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.csvDescriptive statistics
Load the downloaded scenario data
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 grouped output by 'sector'. You can override using the
#> `.groups` argument.| sector | technology | n_scenarios |
|---|---|---|
| Automotive | Electric | 8 |
| Automotive | FuelCell | 8 |
| Automotive | Hybrid | 8 |
| Automotive | ICE | 8 |
| Cement | Cement | 21 |
| Coal | Coal | 53 |
| Oil&Gas | Gas | 53 |
| Oil&Gas | Oil | 53 |
| Power | CoalCap | 53 |
| Power | GasCap | 53 |
| Power | HydroCap | 53 |
| Power | NuclearCap | 53 |
| Power | OilCap | 53 |
| Power | RenewablesCap | 53 |
| 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 |
| Coal | Oxford2021_base |
| Coal | Oxford2021_fast |
| Coal | WEO2021_APS |
| Coal | WEO2021_NZE_2050 |
| Coal | WEO2021_SDS |
| Coal | WEO2021_STEPS |
| Coal | WEO2023_APS |
| Coal | WEO2023_NZE_2050 |
| Coal | WEO2023_STEPS |
| 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 |
| Oil&Gas | Oxford2021_base |
| Oil&Gas | Oxford2021_fast |
| Oil&Gas | WEO2021_APS |
| Oil&Gas | WEO2021_NZE_2050 |
| Oil&Gas | WEO2021_SDS |
| Oil&Gas | WEO2021_STEPS |
| Oil&Gas | WEO2023_APS |
| Oil&Gas | WEO2023_NZE_2050 |
| Oil&Gas | WEO2023_STEPS |
| Power | IPR2023_FPS |
| Power | IPR2023_baseline |
| 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 | 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 | Oxford2021_base |
| Power | Oxford2021_fast |
| Power | WEO2021_APS |
| Power | WEO2021_NZE_2050 |
| Power | WEO2021_SDS |
| Power | WEO2021_STEPS |
| Power | WEO2023_APS |
| Power | WEO2023_NZE_2050 |
| Power | WEO2023_STEPS |
| Steel | Steel_NZ |
| Steel | 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 |
|---|---|---|---|
| WEO2021 | AdvancedEconomies | WEO2021_APS | WEO2021_SDS |
| WEO2021 | AdvancedEconomies | WEO2021_STEPS | WEO2021_SDS |
| WEO2021 | Africa | WEO2021_APS | WEO2021_SDS |
| WEO2021 | Africa | WEO2021_STEPS | WEO2021_SDS |
| WEO2021 | AsiaPacific | WEO2021_APS | WEO2021_SDS |
| WEO2021 | AsiaPacific | WEO2021_STEPS | WEO2021_SDS |
| WEO2021 | Brazil | WEO2021_APS | WEO2021_SDS |
| WEO2021 | Brazil | WEO2021_STEPS | WEO2021_SDS |
| WEO2021 | China | WEO2021_APS | WEO2021_SDS |
| WEO2021 | China | WEO2021_STEPS | WEO2021_SDS |
| WEO2021 | Eurasia | WEO2021_APS | WEO2021_SDS |
| WEO2021 | Eurasia | WEO2021_STEPS | WEO2021_SDS |
| WEO2021 | Europe | WEO2021_APS | WEO2021_SDS |
| WEO2021 | Europe | WEO2021_STEPS | WEO2021_SDS |
| GECO2021 | Global | GECO2021_CurPol | GECO2021_1.5C-Unif |
| GECO2021 | Global | GECO2021_CurPol | GECO2021_NDC-LTS |
| WEO2021 | Global | WEO2021_APS | WEO2021_NZE_2050 |
| WEO2021 | Global | WEO2021_APS | WEO2021_SDS |
| WEO2021 | Global | WEO2021_STEPS | WEO2021_NZE_2050 |
| WEO2021 | Global | WEO2021_STEPS | WEO2021_SDS |
| WEO2021 | India | WEO2021_APS | WEO2021_SDS |
| WEO2021 | India | WEO2021_STEPS | WEO2021_SDS |
| WEO2021 | Japan | WEO2021_APS | WEO2021_SDS |
| WEO2021 | Japan | WEO2021_STEPS | WEO2021_SDS |
| WEO2021 | MiddleEast | WEO2021_APS | WEO2021_SDS |
| WEO2021 | MiddleEast | WEO2021_STEPS | WEO2021_SDS |
| WEO2021 | Non-OECD | WEO2021_APS | WEO2021_SDS |
| WEO2021 | Non-OECD | WEO2021_STEPS | WEO2021_SDS |
| WEO2021 | NorthAmerica | WEO2021_APS | WEO2021_SDS |
| WEO2021 | NorthAmerica | WEO2021_STEPS | WEO2021_SDS |
| WEO2021 | OECD | WEO2021_APS | WEO2021_SDS |
| WEO2021 | OECD | WEO2021_STEPS | WEO2021_SDS |
| WEO2021 | Russia | WEO2021_APS | WEO2021_SDS |
| WEO2021 | Russia | WEO2021_STEPS | WEO2021_SDS |
| WEO2021 | SoutheastAsia | WEO2021_APS | WEO2021_SDS |
| WEO2021 | SoutheastAsia | WEO2021_STEPS | WEO2021_SDS |
| WEO2021 | UnitedStates | WEO2021_APS | WEO2021_SDS |
| WEO2021 | UnitedStates | WEO2021_STEPS | WEO2021_SDS |
| 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 |
| Oxford2021 | Global | Oxford2021_base | Oxford2021_fast |
| GECO2023 | Global | GECO2023_CurPol | GECO2023_1.5C |
| GECO2023 | Global | GECO2023_CurPol | GECO2023_NDC-LTS |
| Steel | Global | Steel_baseline | Steel_NZ |
| WEO2023 | Global | WEO2023_STEPS | WEO2023_APS |
| WEO2023 | Global | WEO2023_STEPS | WEO2023_NZE_2050 |
| 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:
Data vintage: Some scenarios aren’t updated as frequently, while others provide more recent data that may be more relevant for your analysis.
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.
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.
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.
#> -- 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 |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 65319d09-f5bb-4024-bddd-85034b6c8b49 | 101 | 101 | Company 1 | Company 1 | Oil&Gas | Gas | DE | 189924.8 | 3.372603e+04 | -156198.8 | -0.8224243 |
| 65319d09-f5bb-4024-bddd-85034b6c8b49 | 102 | 102 | Company 2 | Company 2 | Coal | Coal | DE | 47545991.5 | 1.123867e+07 | -36307319.5 | -0.7636252 |
| 65319d09-f5bb-4024-bddd-85034b6c8b49 | 103 | 103 | Company 3 | Company 3 | Oil&Gas | Gas | DE | 101031820.2 | 2.486374e+07 | -76168083.6 | -0.7539019 |
| 65319d09-f5bb-4024-bddd-85034b6c8b49 | 104 | 104 | Company 4 | Company 4 | Power | RenewablesCap | DE | 1011783193.3 | 1.381077e+09 | 369293854.6 | 0.3649931 |
| 65319d09-f5bb-4024-bddd-85034b6c8b49 | 105 | 105 | Company 5 | Company 5 | Power | CoalCap | DE | 207533923.8 | 3.783306e+07 | -169700860.1 | -0.8177018 |
| 65319d09-f5bb-4024-bddd-85034b6c8b49 | 105 | 105 | Company 5 | Company 5 | Power | OilCap | DE | 31687722.2 | 4.240437e+06 | -27447285.1 | -0.8661804 |
| 65319d09-f5bb-4024-bddd-85034b6c8b49 | 105 | 105 | Company 5 | Company 5 | Power | RenewablesCap | DE | 177935666.5 | 4.193246e+08 | 241388980.8 | 1.3566082 |
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_taxThis 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.
#> -- Calculating net profits.
#> Joining with `by = join_by(asset_id, company_id, sector, technology)`
#> -- Calculating market risk.
#> -- Calculating credit risk.