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library(trisk.analysis)
library(dplyr)
#> 
#> Attaching package: 'dplyr'
#> The following objects are masked from 'package:stats':
#> 
#>     filter, lag
#> The following objects are masked from 'package:base':
#> 
#>     intersect, setdiff, setequal, union
library(fs)

Download the data

Data will be downloaded from this endpoint:

print(
  paste0(trisk.analysis:::TRISK_DATA_INPUT_ENDPOINT, "/", trisk.analysis:::TRISK_DATA_S3_PREFIX)
)
#> [1] "https://storage.googleapis.com/crispy-public-data/trisk_inputs"

Choose the folder where to download the data

trisk_inputs_folder <- file.path(".", "trisk_inputs")

Download the data using the provided function.

if (!is_CRAN) {
  download_success <- download_trisk_inputs(local_save_folder = trisk_inputs_folder, skip_confirmation = TRUE)
}
#> Download completed.

The previous function downloads those 4 files :

#> ./trisk_inputs
#> └── scenarios.csv

Descriptive statistics

Load the downloaded scenario data

if (!is_CRAN) {
  scenarios <- read.csv(file.path(trisk_inputs_folder, "scenarios.csv"))
}

Sectors covered by scenarios

if (!is_CRAN) {
  scenarios <- read.csv(file.path(trisk_inputs_folder, "scenarios.csv"))
  number_of_scenario_per_sector <- scenarios %>%
    distinct(scenario, sector, technology) %>%
    group_by(sector, technology) %>%
    summarise(n_scenarios = n())
}
#> `summarise()` has regrouped the output.
#>  Summaries were computed grouped by sector and technology.
#>  Output is grouped by sector.
#>  Use `summarise(.groups = "drop_last")` to silence this message.
#>  Use `summarise(.by = c(sector, technology))` for per-operation grouping
#>   (`?dplyr::dplyr_by`) instead.
sector technology n_scenarios
Automotive Electric 8
Automotive FuelCell 8
Automotive Hybrid 8
Automotive ICE 8
Cement Cement 21
Coal Coal 44
Oil&Gas Gas 44
Oil&Gas Oil 44
Power CoalCap 104
Power GasCap 104
Power HydroCap 104
Power NuclearCap 104
Power OilCap 104
Power RenewablesCap 104
Steel BF-BOF 2
Steel BF-EAF 2
Steel BF-OHF 2
Steel BOF 2
Steel DRI-BOF 2
Steel DRI-EAF 2
Steel EAF 2

This table lists different sector and technology combinations and shows how many scenarios can be run for each one. The Coal and Oil & Gas sectors focus on raw material exploration, while the Power sector involves generating electricity through various technologies. Technologies ending in “Cap” refer to the power capacity for specific types of power plants (for example, “CoalCap” is for electricity from coal-fired plants).

For the steel sector, the technologies are based on specific production processes:

BOF: Basic Oxygen Furnace BF: Blast Furnace DRI: Direct Reduced Iron EAF: Electric Arc Furnace MM: Mini Mill OHF: Open Hearth Furnace

The number of scenarios for each sector can vary a lot because of data limitations. For the Power sector, there are several scenario providers, like the International Energy Agency (IEA) and the Network for Greening the Financial System (NGFS), who offer multiple options. However, the steel sector has fewer sources with detailed technology breakdowns, so the model mainly relies on scenarios from the Mission Possible Partnership (MPP).

if (!is_CRAN) {
  sectors_covered_by_scenarios <- scenarios %>%
    distinct(sector, scenario) %>%
    arrange(sector, scenario)
}
sector scenario
Automotive GECO2021_1.5C-Unif
Automotive GECO2021_CurPol
Automotive GECO2021_NDC-LTS
Automotive GECO2023_1.5C
Automotive GECO2023_CurPol
Automotive GECO2023_NDC-LTS
Automotive IPR2023Automotive_FPS
Automotive IPR2023Automotive_baseline
Cement NGFS2024GCAM_B2DS
Cement NGFS2024GCAM_CP
Cement NGFS2024GCAM_DT
Cement NGFS2024GCAM_FW
Cement NGFS2024GCAM_LD
Cement NGFS2024GCAM_NDC
Cement NGFS2024GCAM_NZ2050
Cement NGFS2024MESSAGE_B2DS
Cement NGFS2024MESSAGE_CP
Cement NGFS2024MESSAGE_DT
Cement NGFS2024MESSAGE_FW
Cement NGFS2024MESSAGE_LD
Cement NGFS2024MESSAGE_NDC
Cement NGFS2024MESSAGE_NZ2050
Cement NGFS2024REMIND_B2DS
Cement NGFS2024REMIND_CP
Cement NGFS2024REMIND_DT
Cement NGFS2024REMIND_FW
Cement NGFS2024REMIND_LD
Cement NGFS2024REMIND_NDC
Cement NGFS2024REMIND_NZ2050
Coal IPR2023_FPS
Coal IPR2023_baseline
Coal NGFS2023GCAM_B2DS
Coal NGFS2023GCAM_CP
Coal NGFS2023GCAM_DT
Coal NGFS2023GCAM_FW
Coal NGFS2023GCAM_LD
Coal NGFS2023GCAM_NDC
Coal NGFS2023GCAM_NZ2050
Coal NGFS2023MESSAGE_B2DS
Coal NGFS2023MESSAGE_CP
Coal NGFS2023MESSAGE_DT
Coal NGFS2023MESSAGE_FW
Coal NGFS2023MESSAGE_LD
Coal NGFS2023MESSAGE_NDC
Coal NGFS2023MESSAGE_NZ2050
Coal NGFS2023REMIND_B2DS
Coal NGFS2023REMIND_CP
Coal NGFS2023REMIND_DT
Coal NGFS2023REMIND_FW
Coal NGFS2023REMIND_LD
Coal NGFS2023REMIND_NDC
Coal NGFS2023REMIND_NZ2050
Coal NGFS2024GCAM_B2DS
Coal NGFS2024GCAM_CP
Coal NGFS2024GCAM_DT
Coal NGFS2024GCAM_FW
Coal NGFS2024GCAM_LD
Coal NGFS2024GCAM_NDC
Coal NGFS2024GCAM_NZ2050
Coal NGFS2024MESSAGE_B2DS
Coal NGFS2024MESSAGE_CP
Coal NGFS2024MESSAGE_DT
Coal NGFS2024MESSAGE_FW
Coal NGFS2024MESSAGE_LD
Coal NGFS2024MESSAGE_NDC
Coal NGFS2024MESSAGE_NZ2050
Coal NGFS2024REMIND_B2DS
Coal NGFS2024REMIND_CP
Coal NGFS2024REMIND_DT
Coal NGFS2024REMIND_FW
Coal NGFS2024REMIND_LD
Coal NGFS2024REMIND_NDC
Coal NGFS2024REMIND_NZ2050
Oil&Gas IPR2023_FPS
Oil&Gas IPR2023_baseline
Oil&Gas NGFS2023GCAM_B2DS
Oil&Gas NGFS2023GCAM_CP
Oil&Gas NGFS2023GCAM_DT
Oil&Gas NGFS2023GCAM_FW
Oil&Gas NGFS2023GCAM_LD
Oil&Gas NGFS2023GCAM_NDC
Oil&Gas NGFS2023GCAM_NZ2050
Oil&Gas NGFS2023MESSAGE_B2DS
Oil&Gas NGFS2023MESSAGE_CP
Oil&Gas NGFS2023MESSAGE_DT
Oil&Gas NGFS2023MESSAGE_FW
Oil&Gas NGFS2023MESSAGE_LD
Oil&Gas NGFS2023MESSAGE_NDC
Oil&Gas NGFS2023MESSAGE_NZ2050
Oil&Gas NGFS2023REMIND_B2DS
Oil&Gas NGFS2023REMIND_CP
Oil&Gas NGFS2023REMIND_DT
Oil&Gas NGFS2023REMIND_FW
Oil&Gas NGFS2023REMIND_LD
Oil&Gas NGFS2023REMIND_NDC
Oil&Gas NGFS2023REMIND_NZ2050
Oil&Gas NGFS2024GCAM_B2DS
Oil&Gas NGFS2024GCAM_CP
Oil&Gas NGFS2024GCAM_DT
Oil&Gas NGFS2024GCAM_FW
Oil&Gas NGFS2024GCAM_LD
Oil&Gas NGFS2024GCAM_NDC
Oil&Gas NGFS2024GCAM_NZ2050
Oil&Gas NGFS2024MESSAGE_B2DS
Oil&Gas NGFS2024MESSAGE_CP
Oil&Gas NGFS2024MESSAGE_DT
Oil&Gas NGFS2024MESSAGE_FW
Oil&Gas NGFS2024MESSAGE_LD
Oil&Gas NGFS2024MESSAGE_NDC
Oil&Gas NGFS2024MESSAGE_NZ2050
Oil&Gas NGFS2024REMIND_B2DS
Oil&Gas NGFS2024REMIND_CP
Oil&Gas NGFS2024REMIND_DT
Oil&Gas NGFS2024REMIND_FW
Oil&Gas NGFS2024REMIND_LD
Oil&Gas NGFS2024REMIND_NDC
Oil&Gas NGFS2024REMIND_NZ2050
Power IPR2021_FPS
Power IPR2021_RPS
Power IPR2021_baseline
Power IPR2023_FPS
Power IPR2023_baseline
Power NGFS2021_GCAM_B2DS
Power NGFS2021_GCAM_CP
Power NGFS2021_GCAM_DT
Power NGFS2021_GCAM_NDC
Power NGFS2021_GCAM_NZ2050
Power NGFS2021_MESSAGE_B2DS
Power NGFS2021_MESSAGE_CP
Power NGFS2021_MESSAGE_DT
Power NGFS2021_MESSAGE_NDC
Power NGFS2021_MESSAGE_NZ2050
Power NGFS2021_REMIND_B2DS
Power NGFS2021_REMIND_CP
Power NGFS2021_REMIND_DT
Power NGFS2021_REMIND_NDC
Power NGFS2021_REMIND_NZ2050
Power NGFS2023GCAM_B2DS
Power NGFS2023GCAM_CP
Power NGFS2023GCAM_DT
Power NGFS2023GCAM_FW
Power NGFS2023GCAM_LD
Power NGFS2023GCAM_NDC
Power NGFS2023GCAM_NZ2050
Power NGFS2023MESSAGE_B2DS
Power NGFS2023MESSAGE_CP
Power NGFS2023MESSAGE_DT
Power NGFS2023MESSAGE_FW
Power NGFS2023MESSAGE_LD
Power NGFS2023MESSAGE_NDC
Power NGFS2023MESSAGE_NZ2050
Power NGFS2023REMIND_B2DS
Power NGFS2023REMIND_CP
Power NGFS2023REMIND_DT
Power NGFS2023REMIND_FW
Power NGFS2023REMIND_LD
Power NGFS2023REMIND_NDC
Power NGFS2023REMIND_NZ2050
Power NGFS2023_GCAM_B2DS
Power NGFS2023_GCAM_CP
Power NGFS2023_GCAM_DT
Power NGFS2023_GCAM_FW
Power NGFS2023_GCAM_LD
Power NGFS2023_GCAM_NDC
Power NGFS2023_GCAM_NZ2050
Power NGFS2023_MESSAGE_B2DS
Power NGFS2023_MESSAGE_CP
Power NGFS2023_MESSAGE_DT
Power NGFS2023_MESSAGE_FW
Power NGFS2023_MESSAGE_LD
Power NGFS2023_MESSAGE_NDC
Power NGFS2023_MESSAGE_NZ2050
Power NGFS2023_REMIND_B2DS
Power NGFS2023_REMIND_CP
Power NGFS2023_REMIND_DT
Power NGFS2023_REMIND_FW
Power NGFS2023_REMIND_LD
Power NGFS2023_REMIND_NDC
Power NGFS2023_REMIND_NZ2050
Power NGFS2024GCAM_B2DS
Power NGFS2024GCAM_CP
Power NGFS2024GCAM_DT
Power NGFS2024GCAM_FW
Power NGFS2024GCAM_LD
Power NGFS2024GCAM_NDC
Power NGFS2024GCAM_NZ2050
Power NGFS2024MESSAGE_B2DS
Power NGFS2024MESSAGE_CP
Power NGFS2024MESSAGE_DT
Power NGFS2024MESSAGE_FW
Power NGFS2024MESSAGE_LD
Power NGFS2024MESSAGE_NDC
Power NGFS2024MESSAGE_NZ2050
Power NGFS2024REMIND_B2DS
Power NGFS2024REMIND_CP
Power NGFS2024REMIND_DT
Power NGFS2024REMIND_FW
Power NGFS2024REMIND_LD
Power NGFS2024REMIND_NDC
Power NGFS2024REMIND_NZ2050
Power NGFS2024_GCAM_B2DS
Power NGFS2024_GCAM_CP
Power NGFS2024_GCAM_DT
Power NGFS2024_GCAM_FW
Power NGFS2024_GCAM_LD
Power NGFS2024_GCAM_NDC
Power NGFS2024_GCAM_NZ2050
Power NGFS2024_MESSAGE_B2DS
Power NGFS2024_MESSAGE_CP
Power NGFS2024_MESSAGE_DT
Power NGFS2024_MESSAGE_FW
Power NGFS2024_MESSAGE_LD
Power NGFS2024_MESSAGE_NDC
Power NGFS2024_MESSAGE_NZ2050
Power NGFS2024_REMIND_B2DS
Power NGFS2024_REMIND_CP
Power NGFS2024_REMIND_DT
Power NGFS2024_REMIND_FW
Power NGFS2024_REMIND_LD
Power NGFS2024_REMIND_NDC
Power NGFS2024_REMIND_NZ2050
Steel mission_possible_Steel_NZ
Steel mission_possible_Steel_baseline

This table shows the different scenarios available for each sector. It’s designed to highlight two main points: first, that we can’t use every scenario for each sector due to data constraints, and second, that there can still be plenty of scenarios to choose from for a given sector analysis.

The scenario names follow a specific structure, starting with the institution providing the scenario, then the data vintage, and finally the scenario name itself.

For example, the “WEO2023_STEPS” scenario is provided by the World Energy Outlook from the International Energy Agency. The data for this scenario is from 2023, and “STEPS” stands for “Stated Policies Scenario,” which represents a business-as-usual approach based on current policies.

On the other hand, the “NGFS2023GCAM_NZ2050” scenario is given by the Network for Greening the Financial System (NGFS), with data also from 2023. For NGFS scenarios, we include the underlying model used to calculate the scenario—in this case, “GCAM.” NGFS provides scenarios using three different models, allowing comparisons of scenarios with the same assumptions but different modeling approaches. “NZ2050” refers to the “Net Zero 2050” scenario, an ambitious scenario aiming to reach net zero emissions by 2050.

As shown in the table, there are multiple scenarios integrated into the stress test. Overall, we cover scenarios from six providers: NGFS, WEO, Inevitable Policy Response (IPR), Oxford Institute of New Economic Thinking (Oxford), the Global Energy and Climate Outlook from the EU (GECO), and the Mission Possible Partnership (Steel). For each provider, we may have data from different years and sometimes multiple scenarios to choose from.

How to choose within this portfolio of scenarios is further explained in the next table.

Available parameters

if (!is_CRAN) {
  available_parameters <- get_available_parameters(scenarios)
}
scenario_provider scenario_geography baseline_scenario target_scenario
IPR2021 Global IPR2021_baseline IPR2021_FPS
IPR2021 Global IPR2021_baseline IPR2021_RPS
NGFS2021_GCAM Global NGFS2021_GCAM_CP NGFS2021_GCAM_B2DS
NGFS2021_GCAM Global NGFS2021_GCAM_CP NGFS2021_GCAM_DT
NGFS2021_GCAM Global NGFS2021_GCAM_CP NGFS2021_GCAM_NZ2050
NGFS2021_GCAM Global NGFS2021_GCAM_NDC NGFS2021_GCAM_B2DS
NGFS2021_GCAM Global NGFS2021_GCAM_NDC NGFS2021_GCAM_DT
NGFS2021_GCAM Global NGFS2021_GCAM_NDC NGFS2021_GCAM_NZ2050
NGFS2021_MESSAGE Global NGFS2021_MESSAGE_CP NGFS2021_MESSAGE_B2DS
NGFS2021_MESSAGE Global NGFS2021_MESSAGE_CP NGFS2021_MESSAGE_DT
NGFS2021_MESSAGE Global NGFS2021_MESSAGE_CP NGFS2021_MESSAGE_NZ2050
NGFS2021_MESSAGE Global NGFS2021_MESSAGE_NDC NGFS2021_MESSAGE_B2DS
NGFS2021_MESSAGE Global NGFS2021_MESSAGE_NDC NGFS2021_MESSAGE_DT
NGFS2021_MESSAGE Global NGFS2021_MESSAGE_NDC NGFS2021_MESSAGE_NZ2050
NGFS2021_REMIND Global NGFS2021_REMIND_CP NGFS2021_REMIND_B2DS
NGFS2021_REMIND Global NGFS2021_REMIND_CP NGFS2021_REMIND_DT
NGFS2021_REMIND Global NGFS2021_REMIND_CP NGFS2021_REMIND_NZ2050
NGFS2021_REMIND Global NGFS2021_REMIND_NDC NGFS2021_REMIND_B2DS
NGFS2021_REMIND Global NGFS2021_REMIND_NDC NGFS2021_REMIND_DT
NGFS2021_REMIND Global NGFS2021_REMIND_NDC NGFS2021_REMIND_NZ2050
NGFS2023_GCAM Global NGFS2023_GCAM_CP NGFS2023_GCAM_B2DS
NGFS2023_GCAM Global NGFS2023_GCAM_CP NGFS2023_GCAM_DT
NGFS2023_GCAM Global NGFS2023_GCAM_CP NGFS2023_GCAM_LD
NGFS2023_GCAM Global NGFS2023_GCAM_CP NGFS2023_GCAM_NZ2050
NGFS2023_GCAM Global NGFS2023_GCAM_FW NGFS2023_GCAM_B2DS
NGFS2023_GCAM Global NGFS2023_GCAM_FW NGFS2023_GCAM_DT
NGFS2023_GCAM Global NGFS2023_GCAM_FW NGFS2023_GCAM_LD
NGFS2023_GCAM Global NGFS2023_GCAM_FW NGFS2023_GCAM_NZ2050
NGFS2023_GCAM Global NGFS2023_GCAM_NDC NGFS2023_GCAM_B2DS
NGFS2023_GCAM Global NGFS2023_GCAM_NDC NGFS2023_GCAM_DT
NGFS2023_GCAM Global NGFS2023_GCAM_NDC NGFS2023_GCAM_LD
NGFS2023_GCAM Global NGFS2023_GCAM_NDC NGFS2023_GCAM_NZ2050
NGFS2023_MESSAGE Global NGFS2023_MESSAGE_CP NGFS2023_MESSAGE_B2DS
NGFS2023_MESSAGE Global NGFS2023_MESSAGE_CP NGFS2023_MESSAGE_DT
NGFS2023_MESSAGE Global NGFS2023_MESSAGE_CP NGFS2023_MESSAGE_LD
NGFS2023_MESSAGE Global NGFS2023_MESSAGE_CP NGFS2023_MESSAGE_NZ2050
NGFS2023_MESSAGE Global NGFS2023_MESSAGE_FW NGFS2023_MESSAGE_B2DS
NGFS2023_MESSAGE Global NGFS2023_MESSAGE_FW NGFS2023_MESSAGE_DT
NGFS2023_MESSAGE Global NGFS2023_MESSAGE_FW NGFS2023_MESSAGE_LD
NGFS2023_MESSAGE Global NGFS2023_MESSAGE_FW NGFS2023_MESSAGE_NZ2050
NGFS2023_MESSAGE Global NGFS2023_MESSAGE_NDC NGFS2023_MESSAGE_B2DS
NGFS2023_MESSAGE Global NGFS2023_MESSAGE_NDC NGFS2023_MESSAGE_DT
NGFS2023_MESSAGE Global NGFS2023_MESSAGE_NDC NGFS2023_MESSAGE_LD
NGFS2023_MESSAGE Global NGFS2023_MESSAGE_NDC NGFS2023_MESSAGE_NZ2050
NGFS2023_REMIND Global NGFS2023_REMIND_CP NGFS2023_REMIND_B2DS
NGFS2023_REMIND Global NGFS2023_REMIND_CP NGFS2023_REMIND_DT
NGFS2023_REMIND Global NGFS2023_REMIND_CP NGFS2023_REMIND_LD
NGFS2023_REMIND Global NGFS2023_REMIND_CP NGFS2023_REMIND_NZ2050
NGFS2023_REMIND Global NGFS2023_REMIND_FW NGFS2023_REMIND_B2DS
NGFS2023_REMIND Global NGFS2023_REMIND_FW NGFS2023_REMIND_DT
NGFS2023_REMIND Global NGFS2023_REMIND_FW NGFS2023_REMIND_LD
NGFS2023_REMIND Global NGFS2023_REMIND_FW NGFS2023_REMIND_NZ2050
NGFS2023_REMIND Global NGFS2023_REMIND_NDC NGFS2023_REMIND_B2DS
NGFS2023_REMIND Global NGFS2023_REMIND_NDC NGFS2023_REMIND_DT
NGFS2023_REMIND Global NGFS2023_REMIND_NDC NGFS2023_REMIND_LD
NGFS2023_REMIND Global NGFS2023_REMIND_NDC NGFS2023_REMIND_NZ2050
NGFS2024_GCAM Global NGFS2024_GCAM_CP NGFS2024_GCAM_B2DS
NGFS2024_GCAM Global NGFS2024_GCAM_CP NGFS2024_GCAM_DT
NGFS2024_GCAM Global NGFS2024_GCAM_CP NGFS2024_GCAM_LD
NGFS2024_GCAM Global NGFS2024_GCAM_CP NGFS2024_GCAM_NZ2050
NGFS2024_GCAM Global NGFS2024_GCAM_FW NGFS2024_GCAM_B2DS
NGFS2024_GCAM Global NGFS2024_GCAM_FW NGFS2024_GCAM_DT
NGFS2024_GCAM Global NGFS2024_GCAM_FW NGFS2024_GCAM_LD
NGFS2024_GCAM Global NGFS2024_GCAM_FW NGFS2024_GCAM_NZ2050
NGFS2024_GCAM Global NGFS2024_GCAM_NDC NGFS2024_GCAM_B2DS
NGFS2024_GCAM Global NGFS2024_GCAM_NDC NGFS2024_GCAM_DT
NGFS2024_GCAM Global NGFS2024_GCAM_NDC NGFS2024_GCAM_LD
NGFS2024_GCAM Global NGFS2024_GCAM_NDC NGFS2024_GCAM_NZ2050
NGFS2024_MESSAGE Global NGFS2024_MESSAGE_CP NGFS2024_MESSAGE_B2DS
NGFS2024_MESSAGE Global NGFS2024_MESSAGE_CP NGFS2024_MESSAGE_DT
NGFS2024_MESSAGE Global NGFS2024_MESSAGE_CP NGFS2024_MESSAGE_LD
NGFS2024_MESSAGE Global NGFS2024_MESSAGE_CP NGFS2024_MESSAGE_NZ2050
NGFS2024_MESSAGE Global NGFS2024_MESSAGE_FW NGFS2024_MESSAGE_B2DS
NGFS2024_MESSAGE Global NGFS2024_MESSAGE_FW NGFS2024_MESSAGE_DT
NGFS2024_MESSAGE Global NGFS2024_MESSAGE_FW NGFS2024_MESSAGE_LD
NGFS2024_MESSAGE Global NGFS2024_MESSAGE_FW NGFS2024_MESSAGE_NZ2050
NGFS2024_MESSAGE Global NGFS2024_MESSAGE_NDC NGFS2024_MESSAGE_B2DS
NGFS2024_MESSAGE Global NGFS2024_MESSAGE_NDC NGFS2024_MESSAGE_DT
NGFS2024_MESSAGE Global NGFS2024_MESSAGE_NDC NGFS2024_MESSAGE_LD
NGFS2024_MESSAGE Global NGFS2024_MESSAGE_NDC NGFS2024_MESSAGE_NZ2050
NGFS2024_REMIND Global NGFS2024_REMIND_CP NGFS2024_REMIND_B2DS
NGFS2024_REMIND Global NGFS2024_REMIND_CP NGFS2024_REMIND_DT
NGFS2024_REMIND Global NGFS2024_REMIND_CP NGFS2024_REMIND_LD
NGFS2024_REMIND Global NGFS2024_REMIND_CP NGFS2024_REMIND_NZ2050
NGFS2024_REMIND Global NGFS2024_REMIND_FW NGFS2024_REMIND_B2DS
NGFS2024_REMIND Global NGFS2024_REMIND_FW NGFS2024_REMIND_DT
NGFS2024_REMIND Global NGFS2024_REMIND_FW NGFS2024_REMIND_LD
NGFS2024_REMIND Global NGFS2024_REMIND_FW NGFS2024_REMIND_NZ2050
NGFS2024_REMIND Global NGFS2024_REMIND_NDC NGFS2024_REMIND_B2DS
NGFS2024_REMIND Global NGFS2024_REMIND_NDC NGFS2024_REMIND_DT
NGFS2024_REMIND Global NGFS2024_REMIND_NDC NGFS2024_REMIND_LD
NGFS2024_REMIND Global NGFS2024_REMIND_NDC NGFS2024_REMIND_NZ2050
mission_possible Global mission_possible_Steel_baseline mission_possible_Steel_NZ
GECO2021 Global GECO2021_CurPol GECO2021_1.5C-Unif
GECO2021 Global GECO2021_CurPol GECO2021_NDC-LTS
NGFS2023GCAM Asia NGFS2023GCAM_CP NGFS2023GCAM_B2DS
NGFS2023GCAM Asia NGFS2023GCAM_CP NGFS2023GCAM_DT
NGFS2023GCAM Asia NGFS2023GCAM_CP NGFS2023GCAM_LD
NGFS2023GCAM Asia NGFS2023GCAM_CP NGFS2023GCAM_NZ2050
NGFS2023GCAM China NGFS2023GCAM_CP NGFS2023GCAM_B2DS
NGFS2023GCAM China NGFS2023GCAM_CP NGFS2023GCAM_DT
NGFS2023GCAM China NGFS2023GCAM_CP NGFS2023GCAM_LD
NGFS2023GCAM China NGFS2023GCAM_CP NGFS2023GCAM_NZ2050
NGFS2023GCAM Global NGFS2023GCAM_CP NGFS2023GCAM_B2DS
NGFS2023GCAM Global NGFS2023GCAM_CP NGFS2023GCAM_DT
NGFS2023GCAM Global NGFS2023GCAM_CP NGFS2023GCAM_LD
NGFS2023GCAM Global NGFS2023GCAM_CP NGFS2023GCAM_NZ2050
NGFS2023GCAM India NGFS2023GCAM_CP NGFS2023GCAM_B2DS
NGFS2023GCAM India NGFS2023GCAM_CP NGFS2023GCAM_DT
NGFS2023GCAM India NGFS2023GCAM_CP NGFS2023GCAM_LD
NGFS2023GCAM India NGFS2023GCAM_CP NGFS2023GCAM_NZ2050
NGFS2023GCAM Indonesia NGFS2023GCAM_CP NGFS2023GCAM_B2DS
NGFS2023GCAM Indonesia NGFS2023GCAM_CP NGFS2023GCAM_DT
NGFS2023GCAM Indonesia NGFS2023GCAM_CP NGFS2023GCAM_LD
NGFS2023GCAM Indonesia NGFS2023GCAM_CP NGFS2023GCAM_NZ2050
NGFS2023GCAM LatinAmerica NGFS2023GCAM_CP NGFS2023GCAM_B2DS
NGFS2023GCAM LatinAmerica NGFS2023GCAM_CP NGFS2023GCAM_DT
NGFS2023GCAM LatinAmerica NGFS2023GCAM_CP NGFS2023GCAM_LD
NGFS2023GCAM LatinAmerica NGFS2023GCAM_CP NGFS2023GCAM_NZ2050
NGFS2023GCAM MiddleEastAndAfrica NGFS2023GCAM_CP NGFS2023GCAM_B2DS
NGFS2023GCAM MiddleEastAndAfrica NGFS2023GCAM_CP NGFS2023GCAM_DT
NGFS2023GCAM MiddleEastAndAfrica NGFS2023GCAM_CP NGFS2023GCAM_LD
NGFS2023GCAM MiddleEastAndAfrica NGFS2023GCAM_CP NGFS2023GCAM_NZ2050
NGFS2023GCAM OecdAndEu NGFS2023GCAM_CP NGFS2023GCAM_B2DS
NGFS2023GCAM OecdAndEu NGFS2023GCAM_CP NGFS2023GCAM_DT
NGFS2023GCAM OecdAndEu NGFS2023GCAM_CP NGFS2023GCAM_LD
NGFS2023GCAM OecdAndEu NGFS2023GCAM_CP NGFS2023GCAM_NZ2050
NGFS2023GCAM ReformingEconomies NGFS2023GCAM_CP NGFS2023GCAM_B2DS
NGFS2023GCAM ReformingEconomies NGFS2023GCAM_CP NGFS2023GCAM_DT
NGFS2023GCAM ReformingEconomies NGFS2023GCAM_CP NGFS2023GCAM_LD
NGFS2023GCAM ReformingEconomies NGFS2023GCAM_CP NGFS2023GCAM_NZ2050
NGFS2023GCAM SoutheastAsia NGFS2023GCAM_CP NGFS2023GCAM_B2DS
NGFS2023GCAM SoutheastAsia NGFS2023GCAM_CP NGFS2023GCAM_DT
NGFS2023GCAM SoutheastAsia NGFS2023GCAM_CP NGFS2023GCAM_LD
NGFS2023GCAM SoutheastAsia NGFS2023GCAM_CP NGFS2023GCAM_NZ2050
NGFS2023GCAM UnitedStates NGFS2023GCAM_CP NGFS2023GCAM_B2DS
NGFS2023GCAM UnitedStates NGFS2023GCAM_CP NGFS2023GCAM_DT
NGFS2023GCAM UnitedStates NGFS2023GCAM_CP NGFS2023GCAM_LD
NGFS2023GCAM UnitedStates NGFS2023GCAM_CP NGFS2023GCAM_NZ2050
NGFS2023GCAM Asia NGFS2023GCAM_FW NGFS2023GCAM_B2DS
NGFS2023GCAM Asia NGFS2023GCAM_FW NGFS2023GCAM_DT
NGFS2023GCAM Asia NGFS2023GCAM_FW NGFS2023GCAM_LD
NGFS2023GCAM Asia NGFS2023GCAM_FW NGFS2023GCAM_NZ2050
NGFS2023GCAM China NGFS2023GCAM_FW NGFS2023GCAM_B2DS
NGFS2023GCAM China NGFS2023GCAM_FW NGFS2023GCAM_DT
NGFS2023GCAM China NGFS2023GCAM_FW NGFS2023GCAM_LD
NGFS2023GCAM China NGFS2023GCAM_FW NGFS2023GCAM_NZ2050
NGFS2023GCAM Global NGFS2023GCAM_FW NGFS2023GCAM_B2DS
NGFS2023GCAM Global NGFS2023GCAM_FW NGFS2023GCAM_DT
NGFS2023GCAM Global NGFS2023GCAM_FW NGFS2023GCAM_LD
NGFS2023GCAM Global NGFS2023GCAM_FW NGFS2023GCAM_NZ2050
NGFS2023GCAM India NGFS2023GCAM_FW NGFS2023GCAM_B2DS
NGFS2023GCAM India NGFS2023GCAM_FW NGFS2023GCAM_DT
NGFS2023GCAM India NGFS2023GCAM_FW NGFS2023GCAM_LD
NGFS2023GCAM India NGFS2023GCAM_FW NGFS2023GCAM_NZ2050
NGFS2023GCAM Indonesia NGFS2023GCAM_FW NGFS2023GCAM_B2DS
NGFS2023GCAM Indonesia NGFS2023GCAM_FW NGFS2023GCAM_DT
NGFS2023GCAM Indonesia NGFS2023GCAM_FW NGFS2023GCAM_LD
NGFS2023GCAM Indonesia NGFS2023GCAM_FW NGFS2023GCAM_NZ2050
NGFS2023GCAM LatinAmerica NGFS2023GCAM_FW NGFS2023GCAM_B2DS
NGFS2023GCAM LatinAmerica NGFS2023GCAM_FW NGFS2023GCAM_DT
NGFS2023GCAM LatinAmerica NGFS2023GCAM_FW NGFS2023GCAM_LD
NGFS2023GCAM LatinAmerica NGFS2023GCAM_FW NGFS2023GCAM_NZ2050
NGFS2023GCAM MiddleEastAndAfrica NGFS2023GCAM_FW NGFS2023GCAM_B2DS
NGFS2023GCAM MiddleEastAndAfrica NGFS2023GCAM_FW NGFS2023GCAM_DT
NGFS2023GCAM MiddleEastAndAfrica NGFS2023GCAM_FW NGFS2023GCAM_LD
NGFS2023GCAM MiddleEastAndAfrica NGFS2023GCAM_FW NGFS2023GCAM_NZ2050
NGFS2023GCAM OecdAndEu NGFS2023GCAM_FW NGFS2023GCAM_B2DS
NGFS2023GCAM OecdAndEu NGFS2023GCAM_FW NGFS2023GCAM_DT
NGFS2023GCAM OecdAndEu NGFS2023GCAM_FW NGFS2023GCAM_LD
NGFS2023GCAM OecdAndEu NGFS2023GCAM_FW NGFS2023GCAM_NZ2050
NGFS2023GCAM ReformingEconomies NGFS2023GCAM_FW NGFS2023GCAM_B2DS
NGFS2023GCAM ReformingEconomies NGFS2023GCAM_FW NGFS2023GCAM_DT
NGFS2023GCAM ReformingEconomies NGFS2023GCAM_FW NGFS2023GCAM_LD
NGFS2023GCAM ReformingEconomies NGFS2023GCAM_FW NGFS2023GCAM_NZ2050
NGFS2023GCAM SoutheastAsia NGFS2023GCAM_FW NGFS2023GCAM_B2DS
NGFS2023GCAM SoutheastAsia NGFS2023GCAM_FW NGFS2023GCAM_DT
NGFS2023GCAM SoutheastAsia NGFS2023GCAM_FW NGFS2023GCAM_LD
NGFS2023GCAM SoutheastAsia NGFS2023GCAM_FW NGFS2023GCAM_NZ2050
NGFS2023GCAM UnitedStates NGFS2023GCAM_FW NGFS2023GCAM_B2DS
NGFS2023GCAM UnitedStates NGFS2023GCAM_FW NGFS2023GCAM_DT
NGFS2023GCAM UnitedStates NGFS2023GCAM_FW NGFS2023GCAM_LD
NGFS2023GCAM UnitedStates NGFS2023GCAM_FW NGFS2023GCAM_NZ2050
NGFS2023GCAM Asia NGFS2023GCAM_NDC NGFS2023GCAM_B2DS
NGFS2023GCAM Asia NGFS2023GCAM_NDC NGFS2023GCAM_DT
NGFS2023GCAM Asia NGFS2023GCAM_NDC NGFS2023GCAM_LD
NGFS2023GCAM Asia NGFS2023GCAM_NDC NGFS2023GCAM_NZ2050
NGFS2023GCAM China NGFS2023GCAM_NDC NGFS2023GCAM_B2DS
NGFS2023GCAM China NGFS2023GCAM_NDC NGFS2023GCAM_DT
NGFS2023GCAM China NGFS2023GCAM_NDC NGFS2023GCAM_LD
NGFS2023GCAM China NGFS2023GCAM_NDC NGFS2023GCAM_NZ2050
NGFS2023GCAM Global NGFS2023GCAM_NDC NGFS2023GCAM_B2DS
NGFS2023GCAM Global NGFS2023GCAM_NDC NGFS2023GCAM_DT
NGFS2023GCAM Global NGFS2023GCAM_NDC NGFS2023GCAM_LD
NGFS2023GCAM Global NGFS2023GCAM_NDC NGFS2023GCAM_NZ2050
NGFS2023GCAM India NGFS2023GCAM_NDC NGFS2023GCAM_B2DS
NGFS2023GCAM India NGFS2023GCAM_NDC NGFS2023GCAM_DT
NGFS2023GCAM India NGFS2023GCAM_NDC NGFS2023GCAM_LD
NGFS2023GCAM India NGFS2023GCAM_NDC NGFS2023GCAM_NZ2050
NGFS2023GCAM Indonesia NGFS2023GCAM_NDC NGFS2023GCAM_B2DS
NGFS2023GCAM Indonesia NGFS2023GCAM_NDC NGFS2023GCAM_DT
NGFS2023GCAM Indonesia NGFS2023GCAM_NDC NGFS2023GCAM_LD
NGFS2023GCAM Indonesia NGFS2023GCAM_NDC NGFS2023GCAM_NZ2050
NGFS2023GCAM LatinAmerica NGFS2023GCAM_NDC NGFS2023GCAM_B2DS
NGFS2023GCAM LatinAmerica NGFS2023GCAM_NDC NGFS2023GCAM_DT
NGFS2023GCAM LatinAmerica NGFS2023GCAM_NDC NGFS2023GCAM_LD
NGFS2023GCAM LatinAmerica NGFS2023GCAM_NDC NGFS2023GCAM_NZ2050
NGFS2023GCAM MiddleEastAndAfrica NGFS2023GCAM_NDC NGFS2023GCAM_B2DS
NGFS2023GCAM MiddleEastAndAfrica NGFS2023GCAM_NDC NGFS2023GCAM_DT
NGFS2023GCAM MiddleEastAndAfrica NGFS2023GCAM_NDC NGFS2023GCAM_LD
NGFS2023GCAM MiddleEastAndAfrica NGFS2023GCAM_NDC NGFS2023GCAM_NZ2050
NGFS2023GCAM OecdAndEu NGFS2023GCAM_NDC NGFS2023GCAM_B2DS
NGFS2023GCAM OecdAndEu NGFS2023GCAM_NDC NGFS2023GCAM_DT
NGFS2023GCAM OecdAndEu NGFS2023GCAM_NDC NGFS2023GCAM_LD
NGFS2023GCAM OecdAndEu NGFS2023GCAM_NDC NGFS2023GCAM_NZ2050
NGFS2023GCAM ReformingEconomies NGFS2023GCAM_NDC NGFS2023GCAM_B2DS
NGFS2023GCAM ReformingEconomies NGFS2023GCAM_NDC NGFS2023GCAM_DT
NGFS2023GCAM ReformingEconomies NGFS2023GCAM_NDC NGFS2023GCAM_LD
NGFS2023GCAM ReformingEconomies NGFS2023GCAM_NDC NGFS2023GCAM_NZ2050
NGFS2023GCAM SoutheastAsia NGFS2023GCAM_NDC NGFS2023GCAM_B2DS
NGFS2023GCAM SoutheastAsia NGFS2023GCAM_NDC NGFS2023GCAM_DT
NGFS2023GCAM SoutheastAsia NGFS2023GCAM_NDC NGFS2023GCAM_LD
NGFS2023GCAM SoutheastAsia NGFS2023GCAM_NDC NGFS2023GCAM_NZ2050
NGFS2023GCAM UnitedStates NGFS2023GCAM_NDC NGFS2023GCAM_B2DS
NGFS2023GCAM UnitedStates NGFS2023GCAM_NDC NGFS2023GCAM_DT
NGFS2023GCAM UnitedStates NGFS2023GCAM_NDC NGFS2023GCAM_LD
NGFS2023GCAM UnitedStates NGFS2023GCAM_NDC NGFS2023GCAM_NZ2050
NGFS2023MESSAGE Asia NGFS2023MESSAGE_CP NGFS2023MESSAGE_B2DS
NGFS2023MESSAGE Asia NGFS2023MESSAGE_CP NGFS2023MESSAGE_DT
NGFS2023MESSAGE Asia NGFS2023MESSAGE_CP NGFS2023MESSAGE_LD
NGFS2023MESSAGE Asia NGFS2023MESSAGE_CP NGFS2023MESSAGE_NZ2050
NGFS2023MESSAGE China NGFS2023MESSAGE_CP NGFS2023MESSAGE_B2DS
NGFS2023MESSAGE China NGFS2023MESSAGE_CP NGFS2023MESSAGE_DT
NGFS2023MESSAGE China NGFS2023MESSAGE_CP NGFS2023MESSAGE_LD
NGFS2023MESSAGE China NGFS2023MESSAGE_CP NGFS2023MESSAGE_NZ2050
NGFS2023MESSAGE Global NGFS2023MESSAGE_CP NGFS2023MESSAGE_B2DS
NGFS2023MESSAGE Global NGFS2023MESSAGE_CP NGFS2023MESSAGE_DT
NGFS2023MESSAGE Global NGFS2023MESSAGE_CP NGFS2023MESSAGE_LD
NGFS2023MESSAGE Global NGFS2023MESSAGE_CP NGFS2023MESSAGE_NZ2050
NGFS2023MESSAGE LatinAmerica NGFS2023MESSAGE_CP NGFS2023MESSAGE_B2DS
NGFS2023MESSAGE LatinAmerica NGFS2023MESSAGE_CP NGFS2023MESSAGE_DT
NGFS2023MESSAGE LatinAmerica NGFS2023MESSAGE_CP NGFS2023MESSAGE_LD
NGFS2023MESSAGE LatinAmerica NGFS2023MESSAGE_CP NGFS2023MESSAGE_NZ2050
NGFS2023MESSAGE MiddleEastAndAfrica NGFS2023MESSAGE_CP NGFS2023MESSAGE_B2DS
NGFS2023MESSAGE MiddleEastAndAfrica NGFS2023MESSAGE_CP NGFS2023MESSAGE_DT
NGFS2023MESSAGE MiddleEastAndAfrica NGFS2023MESSAGE_CP NGFS2023MESSAGE_LD
NGFS2023MESSAGE MiddleEastAndAfrica NGFS2023MESSAGE_CP NGFS2023MESSAGE_NZ2050
NGFS2023MESSAGE OecdAndEu NGFS2023MESSAGE_CP NGFS2023MESSAGE_B2DS
NGFS2023MESSAGE OecdAndEu NGFS2023MESSAGE_CP NGFS2023MESSAGE_DT
NGFS2023MESSAGE OecdAndEu NGFS2023MESSAGE_CP NGFS2023MESSAGE_LD
NGFS2023MESSAGE OecdAndEu NGFS2023MESSAGE_CP NGFS2023MESSAGE_NZ2050
NGFS2023MESSAGE ReformingEconomies NGFS2023MESSAGE_CP NGFS2023MESSAGE_B2DS
NGFS2023MESSAGE ReformingEconomies NGFS2023MESSAGE_CP NGFS2023MESSAGE_DT
NGFS2023MESSAGE ReformingEconomies NGFS2023MESSAGE_CP NGFS2023MESSAGE_LD
NGFS2023MESSAGE ReformingEconomies NGFS2023MESSAGE_CP NGFS2023MESSAGE_NZ2050
NGFS2023MESSAGE Asia NGFS2023MESSAGE_FW NGFS2023MESSAGE_B2DS
NGFS2023MESSAGE Asia NGFS2023MESSAGE_FW NGFS2023MESSAGE_DT
NGFS2023MESSAGE Asia NGFS2023MESSAGE_FW NGFS2023MESSAGE_LD
NGFS2023MESSAGE Asia NGFS2023MESSAGE_FW NGFS2023MESSAGE_NZ2050
NGFS2023MESSAGE China NGFS2023MESSAGE_FW NGFS2023MESSAGE_B2DS
NGFS2023MESSAGE China NGFS2023MESSAGE_FW NGFS2023MESSAGE_DT
NGFS2023MESSAGE China NGFS2023MESSAGE_FW NGFS2023MESSAGE_LD
NGFS2023MESSAGE China NGFS2023MESSAGE_FW NGFS2023MESSAGE_NZ2050
NGFS2023MESSAGE Global NGFS2023MESSAGE_FW NGFS2023MESSAGE_B2DS
NGFS2023MESSAGE Global NGFS2023MESSAGE_FW NGFS2023MESSAGE_DT
NGFS2023MESSAGE Global NGFS2023MESSAGE_FW NGFS2023MESSAGE_LD
NGFS2023MESSAGE Global NGFS2023MESSAGE_FW NGFS2023MESSAGE_NZ2050
NGFS2023MESSAGE LatinAmerica NGFS2023MESSAGE_FW NGFS2023MESSAGE_B2DS
NGFS2023MESSAGE LatinAmerica NGFS2023MESSAGE_FW NGFS2023MESSAGE_DT
NGFS2023MESSAGE LatinAmerica NGFS2023MESSAGE_FW NGFS2023MESSAGE_LD
NGFS2023MESSAGE LatinAmerica NGFS2023MESSAGE_FW NGFS2023MESSAGE_NZ2050
NGFS2023MESSAGE MiddleEastAndAfrica NGFS2023MESSAGE_FW NGFS2023MESSAGE_B2DS
NGFS2023MESSAGE MiddleEastAndAfrica NGFS2023MESSAGE_FW NGFS2023MESSAGE_DT
NGFS2023MESSAGE MiddleEastAndAfrica NGFS2023MESSAGE_FW NGFS2023MESSAGE_LD
NGFS2023MESSAGE MiddleEastAndAfrica NGFS2023MESSAGE_FW NGFS2023MESSAGE_NZ2050
NGFS2023MESSAGE OecdAndEu NGFS2023MESSAGE_FW NGFS2023MESSAGE_B2DS
NGFS2023MESSAGE OecdAndEu NGFS2023MESSAGE_FW NGFS2023MESSAGE_DT
NGFS2023MESSAGE OecdAndEu NGFS2023MESSAGE_FW NGFS2023MESSAGE_LD
NGFS2023MESSAGE OecdAndEu NGFS2023MESSAGE_FW NGFS2023MESSAGE_NZ2050
NGFS2023MESSAGE ReformingEconomies NGFS2023MESSAGE_FW NGFS2023MESSAGE_B2DS
NGFS2023MESSAGE ReformingEconomies NGFS2023MESSAGE_FW NGFS2023MESSAGE_DT
NGFS2023MESSAGE ReformingEconomies NGFS2023MESSAGE_FW NGFS2023MESSAGE_LD
NGFS2023MESSAGE ReformingEconomies NGFS2023MESSAGE_FW NGFS2023MESSAGE_NZ2050
NGFS2023MESSAGE Asia NGFS2023MESSAGE_NDC NGFS2023MESSAGE_B2DS
NGFS2023MESSAGE Asia NGFS2023MESSAGE_NDC NGFS2023MESSAGE_DT
NGFS2023MESSAGE Asia NGFS2023MESSAGE_NDC NGFS2023MESSAGE_LD
NGFS2023MESSAGE Asia NGFS2023MESSAGE_NDC NGFS2023MESSAGE_NZ2050
NGFS2023MESSAGE China NGFS2023MESSAGE_NDC NGFS2023MESSAGE_B2DS
NGFS2023MESSAGE China NGFS2023MESSAGE_NDC NGFS2023MESSAGE_DT
NGFS2023MESSAGE China NGFS2023MESSAGE_NDC NGFS2023MESSAGE_LD
NGFS2023MESSAGE China NGFS2023MESSAGE_NDC NGFS2023MESSAGE_NZ2050
NGFS2023MESSAGE Global NGFS2023MESSAGE_NDC NGFS2023MESSAGE_B2DS
NGFS2023MESSAGE Global NGFS2023MESSAGE_NDC NGFS2023MESSAGE_DT
NGFS2023MESSAGE Global NGFS2023MESSAGE_NDC NGFS2023MESSAGE_LD
NGFS2023MESSAGE Global NGFS2023MESSAGE_NDC NGFS2023MESSAGE_NZ2050
NGFS2023MESSAGE LatinAmerica NGFS2023MESSAGE_NDC NGFS2023MESSAGE_B2DS
NGFS2023MESSAGE LatinAmerica NGFS2023MESSAGE_NDC NGFS2023MESSAGE_DT
NGFS2023MESSAGE LatinAmerica NGFS2023MESSAGE_NDC NGFS2023MESSAGE_LD
NGFS2023MESSAGE LatinAmerica NGFS2023MESSAGE_NDC NGFS2023MESSAGE_NZ2050
NGFS2023MESSAGE MiddleEastAndAfrica NGFS2023MESSAGE_NDC NGFS2023MESSAGE_B2DS
NGFS2023MESSAGE MiddleEastAndAfrica NGFS2023MESSAGE_NDC NGFS2023MESSAGE_DT
NGFS2023MESSAGE MiddleEastAndAfrica NGFS2023MESSAGE_NDC NGFS2023MESSAGE_LD
NGFS2023MESSAGE MiddleEastAndAfrica NGFS2023MESSAGE_NDC NGFS2023MESSAGE_NZ2050
NGFS2023MESSAGE OecdAndEu NGFS2023MESSAGE_NDC NGFS2023MESSAGE_B2DS
NGFS2023MESSAGE OecdAndEu NGFS2023MESSAGE_NDC NGFS2023MESSAGE_DT
NGFS2023MESSAGE OecdAndEu NGFS2023MESSAGE_NDC NGFS2023MESSAGE_LD
NGFS2023MESSAGE OecdAndEu NGFS2023MESSAGE_NDC NGFS2023MESSAGE_NZ2050
NGFS2023MESSAGE ReformingEconomies NGFS2023MESSAGE_NDC NGFS2023MESSAGE_B2DS
NGFS2023MESSAGE ReformingEconomies NGFS2023MESSAGE_NDC NGFS2023MESSAGE_DT
NGFS2023MESSAGE ReformingEconomies NGFS2023MESSAGE_NDC NGFS2023MESSAGE_LD
NGFS2023MESSAGE ReformingEconomies NGFS2023MESSAGE_NDC NGFS2023MESSAGE_NZ2050
NGFS2023REMIND Asia NGFS2023REMIND_CP NGFS2023REMIND_B2DS
NGFS2023REMIND Asia NGFS2023REMIND_CP NGFS2023REMIND_DT
NGFS2023REMIND Asia NGFS2023REMIND_CP NGFS2023REMIND_LD
NGFS2023REMIND Asia NGFS2023REMIND_CP NGFS2023REMIND_NZ2050
NGFS2023REMIND China NGFS2023REMIND_CP NGFS2023REMIND_B2DS
NGFS2023REMIND China NGFS2023REMIND_CP NGFS2023REMIND_DT
NGFS2023REMIND China NGFS2023REMIND_CP NGFS2023REMIND_LD
NGFS2023REMIND China NGFS2023REMIND_CP NGFS2023REMIND_NZ2050
NGFS2023REMIND Global NGFS2023REMIND_CP NGFS2023REMIND_B2DS
NGFS2023REMIND Global NGFS2023REMIND_CP NGFS2023REMIND_DT
NGFS2023REMIND Global NGFS2023REMIND_CP NGFS2023REMIND_LD
NGFS2023REMIND Global NGFS2023REMIND_CP NGFS2023REMIND_NZ2050
NGFS2023REMIND India NGFS2023REMIND_CP NGFS2023REMIND_B2DS
NGFS2023REMIND India NGFS2023REMIND_CP NGFS2023REMIND_DT
NGFS2023REMIND India NGFS2023REMIND_CP NGFS2023REMIND_LD
NGFS2023REMIND India NGFS2023REMIND_CP NGFS2023REMIND_NZ2050
NGFS2023REMIND LatinAmerica NGFS2023REMIND_CP NGFS2023REMIND_B2DS
NGFS2023REMIND LatinAmerica NGFS2023REMIND_CP NGFS2023REMIND_DT
NGFS2023REMIND LatinAmerica NGFS2023REMIND_CP NGFS2023REMIND_LD
NGFS2023REMIND LatinAmerica NGFS2023REMIND_CP NGFS2023REMIND_NZ2050
NGFS2023REMIND MiddleEastAndAfrica NGFS2023REMIND_CP NGFS2023REMIND_B2DS
NGFS2023REMIND MiddleEastAndAfrica NGFS2023REMIND_CP NGFS2023REMIND_DT
NGFS2023REMIND MiddleEastAndAfrica NGFS2023REMIND_CP NGFS2023REMIND_LD
NGFS2023REMIND MiddleEastAndAfrica NGFS2023REMIND_CP NGFS2023REMIND_NZ2050
NGFS2023REMIND OecdAndEu NGFS2023REMIND_CP NGFS2023REMIND_B2DS
NGFS2023REMIND OecdAndEu NGFS2023REMIND_CP NGFS2023REMIND_DT
NGFS2023REMIND OecdAndEu NGFS2023REMIND_CP NGFS2023REMIND_LD
NGFS2023REMIND OecdAndEu NGFS2023REMIND_CP NGFS2023REMIND_NZ2050
NGFS2023REMIND ReformingEconomies NGFS2023REMIND_CP NGFS2023REMIND_B2DS
NGFS2023REMIND ReformingEconomies NGFS2023REMIND_CP NGFS2023REMIND_DT
NGFS2023REMIND ReformingEconomies NGFS2023REMIND_CP NGFS2023REMIND_LD
NGFS2023REMIND ReformingEconomies NGFS2023REMIND_CP NGFS2023REMIND_NZ2050
NGFS2023REMIND UnitedStates NGFS2023REMIND_CP NGFS2023REMIND_B2DS
NGFS2023REMIND UnitedStates NGFS2023REMIND_CP NGFS2023REMIND_DT
NGFS2023REMIND UnitedStates NGFS2023REMIND_CP NGFS2023REMIND_LD
NGFS2023REMIND UnitedStates NGFS2023REMIND_CP NGFS2023REMIND_NZ2050
NGFS2023REMIND Asia NGFS2023REMIND_FW NGFS2023REMIND_B2DS
NGFS2023REMIND Asia NGFS2023REMIND_FW NGFS2023REMIND_DT
NGFS2023REMIND Asia NGFS2023REMIND_FW NGFS2023REMIND_LD
NGFS2023REMIND Asia NGFS2023REMIND_FW NGFS2023REMIND_NZ2050
NGFS2023REMIND China NGFS2023REMIND_FW NGFS2023REMIND_B2DS
NGFS2023REMIND China NGFS2023REMIND_FW NGFS2023REMIND_DT
NGFS2023REMIND China NGFS2023REMIND_FW NGFS2023REMIND_LD
NGFS2023REMIND China NGFS2023REMIND_FW NGFS2023REMIND_NZ2050
NGFS2023REMIND Global NGFS2023REMIND_FW NGFS2023REMIND_B2DS
NGFS2023REMIND Global NGFS2023REMIND_FW NGFS2023REMIND_DT
NGFS2023REMIND Global NGFS2023REMIND_FW NGFS2023REMIND_LD
NGFS2023REMIND Global NGFS2023REMIND_FW NGFS2023REMIND_NZ2050
NGFS2023REMIND India NGFS2023REMIND_FW NGFS2023REMIND_B2DS
NGFS2023REMIND India NGFS2023REMIND_FW NGFS2023REMIND_DT
NGFS2023REMIND India NGFS2023REMIND_FW NGFS2023REMIND_LD
NGFS2023REMIND India NGFS2023REMIND_FW NGFS2023REMIND_NZ2050
NGFS2023REMIND LatinAmerica NGFS2023REMIND_FW NGFS2023REMIND_B2DS
NGFS2023REMIND LatinAmerica NGFS2023REMIND_FW NGFS2023REMIND_DT
NGFS2023REMIND LatinAmerica NGFS2023REMIND_FW NGFS2023REMIND_LD
NGFS2023REMIND LatinAmerica NGFS2023REMIND_FW NGFS2023REMIND_NZ2050
NGFS2023REMIND MiddleEastAndAfrica NGFS2023REMIND_FW NGFS2023REMIND_B2DS
NGFS2023REMIND MiddleEastAndAfrica NGFS2023REMIND_FW NGFS2023REMIND_DT
NGFS2023REMIND MiddleEastAndAfrica NGFS2023REMIND_FW NGFS2023REMIND_LD
NGFS2023REMIND MiddleEastAndAfrica NGFS2023REMIND_FW NGFS2023REMIND_NZ2050
NGFS2023REMIND OecdAndEu NGFS2023REMIND_FW NGFS2023REMIND_B2DS
NGFS2023REMIND OecdAndEu NGFS2023REMIND_FW NGFS2023REMIND_DT
NGFS2023REMIND OecdAndEu NGFS2023REMIND_FW NGFS2023REMIND_LD
NGFS2023REMIND OecdAndEu NGFS2023REMIND_FW NGFS2023REMIND_NZ2050
NGFS2023REMIND ReformingEconomies NGFS2023REMIND_FW NGFS2023REMIND_B2DS
NGFS2023REMIND ReformingEconomies NGFS2023REMIND_FW NGFS2023REMIND_DT
NGFS2023REMIND ReformingEconomies NGFS2023REMIND_FW NGFS2023REMIND_LD
NGFS2023REMIND ReformingEconomies NGFS2023REMIND_FW NGFS2023REMIND_NZ2050
NGFS2023REMIND UnitedStates NGFS2023REMIND_FW NGFS2023REMIND_B2DS
NGFS2023REMIND UnitedStates NGFS2023REMIND_FW NGFS2023REMIND_DT
NGFS2023REMIND UnitedStates NGFS2023REMIND_FW NGFS2023REMIND_LD
NGFS2023REMIND UnitedStates NGFS2023REMIND_FW NGFS2023REMIND_NZ2050
NGFS2023REMIND Asia NGFS2023REMIND_NDC NGFS2023REMIND_B2DS
NGFS2023REMIND Asia NGFS2023REMIND_NDC NGFS2023REMIND_DT
NGFS2023REMIND Asia NGFS2023REMIND_NDC NGFS2023REMIND_LD
NGFS2023REMIND Asia NGFS2023REMIND_NDC NGFS2023REMIND_NZ2050
NGFS2023REMIND China NGFS2023REMIND_NDC NGFS2023REMIND_B2DS
NGFS2023REMIND China NGFS2023REMIND_NDC NGFS2023REMIND_DT
NGFS2023REMIND China NGFS2023REMIND_NDC NGFS2023REMIND_LD
NGFS2023REMIND China NGFS2023REMIND_NDC NGFS2023REMIND_NZ2050
NGFS2023REMIND Global NGFS2023REMIND_NDC NGFS2023REMIND_B2DS
NGFS2023REMIND Global NGFS2023REMIND_NDC NGFS2023REMIND_DT
NGFS2023REMIND Global NGFS2023REMIND_NDC NGFS2023REMIND_LD
NGFS2023REMIND Global NGFS2023REMIND_NDC NGFS2023REMIND_NZ2050
NGFS2023REMIND India NGFS2023REMIND_NDC NGFS2023REMIND_B2DS
NGFS2023REMIND India NGFS2023REMIND_NDC NGFS2023REMIND_DT
NGFS2023REMIND India NGFS2023REMIND_NDC NGFS2023REMIND_LD
NGFS2023REMIND India NGFS2023REMIND_NDC NGFS2023REMIND_NZ2050
NGFS2023REMIND LatinAmerica NGFS2023REMIND_NDC NGFS2023REMIND_B2DS
NGFS2023REMIND LatinAmerica NGFS2023REMIND_NDC NGFS2023REMIND_DT
NGFS2023REMIND LatinAmerica NGFS2023REMIND_NDC NGFS2023REMIND_LD
NGFS2023REMIND LatinAmerica NGFS2023REMIND_NDC NGFS2023REMIND_NZ2050
NGFS2023REMIND MiddleEastAndAfrica NGFS2023REMIND_NDC NGFS2023REMIND_B2DS
NGFS2023REMIND MiddleEastAndAfrica NGFS2023REMIND_NDC NGFS2023REMIND_DT
NGFS2023REMIND MiddleEastAndAfrica NGFS2023REMIND_NDC NGFS2023REMIND_LD
NGFS2023REMIND MiddleEastAndAfrica NGFS2023REMIND_NDC NGFS2023REMIND_NZ2050
NGFS2023REMIND OecdAndEu NGFS2023REMIND_NDC NGFS2023REMIND_B2DS
NGFS2023REMIND OecdAndEu NGFS2023REMIND_NDC NGFS2023REMIND_DT
NGFS2023REMIND OecdAndEu NGFS2023REMIND_NDC NGFS2023REMIND_LD
NGFS2023REMIND OecdAndEu NGFS2023REMIND_NDC NGFS2023REMIND_NZ2050
NGFS2023REMIND ReformingEconomies NGFS2023REMIND_NDC NGFS2023REMIND_B2DS
NGFS2023REMIND ReformingEconomies NGFS2023REMIND_NDC NGFS2023REMIND_DT
NGFS2023REMIND ReformingEconomies NGFS2023REMIND_NDC NGFS2023REMIND_LD
NGFS2023REMIND ReformingEconomies NGFS2023REMIND_NDC NGFS2023REMIND_NZ2050
NGFS2023REMIND UnitedStates NGFS2023REMIND_NDC NGFS2023REMIND_B2DS
NGFS2023REMIND UnitedStates NGFS2023REMIND_NDC NGFS2023REMIND_DT
NGFS2023REMIND UnitedStates NGFS2023REMIND_NDC NGFS2023REMIND_LD
NGFS2023REMIND UnitedStates NGFS2023REMIND_NDC NGFS2023REMIND_NZ2050
IPR2023 Brazil IPR2023_baseline IPR2023_FPS
IPR2023 Global IPR2023_baseline IPR2023_FPS
IPR2023 India IPR2023_baseline IPR2023_FPS
IPR2023 Japan IPR2023_baseline IPR2023_FPS
IPR2023 Russia IPR2023_baseline IPR2023_FPS
IPR2023 UnitedStates IPR2023_baseline IPR2023_FPS
IPR2023Automotive Global IPR2023Automotive_baseline IPR2023Automotive_FPS
GECO2023 Global GECO2023_CurPol GECO2023_1.5C
GECO2023 Global GECO2023_CurPol GECO2023_NDC-LTS
NGFS2024GCAM Asia NGFS2024GCAM_CP NGFS2024GCAM_B2DS
NGFS2024GCAM Asia NGFS2024GCAM_CP NGFS2024GCAM_DT
NGFS2024GCAM Asia NGFS2024GCAM_CP NGFS2024GCAM_LD
NGFS2024GCAM Asia NGFS2024GCAM_CP NGFS2024GCAM_NZ2050
NGFS2024GCAM China NGFS2024GCAM_CP NGFS2024GCAM_B2DS
NGFS2024GCAM China NGFS2024GCAM_CP NGFS2024GCAM_DT
NGFS2024GCAM China NGFS2024GCAM_CP NGFS2024GCAM_LD
NGFS2024GCAM China NGFS2024GCAM_CP NGFS2024GCAM_NZ2050
NGFS2024GCAM Global NGFS2024GCAM_CP NGFS2024GCAM_B2DS
NGFS2024GCAM Global NGFS2024GCAM_CP NGFS2024GCAM_DT
NGFS2024GCAM Global NGFS2024GCAM_CP NGFS2024GCAM_LD
NGFS2024GCAM Global NGFS2024GCAM_CP NGFS2024GCAM_NZ2050
NGFS2024GCAM India NGFS2024GCAM_CP NGFS2024GCAM_B2DS
NGFS2024GCAM India NGFS2024GCAM_CP NGFS2024GCAM_DT
NGFS2024GCAM India NGFS2024GCAM_CP NGFS2024GCAM_LD
NGFS2024GCAM India NGFS2024GCAM_CP NGFS2024GCAM_NZ2050
NGFS2024GCAM Indonesia NGFS2024GCAM_CP NGFS2024GCAM_B2DS
NGFS2024GCAM Indonesia NGFS2024GCAM_CP NGFS2024GCAM_DT
NGFS2024GCAM Indonesia NGFS2024GCAM_CP NGFS2024GCAM_LD
NGFS2024GCAM Indonesia NGFS2024GCAM_CP NGFS2024GCAM_NZ2050
NGFS2024GCAM LatinAmerica NGFS2024GCAM_CP NGFS2024GCAM_B2DS
NGFS2024GCAM LatinAmerica NGFS2024GCAM_CP NGFS2024GCAM_DT
NGFS2024GCAM LatinAmerica NGFS2024GCAM_CP NGFS2024GCAM_LD
NGFS2024GCAM LatinAmerica NGFS2024GCAM_CP NGFS2024GCAM_NZ2050
NGFS2024GCAM MiddleEastAndAfrica NGFS2024GCAM_CP NGFS2024GCAM_B2DS
NGFS2024GCAM MiddleEastAndAfrica NGFS2024GCAM_CP NGFS2024GCAM_DT
NGFS2024GCAM MiddleEastAndAfrica NGFS2024GCAM_CP NGFS2024GCAM_LD
NGFS2024GCAM MiddleEastAndAfrica NGFS2024GCAM_CP NGFS2024GCAM_NZ2050
NGFS2024GCAM OecdAndEu NGFS2024GCAM_CP NGFS2024GCAM_B2DS
NGFS2024GCAM OecdAndEu NGFS2024GCAM_CP NGFS2024GCAM_DT
NGFS2024GCAM OecdAndEu NGFS2024GCAM_CP NGFS2024GCAM_LD
NGFS2024GCAM OecdAndEu NGFS2024GCAM_CP NGFS2024GCAM_NZ2050
NGFS2024GCAM ReformingEconomies NGFS2024GCAM_CP NGFS2024GCAM_B2DS
NGFS2024GCAM ReformingEconomies NGFS2024GCAM_CP NGFS2024GCAM_DT
NGFS2024GCAM ReformingEconomies NGFS2024GCAM_CP NGFS2024GCAM_LD
NGFS2024GCAM ReformingEconomies NGFS2024GCAM_CP NGFS2024GCAM_NZ2050
NGFS2024GCAM SoutheastAsia NGFS2024GCAM_CP NGFS2024GCAM_B2DS
NGFS2024GCAM SoutheastAsia NGFS2024GCAM_CP NGFS2024GCAM_DT
NGFS2024GCAM SoutheastAsia NGFS2024GCAM_CP NGFS2024GCAM_LD
NGFS2024GCAM SoutheastAsia NGFS2024GCAM_CP NGFS2024GCAM_NZ2050
NGFS2024GCAM UnitedStates NGFS2024GCAM_CP NGFS2024GCAM_B2DS
NGFS2024GCAM UnitedStates NGFS2024GCAM_CP NGFS2024GCAM_DT
NGFS2024GCAM UnitedStates NGFS2024GCAM_CP NGFS2024GCAM_LD
NGFS2024GCAM UnitedStates NGFS2024GCAM_CP NGFS2024GCAM_NZ2050
NGFS2024GCAM Asia NGFS2024GCAM_FW NGFS2024GCAM_B2DS
NGFS2024GCAM Asia NGFS2024GCAM_FW NGFS2024GCAM_DT
NGFS2024GCAM Asia NGFS2024GCAM_FW NGFS2024GCAM_LD
NGFS2024GCAM Asia NGFS2024GCAM_FW NGFS2024GCAM_NZ2050
NGFS2024GCAM China NGFS2024GCAM_FW NGFS2024GCAM_B2DS
NGFS2024GCAM China NGFS2024GCAM_FW NGFS2024GCAM_DT
NGFS2024GCAM China NGFS2024GCAM_FW NGFS2024GCAM_LD
NGFS2024GCAM China NGFS2024GCAM_FW NGFS2024GCAM_NZ2050
NGFS2024GCAM Global NGFS2024GCAM_FW NGFS2024GCAM_B2DS
NGFS2024GCAM Global NGFS2024GCAM_FW NGFS2024GCAM_DT
NGFS2024GCAM Global NGFS2024GCAM_FW NGFS2024GCAM_LD
NGFS2024GCAM Global NGFS2024GCAM_FW NGFS2024GCAM_NZ2050
NGFS2024GCAM India NGFS2024GCAM_FW NGFS2024GCAM_B2DS
NGFS2024GCAM India NGFS2024GCAM_FW NGFS2024GCAM_DT
NGFS2024GCAM India NGFS2024GCAM_FW NGFS2024GCAM_LD
NGFS2024GCAM India NGFS2024GCAM_FW NGFS2024GCAM_NZ2050
NGFS2024GCAM Indonesia NGFS2024GCAM_FW NGFS2024GCAM_B2DS
NGFS2024GCAM Indonesia NGFS2024GCAM_FW NGFS2024GCAM_DT
NGFS2024GCAM Indonesia NGFS2024GCAM_FW NGFS2024GCAM_LD
NGFS2024GCAM Indonesia NGFS2024GCAM_FW NGFS2024GCAM_NZ2050
NGFS2024GCAM LatinAmerica NGFS2024GCAM_FW NGFS2024GCAM_B2DS
NGFS2024GCAM LatinAmerica NGFS2024GCAM_FW NGFS2024GCAM_DT
NGFS2024GCAM LatinAmerica NGFS2024GCAM_FW NGFS2024GCAM_LD
NGFS2024GCAM LatinAmerica NGFS2024GCAM_FW NGFS2024GCAM_NZ2050
NGFS2024GCAM MiddleEastAndAfrica NGFS2024GCAM_FW NGFS2024GCAM_B2DS
NGFS2024GCAM MiddleEastAndAfrica NGFS2024GCAM_FW NGFS2024GCAM_DT
NGFS2024GCAM MiddleEastAndAfrica NGFS2024GCAM_FW NGFS2024GCAM_LD
NGFS2024GCAM MiddleEastAndAfrica NGFS2024GCAM_FW NGFS2024GCAM_NZ2050
NGFS2024GCAM OecdAndEu NGFS2024GCAM_FW NGFS2024GCAM_B2DS
NGFS2024GCAM OecdAndEu NGFS2024GCAM_FW NGFS2024GCAM_DT
NGFS2024GCAM OecdAndEu NGFS2024GCAM_FW NGFS2024GCAM_LD
NGFS2024GCAM OecdAndEu NGFS2024GCAM_FW NGFS2024GCAM_NZ2050
NGFS2024GCAM ReformingEconomies NGFS2024GCAM_FW NGFS2024GCAM_B2DS
NGFS2024GCAM ReformingEconomies NGFS2024GCAM_FW NGFS2024GCAM_DT
NGFS2024GCAM ReformingEconomies NGFS2024GCAM_FW NGFS2024GCAM_LD
NGFS2024GCAM ReformingEconomies NGFS2024GCAM_FW NGFS2024GCAM_NZ2050
NGFS2024GCAM SoutheastAsia NGFS2024GCAM_FW NGFS2024GCAM_B2DS
NGFS2024GCAM SoutheastAsia NGFS2024GCAM_FW NGFS2024GCAM_DT
NGFS2024GCAM SoutheastAsia NGFS2024GCAM_FW NGFS2024GCAM_LD
NGFS2024GCAM SoutheastAsia NGFS2024GCAM_FW NGFS2024GCAM_NZ2050
NGFS2024GCAM UnitedStates NGFS2024GCAM_FW NGFS2024GCAM_B2DS
NGFS2024GCAM UnitedStates NGFS2024GCAM_FW NGFS2024GCAM_DT
NGFS2024GCAM UnitedStates NGFS2024GCAM_FW NGFS2024GCAM_LD
NGFS2024GCAM UnitedStates NGFS2024GCAM_FW NGFS2024GCAM_NZ2050
NGFS2024GCAM Asia NGFS2024GCAM_NDC NGFS2024GCAM_B2DS
NGFS2024GCAM Asia NGFS2024GCAM_NDC NGFS2024GCAM_DT
NGFS2024GCAM Asia NGFS2024GCAM_NDC NGFS2024GCAM_LD
NGFS2024GCAM Asia NGFS2024GCAM_NDC NGFS2024GCAM_NZ2050
NGFS2024GCAM China NGFS2024GCAM_NDC NGFS2024GCAM_B2DS
NGFS2024GCAM China NGFS2024GCAM_NDC NGFS2024GCAM_DT
NGFS2024GCAM China NGFS2024GCAM_NDC NGFS2024GCAM_LD
NGFS2024GCAM China NGFS2024GCAM_NDC NGFS2024GCAM_NZ2050
NGFS2024GCAM Global NGFS2024GCAM_NDC NGFS2024GCAM_B2DS
NGFS2024GCAM Global NGFS2024GCAM_NDC NGFS2024GCAM_DT
NGFS2024GCAM Global NGFS2024GCAM_NDC NGFS2024GCAM_LD
NGFS2024GCAM Global NGFS2024GCAM_NDC NGFS2024GCAM_NZ2050
NGFS2024GCAM India NGFS2024GCAM_NDC NGFS2024GCAM_B2DS
NGFS2024GCAM India NGFS2024GCAM_NDC NGFS2024GCAM_DT
NGFS2024GCAM India NGFS2024GCAM_NDC NGFS2024GCAM_LD
NGFS2024GCAM India NGFS2024GCAM_NDC NGFS2024GCAM_NZ2050
NGFS2024GCAM Indonesia NGFS2024GCAM_NDC NGFS2024GCAM_B2DS
NGFS2024GCAM Indonesia NGFS2024GCAM_NDC NGFS2024GCAM_DT
NGFS2024GCAM Indonesia NGFS2024GCAM_NDC NGFS2024GCAM_LD
NGFS2024GCAM Indonesia NGFS2024GCAM_NDC NGFS2024GCAM_NZ2050
NGFS2024GCAM LatinAmerica NGFS2024GCAM_NDC NGFS2024GCAM_B2DS
NGFS2024GCAM LatinAmerica NGFS2024GCAM_NDC NGFS2024GCAM_DT
NGFS2024GCAM LatinAmerica NGFS2024GCAM_NDC NGFS2024GCAM_LD
NGFS2024GCAM LatinAmerica NGFS2024GCAM_NDC NGFS2024GCAM_NZ2050
NGFS2024GCAM MiddleEastAndAfrica NGFS2024GCAM_NDC NGFS2024GCAM_B2DS
NGFS2024GCAM MiddleEastAndAfrica NGFS2024GCAM_NDC NGFS2024GCAM_DT
NGFS2024GCAM MiddleEastAndAfrica NGFS2024GCAM_NDC NGFS2024GCAM_LD
NGFS2024GCAM MiddleEastAndAfrica NGFS2024GCAM_NDC NGFS2024GCAM_NZ2050
NGFS2024GCAM OecdAndEu NGFS2024GCAM_NDC NGFS2024GCAM_B2DS
NGFS2024GCAM OecdAndEu NGFS2024GCAM_NDC NGFS2024GCAM_DT
NGFS2024GCAM OecdAndEu NGFS2024GCAM_NDC NGFS2024GCAM_LD
NGFS2024GCAM OecdAndEu NGFS2024GCAM_NDC NGFS2024GCAM_NZ2050
NGFS2024GCAM ReformingEconomies NGFS2024GCAM_NDC NGFS2024GCAM_B2DS
NGFS2024GCAM ReformingEconomies NGFS2024GCAM_NDC NGFS2024GCAM_DT
NGFS2024GCAM ReformingEconomies NGFS2024GCAM_NDC NGFS2024GCAM_LD
NGFS2024GCAM ReformingEconomies NGFS2024GCAM_NDC NGFS2024GCAM_NZ2050
NGFS2024GCAM SoutheastAsia NGFS2024GCAM_NDC NGFS2024GCAM_B2DS
NGFS2024GCAM SoutheastAsia NGFS2024GCAM_NDC NGFS2024GCAM_DT
NGFS2024GCAM SoutheastAsia NGFS2024GCAM_NDC NGFS2024GCAM_LD
NGFS2024GCAM SoutheastAsia NGFS2024GCAM_NDC NGFS2024GCAM_NZ2050
NGFS2024GCAM UnitedStates NGFS2024GCAM_NDC NGFS2024GCAM_B2DS
NGFS2024GCAM UnitedStates NGFS2024GCAM_NDC NGFS2024GCAM_DT
NGFS2024GCAM UnitedStates NGFS2024GCAM_NDC NGFS2024GCAM_LD
NGFS2024GCAM UnitedStates NGFS2024GCAM_NDC NGFS2024GCAM_NZ2050
NGFS2024MESSAGE Asia NGFS2024MESSAGE_CP NGFS2024MESSAGE_B2DS
NGFS2024MESSAGE Asia NGFS2024MESSAGE_CP NGFS2024MESSAGE_DT
NGFS2024MESSAGE Asia NGFS2024MESSAGE_CP NGFS2024MESSAGE_LD
NGFS2024MESSAGE Asia NGFS2024MESSAGE_CP NGFS2024MESSAGE_NZ2050
NGFS2024MESSAGE China NGFS2024MESSAGE_CP NGFS2024MESSAGE_B2DS
NGFS2024MESSAGE China NGFS2024MESSAGE_CP NGFS2024MESSAGE_DT
NGFS2024MESSAGE China NGFS2024MESSAGE_CP NGFS2024MESSAGE_LD
NGFS2024MESSAGE China NGFS2024MESSAGE_CP NGFS2024MESSAGE_NZ2050
NGFS2024MESSAGE Global NGFS2024MESSAGE_CP NGFS2024MESSAGE_B2DS
NGFS2024MESSAGE Global NGFS2024MESSAGE_CP NGFS2024MESSAGE_DT
NGFS2024MESSAGE Global NGFS2024MESSAGE_CP NGFS2024MESSAGE_LD
NGFS2024MESSAGE Global NGFS2024MESSAGE_CP NGFS2024MESSAGE_NZ2050
NGFS2024MESSAGE LatinAmerica NGFS2024MESSAGE_CP NGFS2024MESSAGE_B2DS
NGFS2024MESSAGE LatinAmerica NGFS2024MESSAGE_CP NGFS2024MESSAGE_DT
NGFS2024MESSAGE LatinAmerica NGFS2024MESSAGE_CP NGFS2024MESSAGE_LD
NGFS2024MESSAGE LatinAmerica NGFS2024MESSAGE_CP NGFS2024MESSAGE_NZ2050
NGFS2024MESSAGE MiddleEastAndAfrica NGFS2024MESSAGE_CP NGFS2024MESSAGE_B2DS
NGFS2024MESSAGE MiddleEastAndAfrica NGFS2024MESSAGE_CP NGFS2024MESSAGE_DT
NGFS2024MESSAGE MiddleEastAndAfrica NGFS2024MESSAGE_CP NGFS2024MESSAGE_LD
NGFS2024MESSAGE MiddleEastAndAfrica NGFS2024MESSAGE_CP NGFS2024MESSAGE_NZ2050
NGFS2024MESSAGE OecdAndEu NGFS2024MESSAGE_CP NGFS2024MESSAGE_B2DS
NGFS2024MESSAGE OecdAndEu NGFS2024MESSAGE_CP NGFS2024MESSAGE_DT
NGFS2024MESSAGE OecdAndEu NGFS2024MESSAGE_CP NGFS2024MESSAGE_LD
NGFS2024MESSAGE OecdAndEu NGFS2024MESSAGE_CP NGFS2024MESSAGE_NZ2050
NGFS2024MESSAGE ReformingEconomies NGFS2024MESSAGE_CP NGFS2024MESSAGE_B2DS
NGFS2024MESSAGE ReformingEconomies NGFS2024MESSAGE_CP NGFS2024MESSAGE_DT
NGFS2024MESSAGE ReformingEconomies NGFS2024MESSAGE_CP NGFS2024MESSAGE_LD
NGFS2024MESSAGE ReformingEconomies NGFS2024MESSAGE_CP NGFS2024MESSAGE_NZ2050
NGFS2024MESSAGE Asia NGFS2024MESSAGE_FW NGFS2024MESSAGE_B2DS
NGFS2024MESSAGE Asia NGFS2024MESSAGE_FW NGFS2024MESSAGE_DT
NGFS2024MESSAGE Asia NGFS2024MESSAGE_FW NGFS2024MESSAGE_LD
NGFS2024MESSAGE Asia NGFS2024MESSAGE_FW NGFS2024MESSAGE_NZ2050
NGFS2024MESSAGE China NGFS2024MESSAGE_FW NGFS2024MESSAGE_B2DS
NGFS2024MESSAGE China NGFS2024MESSAGE_FW NGFS2024MESSAGE_DT
NGFS2024MESSAGE China NGFS2024MESSAGE_FW NGFS2024MESSAGE_LD
NGFS2024MESSAGE China NGFS2024MESSAGE_FW NGFS2024MESSAGE_NZ2050
NGFS2024MESSAGE Global NGFS2024MESSAGE_FW NGFS2024MESSAGE_B2DS
NGFS2024MESSAGE Global NGFS2024MESSAGE_FW NGFS2024MESSAGE_DT
NGFS2024MESSAGE Global NGFS2024MESSAGE_FW NGFS2024MESSAGE_LD
NGFS2024MESSAGE Global NGFS2024MESSAGE_FW NGFS2024MESSAGE_NZ2050
NGFS2024MESSAGE LatinAmerica NGFS2024MESSAGE_FW NGFS2024MESSAGE_B2DS
NGFS2024MESSAGE LatinAmerica NGFS2024MESSAGE_FW NGFS2024MESSAGE_DT
NGFS2024MESSAGE LatinAmerica NGFS2024MESSAGE_FW NGFS2024MESSAGE_LD
NGFS2024MESSAGE LatinAmerica NGFS2024MESSAGE_FW NGFS2024MESSAGE_NZ2050
NGFS2024MESSAGE MiddleEastAndAfrica NGFS2024MESSAGE_FW NGFS2024MESSAGE_B2DS
NGFS2024MESSAGE MiddleEastAndAfrica NGFS2024MESSAGE_FW NGFS2024MESSAGE_DT
NGFS2024MESSAGE MiddleEastAndAfrica NGFS2024MESSAGE_FW NGFS2024MESSAGE_LD
NGFS2024MESSAGE MiddleEastAndAfrica NGFS2024MESSAGE_FW NGFS2024MESSAGE_NZ2050
NGFS2024MESSAGE OecdAndEu NGFS2024MESSAGE_FW NGFS2024MESSAGE_B2DS
NGFS2024MESSAGE OecdAndEu NGFS2024MESSAGE_FW NGFS2024MESSAGE_DT
NGFS2024MESSAGE OecdAndEu NGFS2024MESSAGE_FW NGFS2024MESSAGE_LD
NGFS2024MESSAGE OecdAndEu NGFS2024MESSAGE_FW NGFS2024MESSAGE_NZ2050
NGFS2024MESSAGE ReformingEconomies NGFS2024MESSAGE_FW NGFS2024MESSAGE_B2DS
NGFS2024MESSAGE ReformingEconomies NGFS2024MESSAGE_FW NGFS2024MESSAGE_DT
NGFS2024MESSAGE ReformingEconomies NGFS2024MESSAGE_FW NGFS2024MESSAGE_LD
NGFS2024MESSAGE ReformingEconomies NGFS2024MESSAGE_FW NGFS2024MESSAGE_NZ2050
NGFS2024MESSAGE Asia NGFS2024MESSAGE_NDC NGFS2024MESSAGE_B2DS
NGFS2024MESSAGE Asia NGFS2024MESSAGE_NDC NGFS2024MESSAGE_DT
NGFS2024MESSAGE Asia NGFS2024MESSAGE_NDC NGFS2024MESSAGE_LD
NGFS2024MESSAGE Asia NGFS2024MESSAGE_NDC NGFS2024MESSAGE_NZ2050
NGFS2024MESSAGE China NGFS2024MESSAGE_NDC NGFS2024MESSAGE_B2DS
NGFS2024MESSAGE China NGFS2024MESSAGE_NDC NGFS2024MESSAGE_DT
NGFS2024MESSAGE China NGFS2024MESSAGE_NDC NGFS2024MESSAGE_LD
NGFS2024MESSAGE China NGFS2024MESSAGE_NDC NGFS2024MESSAGE_NZ2050
NGFS2024MESSAGE Global NGFS2024MESSAGE_NDC NGFS2024MESSAGE_B2DS
NGFS2024MESSAGE Global NGFS2024MESSAGE_NDC NGFS2024MESSAGE_DT
NGFS2024MESSAGE Global NGFS2024MESSAGE_NDC NGFS2024MESSAGE_LD
NGFS2024MESSAGE Global NGFS2024MESSAGE_NDC NGFS2024MESSAGE_NZ2050
NGFS2024MESSAGE LatinAmerica NGFS2024MESSAGE_NDC NGFS2024MESSAGE_B2DS
NGFS2024MESSAGE LatinAmerica NGFS2024MESSAGE_NDC NGFS2024MESSAGE_DT
NGFS2024MESSAGE LatinAmerica NGFS2024MESSAGE_NDC NGFS2024MESSAGE_LD
NGFS2024MESSAGE LatinAmerica NGFS2024MESSAGE_NDC NGFS2024MESSAGE_NZ2050
NGFS2024MESSAGE MiddleEastAndAfrica NGFS2024MESSAGE_NDC NGFS2024MESSAGE_B2DS
NGFS2024MESSAGE MiddleEastAndAfrica NGFS2024MESSAGE_NDC NGFS2024MESSAGE_DT
NGFS2024MESSAGE MiddleEastAndAfrica NGFS2024MESSAGE_NDC NGFS2024MESSAGE_LD
NGFS2024MESSAGE MiddleEastAndAfrica NGFS2024MESSAGE_NDC NGFS2024MESSAGE_NZ2050
NGFS2024MESSAGE OecdAndEu NGFS2024MESSAGE_NDC NGFS2024MESSAGE_B2DS
NGFS2024MESSAGE OecdAndEu NGFS2024MESSAGE_NDC NGFS2024MESSAGE_DT
NGFS2024MESSAGE OecdAndEu NGFS2024MESSAGE_NDC NGFS2024MESSAGE_LD
NGFS2024MESSAGE OecdAndEu NGFS2024MESSAGE_NDC NGFS2024MESSAGE_NZ2050
NGFS2024MESSAGE ReformingEconomies NGFS2024MESSAGE_NDC NGFS2024MESSAGE_B2DS
NGFS2024MESSAGE ReformingEconomies NGFS2024MESSAGE_NDC NGFS2024MESSAGE_DT
NGFS2024MESSAGE ReformingEconomies NGFS2024MESSAGE_NDC NGFS2024MESSAGE_LD
NGFS2024MESSAGE ReformingEconomies NGFS2024MESSAGE_NDC NGFS2024MESSAGE_NZ2050
NGFS2024REMIND Asia NGFS2024REMIND_CP NGFS2024REMIND_B2DS
NGFS2024REMIND Asia NGFS2024REMIND_CP NGFS2024REMIND_DT
NGFS2024REMIND Asia NGFS2024REMIND_CP NGFS2024REMIND_LD
NGFS2024REMIND Asia NGFS2024REMIND_CP NGFS2024REMIND_NZ2050
NGFS2024REMIND China NGFS2024REMIND_CP NGFS2024REMIND_B2DS
NGFS2024REMIND China NGFS2024REMIND_CP NGFS2024REMIND_DT
NGFS2024REMIND China NGFS2024REMIND_CP NGFS2024REMIND_LD
NGFS2024REMIND China NGFS2024REMIND_CP NGFS2024REMIND_NZ2050
NGFS2024REMIND Global NGFS2024REMIND_CP NGFS2024REMIND_B2DS
NGFS2024REMIND Global NGFS2024REMIND_CP NGFS2024REMIND_DT
NGFS2024REMIND Global NGFS2024REMIND_CP NGFS2024REMIND_LD
NGFS2024REMIND Global NGFS2024REMIND_CP NGFS2024REMIND_NZ2050
NGFS2024REMIND India NGFS2024REMIND_CP NGFS2024REMIND_B2DS
NGFS2024REMIND India NGFS2024REMIND_CP NGFS2024REMIND_DT
NGFS2024REMIND India NGFS2024REMIND_CP NGFS2024REMIND_LD
NGFS2024REMIND India NGFS2024REMIND_CP NGFS2024REMIND_NZ2050
NGFS2024REMIND LatinAmerica NGFS2024REMIND_CP NGFS2024REMIND_B2DS
NGFS2024REMIND LatinAmerica NGFS2024REMIND_CP NGFS2024REMIND_DT
NGFS2024REMIND LatinAmerica NGFS2024REMIND_CP NGFS2024REMIND_LD
NGFS2024REMIND LatinAmerica NGFS2024REMIND_CP NGFS2024REMIND_NZ2050
NGFS2024REMIND MiddleEastAndAfrica NGFS2024REMIND_CP NGFS2024REMIND_B2DS
NGFS2024REMIND MiddleEastAndAfrica NGFS2024REMIND_CP NGFS2024REMIND_DT
NGFS2024REMIND MiddleEastAndAfrica NGFS2024REMIND_CP NGFS2024REMIND_LD
NGFS2024REMIND MiddleEastAndAfrica NGFS2024REMIND_CP NGFS2024REMIND_NZ2050
NGFS2024REMIND OecdAndEu NGFS2024REMIND_CP NGFS2024REMIND_B2DS
NGFS2024REMIND OecdAndEu NGFS2024REMIND_CP NGFS2024REMIND_DT
NGFS2024REMIND OecdAndEu NGFS2024REMIND_CP NGFS2024REMIND_LD
NGFS2024REMIND OecdAndEu NGFS2024REMIND_CP NGFS2024REMIND_NZ2050
NGFS2024REMIND ReformingEconomies NGFS2024REMIND_CP NGFS2024REMIND_B2DS
NGFS2024REMIND ReformingEconomies NGFS2024REMIND_CP NGFS2024REMIND_DT
NGFS2024REMIND ReformingEconomies NGFS2024REMIND_CP NGFS2024REMIND_LD
NGFS2024REMIND ReformingEconomies NGFS2024REMIND_CP NGFS2024REMIND_NZ2050
NGFS2024REMIND UnitedStates NGFS2024REMIND_CP NGFS2024REMIND_B2DS
NGFS2024REMIND UnitedStates NGFS2024REMIND_CP NGFS2024REMIND_DT
NGFS2024REMIND UnitedStates NGFS2024REMIND_CP NGFS2024REMIND_LD
NGFS2024REMIND UnitedStates NGFS2024REMIND_CP NGFS2024REMIND_NZ2050
NGFS2024REMIND Asia NGFS2024REMIND_FW NGFS2024REMIND_B2DS
NGFS2024REMIND Asia NGFS2024REMIND_FW NGFS2024REMIND_DT
NGFS2024REMIND Asia NGFS2024REMIND_FW NGFS2024REMIND_LD
NGFS2024REMIND Asia NGFS2024REMIND_FW NGFS2024REMIND_NZ2050
NGFS2024REMIND China NGFS2024REMIND_FW NGFS2024REMIND_B2DS
NGFS2024REMIND China NGFS2024REMIND_FW NGFS2024REMIND_DT
NGFS2024REMIND China NGFS2024REMIND_FW NGFS2024REMIND_LD
NGFS2024REMIND China NGFS2024REMIND_FW NGFS2024REMIND_NZ2050
NGFS2024REMIND Global NGFS2024REMIND_FW NGFS2024REMIND_B2DS
NGFS2024REMIND Global NGFS2024REMIND_FW NGFS2024REMIND_DT
NGFS2024REMIND Global NGFS2024REMIND_FW NGFS2024REMIND_LD
NGFS2024REMIND Global NGFS2024REMIND_FW NGFS2024REMIND_NZ2050
NGFS2024REMIND India NGFS2024REMIND_FW NGFS2024REMIND_B2DS
NGFS2024REMIND India NGFS2024REMIND_FW NGFS2024REMIND_DT
NGFS2024REMIND India NGFS2024REMIND_FW NGFS2024REMIND_LD
NGFS2024REMIND India NGFS2024REMIND_FW NGFS2024REMIND_NZ2050
NGFS2024REMIND LatinAmerica NGFS2024REMIND_FW NGFS2024REMIND_B2DS
NGFS2024REMIND LatinAmerica NGFS2024REMIND_FW NGFS2024REMIND_DT
NGFS2024REMIND LatinAmerica NGFS2024REMIND_FW NGFS2024REMIND_LD
NGFS2024REMIND LatinAmerica NGFS2024REMIND_FW NGFS2024REMIND_NZ2050
NGFS2024REMIND MiddleEastAndAfrica NGFS2024REMIND_FW NGFS2024REMIND_B2DS
NGFS2024REMIND MiddleEastAndAfrica NGFS2024REMIND_FW NGFS2024REMIND_DT
NGFS2024REMIND MiddleEastAndAfrica NGFS2024REMIND_FW NGFS2024REMIND_LD
NGFS2024REMIND MiddleEastAndAfrica NGFS2024REMIND_FW NGFS2024REMIND_NZ2050
NGFS2024REMIND OecdAndEu NGFS2024REMIND_FW NGFS2024REMIND_B2DS
NGFS2024REMIND OecdAndEu NGFS2024REMIND_FW NGFS2024REMIND_DT
NGFS2024REMIND OecdAndEu NGFS2024REMIND_FW NGFS2024REMIND_LD
NGFS2024REMIND OecdAndEu NGFS2024REMIND_FW NGFS2024REMIND_NZ2050
NGFS2024REMIND ReformingEconomies NGFS2024REMIND_FW NGFS2024REMIND_B2DS
NGFS2024REMIND ReformingEconomies NGFS2024REMIND_FW NGFS2024REMIND_DT
NGFS2024REMIND ReformingEconomies NGFS2024REMIND_FW NGFS2024REMIND_LD
NGFS2024REMIND ReformingEconomies NGFS2024REMIND_FW NGFS2024REMIND_NZ2050
NGFS2024REMIND UnitedStates NGFS2024REMIND_FW NGFS2024REMIND_B2DS
NGFS2024REMIND UnitedStates NGFS2024REMIND_FW NGFS2024REMIND_DT
NGFS2024REMIND UnitedStates NGFS2024REMIND_FW NGFS2024REMIND_LD
NGFS2024REMIND UnitedStates NGFS2024REMIND_FW NGFS2024REMIND_NZ2050
NGFS2024REMIND Asia NGFS2024REMIND_NDC NGFS2024REMIND_B2DS
NGFS2024REMIND Asia NGFS2024REMIND_NDC NGFS2024REMIND_DT
NGFS2024REMIND Asia NGFS2024REMIND_NDC NGFS2024REMIND_LD
NGFS2024REMIND Asia NGFS2024REMIND_NDC NGFS2024REMIND_NZ2050
NGFS2024REMIND China NGFS2024REMIND_NDC NGFS2024REMIND_B2DS
NGFS2024REMIND China NGFS2024REMIND_NDC NGFS2024REMIND_DT
NGFS2024REMIND China NGFS2024REMIND_NDC NGFS2024REMIND_LD
NGFS2024REMIND China NGFS2024REMIND_NDC NGFS2024REMIND_NZ2050
NGFS2024REMIND Global NGFS2024REMIND_NDC NGFS2024REMIND_B2DS
NGFS2024REMIND Global NGFS2024REMIND_NDC NGFS2024REMIND_DT
NGFS2024REMIND Global NGFS2024REMIND_NDC NGFS2024REMIND_LD
NGFS2024REMIND Global NGFS2024REMIND_NDC NGFS2024REMIND_NZ2050
NGFS2024REMIND India NGFS2024REMIND_NDC NGFS2024REMIND_B2DS
NGFS2024REMIND India NGFS2024REMIND_NDC NGFS2024REMIND_DT
NGFS2024REMIND India NGFS2024REMIND_NDC NGFS2024REMIND_LD
NGFS2024REMIND India NGFS2024REMIND_NDC NGFS2024REMIND_NZ2050
NGFS2024REMIND LatinAmerica NGFS2024REMIND_NDC NGFS2024REMIND_B2DS
NGFS2024REMIND LatinAmerica NGFS2024REMIND_NDC NGFS2024REMIND_DT
NGFS2024REMIND LatinAmerica NGFS2024REMIND_NDC NGFS2024REMIND_LD
NGFS2024REMIND LatinAmerica NGFS2024REMIND_NDC NGFS2024REMIND_NZ2050
NGFS2024REMIND MiddleEastAndAfrica NGFS2024REMIND_NDC NGFS2024REMIND_B2DS
NGFS2024REMIND MiddleEastAndAfrica NGFS2024REMIND_NDC NGFS2024REMIND_DT
NGFS2024REMIND MiddleEastAndAfrica NGFS2024REMIND_NDC NGFS2024REMIND_LD
NGFS2024REMIND MiddleEastAndAfrica NGFS2024REMIND_NDC NGFS2024REMIND_NZ2050
NGFS2024REMIND OecdAndEu NGFS2024REMIND_NDC NGFS2024REMIND_B2DS
NGFS2024REMIND OecdAndEu NGFS2024REMIND_NDC NGFS2024REMIND_DT
NGFS2024REMIND OecdAndEu NGFS2024REMIND_NDC NGFS2024REMIND_LD
NGFS2024REMIND OecdAndEu NGFS2024REMIND_NDC NGFS2024REMIND_NZ2050
NGFS2024REMIND ReformingEconomies NGFS2024REMIND_NDC NGFS2024REMIND_B2DS
NGFS2024REMIND ReformingEconomies NGFS2024REMIND_NDC NGFS2024REMIND_DT
NGFS2024REMIND ReformingEconomies NGFS2024REMIND_NDC NGFS2024REMIND_LD
NGFS2024REMIND ReformingEconomies NGFS2024REMIND_NDC NGFS2024REMIND_NZ2050
NGFS2024REMIND UnitedStates NGFS2024REMIND_NDC NGFS2024REMIND_B2DS
NGFS2024REMIND UnitedStates NGFS2024REMIND_NDC NGFS2024REMIND_DT
NGFS2024REMIND UnitedStates NGFS2024REMIND_NDC NGFS2024REMIND_LD
NGFS2024REMIND UnitedStates NGFS2024REMIND_NDC NGFS2024REMIND_NZ2050

This table breaks down the different options for the scenarios we discussed earlier. The first column again shows the scenario provider and the vintage (year). The “scenario_geography” column captures the regional detail available within each scenario provider.

Next, you’ll see “baseline_scenario” and “target_scenario.” These two columns separate scenarios into baseline—status quo scenarios—and target scenarios—ambitious scenarios aiming to achieve specific goals. For example, the IEA STEPS scenario we discussed earlier is a baseline scenario, while the NetZero2050 scenario is a target scenario.

The table also shows how scenarios can be combined in our stress test. It’s important to note that a general rule is to select a baseline and target scenario from the same provider.

If you’re choosing a specific scenario for your analysis, here are some factors to consider:

  1. Data vintage: Some scenarios aren’t updated as frequently, while others provide more recent data that may be more relevant for your analysis.

  2. Geography options: Not all scenarios offer detailed regional choices. If you need more than just a global view, some scenarios (like the NGFSGCAM scenarios) provide better options for focusing the stress test on a specific region or country.

  3. Type of target scenario: There are various target scenarios available. Some providers only have one, while others offer multiple. For example, NGFS provides both B2DS (Below 2°C) and NZ2050 (Net Zero 2050) scenarios, which both aim to limit global warming, but with different levels of ambition.

  4. Different scenario narratives: Most of the scenarios are very straight forward and can be categorized into business as usual scenarios or target scenarios. However, some scenarios, especially from NGFS, have slightly different narratives. For instance, the NGFS “LD” (Low Demand) scenario also aims for net zero and limits global temperature rise, but it’s based not just on strict climate policies (like B2DS or NZ2050) but on assumptions of rapidly declining energy demand. These scenarios are useful for specific analyses, but it’s worth familiarizing yourself with the different narratives. For NGFS scenarios, you can read more about them on their website: https://www.ngfs.net/en

Run Trisk on a geography

When choosing a geography different than “Global”, the input assets dataframe is filtered on the geography’s countries, and the scenarios is filtered to use the pathways defined in this geography. This means that only the assets located in the countries covered by this geography will be considered for analysis, on geography-specific pathways.

if (!is_CRAN) {
  assets_data <- read.csv(system.file("testdata", "assets_testdata.csv", package = "trisk.model"))
  scenarios_data <- read.csv(file.path(trisk_inputs_folder, "scenarios.csv"))
  financial_features_data <- read.csv(system.file("testdata", "financial_features_testdata.csv", package = "trisk.model"))
  ngfs_carbon_price_data <- read.csv(system.file("testdata", "ngfs_carbon_price_testdata.csv", package = "trisk.model"))
  
  assets_data <- assets_data %>% dplyr::filter(.data$production_year >= min(scenarios_data$scenario_year))
  }
baseline_scenario <- "NGFS2024GCAM_CP"
target_scenario <- "NGFS2024GCAM_NZ2050"
scenario_geography <- "Global" # CHANGE GEOGRAPHY
if (!is_CRAN) {
  st_results <- run_trisk_model(
    assets_data = assets_data,
    scenarios_data = scenarios_data,
    financial_data = financial_features_data,
    carbon_data = ngfs_carbon_price_data,
    baseline_scenario = baseline_scenario,
    target_scenario = target_scenario,
    scenario_geography = scenario_geography
  )
}
#> -- Retyping Dataframes. 
#> -- Processing Assets and Scenarios. 
#> -- Transforming to Trisk model input. 
#> -- Calculating baseline, target, and shock trajectories. 
#> -- Applying zero-trajectory logic to production trajectories. 
#> -- Calculating net profits.
#> Joining with `by = join_by(asset_id, company_id, sector, technology)`
#> -- Calculating market risk. 
#> -- Calculating credit risk.
run_id company_id asset_id company_name asset_name sector technology country_iso2 net_present_value_baseline net_present_value_shock net_present_value_difference net_present_value_change
e9e899c9-fd04-4618-86c2-183b4e4ace72 101 101 Company 1 Company 1 Oil&Gas Gas DE 170552.1 1.435333e+04 -156198.8 -0.9158420
e9e899c9-fd04-4618-86c2-183b4e4ace72 102 102 Company 2 Company 2 Coal Coal DE 40752136.0 4.444817e+06 -36307319.5 -0.8909305
e9e899c9-fd04-4618-86c2-183b4e4ace72 103 103 Company 3 Company 3 Oil&Gas Gas DE 90346782.8 1.417870e+07 -76168083.6 -0.8430636
e9e899c9-fd04-4618-86c2-183b4e4ace72 104 104 Company 4 Company 4 Power RenewablesCap DE 971773152.9 1.341067e+09 369293854.6 0.3800206
e9e899c9-fd04-4618-86c2-183b4e4ace72 105 105 Company 5 Company 5 Power CoalCap DE 183696970.9 1.399611e+07 -169700860.1 -0.9238087
e9e899c9-fd04-4618-86c2-183b4e4ace72 105 105 Company 5 Company 5 Power OilCap DE 29258901.9 1.811617e+06 -27447285.1 -0.9380832
e9e899c9-fd04-4618-86c2-183b4e4ace72 105 105 Company 5 Company 5 Power RenewablesCap DE 169753857.8 4.111428e+08 241388980.8 1.4219941

Run Trisk with carbon tax

if (!is_CRAN) {
  available_carbon_taxes <- ngfs_carbon_price_data %>%
    distinct(model)
  print(available_carbon_taxes)
}
#>                                  model
#> 1                       GCAM 5.3+ NGFS
#> 2                   flat_carbon_tax_50
#> 3             increasing_carbon_tax_50
#> 4 independent_increasing_carbon_tax_50
#> 5                        no_carbon_tax

This table shows the different carbon tax options you can choose from. A carbon tax is an additional mechanism that can be applied to company profits, based on their CO2 emissions from production.

We’ve implemented one carbon tax rate from the NGFS GCAM scenario, along with a few others that follow a more straightforward approach. For example, “flat_carbon_tax_50” is a tax of $50 per ton of CO2 that remains constant over time. “independent_increasing_carbon_tax_50” is a tax that starts at $50 per ton in 2025 and then increases exponentially.

These carbon prices are designed to illustrate the amplification effect a carbon tax can have on outcomes. If you’d prefer different assumptions for the carbon tax trajectory, there’s always the option to include your own in the model.

It is then possible to choose a carbon tax and a passthrough, to adjust its impact on NPV:

carbon_price_model <- "GCAM 5.3+ NGFS"
market_passthrough <- 0.3
if (!is_CRAN) {
  st_results <- run_trisk_model(
    assets_data = assets_data,
    scenarios_data = scenarios_data,
    financial_data = financial_features_data,
    carbon_data = ngfs_carbon_price_data,
    baseline_scenario = baseline_scenario,
    target_scenario = target_scenario,
    scenario_geography = scenario_geography,
    carbon_price_model = carbon_price_model,
    market_passthrough = market_passthrough
  )
}
#> -- Retyping Dataframes. 
#> -- Processing Assets and Scenarios. 
#> -- Transforming to Trisk model input. 
#> -- Calculating baseline, target, and shock trajectories. 
#> -- Applying zero-trajectory logic to production trajectories. 
#> -- Calculating net profits.
#> Joining with `by = join_by(asset_id, company_id, sector, technology)`
#> -- Calculating market risk. 
#> -- Calculating credit risk.