
1994 1742.08 0.58
1995 1748.88 0.54
1996 1751.30 0.65
1997 1754.51 0.42
1998 1765.57 0.62
1999 1772.31 0.56
2000 1773.22 0.72
2001 1771.29 0.53
2002 1772.68 0.56
2003 1777.33 0.59
2004 1777.13 0.44
2005 1774.23 0.52
2006 1774.93 0.53
2007 1781.31 0.56
2008 1787.01 0.60
2009 1793.51 0.62
2010 1798.92 0.67
2011 1803.02 0.62
2012 1808.07 0.54
2013 1813.42 0.64
2014 1822.58 0.50
2015 1834.19 0.51
2016 1843.18 0.59
2017 1849.62 0.66
2018 1857.33 0.88
2019 1866.59 0.63
2020 1878.72 0.66
2021 1894.79 0.65
2022 1910.92 0.88
2023 1921.38 0.71
2024 1929.53 0.61
1984 1644.84 0.62
1985 1657.29 0.60
1986 1670.09 0.74
1987 1682.70 0.48
1988 1693.21 0.62
1989 1704.53 0.54
1990 1714.47 0.77
1991 1724.76 0.71
1992 1735.48 0.59
1993 1736.48 0.44
1994 1742.05 0.55
1995 1748.88 0.52
1996 1751.30 0.61
1997 1754.51 0.38
1998 1765.53 0.59
1999 1772.30 0.50
2000 1773.22 0.71
2001 1771.29 0.47
2002 1772.66 0.51
2003 1777.33 0.55
2004 1777.05 0.51
2005 1774.25 0.53
2006 1774.94 0.49
2007 1781.38 0.57
2008 1787.01 0.61
2009 1793.54 0.68
2010 1798.88 0.63
2011 1803.09 0.56
2012 1808.12 0.57
2013 1813.43 0.60
2014 1822.54 0.52
2015 1834.21 0.48
2016 1843.12 0.62
2017 1849.58 0.59
2018 1857.34 0.79
2019 1866.54 0.55
2020 1878.73 0.59
2021 1894.81 0.53
2022 1910.93 0.75
2023 1921.60 0.46
2024 1929.88 0.58
54 changes: 27 additions & 27 deletions data/ghg_concentrations/noaa_gml/co2_annmean_gl.txt
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Expand Up @@ -14,7 +14,7 @@
#
# Contact: Xin Lan (xin.lan@noaa.gov)
#
# File Creation: Thu Feb 5 03:55:12 2026
# File Creation: Thu Jun 5 03:55:17 2025
#
#
# --------------------------------------------------------------------
Expand All @@ -37,49 +37,49 @@
# reasons. Usually these changes are minor.
#
# year mean unc
1979 336.86 0.10
1979 336.85 0.11
1980 338.91 0.07
1981 340.11 0.08
1982 340.85 0.03
1981 340.11 0.09
1982 340.86 0.03
1983 342.53 0.05
1984 344.07 0.07
1985 345.54 0.07
1986 346.97 0.07
1987 348.68 0.09
1988 351.16 0.06
1986 346.97 0.08
1987 348.68 0.10
1988 351.16 0.07
1989 352.79 0.07
1990 354.06 0.07
1991 355.40 0.06
1990 354.05 0.06
1991 355.39 0.06
1992 356.09 0.07
1993 356.83 0.07
1994 358.33 0.09
1995 360.18 0.05
1994 358.33 0.08
1995 360.17 0.05
1996 361.93 0.04
1997 363.04 0.05
1997 363.05 0.04
1998 365.70 0.05
1999 367.79 0.06
2000 368.96 0.07
2001 370.57 0.06
2002 372.58 0.05
2003 375.14 0.04
2004 376.95 0.06
1999 367.80 0.06
2000 368.96 0.06
2001 370.57 0.04
2002 372.58 0.04
2003 375.15 0.04
2004 376.95 0.05
2005 378.98 0.05
2006 381.16 0.05
2006 381.15 0.05
2007 382.90 0.05
2008 385.02 0.04
2009 386.50 0.04
2010 388.75 0.07
2011 390.62 0.07
2010 388.75 0.06
2011 390.62 0.05
2012 392.65 0.07
2013 395.40 0.06
2014 397.34 0.05
2015 399.65 0.05
2016 403.07 0.07
2017 405.21 0.08
2018 407.62 0.08
2019 410.07 0.09
2016 403.06 0.07
2017 405.22 0.08
2018 407.61 0.07
2019 410.07 0.08
2020 412.44 0.07
2021 414.70 0.07
2022 417.08 0.08
2023 419.37 0.10
2024 422.80 0.10
2023 419.36 0.10
2024 422.79 0.08
32 changes: 16 additions & 16 deletions data/ghg_concentrations/noaa_gml/n2o_annmean_gl.txt
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Expand Up @@ -14,7 +14,7 @@
#
# Contact: Xin Lan (xin.lan@noaa.gov)
#
# File Creation: Thu Feb 5 04:06:26 2026
# File Creation: Thu Jun 5 04:06:07 2025
#
#
# --------------------------------------------------------------------
Expand Down Expand Up @@ -45,26 +45,26 @@

# year mean unc
2001 316.36 0.13
2002 316.94 0.12
2003 317.63 0.14
2004 318.25 0.13
2005 318.91 0.13
2002 316.94 0.14
2003 317.62 0.13
2004 318.26 0.11
2005 318.91 0.12
2006 319.82 0.12
2007 320.44 0.14
2007 320.44 0.12
2008 321.50 0.13
2009 322.27 0.12
2010 323.18 0.12
2009 322.27 0.13
2010 323.18 0.13
2011 324.21 0.12
2012 325.05 0.14
2012 325.05 0.12
2013 325.94 0.12
2014 327.09 0.12
2015 328.17 0.11
2015 328.17 0.13
2016 328.95 0.13
2017 329.74 0.13
2018 330.90 0.13
2019 331.88 0.13
2020 333.01 0.06
2018 330.90 0.12
2019 331.88 0.12
2020 333.01 0.05
2021 334.27 0.03
2022 335.61 0.03
2023 336.68 0.03
2024 337.71 0.02
2022 335.62 0.03
2023 336.69 0.03
2024 337.72 0.11
6 changes: 3 additions & 3 deletions data/ghg_concentrations/noaa_gml/sf6_annmean_gl.txt
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Expand Up @@ -14,7 +14,7 @@
#
# Contact: Xin Lan (xin.lan@noaa.gov)
#
# File Creation: Thu Feb 5 04:07:08 2026
# File Creation: Thu Jun 5 04:07:08 2025
#
#
# --------------------------------------------------------------------
Expand Down Expand Up @@ -65,9 +65,9 @@
2016 8.91 0.00
2017 9.26 0.00
2018 9.60 0.01
2019 9.94 0.00
2019 9.94 0.01
2020 10.26 0.01
2021 10.63 0.01
2022 11.02 0.01
2023 11.40 0.01
2024 11.80 0.01
2024 11.80 0.00
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