diff --git a/data/FAIR_mcs/fair_mcs_params_scale_other_ghg.csv b/data/FAIR_mcs/fair_mcs_params_scale_other_ghg.csv
index 8bf4231..4cb5eed 100644
--- a/data/FAIR_mcs/fair_mcs_params_scale_other_ghg.csv
+++ b/data/FAIR_mcs/fair_mcs_params_scale_other_ghg.csv
@@ -1,2238 +1,2238 @@
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diff --git a/src/scc.jl b/src/scc.jl
index ed9399a..0518409 100644
--- a/src/scc.jl
+++ b/src/scc.jl
@@ -1,8 +1,40 @@
-using Dates, CSVFiles, DataFrames, FileIO, Mimi, Query
-
-include("utils/scc_constants.jl")
-include("utils/scc_streaming.jl")
-
+using Dates, CSVFiles, DataFrames
+
+const _model_years = collect(1750:2300)
+const _damages_years = collect(2020:2300)
+const _damages_idxs = indexin(_damages_years, _model_years)
+
+const scc_gas_molecular_conversions = Dict(:CO2         => 12/44, # C to CO2
+                                            :N2O        => 28/44, # N2 to N2O,
+                                            :CH4        => 1., # CH4 to CH4
+                                            :HFC23      => 1., # HFC23 to HFC23
+                                            :HFC32      => 1., # HFC32 to HFC32
+                                            :HFC43_10   => 1., # HFC43_10 to HFC43_10
+                                            :HFC125     => 1., # HFC125 to HFC125
+                                            :HFC134a    => 1., # HFC134a to HFC134a
+                                            :HFC143a    => 1., # HFC143a to HFC143a
+                                            :HFC227ea   => 1., # HFC227ea to HFC227ea
+                                            :HFC245fa   => 1., # HFC245fa to HFC245fa
+                                            :HFC152a    => 1., # HFC152a to HFC152a
+                                            :HFC236fa   => 1., # HFC236fa to HFC236fa
+                                            :HFC365mfc  => 1., # HFC365mfc to HFC365mfc
+                                            :SF6        => 1.) # SF6 to SF6
+
+const scc_gas_pulse_size_conversions = Dict(:CO2    => 1e9, # Gt to t
+                                        :N2O        => 1e6, # Mt to t
+                                        :CH4        => 1e6, # Mt to t
+                                        :HFC23      => 1e3, # kt to t
+                                        :HFC32      => 1e3, # kt to t
+                                        :HFC43_10   => 1e3, # kt to t
+                                        :HFC125     => 1e3, # kt to t
+                                        :HFC134a    => 1e3, # kt to t
+                                        :HFC143a    => 1e3, # kt to t
+                                        :HFC227ea   => 1e3, # kt to t
+                                        :HFC245fa   => 1e3, # kt to t
+                                        :HFC152a    => 1e3, # kt to t
+                                        :HFC236fa   => 1e3, # kt to t
+                                        :HFC365mfc  => 1e3, # kt to t
+                                        :SF6        => 1e3) # kt to t
 """
     compute_scc(m::Model = get_model(); 
             year::Union{Int, Nothing} = nothing, 
@@ -23,7 +55,6 @@ include("utils/scc_streaming.jl")
             save_cpc::Bool = false,
             save_slr_damages::Bool = false,
             compute_sectoral_values::Bool = false,
-            compute_disaggregated_values::Bool = false,
             compute_domestic_values::Bool = false,
             CIAM_foresight::Symbol = :perfect,
             CIAM_GDPcap::Bool = false,
@@ -37,7 +68,7 @@ Compute the SC of a gas for the GIVE in USD \$2005
 - 'year` (default nothing) - year of which to calculate SC (year of pulse)
 - `last_year` (default 2300) - last year to include in damages summation
 - `prtp` (default 0.015) and `eta` (default 1.45) - Ramsey discounting parameterization
-- `discount_rates` (default nothing) - a vector of Named Tuples ie. [(label = "dr1", prtp = 0.03., eta = 1.45, ew = consumption_region, ew_norm_region = "USA"), (label = "dr2", prtp = 0.015, eta = 1.45, ew = nothing, ew_norm_region = nothing)] - required if running n > 1 
+- `discount_rates` (default nothing) - a vector of Named Tuples ie. [(prpt = 0.03., eta = 1.45), (prtp = 0.015, eta = 1.45)] - required if running n > 1
 - `certainty_equivalent` (default false) - whether to compute the certainty equivalent or expected SCC
 - `fair_parameter_set` (default :random) - :random means FAIR mcs samples will be chosen randomly from the provided sets, while :deterministic means they will be  based on the provided vector of to `fair_parameter_set_ids` keyword argument. 
 - `fair_parameter_set_ids` - (default nothing) - if `fair_parameter_set` is set 
@@ -53,7 +84,6 @@ that will be run, otherwise it is set to `nothing` and ignored.
 - `save_cpc` (default is false) - save and return the per capita consumption from a monte carlo simulation
 - `save_slr_damages`(default is false) - save global sea level rise damages from CIAM to disk
 - `compute_sectoral_values` (default is false) - compute and return sectoral values as well as total
-- `compute_disaggregated_values` (default is false) - compute spatially disaggregated marginal damages, sectoral damages, and socioeconomic variables
 - `compute_domestic_values` (default is false) - compute and return domestic values in addition to global
 - `CIAM_foresight`(default is :perfect) - Use limited foresight (:limited) or perfect foresight (:perfect) for MimiCIAM cost calculations
 - `CIAM_GDPcap` (default is false) - Limit SLR damages to country-level annual GDP
@@ -79,7 +109,6 @@ function compute_scc(m::Model = get_model();
             save_cpc::Bool = false,
             save_slr_damages::Bool = false,
             compute_sectoral_values::Bool = false,
-            compute_disaggregated_values::Bool = false,
             compute_domestic_values::Bool = false,
             CIAM_foresight::Symbol = :perfect,
             CIAM_GDPcap::Bool = false,
@@ -87,8 +116,8 @@ function compute_scc(m::Model = get_model();
             pulse_size::Float64 = 1.
         )
 
-    hfc_list = [:HFC23, :HFC32, :HFC43_10, :HFC125, :HFC134a, :HFC143a, :HFC227ea, :HFC245fa]
-    gases_list = [:CO2, :CH4, :N2O, hfc_list ...]
+    hfc_list = [:HFC23, :HFC32, :HFC43_10, :HFC125, :HFC134a, :HFC143a, :HFC227ea, :HFC245fa, :HFC152a, :HFC236fa, :HFC365mfc]
+    gases_list = [:CO2, :CH4, :N2O, :SF6, hfc_list ...]
 
     m = deepcopy(m) # in the case that an `m` was provided, be careful that we don't modify the original
 
@@ -96,40 +125,19 @@ function compute_scc(m::Model = get_model();
     !(last_year in _model_years) ? error("Invalid value of $last_year for last_year. last_year must be within the model's time index $_model_years.") : nothing
     !(year in _model_years) ? error("Cannot compute the scc for year $year, year must be within the model's time index $_model_years.") : nothing
     !(gas in gases_list) ? error("Invalid value of $gas for gas, gas must be one of $(gases_list).") : nothing
+    n>0 && certainty_equivalent && !save_cpc && error("certainty_equivalent=true also requires save_cpc=true")
     
-    # post-process the provided discount rates for backwards compatibility
-    # with NamedTuples that did not include equity weighting fields ew and ew_norm_region
-    if discount_rates !== nothing
-
-        # create new Vector of discount rates that include equity weighting fields
-        discount_rates_compatible = Array{NamedTuple}(undef, length(discount_rates))
-        for (i, dr) in enumerate(discount_rates) 
-            if !hasfield(typeof(dr), :ew) # deprecated version without the ew specification
-                discount_rates_compatible[i] = (label=dr.label, prtp=dr.prtp, eta=dr.eta, ew=nothing, ew_norm_region=nothing)
-            else
-                discount_rates_compatible[i] = dr
-            end
-        end
-
-        # replace discount rates with the agumented ones
-        discount_rates = copy(discount_rates_compatible) 
-
-        ew_calcs = sum([!isnothing(dr.ew)==true for dr in discount_rates]) > 0
-        (compute_domestic_values && ew_calcs) ? error("Equity weighting cannot be used when calculating domestic values. More specifically, the `compute_domestic_values` cannot be set to `true` if the `ew` field of the discount rate Named Tuple is not nothing.") : nothing
-
-    end
-
     mm = get_marginal_model(m; year = year, gas = gas, pulse_size = pulse_size)
 
     if n==0
         return _compute_scc(mm, 
-                            year = year,
-                            last_year = last_year,
-                            prtp = prtp,
-                            eta = eta,
-                            discount_rates = discount_rates,
-                            gas = gas,
-                            domestic = compute_domestic_values,
+                            year = year, 
+                            last_year = last_year, 
+                            prtp = prtp, 
+                            eta = eta, 
+                            discount_rates = discount_rates, 
+                            gas = gas, 
+                            domestic = compute_domestic_values, 
                             CIAM_foresight = CIAM_foresight,
                             CIAM_GDPcap = CIAM_GDPcap,
                             pulse_size = pulse_size
@@ -142,10 +150,10 @@ function compute_scc(m::Model = get_model();
         isdir("$output_dir/results") || mkpath("$output_dir/results")
 
         return _compute_scc_mcs(mm, 
-                                n,
-                                year = year,
-                                last_year = last_year,
-                                discount_rates = discount_rates,
+                                n, 
+                                year = year, 
+                                last_year = last_year, 
+                                discount_rates = discount_rates, 
                                 certainty_equivalent = certainty_equivalent,
                                 fair_parameter_set = fair_parameter_set,
                                 fair_parameter_set_ids = fair_parameter_set_ids,
@@ -158,7 +166,6 @@ function compute_scc(m::Model = get_model();
                                 save_cpc = save_cpc,
                                 save_slr_damages = save_slr_damages,
                                 compute_sectoral_values = compute_sectoral_values,
-                                compute_disaggregated_values = compute_disaggregated_values,
                                 compute_domestic_values = compute_domestic_values,
                                 CIAM_foresight = CIAM_foresight,
                                 CIAM_GDPcap = CIAM_GDPcap,
@@ -169,22 +176,19 @@ function compute_scc(m::Model = get_model();
 end
 
 # Internal function to compute the SCC from a MarginalModel in a deterministic run
-function _compute_scc(mm::MarginalModel;
-                        year::Int,
-                        last_year::Int,
-                        prtp,
-                        eta,
-                        discount_rates,
+function _compute_scc(mm::MarginalModel; 
+                        year::Int, 
+                        last_year::Int, 
+                        prtp, 
+                        eta, 
+                        discount_rates, 
                         gas::Symbol,
                         domestic::Bool,
                         CIAM_foresight::Symbol,
                         CIAM_GDPcap::Bool,
                         pulse_size::Float64
                     )
-
-    year_index = findfirst(isequal(year), _model_years)
-    last_year_index = findfirst(isequal(last_year), _model_years)
-
+                    
     # Run all model years even if taking a shorter last_year - running unnecessary 
     # timesteps but simplifies accumulation             
     run(mm)
@@ -197,29 +201,25 @@ function _compute_scc(mm::MarginalModel;
     ciam_base = Mimi.build(ciam_base)
     ciam_modified = Mimi.build(ciam_modified)
 
-    # calculate ciam marginal damages (for globe, country, and domestic) only if 
-    # we are including slr
-    if mm.base[:DamageAggregator, :include_slr]
-
-        all_ciam_marginal_damages = _compute_ciam_marginal_damages(mm.base, mm.modified, gas, ciam_base, ciam_modified, segment_fingerprints; CIAM_foresight=CIAM_foresight, CIAM_GDPcap=CIAM_GDPcap,  pulse_size=pulse_size)
-    
-        # zero out the CIAM marginal damages from start year (2020) through emissions
-        # year - they will be non-zero due to foresight but saved marginal damages
-        # should be zero in the pre-emissions year
-        all_ciam_marginal_damages.globe[1:year_index] .= 0.
-        all_ciam_marginal_damages.domestic[1:year_index] .= 0.
-        all_ciam_marginal_damages.country[1:year_index, :] .= 0.
-    end
-    
     # Units Note:
     #   main_marginal_damages: the marginal model will handle pulse size, we handle molecular mass conversion explicilty
     #   ciam_marginal_damages: within the _compute_ciam_marginal_damages function we handle both pulse size and molecular mass
     if domestic
         main_marginal_damages = mm[:DamageAggregator, :total_damage_domestic] .* scc_gas_molecular_conversions[gas] 
-        ciam_marginal_damages = mm.base[:DamageAggregator, :include_slr] ? all_ciam_marginal_damages.domestic : fill(0., length(_model_years)) 
+        ciam_marginal_damages = mm.base[:DamageAggregator, :include_slr] ? _compute_ciam_marginal_damages(mm.base, mm.modified, gas, ciam_base, ciam_modified, segment_fingerprints; CIAM_foresight=CIAM_foresight, CIAM_GDPcap=CIAM_GDPcap,  pulse_size=pulse_size).domestic : fill(0., length(_model_years)) 
     else
         main_marginal_damages = mm[:DamageAggregator, :total_damage] .* scc_gas_molecular_conversions[gas] 
-        ciam_marginal_damages = mm.base[:DamageAggregator, :include_slr] ? all_ciam_marginal_damages.globe : fill(0., length(_model_years)) 
+        ciam_marginal_damages = mm.base[:DamageAggregator, :include_slr] ? _compute_ciam_marginal_damages(mm.base, mm.modified, gas, ciam_base, ciam_modified, segment_fingerprints; CIAM_foresight=CIAM_foresight, CIAM_GDPcap=CIAM_GDPcap, pulse_size=pulse_size).globe : fill(0., length(_model_years)) 
+    end
+
+    year_index = findfirst(isequal(year), _model_years)
+    last_year_index = findfirst(isequal(last_year), _model_years)
+    
+    # zero out the CIAM marginal damages from start year (2020) through emissions
+    # year - they will be non-zero due to foresight but saved marginal damages
+    # should be zeroed out pre-emissions year
+    if mm.base[:DamageAggregator, :include_slr] 
+        ciam_marginal_damages[1:year_index] .= 0.  
     end
 
     marginal_damages = main_marginal_damages .+ ciam_marginal_damages
@@ -228,137 +228,17 @@ function _compute_scc(mm::MarginalModel;
     cpc = mm.base[:global_netconsumption, :net_cpc]
 
     if discount_rates!==nothing
-        sccs = Dict{NamedTuple{(:dr_label,:prtp,:eta,:ew,:ew_norm_region),Tuple{Any,Float64,Float64,Union{Nothing, Symbol},Union{Nothing, String}}}, Float64}()
-        for dr in discount_rates
-
-            #-------------------------------------------------------------------
-            # Option 1. no equity weighting
-            #-------------------------------------------------------------------
-
-            if isnothing(dr.ew)
-                df = [((cpc[year_index]/cpc[i])^dr.eta * 1/(1+dr.prtp)^(t-year) for (i,t) in enumerate(_model_years) if year<=t<=last_year)...]
-                scc = sum(df .* marginal_damages[year_index:last_year_index])
-
-            #-------------------------------------------------------------------
-            # Option 2. equity weight using gdp per capita
-            #-------------------------------------------------------------------
-
-            elseif dr.ew==:gdp_country 
-                
-                ag_marginal_damages     = mm[:Agriculture, :agcost] .* scc_gas_molecular_conversions[gas] * 1e9 # fund regions
-                en_marginal_damages     = mm[:energy_damages, :energy_costs_dollar] .* scc_gas_molecular_conversions[gas] * 1e9 # country
-                health_marginal_damages = mm[:CromarMortality, :mortality_costs] .* scc_gas_molecular_conversions[gas] # country
-                # note slr_marginal_damages allocated below for conciseness of variables
-
-                pc_gdp_for_health = mm.base[:PerCapitaGDP, :pc_gdp]
-                n_regions_for_health = size(pc_gdp_for_health, 2)
-                health_scc_in_utils = sum(
-                    health_marginal_damages[i,r] / pc_gdp_for_health[i,r]^dr.eta * 1/(1+dr.prtp)^(t-year)
-                    for (i,t) in enumerate(_model_years), r in 1:n_regions_for_health if year<=t<=last_year
-                )
-
-                pc_gdp_for_ag = mm.base[:Agriculture, :income] ./ mm.base[:Agriculture, :population] .* 1000.0
-                n_regions_for_ag = size(pc_gdp_for_ag, 2)
-                ag_scc_in_utils = sum(
-                    ag_marginal_damages[i,r] / pc_gdp_for_ag[i,r]^dr.eta * 1/(1+dr.prtp)^(t-year)
-                    for (i,t) in enumerate(_model_years), r in 1:n_regions_for_ag if year<=t<=last_year
-                )
-
-                pc_gdp_for_en = mm.base[:PerCapitaGDP, :pc_gdp]
-                n_regions_for_en = size(pc_gdp_for_en, 2)
-                en_scc_in_utils = sum(
-                    en_marginal_damages[i,r] / pc_gdp_for_en[i,r]^dr.eta * 1/(1+dr.prtp)^(t-year)
-                    for (i,t) in enumerate(_model_years), r in 1:n_regions_for_en if year<=t<=last_year
-                )
-
-                pc_gdp_for_slr = [fill(0., 2020-1750, 145); repeat(ciam_base[:slrcost, :ypcc][1:end-1,:], inner=(10,1)); ciam_base[:slrcost, :ypcc][end:end,:]]
-                n_regions_for_slr = size(pc_gdp_for_slr, 2)
-                slr_marginal_damages = mm.base[:DamageAggregator, :include_slr] ? all_ciam_marginal_damages.country : fill(0., length(_model_years), n_regions_for_slr) # 145 countries (coastal only), only run ciam if needed
-                slr_scc_in_utils = sum(
-                    slr_marginal_damages[i,r] / pc_gdp_for_slr[i,r]^dr.eta * 1/(1+dr.prtp)^(t-year)
-                    for (i,t) in enumerate(_model_years), r in 1:n_regions_for_slr if year<=t<=last_year
-                )
-
-                # sum up total utils for included sectors to calculate scc
-                total_utils = 
-                    (mm.base[:DamageAggregator, :include_cromar_mortality] ? health_scc_in_utils : 0.) +
-                    (mm.base[:DamageAggregator, :include_ag]               ? ag_scc_in_utils : 0.) +
-                    (mm.base[:DamageAggregator, :include_energy]           ? en_scc_in_utils : 0.) +
-                    (mm.base[:DamageAggregator, :include_slr]              ? slr_scc_in_utils : 0.)
-
-                normalization_region_index = findfirst(isequal(dr.ew_norm_region), dim_keys(mm.base, :country))
-                scc = mm.base[:PerCapitaGDP, :pc_gdp][year_index,normalization_region_index]^dr.eta * total_utils
-            
-            #-------------------------------------------------------------------
-            # Option 3. equity weight using consumption per capita
-            #-------------------------------------------------------------------
-
-            elseif dr.ew==:consumption_region || dr.ew==:consumption_country
-                
-                if dr.ew==:consumption_region
-
-                    net_cpc_component_name = :regional_netconsumption
-                    spatial_key_name = :fund_regions # dimension key name for fund regions
-
-                    non_slr_marginal_damages = mm[:DamageAggregator, :total_damage_regions] .* scc_gas_molecular_conversions[gas] # fund regions
-                    pc_consumption = mm.base[net_cpc_component_name, :net_cpc]
-                    n_regions = size(pc_consumption, 2)
-                    
-                    slr_marginal_damages = zeros(551, n_regions) # all regions initialized to 0
-
-                    if mm.base[:DamageAggregator, :include_slr] # only run ciam if including slr
-                        all_countries = mm.base[:Damages_RegionAggregatorSum, :input_region_names]
-                        idxs = indexin(dim_keys(ciam_base, :ciam_country), all_countries) # subset for the slr cost coastal countries
-                        mapping = mm.base[:Damages_RegionAggregatorSum, :input_output_mapping_int][idxs] # mapping from ciam coastal countries to region index
-                        # mm.base[:Damages_RegionAggregatorSum, :input_region_names][idxs] == dim_keys(ciam_base, :ciam_country) # this check should be true
-                        n_ciam_countries = length(idxs)
-                        
-                        # aggregate from ciam countries to fund regions
-                        for i in 1:n_ciam_countries
-                            slr_marginal_damages[:, mapping[i]] += all_ciam_marginal_damages.country[:,i]
-                        end
-                    end
-                    
-                elseif dr.ew==:consumption_country
-                
-                    spatial_key_name = :country # dimension key name for countries
-                    net_cpc_component_name = :country_netconsumption
-
-                    non_slr_marginal_damages = mm[:DamageAggregator, :total_damage_countries] .* scc_gas_molecular_conversions[gas]
-                    pc_consumption = mm.base[net_cpc_component_name, :net_cpc]
-                    n_regions = size(pc_consumption, 2)
-
-                    slr_marginal_damages = zeros(551, n_regions) # all countries initialized to 0
-
-                    if mm.base[:DamageAggregator, :include_slr] # only run if including slr
-                        idxs = indexin(dim_keys(ciam_base, :ciam_country), dim_keys(mm.base, :country)) # subset for the slr cost coastal countries
-                        slr_marginal_damages[:,idxs] .= all_ciam_marginal_damages.country # insert country values into matching rows for marginal damages Matrix
-                    end
-                end
-
-                marginal_damages = non_slr_marginal_damages .+ slr_marginal_damages
-
-                scc_in_utils = sum(
-                    marginal_damages[i,r] / pc_consumption[i,r]^dr.eta * 1/(1+dr.prtp)^(t-year)
-                    for (i,t) in enumerate(_model_years), r in 1:n_regions if year<=t<=last_year
-                )
-
-                normalization_region_index = findfirst(isequal(dr.ew_norm_region), dim_keys(mm.base, spatial_key_name))
-                scc = pc_consumption[year_index,normalization_region_index]^dr.eta * (scc_in_utils) 
-
-            else
-                error("$(dr.ew) is not a valid option for equity weighting method, must be nothing, :gdp_country, :consumption_region, or :consumption_country.")
-            end # end ew conditional
+        sccs = Dict{NamedTuple{(:dr_label, :prtp,:eta),Tuple{Any, Float64,Float64}}, Float64}()
 
-            # fill in the computed scc value
-            sccs[(dr_label=dr.label, prtp=dr.prtp, eta=dr.eta, ew=dr.ew, ew_norm_region=dr.ew_norm_region)] = scc
+        for dr in discount_rates
+            df = [((cpc[year_index]/cpc[i])^dr.eta * 1/(1+dr.prtp)^(t-year) for (i,t) in enumerate(_model_years) if year<=t<=last_year)...]
+            scc = sum(df .* marginal_damages[year_index:last_year_index])
 
-        end # end discount rates loop
+            sccs[(dr_label=dr.label, prtp=dr.prtp, eta=dr.eta)] = scc
+        end
 
         return sccs
     else
-
-        # Note that to use equity weighting, users will have to use the Named Tuple format of discount rates argument
         df = [((cpc[year_index]/cpc[i])^eta * 1/(1+prtp)^(t-year) for (i,t) in enumerate(_model_years) if year<=t<=last_year)...]
         scc = sum(df .* marginal_damages[year_index:last_year_index])
 
@@ -370,71 +250,57 @@ end
 function post_trial_func(mcs::SimulationInstance, trialnum::Int, ntimesteps::Int, tup)
 
     # Unpack the payload object 
-    scc_values, intermediate_ce_scc_values, norm_cpc_values_ce, md_values, cpc_values, slr_damages, year, last_year, discount_rates, gas, ciam_base, ciam_modified, segment_fingerprints, streams, options = Mimi.payload2(mcs)
+    scc_values, intermediate_ce_scc_values, md_values, cpc_values, slr_damages, year, last_year, discount_rates, gas, ciam_base, ciam_modified, segment_fingerprints, options = Mimi.payload2(mcs)
 
     # Compute some useful indices
     year_index = findfirst(isequal(year), _model_years)
     last_year_index = findfirst(isequal(last_year), _model_years)
 
     # Access the models
-    base, marginal = mcs.models  # Access the models
+    base, marginal = mcs.models 
+    damages_base = base[:DamageAggregator, :total_damage]
+    damages_marginal = marginal[:DamageAggregator, :total_damage]
+
+    if options.compute_domestic_values
+        damages_base_domestic = base[:DamageAggregator, :total_damage_domestic]
+        damages_marginal_domestic = marginal[:DamageAggregator, :total_damage_domestic]
+    end
 
     # Compute marginal damages
     # Units Note:
     #   main_mds and non-ciam sectoral damages: we explicitly need to handle both pulse size and molecular mass so we use gas_units_multiplier
     #   slr_mds: within the _compute_ciam_marginal_damages function we handle both pulse size and molecular mass
-
-    # Create a marginal model to use for computation of the marginal damages from
-    # non-slr sectors, and IMPORTANTLY include the gas_units_multiplier as the 
-    # `delta` attribute such that it is used to scale results and can be used for 
-    # marginal damages calculations
     gas_units_multiplier = scc_gas_molecular_conversions[gas] ./ (scc_gas_pulse_size_conversions[gas] .* options.pulse_size)
-    post_trial_mm = Mimi.MarginalModel(base, marginal, 1/gas_units_multiplier)
-
     include_slr = base[:DamageAggregator, :include_slr]
+
     if include_slr
-        # return a NamedTuple with globe and domestic and country as well as other helper values
-        ciam_mds = _compute_ciam_marginal_damages(base, marginal, gas, ciam_base, ciam_modified, segment_fingerprints; CIAM_foresight=options.CIAM_foresight, CIAM_GDPcap=options.CIAM_GDPcap, pulse_size=options.pulse_size) 
-        
+        ciam_mds = _compute_ciam_marginal_damages(base, marginal, gas, ciam_base, ciam_modified, segment_fingerprints; CIAM_foresight=options.CIAM_foresight, CIAM_GDPcap=options.CIAM_GDPcap, pulse_size=options.pulse_size) # NamedTuple with globe and domestic
         # zero out the CIAM marginal damages from start year (2020) through emissions
         # year - they will be non-zero due to foresight but saved marginal damages
         # should be zeroed out pre-emissions year
         ciam_mds.globe[1:year_index] .= 0.
         ciam_mds.domestic[1:year_index] .= 0.
-        ciam_mds.country[1:year_index, :] .= 0.
     end
-    
-    main_mds = post_trial_mm[:DamageAggregator, :total_damage]
+
+    main_mds = (damages_marginal .- damages_base) .* gas_units_multiplier
     slr_mds = include_slr ? ciam_mds.globe : fill(0., length(_model_years))
     total_mds = main_mds .+ slr_mds
 
     if options.compute_domestic_values
-        main_mds_domestic = post_trial_mm[:DamageAggregator, :total_damage_domestic]
+        main_mds_domestic = (damages_marginal_domestic .- damages_base_domestic) .* gas_units_multiplier
         slr_mds_domestic = include_slr ? ciam_mds.domestic : fill(0., length(_model_years))
         total_mds_domestic = main_mds_domestic .+ slr_mds_domestic
     end
 
     if options.compute_sectoral_values
-        cromar_mortality_mds = post_trial_mm[:DamageAggregator, :cromar_mortality_damage]
-        agriculture_mds = post_trial_mm[:DamageAggregator, :agriculture_damage]
-        energy_mds = post_trial_mm[:DamageAggregator, :energy_damage]
+        cromar_mortality_mds    = (marginal[:DamageAggregator, :cromar_mortality_damage] .- base[:DamageAggregator, :cromar_mortality_damage]) .* gas_units_multiplier
+        agriculture_mds         = (marginal[:DamageAggregator, :agriculture_damage] .- base[:DamageAggregator, :agriculture_damage]) .* gas_units_multiplier
+        energy_mds              = (marginal[:DamageAggregator, :energy_damage] .- base[:DamageAggregator, :energy_damage]) .* gas_units_multiplier 
     
         if options.compute_domestic_values
-            cromar_mortality_mds_domestic = post_trial_mm[:DamageAggregator, :cromar_mortality_damage_domestic]
-            agriculture_mds_domestic = post_trial_mm[:DamageAggregator, :agriculture_damage_domestic]
-            energy_mds_domestic = post_trial_mm[:DamageAggregator, :energy_damage_domestic]
-        end
-    end
-
-    # stream out sectoral damages disaggregated by country along with the socioeconomics	
-    if options.compute_disaggregated_values
-        _stream_disagg_damages(base, streams["output_dir"], trialnum, streams)
-        _stream_disagg_socioeconomics(base, streams["output_dir"], trialnum, streams)
-        if include_slr
-            _stream_disagg_damages_slr(ciam_base, ciam_mds.damages_base_country, streams["output_dir"], trialnum, streams)
-            _stream_disagg_md(base, marginal, ciam_base, ciam_mds.country, streams["output_dir"], trialnum, streams; gas_units_multiplier=gas_units_multiplier)
-        else
-            _stream_disagg_md(base, marginal, nothing, nothing, streams["output_dir"], trialnum, streams; gas_units_multiplier=gas_units_multiplier)
+            cromar_mortality_mds_domestic    = (marginal[:DamageAggregator, :cromar_mortality_damage_domestic] .- base[:DamageAggregator, :cromar_mortality_damage_domestic]) .* gas_units_multiplier
+            agriculture_mds_domestic         = (marginal[:DamageAggregator, :agriculture_damage_domestic] .- base[:DamageAggregator, :agriculture_damage_domestic]) .* gas_units_multiplier
+            energy_mds_domestic              = (marginal[:DamageAggregator, :energy_damage_domestic] .- base[:DamageAggregator, :energy_damage_domestic]) .* gas_units_multiplier 
         end
     end
 
@@ -442,22 +308,22 @@ function post_trial_func(mcs::SimulationInstance, trialnum::Int, ntimesteps::Int
     if options.save_md
 
         # global
-        md_values[(region=:globe, sector=:total)][trialnum, :] = total_mds[_damages_idxs]
+        md_values[(region = :globe, sector = :total)][trialnum, :] = total_mds[_damages_idxs]
         if options.compute_sectoral_values
-            md_values[(region=:globe, sector=:cromar_mortality)][trialnum, :]   = cromar_mortality_mds[_damages_idxs]
-            md_values[(region=:globe, sector=:agriculture)][trialnum, :]        = agriculture_mds[_damages_idxs]
-            md_values[(region=:globe, sector=:energy)][trialnum, :]             = energy_mds[_damages_idxs]
-            md_values[(region=:globe, sector=:slr)][trialnum, :]                = slr_mds[_damages_idxs]
+            md_values[(region = :globe, sector = :cromar_mortality)][trialnum, :]   = cromar_mortality_mds[_damages_idxs]
+            md_values[(region = :globe, sector = :agriculture)][trialnum, :]        = agriculture_mds[_damages_idxs]
+            md_values[(region = :globe, sector = :energy)][trialnum, :]             = energy_mds[_damages_idxs]
+            md_values[(region = :globe, sector = :slr)][trialnum, :]                = slr_mds[_damages_idxs]
         end
 
         # domestic
         if options.compute_domestic_values
-            md_values[(region=:domestic, sector=:total)][trialnum, :] = total_mds_domestic[_damages_idxs]
+            md_values[(region = :domestic, sector = :total)][trialnum, :] = total_mds_domestic[_damages_idxs]
             if options.compute_sectoral_values
-                md_values[(region=:domestic, sector=:cromar_mortality)][trialnum, :]   = cromar_mortality_mds_domestic[_damages_idxs]
-                md_values[(region=:domestic, sector=:agriculture)][trialnum, :]        = agriculture_mds_domestic[_damages_idxs]
-                md_values[(region=:domestic, sector=:energy)][trialnum, :]             = energy_mds_domestic[_damages_idxs]
-                md_values[(region=:domestic, sector=:slr)][trialnum, :]                = slr_mds_domestic[_damages_idxs]
+                md_values[(region = :domestic, sector = :cromar_mortality)][trialnum, :]   = cromar_mortality_mds_domestic[_damages_idxs]
+                md_values[(region = :domestic, sector = :agriculture)][trialnum, :]        = agriculture_mds_domestic[_damages_idxs]
+                md_values[(region = :domestic, sector = :energy)][trialnum, :]             = energy_mds_domestic[_damages_idxs]
+                md_values[(region = :domestic, sector = :slr)][trialnum, :]                = slr_mds_domestic[_damages_idxs]
             end
         end
     end
@@ -515,341 +381,89 @@ function post_trial_func(mcs::SimulationInstance, trialnum::Int, ntimesteps::Int
 
     # Calculate the SCC for each discount rate
     for dr in discount_rates
+        df = [((cpc[year_index]/cpc[i])^dr.eta * 1/(1+dr.prtp)^(t-year) for (i,t) in enumerate(_model_years) if year<=t<=last_year)...]
+        if options.certainty_equivalent
+            df_ce = [((1. / cpc[i])^dr.eta * 1/(1+dr.prtp)^(t-year) for (i,t) in enumerate(_model_years) if year<=t<=last_year)...] # only used if options.certainty_equivalent=true
+        end
 
-        #-----------------------------------------------------------------------
-        # Option 1. no equity weighting
-        #-----------------------------------------------------------------------
-
-        if isnothing(dr.ew)
+        # totals (sector=:total)
+        scc = sum(df .* total_mds[year_index:last_year_index])
+        scc_values[(region=:globe, sector=:total, dr_label=dr.label, prtp=dr.prtp, eta=dr.eta)][trialnum] = scc
+        if options.certainty_equivalent
+            intermediate_ce_scc = sum(df_ce .* total_mds[year_index:last_year_index])
+            intermediate_ce_scc_values[(region=:globe, sector=:total, dr_label=dr.label, prtp=dr.prtp, eta=dr.eta)][trialnum] = intermediate_ce_scc
+        end
 
-            df = [((cpc[year_index]/cpc[i])^dr.eta * 1/(1+dr.prtp)^(t-year) for (i,t) in enumerate(_model_years) if year<=t<=last_year)...]
-            if options.certainty_equivalent
-                df_ce = [((1. / cpc[i])^dr.eta * 1/(1+dr.prtp)^(t-year) for (i,t) in enumerate(_model_years) if year<=t<=last_year)...] # only used if optionas.certainty_equivalent=true
-            end
+        # domestic totals (sector=:total)
+        if options.compute_domestic_values
+            scc = sum(df .* total_mds_domestic[year_index:last_year_index])
+            scc_values[(region=:domestic, sector=:total, dr_label=dr.label, prtp=dr.prtp, eta=dr.eta)][trialnum] = scc
 
-            # totals (sector=:total)
-            scc = sum(df .* total_mds[year_index:last_year_index])
-            scc_values[(region=:globe, sector=:total, dr_label=dr.label, prtp=dr.prtp, eta=dr.eta, ew=dr.ew, ew_norm_region=dr.ew_norm_region)][trialnum] = scc
             if options.certainty_equivalent
-                intermediate_ce_scc = sum(df_ce .* total_mds[year_index:last_year_index])
-                intermediate_ce_scc_values[(region=:globe, sector=:total, dr_label=dr.label, prtp=dr.prtp, eta=dr.eta, ew=dr.ew, ew_norm_region=dr.ew_norm_region)][trialnum] = intermediate_ce_scc
-
-                norm_cpc_values_ce[(region=:globe, sector=:total, ew=dr.ew, ew_norm_region=dr.ew_norm_region)][trialnum] = cpc[year_index]
+                intermediate_ce_scc = sum(df_ce .* total_mds_domestic[year_index:last_year_index])
+                intermediate_ce_scc_values[(region=:domestic, sector=:total, dr_label=dr.label, prtp=dr.prtp, eta=dr.eta)][trialnum] = intermediate_ce_scc
             end
+        end
 
-            # domestic totals (sector=:total)
-            if options.compute_domestic_values
-                scc = sum(df .* total_mds_domestic[year_index:last_year_index])
-                scc_values[(region=:domestic, sector=:total, dr_label=dr.label, prtp=dr.prtp, eta=dr.eta, ew=dr.ew, ew_norm_region=dr.ew_norm_region)][trialnum] = scc
+        # sectoral
+        if options.compute_sectoral_values
+            scc = sum(df .* cromar_mortality_mds[year_index:last_year_index])
+            scc_values[(region=:globe, sector=:cromar_mortality, dr_label=dr.label, prtp=dr.prtp, eta=dr.eta)][trialnum] = scc
 
-                if options.certainty_equivalent
-                    intermediate_ce_scc = sum(df_ce .* total_mds_domestic[year_index:last_year_index])
-                    intermediate_ce_scc_values[(region=:domestic, sector=:total, dr_label=dr.label, prtp=dr.prtp, eta=dr.eta, ew=dr.ew, ew_norm_region=dr.ew_norm_region)][trialnum] = intermediate_ce_scc
-                end
-            end
+            scc = sum(df .* agriculture_mds[year_index:last_year_index])
+            scc_values[(region=:globe, sector=:agriculture, dr_label=dr.label, prtp=dr.prtp, eta=dr.eta)][trialnum] = scc
 
-            # sectoral
-            if options.compute_sectoral_values
-                scc = sum(df .* cromar_mortality_mds[year_index:last_year_index])
-                scc_values[(region=:globe, sector=:cromar_mortality, dr_label=dr.label, prtp=dr.prtp, eta=dr.eta, ew=dr.ew, ew_norm_region=dr.ew_norm_region)][trialnum] = scc
+            scc = sum(df .* energy_mds[year_index:last_year_index])
+            scc_values[(region=:globe, sector=:energy, dr_label=dr.label, prtp=dr.prtp, eta=dr.eta)][trialnum] = scc
 
-                scc = sum(df .* agriculture_mds[year_index:last_year_index])
-                scc_values[(region=:globe, sector=:agriculture, dr_label=dr.label, prtp=dr.prtp, eta=dr.eta, ew=dr.ew, ew_norm_region=dr.ew_norm_region)][trialnum] = scc
+            scc = sum(df .* slr_mds[year_index:last_year_index])
+            scc_values[(region=:globe, sector=:slr, dr_label=dr.label, prtp=dr.prtp, eta=dr.eta)][trialnum] = scc
 
-                scc = sum(df .* energy_mds[year_index:last_year_index])
-                scc_values[(region=:globe, sector=:energy, dr_label=dr.label, prtp=dr.prtp, eta=dr.eta, ew=dr.ew, ew_norm_region=dr.ew_norm_region)][trialnum] = scc
+            if options.certainty_equivalent
+                intermediate_ce_scc = sum(df_ce .* cromar_mortality_mds[year_index:last_year_index])
+                intermediate_ce_scc_values[(region=:globe, sector=:cromar_mortality, dr_label=dr.label, prtp=dr.prtp, eta=dr.eta)][trialnum] = intermediate_ce_scc
+    
+                intermediate_ce_scc = sum(df_ce .* agriculture_mds[year_index:last_year_index])
+                intermediate_ce_scc_values[(region=:globe, sector=:agriculture, dr_label=dr.label, prtp=dr.prtp, eta=dr.eta)][trialnum] = intermediate_ce_scc
+    
+                intermediate_ce_scc = sum(df_ce .* energy_mds[year_index:last_year_index])
+                intermediate_ce_scc_values[(region=:globe, sector=:energy, dr_label=dr.label, prtp=dr.prtp, eta=dr.eta)][trialnum] = intermediate_ce_scc
+    
+                intermediate_ce_scc = sum(df_ce .* slr_mds[year_index:last_year_index])
+                intermediate_ce_scc_values[(region=:globe, sector=:slr, dr_label=dr.label, prtp=dr.prtp, eta=dr.eta)][trialnum] = intermediate_ce_scc    
+            end
 
-                scc = sum(df .* slr_mds[year_index:last_year_index])
-                scc_values[(region=:globe, sector=:slr, dr_label=dr.label, prtp=dr.prtp, eta=dr.eta, ew=dr.ew, ew_norm_region=dr.ew_norm_region)][trialnum] = scc
+            # sectoral domestic (region=:domestic)
+            if options.compute_domestic_values
 
+                scc = sum(df .* cromar_mortality_mds_domestic[year_index:last_year_index])
+                scc_values[(region=:domestic, sector= :cromar_mortality, dr_label=dr.label, prtp=dr.prtp, eta=dr.eta)][trialnum] = scc
+    
+                scc = sum(df .* agriculture_mds_domestic[year_index:last_year_index])
+                scc_values[(region=:domestic, sector= :agriculture, dr_label=dr.label, prtp=dr.prtp, eta=dr.eta)][trialnum] = scc
+    
+                scc = sum(df .* energy_mds_domestic[year_index:last_year_index])
+                scc_values[(region=:domestic, sector= :energy, dr_label=dr.label, prtp=dr.prtp, eta=dr.eta)][trialnum] = scc
+    
+                scc = sum(df .* slr_mds_domestic[year_index:last_year_index])
+                scc_values[(region=:domestic, sector= :slr, dr_label=dr.label, prtp=dr.prtp, eta=dr.eta)][trialnum] = scc
+    
                 if options.certainty_equivalent
-                    intermediate_ce_scc = sum(df_ce .* cromar_mortality_mds[year_index:last_year_index])
-                    intermediate_ce_scc_values[(region=:globe, sector=:cromar_mortality, dr_label=dr.label, prtp=dr.prtp, eta=dr.eta, ew=dr.ew, ew_norm_region=dr.ew_norm_region)][trialnum] = intermediate_ce_scc
+                    intermediate_ce_scc = sum(df_ce .* cromar_mortality_mds_domestic[year_index:last_year_index])
+                    intermediate_ce_scc_values[(region=:domestic, sector= :cromar_mortality, dr_label=dr.label, prtp=dr.prtp, eta=dr.eta)][trialnum] = intermediate_ce_scc
         
-                    intermediate_ce_scc = sum(df_ce .* agriculture_mds[year_index:last_year_index])
-                    intermediate_ce_scc_values[(region=:globe, sector=:agriculture, dr_label=dr.label, prtp=dr.prtp, eta=dr.eta, ew=dr.ew, ew_norm_region=dr.ew_norm_region)][trialnum] = intermediate_ce_scc
+                    intermediate_ce_scc = sum(df_ce .* agriculture_mds_domestic[year_index:last_year_index])
+                    intermediate_ce_scc_values[(region=:domestic, sector= :agriculture, dr_label=dr.label, prtp=dr.prtp, eta=dr.eta)][trialnum] = intermediate_ce_scc
         
-                    intermediate_ce_scc = sum(df_ce .* energy_mds[year_index:last_year_index])
-                    intermediate_ce_scc_values[(region=:globe, sector=:energy, dr_label=dr.label, prtp=dr.prtp, eta=dr.eta, ew=dr.ew, ew_norm_region=dr.ew_norm_region)][trialnum] = intermediate_ce_scc
+                    intermediate_ce_scc = sum(df_ce .* energy_mds_domestic[year_index:last_year_index])
+                    intermediate_ce_scc_values[(region=:domestic, sector= :energy, dr_label=dr.label, prtp=dr.prtp, eta=dr.eta)][trialnum] = intermediate_ce_scc
         
-                    intermediate_ce_scc = sum(df_ce .* slr_mds[year_index:last_year_index])
-                    intermediate_ce_scc_values[(region=:globe, sector=:slr, dr_label=dr.label, prtp=dr.prtp, eta=dr.eta, ew=dr.ew, ew_norm_region=dr.ew_norm_region)][trialnum] = intermediate_ce_scc    
+                    intermediate_ce_scc = sum(df_ce .* slr_mds_domestic[year_index:last_year_index])
+                    intermediate_ce_scc_values[(region=:domestic, sector= :slr, dr_label=dr.label, prtp=dr.prtp, eta=dr.eta)][trialnum] = intermediate_ce_scc    
                 end
-
-                # sectoral domestic (region=:domestic)
-                if options.compute_domestic_values
-
-                    scc = sum(df .* cromar_mortality_mds_domestic[year_index:last_year_index])
-                    scc_values[(region=:domestic, sector= :cromar_mortality, dr_label=dr.label, prtp=dr.prtp, eta=dr.eta, ew=dr.ew, ew_norm_region=dr.ew_norm_region)][trialnum] = scc
-        
-                    scc = sum(df .* agriculture_mds_domestic[year_index:last_year_index])
-                    scc_values[(region=:domestic, sector= :agriculture, dr_label=dr.label, prtp=dr.prtp, eta=dr.eta, ew=dr.ew, ew_norm_region=dr.ew_norm_region)][trialnum] = scc
-        
-                    scc = sum(df .* energy_mds_domestic[year_index:last_year_index])
-                    scc_values[(region=:domestic, sector= :energy, dr_label=dr.label, prtp=dr.prtp, eta=dr.eta, ew=dr.ew, ew_norm_region=dr.ew_norm_region)][trialnum] = scc
-        
-                    scc = sum(df .* slr_mds_domestic[year_index:last_year_index])
-                    scc_values[(region=:domestic, sector= :slr, dr_label=dr.label, prtp=dr.prtp, eta=dr.eta, ew=dr.ew, ew_norm_region=dr.ew_norm_region)][trialnum] = scc
-        
-                    if options.certainty_equivalent
-                        intermediate_ce_scc = sum(df_ce .* cromar_mortality_mds_domestic[year_index:last_year_index])
-                        intermediate_ce_scc_values[(region=:domestic, sector= :cromar_mortality, dr_label=dr.label, prtp=dr.prtp, eta=dr.eta, ew=dr.ew, ew_norm_region=dr.ew_norm_region)][trialnum] = intermediate_ce_scc
-            
-                        intermediate_ce_scc = sum(df_ce .* agriculture_mds_domestic[year_index:last_year_index])
-                        intermediate_ce_scc_values[(region=:domestic, sector= :agriculture, dr_label=dr.label, prtp=dr.prtp, eta=dr.eta, ew=dr.ew, ew_norm_region=dr.ew_norm_region)][trialnum] = intermediate_ce_scc
-            
-                        intermediate_ce_scc = sum(df_ce .* energy_mds_domestic[year_index:last_year_index])
-                        intermediate_ce_scc_values[(region=:domestic, sector= :energy, dr_label=dr.label, prtp=dr.prtp, eta=dr.eta, ew=dr.ew, ew_norm_region=dr.ew_norm_region)][trialnum] = intermediate_ce_scc
-            
-                        intermediate_ce_scc = sum(df_ce .* slr_mds_domestic[year_index:last_year_index])
-                        intermediate_ce_scc_values[(region=:domestic, sector= :slr, dr_label=dr.label, prtp=dr.prtp, eta=dr.eta, ew=dr.ew, ew_norm_region=dr.ew_norm_region)][trialnum] = intermediate_ce_scc    
-                    end
-                end
-            end
-
-        #-----------------------------------------------------------------------
-        # Option 2. equity weight with gdp per capita
-        #-----------------------------------------------------------------------
-
-        elseif dr.ew==:gdp_region || dr.ew==:gdp_country
-            if dr.ew==:gdp_region
-
-                pc_gdp_component_name = :RegionalPerCapitaGDP # used later for equity weighting
-                spatial_key_name = :fund_regions # dimension key name for fund regions
-
-                en_marginal_damages = post_trial_mm[:DamageAggregator, :damage_energy_regions] .* 1e9 # fund regions 
-                health_marginal_damages = post_trial_mm[:DamageAggregator, :damage_cromar_mortality_regions] # fund regions
-
-                # don't care about units here because just using ratios
-                pc_gdp = base[pc_gdp_component_name, :pc_gdp]
-                n_regions = size(pc_gdp, 2)
-
-                slr_marginal_damages = zeros(551, n_regions)
-
-                if post_trial_mm.base[:DamageAggregator, :include_slr] # only run ciam if including slr
-                    all_countries = base[:Damages_RegionAggregatorSum, :input_region_names]
-                    idxs = indexin(dim_keys(ciam_base, :ciam_country), all_countries) # subset for the slr cost coastal countries
-                    mapping = post_trial_mm.base[:Damages_RegionAggregatorSum, :input_output_mapping_int][idxs] # mapping from ciam coastal countries to region index
-                    # base[:Damages_RegionAggregatorSum, :input_region_names][idxs] == dim_keys(ciam_base, :ciam_country) # this check should be true
-                    n_ciam_countries = length(idxs)
-                    
-                    # aggregate from ciam countries to fund regions
-                    for i in 1:n_ciam_countries
-                        slr_marginal_damages[:, mapping[i]] += ciam_mds.country[:,i]
-                    end
-                end
-
-            elseif dr.ew==:gdp_country
-
-                pc_gdp_component_name = :PerCapitaGDP # used later for equity weighting
-                spatial_key_name = :country # dimension key name for fund regions
-
-                en_marginal_damages = post_trial_mm[:energy_damages, :energy_costs_dollar] .* 1e9
-                health_marginal_damages = post_trial_mm[:DamageAggregator, :damage_cromar_mortality]
-                
-                # don't care about units here because just using ratios
-                pc_gdp = base[pc_gdp_component_name, :pc_gdp]
-                n_regions = size(pc_gdp, 2)
-
-                slr_marginal_damages = zeros(551, n_regions) # all countries initialized to 0
-                if post_trial_mm.base[:DamageAggregator, :include_slr] # only run if including slr
-                    idxs = indexin(dim_keys(ciam_base, :ciam_country), dim_keys(post_trial_mm.base, spatial_key_name)) # subset for the slr cost coastal countries
-                    slr_marginal_damages[:,idxs] .= ciam_mds.country # insert country values into matching rows for marginal damages Matrix
-                end
-
-            end
-
-            health_scc_in_utils = sum(
-                health_marginal_damages[i,r] / pc_gdp[i,r]^dr.eta * 1/(1+dr.prtp)^(t-year)
-                for (i,t) in enumerate(_model_years), r in 1:n_regions if year<=t<=last_year
-            )
-
-            # ag damages --> utils at regional level regardless of choice between
-            # gdp_country and gdp_region
-
-            # Thus equity weighting by gdp per capita is free from any need for 
-            # additional assumptions about the distribution of ag damages across
-            # countires within a region. This differs from the equity weighting
-            # using consumption per capita approach, which must disaggregate ag 
-            # damages in both the damages --> utils and utils --> dollars steps.
-
-            ag_marginal_damages = post_trial_mm[:Agriculture, :agcost] .* 1e9 # fund regions
-            pc_gdp_for_ag = base[:Agriculture, :income] ./ base[:Agriculture, :population] .* 1000.0
-            n_regions_for_ag = size(pc_gdp_for_ag, 2)
-            ag_scc_in_utils = sum(
-                ag_marginal_damages[i,r] / pc_gdp_for_ag[i,r]^dr.eta * 1/(1+dr.prtp)^(t-year)
-                for (i,t) in enumerate(_model_years), r in 1:n_regions_for_ag if year<=t<=last_year
-            )
-
-            en_scc_in_utils = sum(
-                en_marginal_damages[i,r] / pc_gdp[i,r]^dr.eta * 1/(1+dr.prtp)^(t-year)
-                for (i,t) in enumerate(_model_years), r in 1:n_regions if year<=t<=last_year
-            )
-
-            slr_scc_in_utils = sum(
-                slr_marginal_damages[i,r] / pc_gdp[i,r]^dr.eta * 1/(1+dr.prtp)^(t-year)
-                for (i,t) in enumerate(_model_years), r in 1:n_regions if year<=t<=last_year
-            )
-
-            # sum up total utils for included sectors to calculate scc
-            total_utils =
-                (base[:DamageAggregator, :include_cromar_mortality] ? health_scc_in_utils : 0.) +
-                (base[:DamageAggregator, :include_ag]               ? ag_scc_in_utils : 0.) +
-                (base[:DamageAggregator, :include_energy]           ? en_scc_in_utils : 0.) +
-                (base[:DamageAggregator, :include_slr]              ? slr_scc_in_utils : 0.)
-
-            normalization_region_index = findfirst(isequal(dr.ew_norm_region), dim_keys(base, spatial_key_name))
-            scc = base[pc_gdp_component_name, :pc_gdp][year_index,normalization_region_index]^dr.eta * total_utils
-            scc_values[(region=:globe, sector=:total, dr_label=dr.label, prtp=dr.prtp, eta=dr.eta, ew=dr.ew, ew_norm_region=dr.ew_norm_region)][trialnum] = scc
-
-            if options.certainty_equivalent
-                intermediate_ce_scc_values[(region=:globe, sector=:total, dr_label=dr.label, prtp=dr.prtp, eta=dr.eta, ew=dr.ew, ew_norm_region=dr.ew_norm_region)][trialnum] = total_utils
-                norm_cpc_values_ce[(region=:globe, sector=:total, ew=dr.ew, ew_norm_region=dr.ew_norm_region)][trialnum] = base[pc_gdp_component_name, :pc_gdp][year_index,normalization_region_index]
-            end
-
-            # sectoral
-            if options.compute_sectoral_values
-
-                scc = base[pc_gdp_component_name, :pc_gdp][year_index,normalization_region_index]^dr.eta * health_scc_in_utils
-                scc_values[(region=:globe, sector=:cromar_mortality, dr_label=dr.label, prtp=dr.prtp, eta=dr.eta, ew=dr.ew, ew_norm_region=dr.ew_norm_region)][trialnum] = scc
-
-                scc = base[pc_gdp_component_name, :pc_gdp][year_index,normalization_region_index]^dr.eta * ag_scc_in_utils
-                scc_values[(region=:globe, sector=:agriculture, dr_label=dr.label, prtp=dr.prtp, eta=dr.eta, ew=dr.ew, ew_norm_region=dr.ew_norm_region)][trialnum] = scc
-                
-                scc = base[pc_gdp_component_name, :pc_gdp][year_index,normalization_region_index]^dr.eta * en_scc_in_utils
-                scc_values[(region=:globe, sector=:energy, dr_label=dr.label, prtp=dr.prtp, eta=dr.eta, ew=dr.ew, ew_norm_region=dr.ew_norm_region)][trialnum] = scc
-
-                scc = base[pc_gdp_component_name, :pc_gdp][year_index,normalization_region_index]^dr.eta * slr_scc_in_utils
-                scc_values[(region=:globe, sector=:slr, dr_label=dr.label, prtp=dr.prtp, eta=dr.eta, ew=dr.ew, ew_norm_region=dr.ew_norm_region)][trialnum] = scc
-
-                if options.certainty_equivalent
-                    intermediate_ce_scc_values[(region=:globe, sector=:cromar_mortality, dr_label=dr.label, prtp=dr.prtp, eta=dr.eta, ew=dr.ew, ew_norm_region=dr.ew_norm_region)][trialnum] = health_scc_in_utils
-                    intermediate_ce_scc_values[(region=:globe, sector=:agriculture, dr_label=dr.label, prtp=dr.prtp, eta=dr.eta, ew=dr.ew, ew_norm_region=dr.ew_norm_region)][trialnum] = ag_scc_in_utils
-                    intermediate_ce_scc_values[(region=:globe, sector=:energy, dr_label=dr.label, prtp=dr.prtp, eta=dr.eta, ew=dr.ew, ew_norm_region=dr.ew_norm_region)][trialnum] = en_scc_in_utils
-                    intermediate_ce_scc_values[(region=:globe, sector=:slr, dr_label=dr.label, prtp=dr.prtp, eta=dr.eta, ew=dr.ew, ew_norm_region=dr.ew_norm_region)][trialnum] = slr_scc_in_utils    
-                end
-            end
-
-        #-----------------------------------------------------------------------
-        # Option 3. equity weight with consumption per capita
-        #-----------------------------------------------------------------------
-
-        elseif dr.ew==:consumption_region || dr.ew==:consumption_country
-
-            if dr.ew==:consumption_region
-
-                net_cpc_component_name = :regional_netconsumption # used later for equity weighting
-                spatial_key_name = :fund_regions # dimension key name for fund regions
-
-                ag_marginal_damages = post_trial_mm[:Agriculture, :agcost] .* 1e9 # fund regions
-                en_marginal_damages = post_trial_mm[:DamageAggregator, :damage_energy_regions] .* 1e9 # fund regions 
-                health_marginal_damages = post_trial_mm[:DamageAggregator, :damage_cromar_mortality_regions] # fund regions
-
-                # don't care about units here because just using ratios
-                pc_consumption = base[net_cpc_component_name, :net_cpc]
-                n_regions = size(pc_consumption, 2)
-
-                slr_marginal_damages = zeros(551, n_regions)
-
-                if post_trial_mm.base[:DamageAggregator, :include_slr] # only run ciam if including slr
-                    all_countries = base[:Damages_RegionAggregatorSum, :input_region_names]
-                    idxs = indexin(dim_keys(ciam_base, :ciam_country), all_countries) # subset for the slr cost coastal countries
-                    mapping = post_trial_mm.base[:Damages_RegionAggregatorSum, :input_output_mapping_int][idxs] # mapping from ciam coastal countries to region index
-                    # base[:Damages_RegionAggregatorSum, :input_region_names][idxs] == dim_keys(ciam_base, :ciam_country) # this check should be true
-                    n_ciam_countries = length(idxs)
-                    
-                    # aggregate from ciam countries to fund regions
-                    for i in 1:n_ciam_countries
-                        slr_marginal_damages[:, mapping[i]] += ciam_mds.country[:,i]
-                    end
-                end
-
-            elseif dr.ew==:consumption_country
-
-                net_cpc_component_name = :country_netconsumption # used later in script for equity weighting
-                spatial_key_name = :country # dimension key name for countries
-
-                ag_marginal_damages = post_trial_mm[:AgricultureDamagesDisaggregator, :damages_ag_country] .* 1e9
-                en_marginal_damages = post_trial_mm[:energy_damages, :energy_costs_dollar] .* 1e9
-                health_marginal_damages = post_trial_mm[:DamageAggregator, :damage_cromar_mortality]
-                
-                # don't care about units here because just using ratios
-                pc_consumption = base[net_cpc_component_name, :net_cpc]
-                n_regions = size(pc_consumption, 2)
-
-                slr_marginal_damages = zeros(551, n_regions) # all countries initialized to 0
-                if post_trial_mm.base[:DamageAggregator, :include_slr] # only run if including slr
-                    idxs = indexin(dim_keys(ciam_base, :ciam_country), dim_keys(post_trial_mm.base, spatial_key_name)) # subset for the slr cost coastal countries
-                    slr_marginal_damages[:,idxs] .= ciam_mds.country # insert country values into matching rows for marginal damages Matrix
-                end
-            end
-
-            # check for negative per capita consumption which will throw an error - alternative would be to fill SCC values
-            # with missings, but we choose to be conservative here and throw an error
-            any(x->x<=0, skipmissing(pc_consumption)) && error("Trial $trialnum has negative per capita consumption in one more more countries in this MCS run, which computes the SC-GHG using equity weighting by consumption.")
-
-            health_scc_in_utils = sum(
-                health_marginal_damages[i,r] / pc_consumption[i,r]^dr.eta * 1/(1+dr.prtp)^(t-year)
-                for (i,t) in enumerate(_model_years), r in 1:n_regions if year<=t<=last_year
-            )
-
-            ag_scc_in_utils = sum(
-                ag_marginal_damages[i,r] / pc_consumption[i,r]^dr.eta * 1/(1+dr.prtp)^(t-year)
-                for (i,t) in enumerate(_model_years), r in 1:n_regions if year<=t<=last_year
-            )
-
-            en_scc_in_utils = sum(
-                en_marginal_damages[i,r] / pc_consumption[i,r]^dr.eta * 1/(1+dr.prtp)^(t-year)
-                for (i,t) in enumerate(_model_years), r in 1:n_regions if year<=t<=last_year
-            )
-
-            slr_scc_in_utils = sum(
-                slr_marginal_damages[i,r] / pc_consumption[i,r]^dr.eta * 1/(1+dr.prtp)^(t-year)
-                for (i,t) in enumerate(_model_years), r in 1:n_regions if year<=t<=last_year
-            )
-
-            # sum up total utils for included sectors to calculate scc
-            total_utils =
-                (base[:DamageAggregator, :include_cromar_mortality] ? health_scc_in_utils : 0.) +
-                (base[:DamageAggregator, :include_ag]               ? ag_scc_in_utils : 0.) +
-                (base[:DamageAggregator, :include_energy]           ? en_scc_in_utils : 0.) +
-                (base[:DamageAggregator, :include_slr]              ? slr_scc_in_utils : 0.)
-
-            normalization_region_index = findfirst(isequal(dr.ew_norm_region), dim_keys(base, spatial_key_name))
-            scc = base[net_cpc_component_name, :net_cpc][year_index,normalization_region_index]^dr.eta * total_utils
-            scc_values[(region=:globe, sector=:total, dr_label=dr.label, prtp=dr.prtp, eta=dr.eta, ew=dr.ew, ew_norm_region=dr.ew_norm_region)][trialnum] = scc
-
-            if options.certainty_equivalent
-                intermediate_ce_scc_values[(region=:globe, sector=:total, dr_label=dr.label, prtp=dr.prtp, eta=dr.eta, ew=dr.ew, ew_norm_region=dr.ew_norm_region)][trialnum] = total_utils
-                norm_cpc_values_ce[(region=:globe, sector=:total, ew=dr.ew, ew_norm_region=dr.ew_norm_region)][trialnum] = base[net_cpc_component_name, :net_cpc][year_index,normalization_region_index]
             end
-            
-            # sectoral
-            if options.compute_sectoral_values
-
-                scc = base[net_cpc_component_name, :net_cpc][year_index,normalization_region_index]^dr.eta * health_scc_in_utils
-                scc_values[(region=:globe, sector=:cromar_mortality, dr_label=dr.label, prtp=dr.prtp, eta=dr.eta, ew=dr.ew, ew_norm_region=dr.ew_norm_region)][trialnum] = scc
-
-                scc = base[net_cpc_component_name, :net_cpc][year_index,normalization_region_index]^dr.eta * ag_scc_in_utils
-                scc_values[(region=:globe, sector=:agriculture, dr_label=dr.label, prtp=dr.prtp, eta=dr.eta, ew=dr.ew, ew_norm_region=dr.ew_norm_region)][trialnum] = scc
-                
-                scc = base[net_cpc_component_name, :net_cpc][year_index,normalization_region_index]^dr.eta * en_scc_in_utils
-                scc_values[(region=:globe, sector=:energy, dr_label=dr.label, prtp=dr.prtp, eta=dr.eta, ew=dr.ew, ew_norm_region=dr.ew_norm_region)][trialnum] = scc
-
-                scc = base[net_cpc_component_name, :net_cpc][year_index,normalization_region_index]^dr.eta * slr_scc_in_utils
-                scc_values[(region=:globe, sector=:slr, dr_label=dr.label, prtp=dr.prtp, eta=dr.eta, ew=dr.ew, ew_norm_region=dr.ew_norm_region)][trialnum] = scc
-
-                if options.certainty_equivalent
-                    intermediate_ce_scc_values[(region=:globe, sector=:cromar_mortality, dr_label=dr.label, prtp=dr.prtp, eta=dr.eta, ew=dr.ew, ew_norm_region=dr.ew_norm_region)][trialnum] = health_scc_in_utils
-                    intermediate_ce_scc_values[(region=:globe, sector=:agriculture, dr_label=dr.label, prtp=dr.prtp, eta=dr.eta, ew=dr.ew, ew_norm_region=dr.ew_norm_region)][trialnum] = ag_scc_in_utils
-                    intermediate_ce_scc_values[(region=:globe, sector=:energy, dr_label=dr.label, prtp=dr.prtp, eta=dr.eta, ew=dr.ew, ew_norm_region=dr.ew_norm_region)][trialnum] = en_scc_in_utils
-                    intermediate_ce_scc_values[(region=:globe, sector=:slr, dr_label=dr.label, prtp=dr.prtp, eta=dr.eta, ew=dr.ew, ew_norm_region=dr.ew_norm_region)][trialnum] = slr_scc_in_utils    
-                end
-            end
-        else
-            error("$(dr.ew) is not a valid option for equity weighting method, must be nothing, :gdp_region, :gdp_country, :consumption_region, or :consumption_country.")
-        end # end ew conditional
-    end # end discount rates loop
+        end
+    end
 end
 
 # Internal function to compute the SCC in a Monte Carlo Simulation
@@ -870,14 +484,13 @@ function _compute_scc_mcs(mm::MarginalModel,
                             save_cpc::Bool,
                             save_slr_damages::Bool,
                             compute_sectoral_values::Bool,
-                            compute_disaggregated_values::Bool,
                             compute_domestic_values::Bool,
                             CIAM_foresight::Symbol,
                             CIAM_GDPcap::Bool,
                             post_mcs_creation_function,
                             pulse_size::Float64
                         )
-
+                        
     models = [mm.base, mm.modified]
 
     socioeconomics_module = _get_module_name(mm.base, :Socioeconomic)
@@ -887,8 +500,6 @@ function _compute_scc_mcs(mm::MarginalModel,
         socioeconomics_source = :RFF
     end
 
-    Agriculture_gtap = _get_mooreag_gtap(mm.base)
-
     mcs = get_mcs(n; 
                     socioeconomics_source=socioeconomics_source, 
                     mcs_years = _model_years, 
@@ -896,8 +507,7 @@ function _compute_scc_mcs(mm::MarginalModel,
                     fair_parameter_set_ids = fair_parameter_set_ids,
                     rffsp_sampling = rffsp_sampling,
                     rffsp_sampling_ids = rffsp_sampling_ids,
-                    save_list = save_list,
-                    Agriculture_gtap = Agriculture_gtap
+                    save_list = save_list
                 )
     
     if post_mcs_creation_function!==nothing
@@ -907,45 +517,11 @@ function _compute_scc_mcs(mm::MarginalModel,
     regions = compute_domestic_values ? [:globe, :domestic] : [:globe]
     sectors = compute_sectoral_values ? [:total,  :cromar_mortality, :agriculture, :energy, :slr] : [:total]
 
-    if compute_disaggregated_values	
-        streams = Dict()	
-        streams["output_dir"] = output_dir	
-    else	
-        streams = nothing	
-    end	
-
-    # create a set of subdirectories for streaming spatially and sectorally 	
-    # disaggregated damages files - one per region	
-    if compute_disaggregated_values
-        top_path = joinpath(output_dir, "results", "disaggregated_values")
-
-        # clear out streams folders
-        ispath(top_path) ? rm(top_path, recursive=true) : nothing	
-
-        mkpath(joinpath(top_path, "damages_cromar_mortality"))	
-        mkpath(joinpath(top_path, "damages_energy"))	
-        mkpath(joinpath(top_path, "damages_agriculture"))	
-        mm.base[:DamageAggregator, :include_slr] && mkpath(joinpath(top_path, "damages_slr")) # slr only if we are including sea level rise	
-
-        mkpath(joinpath(top_path, "socioeconomics_country"))	
-        mkpath(joinpath(top_path, "socioeconomics_region"))	
-
-        mkpath(joinpath(top_path, "mds_country_no_ag"))	
-        mkpath(joinpath(top_path, "mds_region_ag_only"))	
-
-        # DataFrames with metadata	
-        DataFrame(  :variable => [:damages, :md, :population, :pc_gdp],	
-                    :units => ["USD 2005", "USD 2005 per tonne of CO2", "millions of persons", "USD 2005 per capita"],	
-                    :notes => ["baseline run", "difference between pulse run and baseline run", "baseline run", "baseline run"]	
-                ) |> save(joinpath(top_path, "disaggregated_values_README.csv"))	
-    end
-
-    scc_values = Dict((region=r, sector=s, dr_label=dr.label, prtp=dr.prtp, eta=dr.eta, ew=dr.ew, ew_norm_region=dr.ew_norm_region) => Vector{Union{Float64, Missing}}(undef, n) for dr in discount_rates, r in regions, s in sectors)
-    intermediate_ce_scc_values = certainty_equivalent ? Dict((region=r, sector=s, dr_label=dr.label, prtp=dr.prtp, eta=dr.eta, ew=dr.ew, ew_norm_region=dr.ew_norm_region) => Vector{Float64}(undef, n) for dr in discount_rates, r in regions, s in sectors) : nothing
+    scc_values = Dict((region=r, sector=s, dr_label=dr.label, prtp=dr.prtp, eta=dr.eta) => Vector{Float64}(undef, n) for dr in discount_rates, r in regions, s in sectors)
+    intermediate_ce_scc_values = certainty_equivalent ? Dict((region=r, sector=s, dr_label=dr.label, prtp=dr.prtp, eta=dr.eta) => Vector{Float64}(undef, n) for dr in discount_rates, r in regions, s in sectors) : nothing
     md_values = save_md ? Dict((region=r, sector=s) => Array{Float64}(undef, n, length(_damages_years)) for r in regions, s in sectors) : nothing
     cpc_values = save_cpc ? Dict((region=r, sector=s) => Array{Float64}(undef, n, length(_damages_years)) for r in [:globe], s in [:total]) : nothing # just global and total for now
-    norm_cpc_values_ce = certainty_equivalent ? Dict((region=r, sector=s, ew=dr.ew, ew_norm_region=dr.ew_norm_region) => Vector{Float64}(undef, n) for dr in discount_rates, r in regions, s in [:total]) : nothing
-
+    
     if save_slr_damages
 
         # global
@@ -975,19 +551,18 @@ function _compute_scc_mcs(mm::MarginalModel,
 
     # set some computation options
     options = (
-                compute_sectoral_values=compute_sectoral_values,
-                compute_disaggregated_values=compute_disaggregated_values,
-                compute_domestic_values=compute_domestic_values,
-                save_md=save_md,
-                save_cpc=save_cpc,
-                save_slr_damages=save_slr_damages,
-                CIAM_foresight=CIAM_foresight,
-                CIAM_GDPcap=CIAM_GDPcap,
-                certainty_equivalent=certainty_equivalent,
-                pulse_size=pulse_size
+                compute_sectoral_values = compute_sectoral_values, 
+                compute_domestic_values = compute_domestic_values,
+                save_md = save_md,
+                save_cpc = save_cpc,
+                save_slr_damages = save_slr_damages,
+                CIAM_foresight = CIAM_foresight,
+                CIAM_GDPcap = CIAM_GDPcap,
+                certainty_equivalent = certainty_equivalent,
+                pulse_size = pulse_size
             )
 
-    payload = [scc_values, intermediate_ce_scc_values, norm_cpc_values_ce, md_values, cpc_values, slr_damages, year, last_year, discount_rates, gas, ciam_base, ciam_modified, segment_fingerprints, streams, options]
+    payload = [scc_values, intermediate_ce_scc_values, md_values, cpc_values, slr_damages, year, last_year, discount_rates, gas, ciam_base, ciam_modified, segment_fingerprints, options]
 
     Mimi.set_payload2!(mcs, payload)
 
@@ -1002,13 +577,8 @@ function _compute_scc_mcs(mm::MarginalModel,
                     )
 
     # unpack the payload object
-    scc_values, intermediate_ce_scc_values, norm_cpc_values_ce, md_values, cpc_values, slr_damages, year, last_year, discount_rates, gas, ciam_base, ciam_modified, segment_fingerprints, streams, options = Mimi.payload2(sim_results)
+    scc_values, intermediate_ce_scc_values, md_values, cpc_values, slr_damages, year, last_year, discount_rates, gas, ciam_base, ciam_modified, segment_fingerprints, options = Mimi.payload2(sim_results)
     
-    if !isnothing(streams) 
-        delete!(streams, "output_dir")
-        close.(values(streams)) # use broadcasting to close all stream 
-    end
-
     # Write out the slr damages to disk in the same place that variables from the save_list would be written out
     if save_slr_damages
         isdir("$output_dir/results/model_1") || mkpath("$output_dir/results/model_1")
@@ -1017,69 +587,69 @@ function _compute_scc_mcs(mm::MarginalModel,
         # global 
         df = DataFrame(slr_damages[:base], :auto) |> 
             i -> rename!(i, Symbol.(_damages_years)) |> 
-            i -> insertcols!(i, 1, :trialnum => 1:n) |> 
-            i -> stack(i, Not(:trialnum)) |>
-            i -> rename!(i, [:trialnum, :time, :slr_damages]) |>
+            i -> insertcols!(i, 1, :trial => 1:n) |> 
+            i -> stack(i, Not(:trial)) |>
+            i -> rename!(i, [:trial, :time, :slr_damages]) |>
             save("$output_dir/results/model_1/slr_damages.csv")
 
         df = DataFrame(slr_damages[:modified], :auto) |> 
             i -> rename!(i, Symbol.(_damages_years)) |> 
-            i -> insertcols!(i, 1, :trialnum => 1:n) |> 
-            i -> stack(i, Not(:trialnum)) |>
-            i -> rename!(i, [:trialnum, :time, :slr_damages]) |>
+            i -> insertcols!(i, 1, :trial => 1:n) |> 
+            i -> stack(i, Not(:trial)) |>
+            i -> rename!(i, [:trial, :time, :slr_damages]) |>
             save("$output_dir/results/model_2/slr_damages.csv")
 
         segments = Symbol.(dim_keys(ciam_base, :segments))
         df = DataFrame(slr_damages[:base_segments_2100], :auto) |> 
             i -> rename!(i, segments) |>
-            i -> insertcols!(i, 1, :trialnum => 1:n) |> 
-            i -> stack(i, Not(:trialnum)) |>
-            i -> rename!(i, [:trialnum, :segment, :slr_damages_2100]) |>
+            i -> insertcols!(i, 1, :trial => 1:n) |> 
+            i -> stack(i, Not(:trial)) |>
+            i -> rename!(i, [:trial, :segment, :slr_damages_2100]) |>
             save("$output_dir/results/model_1/slr_damages_2100_by_segment.csv")
             
         # domestic 
         if compute_domestic_values
                 df = DataFrame(slr_damages[:base_domestic], :auto) |> 
                     i -> rename!(i, Symbol.(_damages_years)) |> 
-                    i -> insertcols!(i, 1, :trialnum => 1:n) |> 
-                    i -> stack(i, Not(:trialnum)) |>
-                    i -> rename!(i, [:trialnum, :time, :slr_damages_domestic]) |>
+                    i -> insertcols!(i, 1, :trial => 1:n) |> 
+                    i -> stack(i, Not(:trial)) |>
+                    i -> rename!(i, [:trial, :time, :slr_damages_domestic]) |>
                     save("$output_dir/results/model_1/slr_damages_domestic.csv")
 
                 df = DataFrame(slr_damages[:modified_domestic], :auto) |> 
                     i -> rename!(i, Symbol.(_damages_years)) |> 
-                    i -> insertcols!(i, 1, :trialnum => 1:n) |> 
-                    i -> stack(i, Not(:trialnum)) |>
-                    i -> rename!(i, [:trialnum, :time, :slr_damages_domestic]) |>
+                    i -> insertcols!(i, 1, :trial => 1:n) |> 
+                    i -> stack(i, Not(:trial)) |>
+                    i -> rename!(i, [:trial, :time, :slr_damages_domestic]) |>
                     save("$output_dir/results/model_2/slr_damages_domestic.csv")
         end
 
         ciam_country_names = Symbol.(dim_keys(ciam_base, :ciam_country))
 
         ciam_country_names = Symbol.(dim_keys(ciam_base, :ciam_country))
-        df = DataFrame(:trialnum => [], :time => [], :country => [], :capped_flag => [])
+        df = DataFrame(:trial => [], :time => [], :country => [], :capped_flag => [])
         for trial in 1:n # loop over trials
             trial_df = DataFrame(slr_damages[:base_lim_cnt][trial,:,:], :auto) |>
                 i -> rename!(i, ciam_country_names) |>
                 i -> insertcols!(i, 1, :time => _damages_years) |> 
                 i -> stack(i, Not(:time)) |>
-                i -> insertcols!(i, 1, :trialnum => fill(trial, length(_damages_years) * 145)) |>
-                i -> rename!(i, [:trialnum, :time, :country, :capped_flag]) |>
+                i -> insertcols!(i, 1, :trial => fill(trial, length(_damages_years) * 145)) |>
+                i -> rename!(i, [:trial, :time, :country, :capped_flag]) |>
                 i -> @filter(i, _.capped_flag == 1) |>
                 DataFrame
             append!(df, trial_df)
         end
         df |> save("$output_dir/results/slr_damages_base_lim_counts.csv")
 
-        df = DataFrame(:trialnum => [], :time => [], :country => [], :capped_flag => [])
+        df = DataFrame(:trial => [], :time => [], :country => [], :capped_flag => [])
         ciam_country_names = Symbol.(dim_keys(ciam_base, :ciam_country))
         for trial in 1:n # loop over trials
             trial_df = DataFrame(slr_damages[:modified_lim_cnt][trial,:,:], :auto) |>
                 i -> rename!(i, ciam_country_names) |>
                 i -> insertcols!(i, 1, :time => _damages_years) |> 
                 i -> stack(i, Not(:time)) |>
-                i -> insertcols!(i, 1, :trialnum => fill(trial, length(_damages_years) * 145)) |>
-                i -> rename!(i, [:trialnum, :time, :country, :capped_flag]) |>
+                i -> insertcols!(i, 1, :trial => fill(trial, length(_damages_years) * 145)) |>
+                i -> rename!(i, [:trial, :time, :country, :capped_flag]) |>
                 i -> @filter(i, _.capped_flag == 1) |>
                 DataFrame
             append!(df, trial_df)
@@ -1087,28 +657,32 @@ function _compute_scc_mcs(mm::MarginalModel,
         df |> save("$output_dir/results/slr_damages_modified_lim_counts.csv")
     end
 
+    expected_mu_in_year_of_emission = Dict()
+
+    if certainty_equivalent
+        year_index = findfirst(isequal(year), _damages_years)
+        # In this case the normalization from utils to $ hasn't happened in the post trial function
+        # and instead we now do this here, based on expected per capita consumption in the year
+        # of the marginal emission pulse
+        cpc_in_year_of_emission = view(cpc_values[(region=:globe, sector=:total)], :, year_index)
+        
+        for k in keys(scc_values)
+            expected_mu_in_year_of_emission[k] = mean(1 ./ (cpc_in_year_of_emission .^ k.eta))
+        end    
+    end
+
     # Construct the returned result object
     result = Dict()
 
-    # add an :scc dictionary, where key value pairs (k,v) are NamedTuples with keys(region, sector, dr_label, prtp, eta, ew, ew_norm_region) => values are 281 element vectors (2020:2300)
+    # add an :scc dictionary, where key value pairs (k,v) are NamedTuples with keys(prtp, eta, region, sector) => values are 281 element vectors (2020:2300)
     result[:scc] = Dict()
     for (k,v) in scc_values
         if certainty_equivalent
-            # In this case the normalization from utils to $ hasn't happened in the post trial function
-            # and instead we now do this here, based on expected per capita consumption in the year
-            # of the marginal emission pulse
-            
-            # new key using all the same fields except making sector total
-            k_sector_total = (region=k.region, sector=:total, ew=k.ew, ew_norm_region=k.ew_norm_region)
-            cpc_in_year_of_emission = norm_cpc_values_ce[k_sector_total]
-            
-            expected_mu_in_year_of_emission = mean(1 ./ (cpc_in_year_of_emission .^ k.eta))
-
             result[:scc][k] = (
                 expected_scc = mean(v),
                 se_expected_scc = std(v) / sqrt(n),
-                ce_scc = mean(intermediate_ce_scc_values[k]) ./ expected_mu_in_year_of_emission,
-                ce_sccs= intermediate_ce_scc_values[k] ./ expected_mu_in_year_of_emission,
+                ce_scc = mean(intermediate_ce_scc_values[k]) ./ expected_mu_in_year_of_emission[k],
+                ce_sccs= intermediate_ce_scc_values[k] ./ expected_mu_in_year_of_emission[k],
                 sccs = v,                
             )
         else
@@ -1140,9 +714,6 @@ function _compute_scc_mcs(mm::MarginalModel,
 end
 
 function _compute_ciam_marginal_damages(base, modified, gas, ciam_base, ciam_modified, segment_fingerprints; CIAM_foresight, CIAM_GDPcap, pulse_size)
-
-    gas_units_multiplier = scc_gas_molecular_conversions[gas] ./ (scc_gas_pulse_size_conversions[gas] .* pulse_size) # adjust for the (1) molecular mass and (2) pulse size
-
     update_ciam!(ciam_base, base, segment_fingerprints)
     update_ciam!(ciam_modified, modified, segment_fingerprints)
 
@@ -1164,10 +735,6 @@ function _compute_ciam_marginal_damages(base, modified, gas, ciam_base, ciam_mod
     
     # Obtain a key mapping segment ids to ciam country ids, both of which
     # line up with the orders of dim_keys of ciam_base
-
-    # IMPORTANT here to note that the segment ID refers here to the row, or equivalently
-    # the index of the segment in a CIAM model created using MimiGIVE.get_ciam(),
-    # NOT the segid field in many of the key files
     xsc = ciam_base[:slrcost, :xsc]::Dict{Int, Tuple{Int, Int, Int}} 
     ciam_country_mapping = DataFrame(:segment_id => collect(keys(xsc)), :ciam_country_id => first.(collect(values(xsc))))
     
@@ -1210,32 +777,26 @@ function _compute_ciam_marginal_damages(base, modified, gas, ciam_base, ciam_mod
     damages_base_domestic = vec(sum(OptimalCost_base_country[:,domestic_idxs],dims=2)) .* pricelevel_2010_to_2005 # Unit of CIAM is billion USD $2010, convert to billion USD $2005
     damages_modified_domestic = vec(sum(OptimalCost_modified_country[:,domestic_idxs],dims=2)) .* pricelevel_2010_to_2005 # Unit of CIAM is billion USD $2010, convert to billion USD $2005
 
-    damages_marginal_domestic = (damages_modified_domestic .- damages_base_domestic) .* gas_units_multiplier # adjust for the (1) molecular mass and (2) pulse size
-    damages_marginal_domestic = damages_marginal_domestic .* 1e9  # Unit at this point is billion USD $2005, we convert to USD here
+    damages_marginal_domestic = (damages_modified_domestic .- damages_base_domestic) .* scc_gas_molecular_conversions[gas] ./ (scc_gas_pulse_size_conversions[gas] .* pulse_size) # adjust for the (1) molecular mass and (2) pulse size
+    damages_marginal_domestic = damages_marginal_domestic .* 1e9  # Unit at this point is billion USD $2005, we convert to just USD here
     
     # global
     damages_base = vec(sum(OptimalCost_base_country,dims=2)) .* pricelevel_2010_to_2005 # Unit of CIAM is billion USD $2010, convert to billion USD $2005
     damages_modified = vec(sum(OptimalCost_modified_country,dims=2)) .* pricelevel_2010_to_2005 # Unit of CIAM is billion USD $2010, convert to billion USD $2005
 
-    damages_marginal = (damages_modified .- damages_base) .* gas_units_multiplier # adjust for the (1) molecular mass and (2) pulse size
-    damages_marginal = damages_marginal .* 1e9 # Unit at this point is billion USD $2005, we convert to USD here
-
-    # country
-    damages_marginal_country = (OptimalCost_modified_country .- OptimalCost_base_country) .* pricelevel_2010_to_2005 .* gas_units_multiplier # Adjust for the (1) price level (2) molecular mass and (3) pulse size
-    damages_marginal_country = damages_marginal_country .* 1e9 # Unit at this point is billion USD $2005, we convert to USD here
+    damages_marginal = (damages_modified .- damages_base) .* scc_gas_molecular_conversions[gas] ./ (scc_gas_pulse_size_conversions[gas] .* pulse_size) # adjust for the (1) molecular mass and (2) pulse size
+    damages_marginal = damages_marginal .* 1e9 # Unit at this point is billion USD $2005, we convert to just USD here
 
     # CIAM starts in 2020 so pad with zeros at the beginning
     return (globe               = [fill(0., 2020 - _model_years[1]); damages_marginal], # USD $2005
             domestic            = [fill(0., 2020 - _model_years[1]); damages_marginal_domestic], # USD $2005
-            country             = [fill(0., 2020 - _model_years[1], num_ciam_countries); damages_marginal_country], # USD $2005
             damages_base        = [fill(0., 2020 - _model_years[1]); damages_base], # billion USD $2005
             damages_modified    = [fill(0., 2020 - _model_years[1]); damages_modified], # billion USD $2005
-            damages_base_domestic = [fill(0., 2020 - _model_years[1]); damages_base_domestic], # billion USD $2005
+            damages_base_domestic       = [fill(0., 2020 - _model_years[1]); damages_base_domestic], # billion USD $2005
             damages_modified_domestic = [fill(0., 2020 - _model_years[1]); damages_modified_domestic], # billion USD $2005
             base_lim_cnt        = base_lim_cnt, # 2020:2300 x countries
             modified_lim_cnt    = modified_lim_cnt, # 2020:2300 x countries
-            damages_base_segments_2100   = OptimalCost_base[9, :] .* pricelevel_2010_to_2005, # billion USD $2005, 2100 is index 9 in 2020:10:2300, this is uncapped segment-level baseline damages in 2100
-            damages_base_country = OptimalCost_base_country .* pricelevel_2010_to_2005 # Unit of CIAM is billion USD $2010, convert to billion USD $2005
+            damages_base_segments_2100   = OptimalCost_base[9, :] .* pricelevel_2010_to_2005 # billion USD $2005, 2100 is index 9 in 2020:10:2300, this is uncapped segment-level baseline damages in 2100
     )
 end
 
@@ -1275,7 +836,7 @@ function add_marginal_emissions!(m::Model, year::Int, gas::Symbol, pulse_size::F
     time = Mimi.dim_keys(m, :time)
     pulse_year_index = findfirst(i -> i == year, time)
 
-    hfc_list = [:HFC23, :HFC32, :HFC43_10, :HFC125, :HFC134a, :HFC143a, :HFC227ea, :HFC245fa]
+    hfc_list = [:HFC23, :HFC32, :HFC43_10, :HFC125, :HFC134a, :HFC143a, :HFC227ea, :HFC245fa,  :HFC152a, :HFC236fa, :HFC365mfc]
 
     if gas == :CO2
 
@@ -1313,7 +874,7 @@ function add_marginal_emissions!(m::Model, year::Int, gas::Symbol, pulse_size::F
         connect_param!(m, :marginalemission => :input, :n2o_emissions_identity => :output_n2o)
         connect_param!(m, :n2o_cycle => :fossil_emiss_N₂O, :marginalemission => :output)
 
-    elseif gas in hfc_list
+    elseif gas in hfc_list || gas == :SF6
 
         # get gas index
         other_ghg_gases = Mimi.dim_keys(m, :other_ghg)
@@ -1332,7 +893,7 @@ function add_marginal_emissions!(m::Model, year::Int, gas::Symbol, pulse_size::F
         new_emissions = deepcopy(Mimi.model_param(m, model_param_name).values.data)
 
         # update emissions parameter with a pulse
-        new_emissions[pulse_year_index, gas_index] +=  pulse_size # add pulse in kt hfc
+        new_emissions[pulse_year_index, gas_index] +=  pulse_size # add pulse in kt hfc or sf6
         update_param!(m, :emiss_other_ghg, new_emissions)
         
     else
diff --git a/src/utils/process_fair_mcs_params.jl b/src/utils/process_fair_mcs_params.jl
index ce991b3..b2c2587 100644
--- a/src/utils/process_fair_mcs_params.jl
+++ b/src/utils/process_fair_mcs_params.jl
@@ -56,10 +56,6 @@ using JSON, CSVFiles, DataFrames
 n = 2237 # total number of available samples
 fair_params = JSON.parsefile(joinpath(@__DIR__, "..", "..", "data", "FAIR_mcs", "fair-1.6.2-wg3-params.json"));
 
-# Names of minor greenhouse gases and ozone-depleting substances (used or indexing).
-other_ghg_names = ["CF4", "C2F6", "C6F14", "HFC23", "HFC32", "HFC43_10", "HFC125", "HFC134a", "HFC143a", "HFC227ea", "HFC245fa", "SF6"]
-ods_names       = ["CFC_11", "CFC_12", "CFC_113", "CFC_114", "CFC_115", "CARB_TET", "MCF", "HCFC_22", "HCFC_141B", "HCFC_142B", "HALON1211", "HALON1202", "HALON1301", "HALON2402", "CH3BR", "CH3CL"]
-
 # Carbon cycle
 
 for p in ["r0", "rt", "rc"]
@@ -177,10 +173,19 @@ DataFrame(:scale_solar => [fair_params[i]["scale"][45] for i in 1:n]) |>
 
 scale_other_ghg = [fair_params[i]["scale"][4:15] for i in 1:n]
 scale_other_ghg = reduce(hcat, scale_other_ghg)'
-scale_other_ghg = DataFrame(scale_other_ghg, :auto) |>
-    i -> rename!(i, other_ghg_names) |>
-    save(joinpath(@__DIR__, "..", "..", "data", "FAIR_mcs", "fair_mcs_params_scale_other_ghg.csv"))
+scale_other_ghg = DataFrame(scale_other_ghg, :auto)
+# rename with names of minor greenhouse gases, not including our additional three HFCs
+rename!(scale_other_ghg, ["CF4", "C2F6", "C6F14", "HFC23", "HFC32", "HFC43_10", "HFC125", "HFC134a", "HFC143a", "HFC227ea", "HFC245fa", "SF6"])
+# (HFC ADDITION NOTE) add three columns for the additional three HFCs, with 
+# identical scaling factors since all other gases have the same scaling factors in this sample set
+for hfc in [:HFC152a, :HFC236fa, :HFC365mfc]
+    col = length(names(scale_other_ghg)) - 1
+    insertcols!(scale_other_ghg, col, hfc => scale_other_ghg.CF4)
+end
+scale_other_ghg |> save(joinpath(@__DIR__, "..", "..", "data", "FAIR_mcs", "fair_mcs_params_scale_other_ghg.csv"))
 
+# Names of minor ozone-depleting substances
+ods_names = ["CFC_11", "CFC_12", "CFC_113", "CFC_114", "CFC_115", "CARB_TET", "MCF", "HCFC_22", "HCFC_141B", "HCFC_142B", "HALON1211", "HALON1202", "HALON1301", "HALON2402", "CH3BR", "CH3CL"]
 scale_ods = [fair_params[i]["scale"][16:31] for i in 1:n]
 scale_ods = reduce(hcat, scale_ods)'
 scale_ods = DataFrame(scale_ods, :auto) |>